From b6c360422a82e69283a51cb3cf84b0f5d3b98f08 Mon Sep 17 00:00:00 2001 From: github-actions Date: Sun, 29 Sep 2024 08:49:24 +0000 Subject: [PATCH] Aggregate documentation --- .github/workflows/docs.yml | 37 + Base/.gitignore | 3 + Base/Project.toml | 9 + Base/src/DataToolkitBase.jl | 72 ++ Common/.github/workflows/CompatHelper.yml | 16 + Common/.github/workflows/TagBot.yml | 15 + Common/.github/workflows/ci.yml | 84 ++ Common/.gitignore | 3 + Common/LICENSE | 21 + Common/Project.toml | 129 ++ Common/README.org | 7 + Common/docs/Project.toml | 8 + Common/docs/dev.jl | 25 + Common/docs/make.jl | 151 +++ Common/docs/src/assets/favicon.ico | Bin 0 -> 3336 bytes Common/docs/src/assets/logo.svg | 36 + Common/docs/src/contributing.org | 83 ++ Common/docs/src/index.org | 28 + Common/docs/src/plugins/addpkgs.md | 22 + Common/docs/src/plugins/defaults.md | 30 + Common/docs/src/plugins/memorise.md | 20 + Common/docs/src/plugins/versions.md | 44 + Common/docs/src/saveload/arrow.md | 30 + 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100644 docs/store/plugin_cache.org create mode 100644 docs/store/plugin_cache/index.html create mode 100644 docs/store/plugin_store.org create mode 100644 docs/store/plugin_store/index.html create mode 100644 docs/store/repl.org create mode 100644 docs/store/repl/index.html create mode 100644 docs/store/search_index.js diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml new file mode 100644 index 000000000..2a07c3c40 --- /dev/null +++ b/.github/workflows/docs.yml @@ -0,0 +1,37 @@ +name: Docs +on: + push: + branches: + - main + tags: '*' + pull_request: +jobs: + docs: + name: Documentation + runs-on: ubuntu-latest + env: + GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} + steps: + - uses: actions/checkout@v4 + - uses: julia-actions/setup-julia@v2 + with: + version: '1' + - uses: julia-actions/cache@v2 + # Round 1: Create interlink dumps + - run: Core/docs/make.jl + - run: Store/docs/make.jl + - run: Common/docs/make.jl + - run: REPL/docs/make.jl + - run: Main/docs/make.jl + # Round 2: Now with resolvable interlinks + - run: Core/docs/make.jl --only-if-inv-changed + - run: Store/docs/make.jl --only-if-inv-changed + - run: Common/docs/make.jl --only-if-inv-changed + - run: REPL/docs/make.jl --only-if-inv-changed + # Combine + - name: MultiDocs + run: | + git config user.name github-actions + git config user.email github-actions@github.com + julia --project=MultiDocs -e 'using Pkg; Pkg.instantiate()' + julia --project=MultiDocs MultiDocs/make-multi.jl diff --git a/Base/.gitignore b/Base/.gitignore new file mode 100644 index 000000000..ca0d674f5 --- /dev/null +++ b/Base/.gitignore @@ -0,0 +1,3 @@ +/Manifest.toml +/docs/src/**.md +/docs/build diff --git a/Base/Project.toml b/Base/Project.toml new file mode 100644 index 000000000..81d6b6ba3 --- /dev/null +++ b/Base/Project.toml @@ -0,0 +1,9 @@ +name = "DataToolkitBase" +uuid = "e209d0c3-e863-446f-9b45-de6ca9730756" +authors = ["TEC "] +version = "0.10.0" + +[deps] +DataToolkitCommon = "9e6fccbf-6142-406a-aa4c-75c1ae647f53" +DataToolkitCore = "caac3e55-418c-402e-a061-64d454aa8f4f" +DataToolkitStore = "082ec3c2-3fb3-458f-ad22-5e5e31d4377a" diff --git a/Base/src/DataToolkitBase.jl b/Base/src/DataToolkitBase.jl new file mode 100644 index 000000000..560e11381 --- /dev/null +++ b/Base/src/DataToolkitBase.jl @@ -0,0 +1,72 @@ +module DataToolkitBase + +using DataToolkitCore +using DataToolkitCommon +using DataToolkitStore + +export @d_str, @load, @require, @addpkg + +const var"@require" = DataToolkitCore.var"@require" +const var"@addpkg" = DataToolkitCore.var"@addpkg" + +""" + @d_str -> loaded data + +Shorthand for loading a dataset in the default format, +`d"iris"` is equivalent to `read(dataset("iris"))`. +""" +macro d_str(ident::String) + quote + ref = parse(Identifier, $ident) + if !isnothing(ref.type) + resolve(ref) + else + read(resolve(ref, resolvetype=false)) + end + end +end + +function loadproject!(mod::Module, projpath::String; force::Bool=false) + function tryloadcollection!(path::String, m::Module; soft::Bool) + try + loadcollection!(path, m; soft) + catch err + @error "Failed to load $path" err + end + end + if !isdir(projpath) + projpath = dirname(projpath) + end + # Skip packages when `init(Main)` called. + if mod === Main && isfile(joinpath(projpath, "Project.toml")) + data = Base.parsed_toml(joinpath(projpath, "Project.toml")) + ispkg = haskey(data, "name") && haskey(data, "uuid") && + haskey(data, "version") && isfile(joinpath( + projpath, "src", data["name"] * ".jl")) + ispkg && return + end + # Load Data.d/*.toml + data_dir = joinpath(projpath, "Data.d") + if isdir(data_dir) + dfiles = filter(f -> endswith(f, ".toml"), + readdir(data_dir, join=true)) + for dfile in filter(f -> basename(f) != "Data.toml", dfiles) + tryloadcollection!(dfile, mod, soft=!force) + end + # Load Data.toml last so that is is first in the stack. + joinpath(data_dir, "Data.toml") in dfiles && + tryloadcollection!("Data.d/Data.toml", mod, soft=!force) + end + # Load Data.toml + data_file = joinpath(projpath, "Data.toml") + if isfile(data_file) + isdir(data_dir) && @warn "($mod) consider placing Data.toml file inside Data.d directory" + tryloadcollection!(data_file, mod, soft=!force) + end +end + +macro load() + :(loadproject!(@__MODULE__, pkgdir(@__MODULE__))) +end + +end diff --git a/Common/.github/workflows/CompatHelper.yml b/Common/.github/workflows/CompatHelper.yml new file mode 100644 index 000000000..cba9134c6 --- /dev/null +++ b/Common/.github/workflows/CompatHelper.yml @@ -0,0 +1,16 @@ +name: CompatHelper +on: + schedule: + - cron: 0 0 * * * + workflow_dispatch: +jobs: + CompatHelper: + runs-on: ubuntu-latest + steps: + - name: Pkg.add("CompatHelper") + run: julia -e 'using Pkg; Pkg.add("CompatHelper")' + - name: CompatHelper.main() + env: + GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} + COMPATHELPER_PRIV: ${{ secrets.DOCUMENTER_KEY }} + run: julia -e 'using CompatHelper; CompatHelper.main()' diff --git a/Common/.github/workflows/TagBot.yml b/Common/.github/workflows/TagBot.yml new file mode 100644 index 000000000..f49313b66 --- /dev/null +++ b/Common/.github/workflows/TagBot.yml @@ -0,0 +1,15 @@ +name: TagBot +on: + issue_comment: + types: + - created + workflow_dispatch: +jobs: + TagBot: + if: github.event_name == 'workflow_dispatch' || github.actor == 'JuliaTagBot' + runs-on: ubuntu-latest + steps: + - uses: JuliaRegistries/TagBot@v1 + with: + token: ${{ secrets.GITHUB_TOKEN }} + ssh: ${{ secrets.DOCUMENTER_KEY }} diff --git a/Common/.github/workflows/ci.yml b/Common/.github/workflows/ci.yml new file mode 100644 index 000000000..cbd2a64d6 --- /dev/null +++ b/Common/.github/workflows/ci.yml @@ -0,0 +1,84 @@ +name: CI +on: + push: + branches: + - main + tags: '*' + pull_request: +jobs: + test: + name: Julia ${{ matrix.version }} - ${{ matrix.os }} - ${{ matrix.arch }} + runs-on: ${{ matrix.os }} + continue-on-error: ${{ matrix.version == 'nightly' }} + strategy: + matrix: + version: + - '1.8' + - '1.9' + - '1' # 1.10 + - 'nightly' + os: + - ubuntu-latest + # - macOS-latest + # - windows-latest + arch: + - x64 + steps: + - uses: actions/checkout@v4 + - uses: julia-actions/setup-julia@v1 + with: + version: ${{ matrix.version }} + arch: ${{ matrix.arch }} + - uses: julia-actions/cache@v1 + - uses: julia-actions/julia-buildpkg@latest + - uses: julia-actions/julia-runtest@latest + test-dev: + name: Julia ${{ matrix.version }} - ${{ matrix.os }} - ${{ matrix.arch }} (dev) + runs-on: ${{ matrix.os }} + continue-on-error: ${{ matrix.version == 'nightly' }} + strategy: + matrix: + version: + - '1.9' + - '1' + - 'nightly' + os: + - ubuntu-latest + # - macOS-latest + # - windows-latest + arch: + - x64 + steps: + - uses: actions/checkout@v4 + - uses: julia-actions/setup-julia@v1 + with: + version: ${{ matrix.version }} + arch: ${{ matrix.arch }} + - uses: julia-actions/cache@v1 + - run: julia --project=. -e ' + using Pkg; + Pkg.add(name="DataToolkitCore", rev="main"); + Pkg.compat("DataToolkitCore", ">=0")' + - uses: julia-actions/julia-buildpkg@latest + - uses: julia-actions/julia-runtest@latest + docs: + name: Documentation + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + - uses: julia-actions/setup-julia@v1 + with: + version: '1' + - if: ${{ !startsWith(github.ref, 'refs/tags/v') }} + run: julia --project=docs -e ' + using Pkg; + Pkg.develop(PackageSpec(; path=pwd())); + Pkg.add(name="DataToolkitCore", rev="main"); + Pkg.compat("DataToolkitCore", ">=0")' + - run: julia --project=docs -e ' + using Pkg; + Pkg.develop(PackageSpec(; path=pwd())); + Pkg.instantiate();' + - run: julia --project=docs docs/make.jl + env: + GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} diff --git a/Common/.gitignore b/Common/.gitignore new file mode 100644 index 000000000..ba570fa51 --- /dev/null +++ b/Common/.gitignore @@ -0,0 +1,3 @@ +/Manifest.toml +/docs/src/**.md +/docs/build/ diff --git a/Common/LICENSE b/Common/LICENSE new file mode 100644 index 000000000..36a028115 --- /dev/null +++ b/Common/LICENSE @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2022 TEC and contributors + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. diff --git a/Common/Project.toml b/Common/Project.toml new file mode 100644 index 000000000..a19e4aad5 --- /dev/null +++ b/Common/Project.toml @@ -0,0 +1,129 @@ +name = "DataToolkitCommon" +uuid = "9e6fccbf-6142-406a-aa4c-75c1ae647f53" +version = "0.10.0" +authors = ["TEC and contributors"] + +[deps] +BaseDirs = "18cc8868-cbac-4acf-b575-c8ff214dc66f" +Compat = "34da2185-b29b-5c13-b0c7-acf172513d20" +DataToolkitCore = "caac3e55-418c-402e-a061-64d454aa8f4f" +Dates = "ade2ca70-3891-5945-98fb-dc099432e06a" +Markdown = "d6f4376e-aef5-505a-96c1-9c027394607a" +PrecompileTools = "aea7be01-6a6a-4083-8856-8a6e6704d82a" +Serialization = "9e88b42a-f829-5b0c-bbe9-9e923198166b" +TOML = "fa267f1f-6049-4f14-aa54-33bafae1ed76" +Tables = "bd369af6-aec1-5ad0-b16a-f7cc5008161c" +UUIDs = "cf7118a7-6976-5b1a-9a39-7adc72f591a4" + +[weakdeps] +AWS = "fbe9abb3-538b-5e4e-ba9e-bc94f4f92ebc" +ArchGDAL = "c9ce4bd3-c3d5-55b8-8973-c0e20141b8c3" +Arrow = "69666777-d1a9-59fb-9406-91d4454c9d45" +CSV = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b" +CodecBzip2 = "523fee87-0ab8-5b00-afb7-3ecf72e48cfd" +CodecXz = "ba30903b-d9e8-5048-a5ec-d1f5b0d4b47b" +CodecZlib = "944b1d66-785c-5afd-91f1-9de20f533193" +CodecZstd = "6b39b394-51ab-5f42-8807-6242bab2b4c2" +ColorTypes = "3da002f7-5984-5a60-b8a6-cbb66c0b333f" +DBInterface = "a10d1c49-ce27-4219-8d33-6db1a4562965" +DataToolkitStore = "082ec3c2-3fb3-458f-ad22-5e5e31d4377a" +DelimitedFiles = "8bb1440f-4735-579b-a4ab-409b98df4dab" +Downloads = "f43a241f-c20a-4ad4-852c-f6b1247861c6" +FilePathsBase = "48062228-2e41-5def-b9a4-89aafe57970f" +GIFImages = "7064036c-d33e-4a25-b247-cf6150d8ad81" +InteractiveUtils = "b77e0a4c-d291-57a0-90e8-8db25a27a240" +JLD2 = "033835bb-8acc-5ee8-8aae-3f567f8a3819" +JSON3 = "0f8b85d8-7281-11e9-16c2-39a750bddbf1" +JpegTurbo = "b835a17e-a41a-41e7-81f0-2f016b05efe0" +Netpbm = "f09324ee-3d7c-5217-9330-fc30815ba969" +PNGFiles = "f57f5aa1-a3ce-4bc8-8ab9-96f992907883" +Pkg = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f" +QOI = "4b34888f-f399-49d4-9bb3-47ed5cae4e65" +SQLite = "0aa819cd-b072-5ff4-a722-6bc24af294d9" +Tar = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e" +TiffImages = "731e570b-9d59-4bfa-96dc-6df516fadf69" +WebP = "e3aaa7dc-3e4b-44e0-be63-ffb868ccd7c1" +XLSX = "fdbf4ff8-1666-58a4-91e7-1b58723a45e0" +YAML = "ddb6d928-2868-570f-bddf-ab3f9cf99eb6" +ZipFile = "a5390f91-8eb1-5f08-bee0-b1d1ffed6cea" + +[extensions] +AWSExt = "AWS" +ArchGDALExt = "ArchGDAL" +ArrowExt = "Arrow" +CSVExt = "CSV" +CodecBzip2Ext = "CodecBzip2" +CodecXzExt = "CodecXz" +CodecZlibExt = "CodecZlib" +CodecZstdExt = "CodecZstd" +DelimitedFilesExt = "DelimitedFiles" +DownloadsExt = "Downloads" +FilePathsBaseExt = "FilePathsBase" +GIFImagesExt = "GIFImages" +JLD2Ext = "JLD2" +JSON3Ext = "JSON3" +JpegTurboExt = ["ColorTypes", "JpegTurbo"] +NetpbmExt = "Netpbm" +PNGFilesExt = "PNGFiles" +PkgExt = "Pkg" +QOIExt = "QOI" +SQLiteExt = "SQLite" +SQLiteQueryExt = ["DBInterface", "SQLite"] +DataToolkitStoreExt = "DataToolkitStore" +TarExt = "Tar" +TiffImagesExt = "TiffImages" +WebPExt = "WebP" +XLSXExt = "XLSX" +YAMLExt = "YAML" +ZipFileExt = "ZipFile" + +[compat] +BaseDirs = "1" +CRC32c = "1" +Compat = "3.29, 4" +DataToolkitCore = "0.10" +Dates = "1" +Markdown = "1" +PrecompileTools = "1" +Serialization = "1" +TOML = "1" +Tables = "1" +UUIDs = "1" +XLSX = "0.9,0.10" +julia = "1.9" + +[extras] +ArchGDAL = "c9ce4bd3-c3d5-55b8-8973-c0e20141b8c3" +Arrow = "69666777-d1a9-59fb-9406-91d4454c9d45" +CRC32c = "8bf52ea8-c179-5cab-976a-9e18b702a9bc" +CSV = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b" +CodecBzip2 = "523fee87-0ab8-5b00-afb7-3ecf72e48cfd" +CodecXz = "ba30903b-d9e8-5048-a5ec-d1f5b0d4b47b" +CodecZlib = "944b1d66-785c-5afd-91f1-9de20f533193" +CodecZstd = "6b39b394-51ab-5f42-8807-6242bab2b4c2" +ColorTypes = "3da002f7-5984-5a60-b8a6-cbb66c0b333f" +DBInterface = "a10d1c49-ce27-4219-8d33-6db1a4562965" +DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" +DataToolkitCore = "e209d0c3-e863-446f-9b45-de6ca9730756" +DelimitedFiles = "8bb1440f-4735-579b-a4ab-409b98df4dab" +Downloads = "f43a241f-c20a-4ad4-852c-f6b1247861c6" +JLD2 = "033835bb-8acc-5ee8-8aae-3f567f8a3819" +JSON3 = "0f8b85d8-7281-11e9-16c2-39a750bddbf1" +JpegTurbo = "b835a17e-a41a-41e7-81f0-2f016b05efe0" +KangarooTwelve = "2a5dabf5-6a39-42aa-818d-ce8a58d1b312" +MD5 = "6ac74813-4b46-53a4-afec-0b5dc9d7885c" +Netpbm = "f09324ee-3d7c-5217-9330-fc30815ba969" +PNGFiles = "f57f5aa1-a3ce-4bc8-8ab9-96f992907883" +Pkg = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f" +QOI = "4b34888f-f399-49d4-9bb3-47ed5cae4e65" +SHA = "ea8e919c-243c-51af-8825-aaa63cd721ce" +SQLite = "0aa819cd-b072-5ff4-a722-6bc24af294d9" +Tar = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e" +Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40" +TiffImages = "731e570b-9d59-4bfa-96dc-6df516fadf69" +XLSX = "fdbf4ff8-1666-58a4-91e7-1b58723a45e0" +YAML = "ddb6d928-2868-570f-bddf-ab3f9cf99eb6" +ZipFile = "a5390f91-8eb1-5f08-bee0-b1d1ffed6cea" + +[targets] +test = ["AWS", "ArchGDAL", "Arrow", "CRC32c", "CSV", "CodecBzip2", "CodecXz", "CodecZlib", "CodecZstd", "ColorTypes", "DBInterface", "DataFrames", "DataToolkitCore", "DelimitedFiles", "Downloads", "JLD2", "JSON3", "JpegTurbo", "KangarooTwelve", "MD5", "Netpbm", "PNGFiles", "Pkg", "QOI", "SHA", "SQLite", "Tar", "Test", "TiffImages", "XLSX", "YAML", "ZipFile"] diff --git a/Common/README.org b/Common/README.org new file mode 100644 index 000000000..153c7e19f --- /dev/null +++ b/Common/README.org @@ -0,0 +1,7 @@ +#+title: DataToolkitCommon +#+author: tecosaur + +#+html: +#+html: + +Making [[https://github.com/tecosaur/DataToolkitCore.jl][DataTookitBase]] useful. diff --git a/Common/docs/Project.toml b/Common/docs/Project.toml new file mode 100644 index 000000000..594de166e --- /dev/null +++ b/Common/docs/Project.toml @@ -0,0 +1,8 @@ +[deps] +DocInventories = "43dc2714-ed3b-44b5-b226-857eda1aa7de" +Documenter = "e30172f5-a6a5-5a46-863b-614d45cd2de4" +DocumenterInterLinks = "d12716ef-a0f6-4df4-a9f1-a5a34e75c656" +LiveServer = "16fef848-5104-11e9-1b77-fb7a48bbb589" +Markdown = "d6f4376e-aef5-505a-96c1-9c027394607a" +Org = "587fedb0-ad84-11e9-2bd6-d15ea4be1f9e" +REPL = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb" diff --git a/Common/docs/dev.jl b/Common/docs/dev.jl new file mode 100755 index 000000000..9e425c79e --- /dev/null +++ b/Common/docs/dev.jl @@ -0,0 +1,25 @@ +#!/usr/bin/env -S julia --startup-file=no + +using Pkg +Pkg.activate(@__DIR__) + +function cleanup() + rm(joinpath(@__DIR__, "build"), force=true, recursive=true) + for (root, _, files) in walkdir(joinpath(@__DIR__, "src")) + for file in files + if endswith(file, ".md") + rm(joinpath(root, file)) + end + end + end +end +cleanup() + +using LiveServer + +Base.exit_on_sigint(false) +try + servedocs(doc_env=true, foldername=@__DIR__) +finally + cleanup() +end diff --git a/Common/docs/make.jl b/Common/docs/make.jl new file mode 100755 index 000000000..aa2d9255e --- /dev/null +++ b/Common/docs/make.jl @@ -0,0 +1,151 @@ +#!/usr/bin/env -S julia --startup-file=no + +include("../../Core/docs/setup.jl") + +@setupdev "../../Core" "../../REPL" ".." +@get_interlinks Core REPL Main + +const DocPlugins = [ + "AddPkgs" => "addpkgs", + "Defaults" => "defaults", + "Memorise" => "memorise", + "Versions" => "versions", +] + +const DocSaveload = [ + "Arrow", + "Chain", + "Compressed", + "CSV", + "Delim", + "Gif", + "IO to File" => "io->file", + "JLD2", + "Jpeg", + "Json", + "Julia", + "Netpbm", + "Passthrough", + "PNG", + "Qoi", + "Sqlite", + "Tar", + "Tiff", + "Webp", + "XLSX", + "Zip", +] + +const DocStorage = [ + "Filesystem", + "Git", + "Null", + "Passthrough", + "Raw", + "S3", + "Web", +] + +using Documenter +using DataToolkitCore +using DataToolkitCommon +using DataToolkitREPL, REPL +using Markdown + +using Org + +function editfile(orgfile) + if basename(dirname(orgfile)) ∈ ("storage", "saveload") + name = first(splitext(basename(orgfile))) + jfile = joinpath(dirname(@__DIR__), "src", "transformers", basename(dirname(orgfile)), "$name.jl") + if isfile(jfile) + docline = open(io -> findfirst(line -> !isnothing(match(r"^const [A-Z_]+_DOC = md\"", line)), + collect(eachline(io))), jfile) + # It would be good to use `jfile * "#L" * string(something(docline, ""))` + # however, at the moment this makes Documenter.jl look for a file + # with `#` in the path, and then complain that it doesn't exist. + jfile + else + orgfile + end + else + orgfile + end +end + +function org2md_jl(dir::String) + orgconverted = 0 + for (root, _, files) in walkdir(dir) + orgfiles = joinpath.(root, filter(f -> endswith(f, ".org"), files)) + for orgfile in orgfiles + mdfile = replace(orgfile, r"\.org$" => ".md") + read(orgfile, String) |> + c -> Org.parse(OrgDoc, c) |> + o -> sprint(markdown, o) |> + html2utf8entity_dirty |> + s -> replace(s, r"\.org]" => ".md]") |> + m -> string("```@meta\nEditURL=\"$(editfile(orgfile))\"\n```\n\n", m) |> + m -> write(mdfile, m) + push!(MdFiles, mdfile) + end + orgconverted += length(orgfiles) + end + @info "Converted $orgconverted files from .org to .md" +end + +org2md_jl(joinpath(@__DIR__, "src")) + +for (entries, subdir, idprefix, docfn) in ( + (DocPlugins, "plugins", "plugin", p -> + """ + !!! info "Using this plugin" + To use the plugin, either modify the `plugins` entry of the + collection's [Data.toml](@extref) to include `"$p"`, or use the Data + REPL's [`plugin add`](@extref repl-plugin-add)/[`plugin remove`](@extref + repl-plugin-remove) subcommands. + + """ * string(DataToolkitCore.plugin_info(p))), + (DocSaveload, "saveload", "saveload", t -> DataToolkitREPL.transformer_docs(Symbol(t), :loader)), + (DocStorage, "storage", "storage", t -> DataToolkitREPL.transformer_docs(Symbol(t), :storage))) + mkpath(joinpath(@__DIR__, "src", subdir)) + for entry in entries + name, key = if entry isa Pair entry else entry, lowercase(entry) end + file = replace(lowercase(name), r"[^a-z0-9]" => "") * ".md" + open(joinpath(@__DIR__, "src", subdir, file), "w") do io + content = replace(docfn(key) |> string, r"^#" => "##") + println(io, """ + # [$name](@id $idprefix-$(lowercase(name))) + + $content + """) + end + end +end + +entryfname(n::String) = replace(lowercase(n), r"[^a-z0-9]" => "") * ".md" +entryfname(p::Pair) = entryfname(p.first) + +makedocs(; + modules=[DataToolkitCommon], + format=Documenter.HTML(assets = ["assets/favicon.ico"]), + pages=[ + "Introduction" => "index.md", + "Contributing" => "contributing.md", + "Storage" => map(e -> "storage/$(entryfname(e))", DocStorage), + "Loaders/Writers" => map(e -> "saveload/$(entryfname(e))", DocSaveload), + "Plugins" => map(e -> "plugins/$(entryfname(e))", DocPlugins), + ], + 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It is intended to make it +easier to contribute new transformers and plugins, but may also be of some +general interest. + +* Creating a new transformer + +Say there's a format you're familiar with or need to work with that's relatively +common and not (yet) supported out-of-the-box by =DataToolkitCommon=. This is a +great oppotunity to spin up a PR adding support 😉. If you get stuck on +anything, just open an issue or DM me (=@tecosaur= on Zulip, Slack, and more) and +I'll happily see if I can help 🙂. + +I always appreciate the value of a good example. Here are some transformers that +I think might be helpful as a point of reference: ++ The [[@ref storage-filesystem][=filesystem=]] storage ++ The [[@ref saveload-arrow][=arrow=]] loader and writer + +** Loader + +1. Create a new file =src/transformers/saveload/{name}.jl= +2. Add an ~include("src/transformers/saveload/{name}.jl")~ line to + =src/DataToolkitCommon.jl= (maintaining the sorted order) +3. Decide whether you want to use an extra package, if so: + a. With =DataToolkitCommon= as the current project, in the Pkg repl run ~add --weak {MyPkg}~ + b. Modify the =Project.toml= to add a ={MyPkg}Ext= to the =[extensions]= section + c. Create =ext/{MyPkg}Ext.jl= + d. Add a stub method to =saveload/{name}.jl=, and implement it in =ext/{MyPkg}Ext.jl= + e. Use ~@require {MyPkg}~ at the start of your [[@extref DataToolkitCore.load][~load~]] method implementation + f. Add a ~@addpkg {MyPkg} {UUID}~ line to the ~__init__~ method in + =src/DataToolkitCommon.jl= (maintaining the sorted order) +4. Implement one or more [[@extref DataToolkitCore.load][~load~]] methods for ~DataLoader{:name}~. Use [[@extref DataToolkitCore.@getparam][~@getparam~]] + if you want to access parameters of the loader or dataset. +5. If you implemented multiple ~load~ methods, consider whether it would also be + appropriate to implement a specialised [[@extref DataToolkitCore.supportedtypes][~supportedtypes~]] method. +6. Consider whether there is a reasonable implementation of [[@extref DataToolkitCore.createauto][~createauto~]] you + could write. +7. At the end of the file, assign a docstring to a const using the form ~const {name}_DOC = md"""..."""~, + and update the ~append!(DataToolkitCore.TRANSFORMER_DOCUMENTATION, [...])~ call + in =src/DataToolkitCommon.jl='s ~__init__~ method appropriately. +8. Add ~"{name}"~ to the ~DocSaveload~ list in =docs/make.jl= +9. For brownie points: find a test file for the new loader and PR it to + [[https://github.com/tecosaur/DataToolkitTestAssets][DataToolkitTestAssets]] and write a test using it. + +** Storage + +The same as the loader steps, except: ++ You want to create the file =src/transformers/storage/{name}.jl= ++ You want to implement either: + - [[@extref DataToolkitCore.storage][~storage~]] + - [[@extref DataToolkitCore.getstorage][~getstorage~]] and/or [[@extref DataToolkitCore.putstorage][~putstorage~]] ++ Add ~"{name}"~ to ~DocStorage~ instead of ~DocSaveload~ in =docs/make.jl= + +** Writer + +The same as the loader steps, except: ++ You want to implement [[@extref DataToolkitCore.save][~save~]] + +* Creating a new plugin + +If you feel like DataToolkit lacks something, not support for a certain +support/storage provider, but some more fundamental behaviour --- +it's entirely likely this behaviour can be added in via a [[@extref DataToolkitCore Plugins-and-Advice][/Plugin/]]. + +Depending on the behaviour you have in mind, implementing a plugin can take five +minutes and be just a dozen or two lines total, or something much larger (like +=DataToolkitStore=). Feel free to reach out to me for a chat if you're not sure +whether or how something can be done 🙂. + +The plugins in =src/plugins/= should provide an indication of what implementing a +plugin /can/ look like. The broad strokes look something like this though: +1. Compare the behaviour in your mind to the [[@extref DataToolkitCore Index-of-advised-calls-(join-points)][join points]] currently available, + and contemplate which of them would need to be changed to accomidate your + target behaviour +2. Create =src/plugins/{name}.jl=, and implement advice functions that modify the + identified join points +3. Construct a ~Plugin~ and assign it to a ~const~ variable with a docstring +4. Add a ~include("plugins/myplugin.jl")~ line to =src/DataToolkitCommon.jl=, and + ~@dataplugin MY_PLUGIN~ line to the ~__init__~ function (around the middle, with + the other plugins). +5. Add the plugin to the ~DocPlugins~ list in =docs/make.jl=, providing a mapping + from the display name to the actual name. diff --git a/Common/docs/src/index.org b/Common/docs/src/index.org new file mode 100644 index 000000000..759076564 --- /dev/null +++ b/Common/docs/src/index.org @@ -0,0 +1,28 @@ +#+title: Introduction + +DataToolkitCommon takes the skeleton provided by [[https://tecosaur.github.io/DataToolkit.jl/core/][DataToolkitCore]] and builds the +basic functionality needed to make [[https://tecosaur.github.io/DataToolkit.jl/main/][DataToolkit]] actually useful. + +To gain an understanding of how these two components fit together, it is +recommended the [[https://tecosaur.github.io/DataToolkit.jl/core/][DataToolkitCore]] docs be looked at first to understand the +system, and then these docs for useful transformers and plugins to actually work +with your data. + +------ + +Note that in addition to being displayed here, you can also view the +documentation of the various drivers in the =data>= REPL like so: + +#+begin_example +data> ?: # See a list of all known drivers + storage transformers () + [...] + loader transformers () + [...] + writer transformers () + [...] + +data> ?:csv # View the CSV loader documentation + Parse and serialize CSV data + [...] +#+end_example diff --git a/Common/docs/src/plugins/addpkgs.md b/Common/docs/src/plugins/addpkgs.md new file mode 100644 index 000000000..e39bd88c1 --- /dev/null +++ b/Common/docs/src/plugins/addpkgs.md @@ -0,0 +1,22 @@ +# [AddPkgs](@id plugin-addpkgs) + +!!! info "Using this plugin" + To use the plugin, either modify the `plugins` entry of the + collection's [Data.toml](@extref) to include `"addpkgs"`, or use the Data + REPL's [`plugin add`](@extref repl-plugin-add)/[`plugin remove`](@extref + repl-plugin-remove) subcommands. + +Register required packages of the Data Collection that needs them. + +When using `DataToolkit.@addpkgs` in an interactive session, the named packages will be automatically added to the Data.toml of applicable currently-loaded data collections — avoiding the nead to manually look up the package's UUID and edit the configuration yourself. + +### Example usage + +```toml +[config.packages] +CSV = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b" +``` + +With the above configuration and this plugin, upon loading the data collection, the CSV package will be registered under the data collection's module. + + diff --git a/Common/docs/src/plugins/defaults.md b/Common/docs/src/plugins/defaults.md new file mode 100644 index 000000000..da3ee96f8 --- /dev/null +++ b/Common/docs/src/plugins/defaults.md @@ -0,0 +1,30 @@ +# [Defaults](@id plugin-defaults) + +!!! info "Using this plugin" + To use the plugin, either modify the `plugins` entry of the + collection's [Data.toml](@extref) to include `"defaults"`, or use the Data + REPL's [`plugin add`](@extref repl-plugin-add)/[`plugin remove`](@extref + repl-plugin-remove) subcommands. + +Apply default values from the "defaults" data collection property. This works with both DataSets and DataTransformers. + +### Default DataSet property + +```toml +[config.defaults] +description="Oh no, nobody bothered to describe this dataset." +``` + +### Default DataTransformer property + +This is scoped to a particular transformer, and a particular driver. One may also affect all drivers with the special "all drivers" key `_`. Specific-driver defaults always override all-driver defaults. + +```toml +[config.defaults.storage._] +priority=0 + +[config.defaults.storage.filesystem] +priority=2 +``` + + diff --git a/Common/docs/src/plugins/memorise.md b/Common/docs/src/plugins/memorise.md new file mode 100644 index 000000000..742e74a63 --- /dev/null +++ b/Common/docs/src/plugins/memorise.md @@ -0,0 +1,20 @@ +# [Memorise](@id plugin-memorise) + +!!! info "Using this plugin" + To use the plugin, either modify the `plugins` entry of the + collection's [Data.toml](@extref) to include `"memorise"`, or use the Data + REPL's [`plugin add`](@extref repl-plugin-add)/[`plugin remove`](@extref + repl-plugin-remove) subcommands. + +Cache the results of data loaders in memory. This requires `(dataset::DataSet, as::Type)` to consistently identify the same loaded information. + +### Enabling caching of a dataset + +```toml +[[mydata]] +memorise = true +``` + +`memorise` can be a boolean value, a type that should be memorised, or a list of types to be memorised. + + diff --git a/Common/docs/src/plugins/versions.md b/Common/docs/src/plugins/versions.md new file mode 100644 index 000000000..88e414e4e --- /dev/null +++ b/Common/docs/src/plugins/versions.md @@ -0,0 +1,44 @@ +# [Versions](@id plugin-versions) + +!!! info "Using this plugin" + To use the plugin, either modify the `plugins` entry of the + collection's [Data.toml](@extref) to include `"versions"`, or use the Data + REPL's [`plugin add`](@extref repl-plugin-add)/[`plugin remove`](@extref + repl-plugin-remove) subcommands. + +Give data sets versions, and identify them by version. + +### Giving data sets a version + +Multiple editions of a data set can be described by using the same name, but setting the `version` parameter to differentiate them. + +For instance, say that Ronald Fisher released a second version of the "Iris" data set, with more flowers. We could specify this as: + +```toml +[[iris]] +version = "1" +... + +[[iris]] +version = "2" +... +``` + +### Matching by version + +Version matching is done via the `Identifier` parameter `"version"`. As shorthand, instead of providing the `"version"` parameter manually, the version can be tacked onto the end of an identifier with `@`, e.g. `iris@1` or `iris@2`. + +The version matching re-uses machinery from `Pkg`, and so all [`Pkg`-style version specifications](https://pkgdocs.julialang.org/v1/compatibility/#Version-specifier-format) are supported. In addition to this, one can simply request the "latest" version. + +The following are all valid identifiers, using the `@`-shorthand: + +``` +iris@1 +iris@~1 +iris@>=2 +iris@latest +``` + +When multiple data sets match the version specification, the one with the highest matching version is used. + + diff --git a/Common/docs/src/saveload/arrow.md b/Common/docs/src/saveload/arrow.md new file mode 100644 index 000000000..67c14891c --- /dev/null +++ b/Common/docs/src/saveload/arrow.md @@ -0,0 +1,30 @@ +# [Arrow](@id saveload-arrow) + +Parse and serialize arrow files + +# Input/output + +The `arrow` driver expects data to be provided via `IO`. + +By default this driver supports parsing to two data types: + + * `DataFrame` + * `Arrow.Table` + +# Required packages + + * `Arrow` + +# Parameters + + * `convert`: controls whether certain arrow primitive types will be converted to more friendly Julia defaults + * The writer mirrors the arguments available in `Arrow.write`. + +# Usage examples + +```toml +[[iris.loader]] +driver = "arrow" +``` + + diff --git a/Common/docs/src/saveload/chain.md b/Common/docs/src/saveload/chain.md new file mode 100644 index 000000000..a60095359 --- /dev/null +++ b/Common/docs/src/saveload/chain.md @@ -0,0 +1,44 @@ +# [Chain](@id saveload-chain) + +Chain multiple transformers together + +# Input/Output + +The `chain` loader can accept any form of input, and produce any form of output. + +In passes the initial input through a *chain* of other loaders, via the `loader` property. A list of loader driver names can be given to chain together those loaders with no properties. To provide properties, use a TOML array of tables and specify the full (`driver = "name", ...`) form. + +Writing is not currently supported. + +# Usage examples + +```toml +[[iris.loader]] +driver = "chain" +loaders = ["gzip", "csv"] +``` + +```toml +[[iris.loader]] +driver = "chain" +loaders = ["gzip", { driver = "tar", file = "iris.csv" }, "csv"] +``` + +```toml +[[chained.loader]] +driver = "chain" + + [[chained.loader.loaders]] + driver = "gzip" + + [[chained.loader.loaders]] + driver = "csv" + + [[chained.loader.loaders]] + driver = "julia" + input = "DataFrame" + path = "scripts/custom_postprocessing.jl" + type = "DataFrame" +``` + + diff --git a/Common/docs/src/saveload/compressed.md b/Common/docs/src/saveload/compressed.md new file mode 100644 index 000000000..6b14cf115 --- /dev/null +++ b/Common/docs/src/saveload/compressed.md @@ -0,0 +1,40 @@ +# [Compressed](@id saveload-compressed) + +Load and write a variety of compressed formats + +# Description + +This is a collection of drivers which enable transparent compression and decompression of data, specifically the following eponymous drivers: + + * `gzip` + * `zlib` + * `deflate` + * `bzip2` + * `xz` + * `zstd` + +# Input/output + +It is assumed that during reading decompression is the desired operation, compression desired when writing. + +In both cases, `IO` \to `IO` is the recommended pair of input/output formats, but `IO` or `String` to `Vector{UInt8}` or `String` are also supported. + +# Required packages + + * `CodecZlib`, for the following drivers: + + * `gzip` + * `zlib` + * `deflate` + * `CodecBzip2` for the `bzip2` driver + * `CodecXz` for the `xz` driver + * `CodecZstd` for the `zstd` driver + +# Usage examples + +```toml +[[iris-raw.loader]] +driver = "gzip" +``` + + diff --git a/Common/docs/src/saveload/csv.md b/Common/docs/src/saveload/csv.md new file mode 100644 index 000000000..88c214647 --- /dev/null +++ b/Common/docs/src/saveload/csv.md @@ -0,0 +1,48 @@ +# [CSV](@id saveload-csv) + +Parse and serialize CSV data + +While this is the `csv` driver, any format that `CSV.jl` can work with is supported (as this is merely a thin layer around `CSV.jl`) + +# Input/output + +The `csv` driver expects data to be provided via `IO`. + +By default this driver announces support for parsing to three data types: + + * `DataFrame` + * `Matrix` + * `CSV.File` + +Other `Tables` compatible types are of course supported, and can be used directly (i.e. without having to use the `CSV.File` result) by specifying the type with the `type` transformer keyword. + +When writing, any type compatible with `CSV.write` can be used directly, to any storage backend supporting `IO`. + +# Required packages + + * `CSV` + +# Parameters + + * `args`: keyword arguments to be provided to `CSV.File`, see https://csv.juliadata.org/stable/reading.html#CSV.File. + +As a quick-reference, some arguments of particular interest are: + + * `header`: Either, + + * the row number to parse for column names + * the list of column names + * `delim`: the column delimiter + * `types`: a single type, or vector of types to be used for the columns + +# Usage examples + +```toml +[[iris.loader]] +driver = "csv" + + [iris.loader.args] + key = value... +``` + + diff --git a/Common/docs/src/saveload/delim.md b/Common/docs/src/saveload/delim.md new file mode 100644 index 000000000..31efda4d7 --- /dev/null +++ b/Common/docs/src/saveload/delim.md @@ -0,0 +1,32 @@ +# [Delim](@id saveload-delim) + +Parse and serialize delimited data + +# Input/output + +The `delim` driver expects data to be provided via `IO`. + +It presents the parsed information as a `Matrix`, and can write `Matrix` and `Vector` types to an `IO`-supporting storage backend. + +# Required packages + + * `DelimitedFiles` (the stdlib) + +# Parameters + + * `dtype`: The element type of the matrix + * `delim`: The character used to separate entries + * `eol`: The character separating each line of input + * `header`: Whether the first row of data should be read as a header + * `skipstart`: The number of initial lines of input to ignore + * `skipblanks`: Whether to ignore blank lines + * `quotes`: Whether to allow quoted strings to contain column and line delimiters + +# Usage examples + +```toml +[[iris.loader]] +driver = "delim" +``` + + diff --git a/Common/docs/src/saveload/gif.md b/Common/docs/src/saveload/gif.md new file mode 100644 index 000000000..8c9f887f2 --- /dev/null +++ b/Common/docs/src/saveload/gif.md @@ -0,0 +1,26 @@ +# [Gif](@id saveload-gif) + +Encode and decode GIF images + +# Input/output + +The `gif` driver expects data to be provided via `IO`. + +It will parse to a `Matrix{<:Colorant}`, and accept such a matrix to save. + +# Required packages + + * `GIFImages` + +# Parameters + +None + +# Usage examples + +```toml +[[someimage.loader]] +driver = "gif" +``` + + diff --git a/Common/docs/src/saveload/iotofile.md b/Common/docs/src/saveload/iotofile.md new file mode 100644 index 000000000..779c14063 --- /dev/null +++ b/Common/docs/src/saveload/iotofile.md @@ -0,0 +1,22 @@ +# [IO to File](@id saveload-io to file) + +Obtain an IO as a FilePath + +The `io->file` loader serves as a bridge between and backends that produce IO but not a file path, and any subsequent transformers that require a file. + +If a `FilePath` can be provided directly, `io->file` will be sneaky and just create a symlink. + +!!! warn + If a file with the given path already exists, it is possible for the content to become out of date, set `rewrite` to write the file every access and so avoid this potential issue. This is not a risk in the symlink case. + + +# Input/output + +The `io->file` driver accepts `IO` and produces a `FilePath`. + +# Parameters + + * `path`: A path to save the file to. If not set, a tempfile will be used. + * `rewrite`: Whether the any existing file should be overwritten afresh on each access. + + diff --git a/Common/docs/src/saveload/jld2.md b/Common/docs/src/saveload/jld2.md new file mode 100644 index 000000000..ad0afd705 --- /dev/null +++ b/Common/docs/src/saveload/jld2.md @@ -0,0 +1,24 @@ +# [JLD2](@id saveload-jld2) + +Load and write data in the JLD2 format + +# Input/output + +The `jld2` driver expects data to be provided via a `FilePath`. + +# Required packages + + * `JLD2` + +# Parameters + + * `key`: A particular key, or list of keys, to load from the JLD2 dataset. + +# Usage examples + +```toml +[[sample.loader]] +driver = "jld2" +``` + + diff --git a/Common/docs/src/saveload/jpeg.md b/Common/docs/src/saveload/jpeg.md new file mode 100644 index 000000000..889a3c4f2 --- /dev/null +++ b/Common/docs/src/saveload/jpeg.md @@ -0,0 +1,35 @@ +# [Jpeg](@id saveload-jpeg) + +Encode and decode JPEG images + +# Input/output + +The `jpeg` driver expects data to be provided via `IO`. + +It will parse to a `Matrix{<:Colorant}`. + +# Required packages + + * `JpegTurbo` + +# Parameters + +## Reader + + * `transpose`: Whether to permute the image's width and height dimension + * `scale_ratio`: scale the image this ratio in `M/8` with `M ∈ 1:16` (values will be mapped to the closest value) + * `grayscale`: Whether to process the image in grayscale + +## Writer + + * `transpose`: Whether to permute the image's width and height dimension + * `quality`: The IJG-scale JPEG quality value, between 0 and 100. + +# Usage examples + +```toml +[[someimage.loader]] +driver = "jpeg" +``` + + diff --git a/Common/docs/src/saveload/json.md b/Common/docs/src/saveload/json.md new file mode 100644 index 000000000..7956b846e --- /dev/null +++ b/Common/docs/src/saveload/json.md @@ -0,0 +1,37 @@ +# [Json](@id saveload-json) + +Parse and serialize JSON data + +# Input/output + +The `json` driver expects data to be provided via `IO`. + +It will parse to a number of types depending on the input: + + * `JSON3.Object` + * `JSON3.Array` + * `String` + * `Number` + * `Boolean` + * `Nothing` + +If you do not wish to impose any expectations on the parsed type, you can ask for the data of type `Any`. + +When writing, any type compatible with `JSON3.write` can be used directly, with any storage backend supporting `IO`. + +# Required packages + + * `JSON3` + +# Parameters + + * `pretty`: Whether to use `JSON3.pretty` when writing + +# Usage examples + +```toml +[[sample.loader]] +driver = "json" +``` + + diff --git a/Common/docs/src/saveload/julia.md b/Common/docs/src/saveload/julia.md new file mode 100644 index 000000000..2abd4596f --- /dev/null +++ b/Common/docs/src/saveload/julia.md @@ -0,0 +1,70 @@ +# [Julia](@id saveload-julia) + +Load and write data via custom Julia scripts + +The `julia` driver enables the *parsing* and *serialisation* of arbitrary data to arbitrary information formats and vice versa via custom Julia functions run within the scope of the parent module. + +# Input/output + +The `julia` driver either accepts /no/ direct input, or accepts input from storage backends of the type specified by the `input` keyword. Thus, the provided functions must take one of the following forms: + +```julia +function (input; kwargs...) + # Direct input form. +end +``` + +```julia +function (kwargs...) + # No direct input form. +end +``` + +In both cases, additional information can be provided via the `arguments` keyword, which supplies additional keyword arguments to the Julia function invoked. It is worth remembering the special treatment of DataSet strings which are dynamically resolved (see the examples). + +Writer functions take two arguments, the destination (a handle to the storage backend, usually `IO`) and the information to be serialised. + +```julia +function (destination, info) + # Write `info` to `destination`, and return + # not-nothing if the operation succeeds. +end +``` + +# Parameters + + * `input`: (loading only) The data type required for direct input. + * `path`: A local file path, relative to `pathroot` if provided or the directory of the data TOML file. + * `pathroot`: The root path to expand `path` against, relative to the directory of the data TOML file. + * `function`: The function as a string, inline in the data TOML file. + * `arguments`: Arguments to be provided to the called function. + +# Usage examples + +```julia +[[addone.loader]] +driver = "julia" +input = "Number" +function = "n -> n+1" +``` + +```julia +[[combined.loader]] +driver = "julia" +path = "scripts/mergedata.jl" + +[combined.loader.arguments] +foo = "📇DATASET<>" +bar = "📇DATASET<>" +baz = "📇DATASET<>" +``` + +```julia +[[repeated.loader]] +driver = "julia" +input = "Integer" +function = "(n::Integer; data::DataFrame) -> repeat(data, n)" +arguments = { data = "📇DATASET<>" } +``` + + diff --git a/Common/docs/src/saveload/netpbm.md b/Common/docs/src/saveload/netpbm.md new file mode 100644 index 000000000..8c22cda1f --- /dev/null +++ b/Common/docs/src/saveload/netpbm.md @@ -0,0 +1,22 @@ +# [Netpbm](@id saveload-netpbm) + +Encode and decode NetPBM files + +# Input/output + +The `netpbm` driver expects data to be provided via `IO`. + +It will parse to a `Matrix{<:Colorant}`. + +# Required packages + + * `Netpbm` + +# Usage examples + +```toml +[[someimage.loader]] +driver = "netpbm" +``` + + diff --git a/Common/docs/src/saveload/passthrough.md b/Common/docs/src/saveload/passthrough.md new file mode 100644 index 000000000..25fe3eea9 --- /dev/null +++ b/Common/docs/src/saveload/passthrough.md @@ -0,0 +1,16 @@ +# [Passthrough](@id saveload-passthrough) + +Simply passes on data to/from the storage backend + +# Input/output + +Identical to that of the storage. + +# Usage examples + +```toml +[[magicvalue.loader]] +driver = "passthrough" +``` + + diff --git a/Common/docs/src/saveload/png.md b/Common/docs/src/saveload/png.md new file mode 100644 index 000000000..5882edd2b --- /dev/null +++ b/Common/docs/src/saveload/png.md @@ -0,0 +1,36 @@ +# [PNG](@id saveload-png) + +Encode and decode PNG images + +# Input/output + +The `png` driver expects data to be provided via `IO`. + +It will parse to a `Matrix{<:Colorant}`. + +# Required packages + + * `PNGFile` + +# Parameters + +## Reader + + * `gamma`: The gamma correction coefficient. + * `expand_paletted`: See the PNGFile docs. + +## Writer + + * `gamma`: The gamma correction coefficient. + * `compression_level`: 0-9 + * `compression_strategy`: Either the number or string of: 0/"default", 1/"filtered", 2/"huffman", 3/"rle" (default), or 4/"fixed". + * `filters`: Either the number or string of: 0/"none", 1/"sub", 3/"average", 4/"paeth" (default) + +# Usage examples + +```toml +[[someimage.loader]] +driver = "png" +``` + + diff --git a/Common/docs/src/saveload/qoi.md b/Common/docs/src/saveload/qoi.md new file mode 100644 index 000000000..06c791819 --- /dev/null +++ b/Common/docs/src/saveload/qoi.md @@ -0,0 +1,22 @@ +# [Qoi](@id saveload-qoi) + +Encode and decode QOI (Quite Ok Image) files + +# Input/output + +The `qoi` driver expects data to be provided via `IO`. + +It will parse to a `Matrix{<:Colorant}`. + +# Required packages + + * `QOI` + +# Usage examples + +```toml +[[someimage.loader]] +driver = "qoi" +``` + + diff --git a/Common/docs/src/saveload/sqlite.md b/Common/docs/src/saveload/sqlite.md new file mode 100644 index 000000000..cd23aa137 --- /dev/null +++ b/Common/docs/src/saveload/sqlite.md @@ -0,0 +1,45 @@ +# [Sqlite](@id saveload-sqlite) + +Load and write data from/to an SQLite database file + +# Input/output + +The `sqlite` driver expects to be provided a path to an SQLite database file. + +By default this driver announces support for parsing to three data types: + + * `SQLite.DB` + * `DataFrame` + * `Any` + +Any valid constructor that can be applied to the results of `DBInterface.execute` will work. + +# Required packages + + * `SQLite` + +# Parameters + +### Loader and Writer + + * `table`: The table to act on, `data` by default. + +### Loader only + + * `columns`: columns to select, `*` by default. + * `query`: an SQLite query to run. When provided this overrides the `table` and `columns` parameters. + +### Writer only + + * `ifnotexists`: see the documentation for `SQLite.load!`. + * `analyze`: see the documentation for `SQLite.load!`. + +# Usage examples + +```toml +[[iris.loader]] +driver = "sqlite" +columns = ["sepal_length", "species"] +``` + + diff --git a/Common/docs/src/saveload/tar.md b/Common/docs/src/saveload/tar.md new file mode 100644 index 000000000..9ee4351f3 --- /dev/null +++ b/Common/docs/src/saveload/tar.md @@ -0,0 +1,37 @@ +# [Tar](@id saveload-tar) + +Load the contents of a Tarball. + +# Input/output + +The `zip` driver expects data to be provided via `IO` or a `FilePath`. + +It can load the contents to the following formats: + + * `Dict{FilePath, IO}` + * `Dict{FilePath, Vector{UInt8}}` + * `Dict{FilePath, String}` + * `Dict{String, IO}` + * `Dict{String, Vector{UInt8}}` + * `Dict{String, String}` + * `IO` (single file) + * `Vector{UInt8}` (single file) + * `String` (single file) + +# Required packages + + * `Tar` (the stdlib) + +# Parameters + + * `file`: the file in the zip whose contents should be extracted, when producing `IO`. + +# Usage examples + +```toml +[[dictionary.loader]] +driver = "tar" +file = "dictionary.txt" +``` + + diff --git a/Common/docs/src/saveload/tiff.md b/Common/docs/src/saveload/tiff.md new file mode 100644 index 000000000..5ef44354a --- /dev/null +++ b/Common/docs/src/saveload/tiff.md @@ -0,0 +1,22 @@ +# [Tiff](@id saveload-tiff) + +Encode and decode Tiff files + +# Input/output + +The `tiff` driver expects data to be provided via `IO`. + +It will parse to a `TiffImages.AbstractTIFF`. + +# Required packages + + * `TiffImages` + +# Usage examples + +```toml +[[someimage.loader]] +driver = "tiff" +``` + + diff --git a/Common/docs/src/saveload/webp.md b/Common/docs/src/saveload/webp.md new file mode 100644 index 000000000..d47b96ab1 --- /dev/null +++ b/Common/docs/src/saveload/webp.md @@ -0,0 +1,26 @@ +# [Webp](@id saveload-webp) + +Encode and decode WEBP images + +# Input/output + +The `webp` driver expects data to be provided via `IO`. + +It will parse to a `Matrix{<:Colorant}`, and accept such a matrix to save. + +# Required packages + + * `WebP` + +# Parameters + +None + +# Usage examples + +```toml +[[someimage.loader]] +driver = "webp" +``` + + diff --git a/Common/docs/src/saveload/xlsx.md b/Common/docs/src/saveload/xlsx.md new file mode 100644 index 000000000..9ef0a74fe --- /dev/null +++ b/Common/docs/src/saveload/xlsx.md @@ -0,0 +1,27 @@ +# [XLSX](@id saveload-xlsx) + +Load Microsoft Excel XML Spreadsheet (XLSX) files + +# Input/output + +The `xlsx` driver expects data to be provided via a `FilePath`, and will provide information as a `Matrix`. + +# Required packages + + * `XLSX` + +# Parameters + + * `sheet`: the sheet to act on + * `range`: the sheet range that should be loaded + +# Usage example + +```toml +[[pleaseno]] +driver = "xlsx" +sheet = "better_formats" +range = "A1:A999" +``` + + diff --git a/Common/docs/src/saveload/zip.md b/Common/docs/src/saveload/zip.md new file mode 100644 index 000000000..d57145a62 --- /dev/null +++ b/Common/docs/src/saveload/zip.md @@ -0,0 +1,36 @@ +# [Zip](@id saveload-zip) + +Load the contents of zipped data + +# Input/output + +The `zip` driver expects data to be provided via `IO` or a `FilePath`. + +It can load the contents to the following formats: + + * `Dict{FilePath, IO}`, + * `Dict{String, IO}`, + * `IO`, + * an unzipped `FilePath`, + * an unzipped `DirPath`. + +# Required packages + + * `ZipFile` + +# Parameters + + * `prefix`: a path prefix applied to `file`, and stripped from paths when reading to a `Dict`. + * `file`: the file in the zip whose contents should be extracted, when producing `IO`. + * `extract`: the path that the zip should be extracted to, when producing an unzipped `FilePath`. + * `recursive`: when extracting to a `FilePath`, whether nested zips should be unzipped too. + +# Usage examples + +```toml +[[dictionary.loader]] +driver = "zip" +file = "dictionary.txt" +``` + + diff --git a/Common/docs/src/storage/filesystem.md b/Common/docs/src/storage/filesystem.md new file mode 100644 index 000000000..eb4d44ca5 --- /dev/null +++ b/Common/docs/src/storage/filesystem.md @@ -0,0 +1,23 @@ +# [Filesystem](@id storage-filesystem) + +Read and write access to local files + +# Parameters + + * `path`: The path to the file in question, relative to the `Data.toml` if applicable, otherwise relative to the current working directory. + +# Usage examples + +```toml +[[iris.loader]] +driver = "filesystem" +path = "iris.csv" +``` + +```toml +[[iris.loader]] +driver = "filesystem" +path = "~/data/iris.csv" +``` + + diff --git a/Common/docs/src/storage/git.md b/Common/docs/src/storage/git.md new file mode 100644 index 000000000..ea646c983 --- /dev/null +++ b/Common/docs/src/storage/git.md @@ -0,0 +1,56 @@ +# [Git](@id storage-git) + +Access a tarball of a git repository + +# Parameters + + * `remote`: A remote repository path, e.g. `git://...` or `git@...`. + * `revision`: A "tree-ish" specification of a particular revision to use, `HEAD` by default. See https://git-scm.com/docs/gitrevisions#*specifying*revisions. + * `path` (optional): A subdirectory of the repository to archive, instead of the entire repository. + * `clone`: Whether to use a clone instead of `git archive --remote`. `false` by default. + +## Tree-ish forms + +The particular "tree-ish" forms accepted can depend on the remote, but these are the forms that seem to work. + +| Form | Examples | +|:------------------ |:--------------------------------------------- | +| `` | `v1.7.4.2-679-g3bee7fb` | +| `` | `master`, `heads/master`, `refs/heads/master` | +| `` | `HEAD`, `v1.5.1` | + +When applied to a local/cloned repository, more forms are possible. + +| Form | Examples | +|:---------------------- |:-------------------------------------------- | +| `` | `dae86e1950b1277e545cee180551750029cfe735` | +| `@{}` | `master@{yesterday}`, `HEAD@{5 minutes ago}` | +| `@{}` | `master@{1}` | +| `@{}` | `@{1}` | +| `@{-}` | `@{-1}` | +| `@{upstream}` | `master@{upstream}`, `@{u}` | +| `~` | `master~3` | +| `^{}` | `v0.99.8^{commit}` | +| `^{}` | `v0.99.8^{}` | +| `^{/}` | `HEAD^{/fix nasty bug}` | +| `:/` | `:/fix nasty bug` | + +# Usage examples + +```toml +[[myrepo.storage]] +driver = "git" +remote = "git@forge.example:user/project.git" +revision = "v1.4" +path = "subdir/thing" +``` + +``` +[[myrepo.storage]] +driver = "git" +remote = "https://forge.example:user/project.git" +revision = "2b8a2a4390" +clone = true +``` + + diff --git a/Common/docs/src/storage/null.md b/Common/docs/src/storage/null.md new file mode 100644 index 000000000..6d3b143ad --- /dev/null +++ b/Common/docs/src/storage/null.md @@ -0,0 +1,7 @@ +# [Null](@id storage-null) + +A special driver sometimes needed for the `julia` loader + +This driver always produces `Some(nothing)`. + + diff --git a/Common/docs/src/storage/passthrough.md b/Common/docs/src/storage/passthrough.md new file mode 100644 index 000000000..4ee52ac94 --- /dev/null +++ b/Common/docs/src/storage/passthrough.md @@ -0,0 +1,21 @@ +# [Passthrough](@id storage-passthrough) + +Use a data set as a storage source + +The `passthrough` storage driver enables dataset redirection by offering the loaded result of another data set as a *read-only* storage transformer. + +Write capability may be added in future. + +# Parameters + + * `source`: The identifier of the source dataset to be loaded. + +# Usage examples + +```toml +[[iris2.storage]] +driver = "passthrough" +source = "iris1" +``` + + diff --git a/Common/docs/src/storage/raw.md b/Common/docs/src/storage/raw.md new file mode 100644 index 000000000..273d286cd --- /dev/null +++ b/Common/docs/src/storage/raw.md @@ -0,0 +1,25 @@ +# [Raw](@id storage-raw) + +Access (read/write) values encoded in the data TOML file. + +The `passthrough` loader is often useful when using this storage driver. + +# Parameters + + * `value`: The value in question + +# Usage examples + +```toml +[[lifemeaning.storage]] +driver = "raw" +value = 42 +``` + +```toml +[[parameters.storage]] +driver = "raw" +value = { a = 3, b = "*", c = false } +``` + + diff --git a/Common/docs/src/storage/s3.md b/Common/docs/src/storage/s3.md new file mode 100644 index 000000000..3e328df12 --- /dev/null +++ b/Common/docs/src/storage/s3.md @@ -0,0 +1,27 @@ +# [S3](@id storage-s3) + +Fetch data from an S3 bucket. + +# Required packages + + * `AWS` + +# Parameters + + * `bucket`: The name of the S3 bucket. + * `object`: The name of the object within the bucket. + * `region`: The AWS region in which the bucket is located. + * `version`: The version of the object to fetch. + * `headers`: A dictionary of headers to pass to the request. + * `byte_range`: A two-element vector of integers specifying the byte range to fetch. + +# Usage examples + +```toml +[[iris.loader]] +driver = "s3" +bucket = "mybucket" +object = "path/to/iris.csv" +``` + + diff --git a/Common/docs/src/storage/web.md b/Common/docs/src/storage/web.md new file mode 100644 index 000000000..708a82ef5 --- /dev/null +++ b/Common/docs/src/storage/web.md @@ -0,0 +1,27 @@ +# [Web](@id storage-web) + +Fetch data from the internet + +This pairs well with the `store` plugin. + +# Required packages + + * `Downloads` (part of Julia's stdlib) + +# Parameters + + * `url` :: Path to the online data. + * `headers` :: HTTP headers that should be set. + * `timeout` :: Maximum number of seconds to try to download for before abandoning. + +# Usage examples + +Downloading the data on-demand each time it is accessed. + +```toml +[[iris.storage]] +driver = "web" +url = "https://raw.githubusercontent.com/mwaskom/seaborn-data/master/iris.csv" +``` + + diff --git a/Common/ext/AWSExt.jl b/Common/ext/AWSExt.jl new file mode 100644 index 000000000..5593018da --- /dev/null +++ b/Common/ext/AWSExt.jl @@ -0,0 +1,38 @@ +module AWSExt + +using AWS +@service S3 + +import DataToolkitCommon: _read_s3 + +const AWS_MAX_ATTEMPTS = 3 + +function aws_config(region::Union{String, Nothing}) + gconf = global_aws_config(creds=nothing) + AWSConfig(creds = gconf.credentials, + region = something(region, gconf.region), + output = gconf.output, + max_attempts = AWS_MAX_ATTEMPTS) +end + +function _read_s3(bucket::String, object::String, ::Type{IO}; + region::Union{String, Nothing}, params::Dict{String,Any}) + conf = aws_config(region) + sparams = merge(params, Dict{String,Any}( + "response_stream" => Base.BufferStream(), + "return_stream" => true)) + stream = S3.get_object(bucket, object, sparams; aws_config=conf) + stream +end + +function _read_s3(bucket::String, object::String, filename::String; kwargs...) + stream = _read_s3(bucket, object, IO; kwargs...) + open(filename, "w") do file + while !eof(stream) + write(file, readavailable(stream)) + end + end + filename +end + +end diff --git a/Common/ext/ArchGDALExt.jl b/Common/ext/ArchGDALExt.jl new file mode 100644 index 000000000..115287002 --- /dev/null +++ b/Common/ext/ArchGDALExt.jl @@ -0,0 +1,17 @@ +module ArchGDALExt + +using ArchGDAL +import DataToolkitCommon: _read_geopkg, _write_geopkg + +function _read_geopkg(file::String, T::Type) + ArchGDAL.IDataset <: T || return + ArchGDAL.read(file) +end + +function _write_geopkg(destfile::String, info::ArchGDAL.AbstractDataset) + info isa ArchGDAL.AbstractDataset || return + ArchGDAL.write(destfile, info) + close(dest) +end + +end diff --git a/Common/ext/ArrowExt.jl b/Common/ext/ArrowExt.jl new file mode 100644 index 000000000..f0655098f --- /dev/null +++ b/Common/ext/ArrowExt.jl @@ -0,0 +1,21 @@ +module ArrowExt + +using Arrow +using DataToolkitCore: QualifiedType +import DataToolkitCommon: _read_arrow, _write_arrow + +function _read_arrow(io::IO, sink::Type; kwargs...) + result = Arrow.Table(io; kwargs...) |> + if sink == Any || sink == Arrow.Table + identity + elseif QualifiedType(sink) == QualifiedType(:DataFrames, :DataFrame) + sink + end + result +end + +function _write_arrow(io::IO, tbl; kwargs...) + Arrow.write(io, tbl; kwargs...) +end + +end diff --git a/Common/ext/CSVExt.jl b/Common/ext/CSVExt.jl new file mode 100644 index 000000000..df6a55722 --- /dev/null +++ b/Common/ext/CSVExt.jl @@ -0,0 +1,12 @@ +module CSVExt + +using CSV +import DataToolkitCommon: _read_csv, _write_csv + +_read_csv(from::IO; kwargs...) = + CSV.File(from; kwargs...) + +_write_csv(dest::IO, info; kwargs...) = + CSV.write(dest, info; kwargs...) + +end diff --git a/Common/ext/CodecBzip2Ext.jl b/Common/ext/CodecBzip2Ext.jl new file mode 100644 index 000000000..7c179fe58 --- /dev/null +++ b/Common/ext/CodecBzip2Ext.jl @@ -0,0 +1,21 @@ +module CodecBzip2Ext + +using CodecBzip2 +import DataToolkitCommon: _read_bzip2, _write_bzip2 + +_read_bzip2(from::IO, ::Type{IO}) = + CodecBzip2.Bzip2DecompressorStream(from) + +_read_bzip2(from::IO, ::Type{Vector{UInt8}}) = + transcode(CodecBzip2.Bzip2Decompressor, read(from)) + +function _write_bzip2(dest::IO, info::IOStream) + steam = CodecBzip2.Bzip2CompressorStream(dest) + write(steam, info) + stream +end + +_write_bzip2(dest::IO, info) = + write(dest, transcode(CodecBzip2.Bzip2Compressor, info)) + +end diff --git a/Common/ext/CodecXzExt.jl b/Common/ext/CodecXzExt.jl new file mode 100644 index 000000000..802f2325d --- /dev/null +++ b/Common/ext/CodecXzExt.jl @@ -0,0 +1,21 @@ +module CodecXzExt + +using CodecXz +import DataToolkitCommon: _read_xz, _write_xz + +_read_xz(from::IO, ::Type{IO}) = + CodecXz.XzDecompressorStream(from) + +_read_xz(from::IO, ::Type{Vector{UInt8}}) = + transcode(CodecXz.XzDecompressor, read(from)) + +function _write_xz(dest::IO, info::IOStream) + steam = CodecXz.XzCompressorStream(dest) + write(steam, info) + stream +end + +_write_xz(dest::IO, info) = + write(dest, transcode(CodecXz.XzCompressor, info)) + +end diff --git a/Common/ext/CodecZlibExt.jl b/Common/ext/CodecZlibExt.jl new file mode 100644 index 000000000..f96340f51 --- /dev/null +++ b/Common/ext/CodecZlibExt.jl @@ -0,0 +1,60 @@ +module CodecZlibExt + +using CodecZlib +import DataToolkitCommon: + _read_gzip, _write_gzip, + _read_zlib, _write_zlib, + _read_deflate, _write_deflate + +# Gzip + +_read_gzip(from::IO, ::Type{IO}) = + CodecZlib.GzipDecompressorStream(from) + +_read_gzip(from::IO, ::Type{Vector{UInt8}}) = + transcode(CodecZlib.GzipDecompressor, read(from)) + +function _write_gzip(dest::IO, info::IOStream) + steam = CodecZlib.GzipCompressorStream(dest) + write(steam, info) + stream +end + +_write_gzip(dest::IO, info) = + write(dest, transcode(CodecZlib.GzipCompressor, info)) + +# Zlib + +_read_zlib(from::IO, ::Type{IO}) = + CodecZlib.ZlibDecompressorStream(from) + +_read_zlib(from::IO, ::Type{Vector{UInt8}}) = + transcode(CodecZlib.ZlibDecompressor, read(from)) + +function _write_zlib(dest::IO, info::IOStream) + steam = CodecZlib.ZlibCompressorStream(dest) + write(steam, info) + stream +end + +_write_zlib(dest::IO, info) = + write(dest, transcode(CodecZlib.ZlibCompressor, info)) + +# Deflate + +_read_deflate(from::IO, ::Type{IO}) = + CodecZlib.DeflateDecompressorStream(from) + +_read_deflate(from::IO, ::Type{Vector{UInt8}}) = + transcode(CodecZlib.DeflateDecompressor, read(from)) + +function _write_deflate(dest::IO, info::IOStream) + steam = CodecZlib.DeflateCompressorStream(dest) + write(steam, info) + stream +end + +_write_deflate(dest::IO, info) = + write(dest, transcode(CodecZlib.DeflateCompressor, info)) + +end diff --git a/Common/ext/CodecZstdExt.jl b/Common/ext/CodecZstdExt.jl new file mode 100644 index 000000000..b42af3146 --- /dev/null +++ b/Common/ext/CodecZstdExt.jl @@ -0,0 +1,21 @@ +module CodecZstdExt + +using CodecZstd +import DataToolkitCommon: _read_zstd, _write_zstd + +_read_zstd(from::IO, ::Type{IO}) = + CodecZstd.ZstdDecompressorStream(from) + +_read_zstd(from::IO, ::Type{Vector{UInt8}}) = + transcode(CodecZstd.ZstdDecompressor, read(from)) + +function _write_zstd(dest::IO, info::IOStream) + steam = CodecZstd.ZstdCompressorStream(dest) + write(steam, info) + stream +end + +_write_zstd(dest::IO, info) = + write(dest, transcode(CodecZstd.ZstdCompressor, info)) + +end diff --git a/Common/ext/DataToolkitStoreExt.jl b/Common/ext/DataToolkitStoreExt.jl new file mode 100644 index 000000000..553818c92 --- /dev/null +++ b/Common/ext/DataToolkitStoreExt.jl @@ -0,0 +1,152 @@ +module DataToolkitStoreExt + +using DataToolkitCore +using Dates: now + +using DataToolkitStore: Inventory, StoreSource, + getinventory, getchecksum, getsource, update_source! +import DataToolkitStore: rhash, shouldstore, storesave, storefile, fileextension + +using DataToolkitCommon: dirof, getpath +import DataToolkitCommon: is_store_target, approximate_store_dest + +is_store_target(storage::DataStorage) = shouldstore(storage) + +function approximate_store_dest(storage::DataStorage) + newsource = StoreSource( + rhash(storage), + [storage.dataset.collection.uuid], + now(), nothing, fileextension(storage)) + inventory = getinventory(storage.dataset.collection) + refdest = storefile(inventory, newsource) +end + +# ------------------ +# Non-storable transformers +# ------------------ + +shouldstore(::DataLoader{:jld2}, ::Type) = false +shouldstore(::DataStorage{:passthrough}) = false +shouldstore(::DataLoader{:passthrough}, ::Type) = false +shouldstore(::DataStorage{:raw}) = false + +# ------------------ +# Filesystem storage +# ------------------ + +# We want to tweak the result of `rhash` to take into account the `mtime` of the +# file if there is no checksum. +function rhash(storage::DataStorage{:filesystem}, h::UInt) + if @getparam(storage."checksum"::Union{Bool, String}, false) === false + path = abspath(dirof(storage.dataset.collection), + @getparam storage."path"::String) + h = hash(if isfile(path) mtime(path) else 0.0 end, h) + else + # The checksum should already be accounted for since it's a storage parameter, + # but that means we should omit the path. + storage = DataStorage{:filesystem}( + storage.dataset, storage.type, storage.priority, + delete!(copy(storage.parameters), "path")) + end + invoke(rhash, Tuple{DataStorage, UInt}, storage, h) +end + +# Variant on the generic `storesave` implementation that copies the file. +# Instead, we create a symlink so we can make use of the checksum metadata. +# We just need to check the symlink is no older than the original file. +function storesave(inventory::Inventory, storage::DataStorage{:filesystem}, ::Type{T}, path::T) where {T <: SystemPath} + inventory.file.writable || return path + checksum = getchecksum(inventory, storage, path) + ext = if T == DirPath "/" else last(splitext(string(path)))[2:end] end + newsource = StoreSource( + rhash(storage), + [storage.dataset.collection.uuid], + now(), checksum, ext) + linkpath = storefile(inventory, newsource) + ispath(linkpath) && rm(linkpath, force=true, recursive=true) + isdir(dirname(linkpath)) || mkpath(dirname(linkpath)) + symlink(string(path), linkpath) + update_source!(inventory, newsource, storage.dataset.collection) + T(linkpath) +end + +# Similarly, we need a variant on the generic `storefile` implementation to +# check the symlink and preemptively delete it if the actual file is newer. This +# will now trigger `storesave` again. +function storefile(inventory::Inventory, storage::DataStorage{:filesystem}) + source = getsource(inventory, storage) + if !isnothing(source) + linkpath = storefile(inventory, source) + if isfile(linkpath) + file = getpath(storage) + if isfile(file) && lstat(linkpath).ctime > mtime(file) + return linkpath + else + rm(linkpath) + end + elseif isdir(linkpath) + dir = getpath(storage) + maxmtime = 0.0 + for (root, dirs, files) in walkdir(dir), file in files + maxmtime = max(maxmtime, mtime(joinpath(root, file))) + end + if isdir(dir) && lstat(linkpath).ctime > maxmtime + return linkpath + else + rm(linkpath) + end + end + # Symlink never existed, or has been removed, so ensure + # no associated store entry exists. + index = findfirst(==(source), inventory.stores) + !isnothing(index) && deleteat!(inventory.stores, index) + nothing + end +end + +# ------------------ +# Passthrough storage +# ------------------ + +# Ensure that `passthrough` storage registers dependants in the recursive +# hashing interface. +function rhash(storage::DataStorage{:passthrough}, h::UInt) + ident = @advise storage parse(Identifier, @getparam storage."source"::String) + sourceh = rhash(storage.dataset.collection, ident, h) + invoke(rhash, Tuple{DataTransformer, UInt}, storage, sourceh) +end + +# ------------------ +# Web loader +# ------------------ + +function fileextension(storage::DataStorage{:web}) + m = match(r"\.\w+(?:\.[bgzx]z|\.[bg]?zip|\.zstd)?$", + @getparam(storage."url"::String)) + if isnothing(m) + "cache" + else + m.match[2:end] + end +end + +# ------------------ +# Julia loader +# ------------------ + +# To account for the contents of a script file. +function rhash(loader::DataLoader{:julia}, h::UInt) + if haskey(loader.parameters, "path") + scriptpath = + abspath(dirof(loader.dataset.collection), + expanduser(@getparam loader."pathroot"::String ""), + expanduser(@getparam loader."path"::String)) + if isfile(scriptpath) + h = hash(read(scriptpath), h) + end + end + invoke(rhash, Tuple{DataLoader, UInt}, loader, h) +end + + +end diff --git a/Common/ext/DelimitedFilesExt.jl b/Common/ext/DelimitedFilesExt.jl new file mode 100644 index 000000000..1024209c6 --- /dev/null +++ b/Common/ext/DelimitedFilesExt.jl @@ -0,0 +1,17 @@ +module DelimitedFilesExt + +using DelimitedFiles +import DataToolkitCommon: _read_dlm, _write_dlm + +function _read_dlm(from::IO; kwargs...) + result = DelimitedFiles.readdlm(from; kwargs...) + close(from) + result +end + +function _write_dlm(dest::IO, info; delim::String) + DelimitedFiles.write(dest, info; delim) + close(dest) +end + +end diff --git a/Common/ext/DownloadsExt.jl b/Common/ext/DownloadsExt.jl new file mode 100644 index 000000000..12dd67533 --- /dev/null +++ b/Common/ext/DownloadsExt.jl @@ -0,0 +1,20 @@ +module DownloadsExt + +using Downloads +import DataToolkitCommon: download_to + +function download_to(url::String, target::Union{String, IO}; + softreqerr::Bool, kwargs...) + try + Downloads.download(url, target; kwargs...) + true + catch err + if err isa Downloads.RequestError && softreqerr + false + else + rethrow() + end + end +end + +end diff --git a/Common/ext/FilePathsBaseExt.jl b/Common/ext/FilePathsBaseExt.jl new file mode 100644 index 000000000..e990af604 --- /dev/null +++ b/Common/ext/FilePathsBaseExt.jl @@ -0,0 +1,30 @@ +module FilePathsBaseExt + +using FilePathsBase + +using DataToolkitCore +import DataToolkitCore: load, save, getstorage, putstorage + +function getstorage(store::S, ::Type{AbstractPath}) where {S <: DataStorage} + if hasmethod(getstorage, Tuple{S, DataToolkitCore.SystemPath}) + fp = @advise storage(store, DataToolkitCore.SystemPath, write=false) + isnothing(fp) && return + parse(AbstractPath, fp.path) + end +end + +function putstorage(store::S, path::AbstractPath) where {S <: DataStorage} + if hasmethod(putstorage, Tuple{S, DataToolkitCore.SystemPath}) + @advise storage(store, DataToolkitCore.SystemPath(string(path)), write=true) + end +end + +function load(loader::L, from::F, ::Type{AbstractPath}) where {L <: DataLoader, F} + if hasmethod(load, Tuple{L, F, DataToolkitCore.SystemPath}) + fp = @advise load(loader, from, DataToolkitCore.SystemPath) + isnothing(fp) && return + parse(AbstractPath, fp.path) + end +end + +end diff --git a/Common/ext/GIFImagesExt.jl b/Common/ext/GIFImagesExt.jl new file mode 100644 index 000000000..c6234ed5a --- /dev/null +++ b/Common/ext/GIFImagesExt.jl @@ -0,0 +1,12 @@ +module GIFImagesExt + +using GIFImages +import DataToolkitCommon: _read_gif, _write_gif + +_read_gif(fromfile::String) = + GIFImages.gif_decode(fromfile) + +_write_gif(destfile::String, info::Matrix) = + GIFImages.gif_encode(destfile, info) + +end diff --git a/Common/ext/JLD2Ext.jl b/Common/ext/JLD2Ext.jl new file mode 100644 index 000000000..228bec19c --- /dev/null +++ b/Common/ext/JLD2Ext.jl @@ -0,0 +1,12 @@ +module JLD2Ext + +using JLD2 +import DataToolkitCommon: _read_jld2, _write_jld2 + +_read_jld2(file::String, args...) = + JLD2.load(file, args...) + +_write_jld2(destfile::String, info::Dict{String, Any}) = + JLD2.save(destfile, info) + +end diff --git a/Common/ext/JSON3Ext.jl b/Common/ext/JSON3Ext.jl new file mode 100644 index 000000000..2a36e840c --- /dev/null +++ b/Common/ext/JSON3Ext.jl @@ -0,0 +1,12 @@ +module JSON3Ext + +using JSON3 +import DataToolkitCommon: _read_json, _write_json + +_read_json(from::IO) = + JSON3.read(from) + +_write_json(dest::IO, info, pretty::Bool) = + (if pretty JSON3.pretty else JSON3.write end)(dest, info) + +end diff --git a/Common/ext/JpegTurboExt.jl b/Common/ext/JpegTurboExt.jl new file mode 100644 index 000000000..91db610a2 --- /dev/null +++ b/Common/ext/JpegTurboExt.jl @@ -0,0 +1,18 @@ +module JpegTurboExt + +using JpegTurbo +using ColorTypes: Gray +import DataToolkitCommon: _read_jpeg, _write_jpeg + +function _read_jpeg(from::IO, grey::Bool; kwargs...) + if grey + JpegTurbo.jpeg_decode(from, Gray; kwargs...) + else + JpegTurbo.jpeg_decode(from; kwargs...) + end +end + +_write_jpeg(dest::IO, info::Matrix; kwargs...) = + JpegTurbo.jpeg_encode(dest, info; kwargs...) + +end diff --git a/Common/ext/NetpbmExt.jl b/Common/ext/NetpbmExt.jl new file mode 100644 index 000000000..ce193658b --- /dev/null +++ b/Common/ext/NetpbmExt.jl @@ -0,0 +1,12 @@ +module NetpbmExt + +using Netpbm +import DataToolkitCommon: _read_netpbm, _write_netpbm + +_read_netpbm(from::IO) = + Netpbm.load(from) + +_write_netpbm(dest::IO, info::AbstractArray) = + Netpbm.save(dest, info) + +end diff --git a/Common/ext/PNGFilesExt.jl b/Common/ext/PNGFilesExt.jl new file mode 100644 index 000000000..4a3c93dc8 --- /dev/null +++ b/Common/ext/PNGFilesExt.jl @@ -0,0 +1,12 @@ +module PNGFilesExt + +using PNGFiles +import DataToolkitCommon: _read_png, _write_png + +_read_png(from::IO; kwargs...) = + PNGFiles.load(from; kwargs...) + +_write_png(dest::IO, info; kwargs...) = + PNGFiles.save(dest, info; kwargs...) + +end diff --git a/Common/ext/PkgExt.jl b/Common/ext/PkgExt.jl new file mode 100644 index 000000000..54a5917cd --- /dev/null +++ b/Common/ext/PkgExt.jl @@ -0,0 +1,14 @@ +module PkgExt + +using Pkg +import DataToolkitCommon: best_semver_version + +function best_semver_version(spec::String, versions::Vector{VersionNumber}) + requirement = Pkg.Versions.semver_spec(spec) + validmask = [v ∈ requirement for v in versions] + if any(validmask) + maximum(versions[validmask]) + end +end + +end diff --git a/Common/ext/QOIExt.jl b/Common/ext/QOIExt.jl new file mode 100644 index 000000000..712c3ffc3 --- /dev/null +++ b/Common/ext/QOIExt.jl @@ -0,0 +1,12 @@ +module QOIExt + +using QOI +import DataToolkitCommon: _read_qoi, _write_qoi + +_read_qoi(from::IO) = + QOI.qoi_decode(from) + +_write_qoi(dest::IO, info::Matrix) = + QOI.qoi_encode(dest, info) + +end diff --git a/Common/ext/SQLiteExt.jl b/Common/ext/SQLiteExt.jl new file mode 100644 index 000000000..302071bdc --- /dev/null +++ b/Common/ext/SQLiteExt.jl @@ -0,0 +1,12 @@ +module SQLiteExt + +using SQLite +import DataToolkitCommon: _read_sqlite, _write_sqlite + +_read_sqlite(file::String, ::SQLite.DB) = + SQLite.DB(from) + +_write_sqlite(destfile::String, info::Any, name::String; kwargs...) = + SQLite.load!(info, SQLite.DB(destfile), name; kwargs...) + +end diff --git a/Common/ext/SQLiteQueryExt.jl b/Common/ext/SQLiteQueryExt.jl new file mode 100644 index 000000000..525c2fe9a --- /dev/null +++ b/Common/ext/SQLiteQueryExt.jl @@ -0,0 +1,12 @@ +module SQLiteQueryExt + +using SQLite +using DBInterface +import DataToolkitCommon: _read_sqlite + +function _read_sqlite(file::String, ::SQLite.DB, query::String, as::Type) + db = SQLite.DB(from) + DBInterface.execute(db, query) |> as +end + +end diff --git a/Common/ext/TarExt.jl b/Common/ext/TarExt.jl new file mode 100644 index 000000000..c4bc44400 --- /dev/null +++ b/Common/ext/TarExt.jl @@ -0,0 +1,36 @@ +module TarExt + +using Tar +import DataToolkitCommon: _read_tar + +function _read_tar(from::IO, filepath::Union{String, Nothing}) + buf = Vector{UInt8}(undef, Tar.DEFAULT_BUFFER_SIZE) + io = IOBuffer() + Tar.read_tarball(_ -> true, from; buf) do header, _ + if header.path == filepath + if header.type === :file + Tar.read_data(from, io; size=header.size, buf) + else + @warn "Found $(sprint(show, filepath)), but it is a $(header.type) not a normal file." + end + end + end + io.size > 0 || error("Could not find the file $(sprint(show, filepath)) in the tarball") + io +end + +function _read_tar(from::IO, ::Type{Dict{String, Vector{UInt8}}}) + data = Dict{String, Vector{UInt8}}() + buf = Vector{UInt8}(undef, Tar.DEFAULT_BUFFER_SIZE) + io = IOBuffer() + Tar.read_tarball(_ -> true, from; buf=buf) do header, _ + if header.type == :file + take!(io) # In case there are multiple entries for the file + Tar.read_data(from, io; size=header.size, buf) + data[header.path] = take!(io) + end + end + data +end + +end diff --git a/Common/ext/TiffImagesExt.jl b/Common/ext/TiffImagesExt.jl new file mode 100644 index 000000000..dcff98a87 --- /dev/null +++ b/Common/ext/TiffImagesExt.jl @@ -0,0 +1,12 @@ +module TiffImagesExt + +using TiffImages +import DataToolkitCommon: _read_tiff, _write_tiff + +_read_tiff(from::IO) = + TiffImages.load(from) + +_write_tiff(dest::IO, info::AbstractMatrix) = + TiffImages.save(dest, info) + +end diff --git a/Common/ext/WebPExt.jl b/Common/ext/WebPExt.jl new file mode 100644 index 000000000..1e6be3923 --- /dev/null +++ b/Common/ext/WebPExt.jl @@ -0,0 +1,12 @@ +module WebPExt + +using WebP +import DataToolkitCommon: _read_webp, _write_webp + +_read_webp(from::IO) = + WebP.read_webp(from) + +_write_webp(dest::IO, info::Matrix) = + WebP.write_webp(dest, info) + +end diff --git a/Common/ext/XLSXExt.jl b/Common/ext/XLSXExt.jl new file mode 100644 index 000000000..d3a5d344f --- /dev/null +++ b/Common/ext/XLSXExt.jl @@ -0,0 +1,14 @@ +module XLSXExt + +using XLSX +import DataToolkitCommon: _read_xlsx, _write_xlsx + +function _read_xlsx(from::IO, sheet::Union{String, Int}, range::Union{String, Nothing}) + if !isnothing(range) + XLSX.readdata(from, sheet, range) + else + XLSX.readdata(from, sheet) + end +end + +end diff --git a/Common/ext/YAMLExt.jl b/Common/ext/YAMLExt.jl new file mode 100644 index 000000000..734de917c --- /dev/null +++ b/Common/ext/YAMLExt.jl @@ -0,0 +1,16 @@ +module YAMLExt + +using YAML +import DataToolkitCommon: _read_yaml, _write_yaml + +function _read_yaml(from::IO, ::Type{T}) where {T <: AbstractDict} + dicttype = if !isconcretetype(T) + Dict{Any, Any} + else T end + YAML.load(from; dicttype) +end + +_write_yaml(dest::IO, info::AbstractDict) = + YAML.write(dest, info) + +end diff --git a/Common/ext/ZipFileExt.jl b/Common/ext/ZipFileExt.jl new file mode 100644 index 000000000..61646b0a0 --- /dev/null +++ b/Common/ext/ZipFileExt.jl @@ -0,0 +1,74 @@ +module ZipFileExt + +using ZipFile +import DataToolkitCommon: _read_zip, FilePath + +""" + unzip(archive::IO, dir::String=pwd(); + recursive::Bool=false) +Unzip an `archive` to `dir`. + +If `recursive` is set, nested zip files will be recursively +unzipped too. +""" +function unzip(archive::IO, dir::String=pwd(); + recursive::Bool=false, onlyfile::Union{String, Nothing}=nothing) + if !isdir(dir) mkpath(dir) end + zarchive = ZipFile.Reader(archive) + if onlyfile isa String + onlyfile = lstrip(onlyfile, '/') + end + for file in zarchive.files + if isnothing(onlyfile) || file.name == onlyfile || + recursive && endswith(file.name, ".zip") && startswith(onlyfile, first(splitext(file.name))) + out_file = joinpath(dir, file.name) + isdir(dirname(out_file)) || mkpath(dirname(out_file)) + if endswith(file.name, "/") || endswith(file.name, "\\") + mkdir(out_file) + elseif endswith(file.name, ".zip") + if recursive + unzip(IOBuffer(read(file)), + joinpath(dir, first(splitext(file.name))); + recursive, onlyfile = if !isnothing(onlyfile) + replace(onlyfile, file.name => "") + end) + else + write(out_file, read(file)) + end + else + write(out_file, read(file)) + end + end + end + close(zarchive) +end + +unzip(file::String, dir::String=dirname(file); recursive::Bool=false) = + open(file) do io unzip(io, dir; recursive) end + +function _read_zip(from::IO, prefix::String, filename::Union{String, Nothing}) + if !isnothing(filename) + zarchive = ZipFile.Reader(from) + for file in zarchive.files + if chopprefix(file.name, prefix) == filename + return IOBuffer(read(file)) + end + end + error("File $prefix/$filename not found within zip.") + else + error("Cannot load entire zip to IO, must specify a particular file.") + end +end + +function _read_zip(from::IO, prefix::String) + zarchive = ZipFile.Reader(from) + Dict{FilePath, IO}( + FilePath(chopprefix(file.name, prefix)) => IOBuffer(read(file)) + for file in zarchive.files + if !endswith(file.name, "/") && !endswith(file.name, "\\")) +end + +_write_zip(dest::IO, info::AbstractDict) = + ZipFile.write(dest, info) + +end diff --git a/Common/src/DataToolkitCommon.jl b/Common/src/DataToolkitCommon.jl new file mode 100644 index 000000000..933459b03 --- /dev/null +++ b/Common/src/DataToolkitCommon.jl @@ -0,0 +1,161 @@ +module DataToolkitCommon + +using DataToolkitCore +import DataToolkitCore: load, save, storage, + getstorage, putstorage, supportedtypes, + createinteractive, createauto, createpriority + +using PrecompileTools +using Compat + +using Tables +using Dates +using Markdown: @md_str +using TOML +using UUIDs + +include("misc/collectiondir.jl") +include("misc/humansize.jl") + +include("transformers/storage/generic.jl") + +include("transformers/storage/filesystem.jl") +include("transformers/storage/git.jl") +include("transformers/storage/null.jl") +include("transformers/storage/passthrough.jl") +include("transformers/storage/raw.jl") +include("transformers/storage/s3.jl") +include("transformers/storage/web.jl") + +include("transformers/saveload/arrow.jl") +include("transformers/saveload/chain.jl") +include("transformers/saveload/compression.jl") +include("transformers/saveload/csv.jl") +include("transformers/saveload/delim.jl") +include("transformers/saveload/geopackage.jl") +include("transformers/saveload/gif.jl") +include("transformers/saveload/iotofile.jl") +include("transformers/saveload/jld2.jl") +include("transformers/saveload/jpeg.jl") +include("transformers/saveload/json.jl") +include("transformers/saveload/julia.jl") +include("transformers/saveload/netpbm.jl") +include("transformers/saveload/passthrough.jl") +include("transformers/saveload/png.jl") +include("transformers/saveload/qoi.jl") +include("transformers/saveload/sqlite.jl") +include("transformers/saveload/tar.jl") +include("transformers/saveload/tiff.jl") +include("transformers/saveload/toml.jl") +include("transformers/saveload/xlsx.jl") +include("transformers/saveload/webp.jl") +include("transformers/saveload/yaml.jl") +include("transformers/saveload/zip.jl") + +include("plugins/addpkgs.jl") +include("plugins/defaults.jl") +include("plugins/versions.jl") +include("plugins/memorise.jl") + +function __init__() + # Storage + @addpkg Downloads "f43a241f-c20a-4ad4-852c-f6b1247861c6" + @addpkg Git_jll "f8c6e375-362e-5223-8a59-34ff63f689eb" + # Loaders + @addpkg AWS "fbe9abb3-538b-5e4e-ba9e-bc94f4f92ebc" + @addpkg ArchGDAL "c9ce4bd3-c3d5-55b8-8973-c0e20141b8c3" + @addpkg Arrow "69666777-d1a9-59fb-9406-91d4454c9d45" + @addpkg CSV "336ed68f-0bac-5ca0-87d4-7b16caf5d00b" + @addpkg CodecBzip2 "523fee87-0ab8-5b00-afb7-3ecf72e48cfd" + @addpkg CodecXz "ba30903b-d9e8-5048-a5ec-d1f5b0d4b47b" + @addpkg CodecZlib "944b1d66-785c-5afd-91f1-9de20f533193" + @addpkg CodecZstd "6b39b394-51ab-5f42-8807-6242bab2b4c2" + @addpkg ColorTypes "3da002f7-5984-5a60-b8a6-cbb66c0b333f" + @addpkg DBInterface "a10d1c49-ce27-4219-8d33-6db1a4562965" + @addpkg DelimitedFiles "8bb1440f-4735-579b-a4ab-409b98df4dab" + @addpkg GIFImages "7064036c-d33e-4a25-b247-cf6150d8ad81" + @addpkg JLD2 "033835bb-8acc-5ee8-8aae-3f567f8a3819" + @addpkg JSON3 "0f8b85d8-7281-11e9-16c2-39a750bddbf1" + @addpkg JpegTurbo "b835a17e-a41a-41e7-81f0-2f016b05efe0" + @addpkg Netpbm "f09324ee-3d7c-5217-9330-fc30815ba969" + @addpkg PNGFiles "f57f5aa1-a3ce-4bc8-8ab9-96f992907883" + @addpkg QOI "4b34888f-f399-49d4-9bb3-47ed5cae4e65" + @addpkg SQLite "0aa819cd-b072-5ff4-a722-6bc24af294d9" + @addpkg Tar "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e" + @addpkg TiffImages "731e570b-9d59-4bfa-96dc-6df516fadf69" + @addpkg TOML "fa267f1f-6049-4f14-aa54-33bafae1ed76" + @addpkg WebP "e3aaa7dc-3e4b-44e0-be63-ffb868ccd7c1" + @addpkg XLSX "fdbf4ff8-1666-58a4-91e7-1b58723a45e0" + @addpkg YAML "ddb6d928-2868-570f-bddf-ab3f9cf99eb6" + @addpkg ZipFile "a5390f91-8eb1-5f08-bee0-b1d1ffed6cea" + # Plugins + @addpkg Pkg "44cfe95a-1eb2-52ea-b672-e2afdf69b78f" + + @dataplugin ADDPKGS_PLUGIN + @dataplugin DEFAULTS_PLUGIN :default + @dataplugin VERSIONS_PLUGIN + @dataplugin MEMORISE_PLUGIN :default + + append!(DataToolkitCore.TRANSFORMER_DOCUMENTATION, + [(:storage, :filesystem) => FILESYSTEM_DOC, + (:storage, :git) => GIT_DOC, + (:storage, :null) => NULL_S_DOC, + (:storage, :passthrough) => PASSTHROUGH_S_DOC, + (:storage, :raw) => RAW_DOC, + (:storage, :s3) => S3_DOC, + (:storage, :web) => WEB_DOC, + (:loader, :arrow) => ARROW_DOC, + (:loader, :chain) => CHAIN_DOC, + (:loader, :compressed) => COMPRESSION_DOC, + (:loader, :gzip) => COMPRESSION_DOC, + (:loader, :zlib) => COMPRESSION_DOC, + (:loader, :deflate) => COMPRESSION_DOC, + (:loader, :bzip2) => COMPRESSION_DOC, + (:loader, :xz) => COMPRESSION_DOC, + (:loader, :zstd) => COMPRESSION_DOC, + (:loader, :csv) => CSV_DOC, + (:loader, :delim) => DELIM_DOC, + (:loader, :geopackage) => GEOPACKAGE_DOC, + (:loader, :gif) => GIF_DOC, + (:loader, Symbol("io->file")) => IOTOFILE_DOC, + (:loader, :jld2) => JLD2_DOC, + (:loader, :jpeg) => JPEG_DOC, + (:loader, :json) => JSON_DOC, + (:loader, :julia) => JULIA_DOC, + (:loader, :netpbm) => NETPBM_DOC, + (:loader, :passthrough) => PASSTHROUGH_L_DOC, + (:loader, :png) => PNG_DOC, + (:loader, :qoi) => QOI_DOC, + (:loader, :sqlite) => SQLITE_DOC, + (:loader, :tar) => TAR_DOC, + (:loader, :tiff) => TIFF_DOC, + (:loader, :toml) => TOML_DOC, + (:loader, :webp) => WEBP_DOC, + (:loader, :xlsx) => XLSX_DOC, + (:loader, :yaml) => YAML_DOC, + (:loader, :zip) => ZIP_DOC, + (:writer, :compressed) => COMPRESSION_DOC, + (:writer, :gzip) => COMPRESSION_DOC, + (:writer, :zlib) => COMPRESSION_DOC, + (:writer, :deflate) => COMPRESSION_DOC, + (:writer, :bzip2) => COMPRESSION_DOC, + (:writer, :xz) => COMPRESSION_DOC, + (:writer, :zstd) => COMPRESSION_DOC, + (:writer, :csv) => CSV_DOC, + (:writer, :delim) => DELIM_DOC, + (:writer, :gif) => GIF_DOC, + (:writer, :jpeg) => JPEG_DOC, + (:writer, :json) => JSON_DOC, + (:writer, :netpbm) => NETPBM_DOC, + (:writer, :julia) => JULIA_DOC, + (:writer, :png) => PNG_DOC, + (:writer, :qoi) => QOI_DOC, + (:writer, :sqlite) => SQLITE_DOC, + (:writer, :tiff) => TIFF_DOC, + (:writer, :webp) => WEBP_DOC, + ]) +end + +include("precompile.jl") + +end diff --git a/Common/src/misc/collectiondir.jl b/Common/src/misc/collectiondir.jl new file mode 100644 index 000000000..070386dbe --- /dev/null +++ b/Common/src/misc/collectiondir.jl @@ -0,0 +1,29 @@ +# This is only a small bit of logic/complication, but it pops up +# in quite a few different places so I think it's worth having a single +# implementation of it, and thus ensuring it's handled consistently. + +const COLLECTION_CWD_WARNED = Set{UUID}() + +""" + dirof(collection::DataCollection) + +Return the root directory for `collection`. In most cases, this will simply be +the directory of the collection file, the two exceptions being: +- When the directory is `"Data.d"`, in which case the parent directory is given +- When `collection` has no path, in which case the current working directory is used + and a warning emitted (once only per collection). +""" +function dirof(collection::DataCollection) + if isnothing(collection.path) + if collection.uuid ∉ COLLECTION_CWD_WARNED + push!(COLLECTION_CWD_WARNED, collection.uuid) + @warn "Collection $(sprint(show, collection.name)) ($(collection.uuid)) \ + does not have a path, using the current working directory ($(pwd()))" + end + pwd() + elseif collection.path |> dirname |> basename == "Data.d" + collection.path |> dirname |> dirname + else + collection.path |> dirname + end +end diff --git a/Common/src/misc/humansize.jl b/Common/src/misc/humansize.jl new file mode 100644 index 000000000..9a5ae3693 --- /dev/null +++ b/Common/src/misc/humansize.jl @@ -0,0 +1,34 @@ +# Get then nice SI representation of a byte size. Useful in a few different places. + +""" + humansize(bytes::Integer; digits::Int=2) + +Determine the SI prefix for `bytes`, then give a tuple of the number of bytes +with that prefix (rounded to `digits`), and the units as a string. + +## Examples + +```jldoctest; setup = :(import DataToolkitCommon.humansize) +julia> humansize(123) +(123, "B") + +julia> humansize(1234) +(1.2, "KiB") + +julia> humansize(1000^3) +(954, "MiB") + +julia> humansize(1024^3) +(1.0, "GiB") +``` +""" +function humansize(bytes::Integer; digits::Int=2) + units = ("B", "KiB", "MiB", "GiB", "TiB", "PiB") + magnitude = floor(Int, log(1024, max(1, bytes))) + if 1024 <= bytes < 10.0^(digits-1) * 1024^magnitude + magdigits = floor(Int, log10(bytes / 1024^magnitude)) + 1 + round(bytes / 1024^magnitude; digits = digits - magdigits) + else + round(Int, bytes / 1024^magnitude) + end, units[1+magnitude] +end diff --git a/Common/src/plugins/addpkgs.jl b/Common/src/plugins/addpkgs.jl new file mode 100644 index 000000000..1ad276fe9 --- /dev/null +++ b/Common/src/plugins/addpkgs.jl @@ -0,0 +1,41 @@ +""" + addpkgs_postparse_a( ) + +This advice registers the packages listed in the `packages` field of the data +collection `dc`'s configuration. + +Part of `ADDPKGS_PLUGIN`. +""" +function addpkgs_postparse_a(f::typeof(identity), dc::DataCollection) + pkgs = @getparam dc."packages"::Dict{String, Any} + for (name, uuid_str) in pkgs + uuid = tryparse(UUID, uuid_str) + if isnothing(uuid) + @warn "Unable to register $name [$uuid_str], invalid UUID" + else + DataToolkitCore.addpkg( + dc.mod, Symbol(name), uuid) + end + end + (f, (dc,)) +end + +""" +Register required packages of the Data Collection that needs them. + +When using `DataToolkit.@addpkgs` in an interactive session, the named packages +will be automatically added to the Data.toml of applicable currently-loaded data +collections — avoiding the nead to manually look up the package's UUID and edit +the configuration yourself. + +### Example usage + +```toml +[config.packages] +CSV = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b" +``` + +With the above configuration and this plugin, upon loading the data collection, +the CSV package will be registered under the data collection's module. +""" +const ADDPKGS_PLUGIN = Plugin("addpkgs", [addpkgs_postparse_a]) diff --git a/Common/src/plugins/defaults.jl b/Common/src/plugins/defaults.jl new file mode 100644 index 000000000..32816e7d4 --- /dev/null +++ b/Common/src/plugins/defaults.jl @@ -0,0 +1,167 @@ +const DEFAULT_DEFAULTS = Dict{String, Any}() + +""" + DEFAULTS_ALL + +The special key that applies to all drivers of a particular `DataTransformer`. +""" +const DEFAULTS_ALL = "_" + +""" + getdefaults(collection::DataCollection) + getdefaults(dataset::DataSet) + +Get the default parameters of the `dataset`s of a certain data `collection`. +""" +getdefaults(collection::DataCollection) = + filter((k, v)::Pair -> k ∉ DATA_CONFIG_RESERVED_ATTRIBUTES[:dataset], + get(collection, "defaults", DEFAULT_DEFAULTS)) + +getdefaults(dataset::DataSet) = getdefaults(dataset.collection) + +""" + getdefaults(dataset::DataSet, DT::Type{<:DataTransformer}, + driver::Symbol; resolvetype::Bool=true) + +Get the default parameters of an DataTransformer of type `DT` using +`driver` attached to a certain `dataset`. The default type resolved when +`resolvetype` is set. +""" +function getdefaults(dataset::DataSet, DT::Type{<:DataTransformer{kind}}, + driver::Symbol, spec::Dict{String, Any}; + resolvetype::Bool=true) where {kind} + @nospecialize + concrete_dt = if isconcretetype(DT) DT else DT{driver} end + # get config.TRANSFORMER.DRIVER values + transformer_defaults = + get(get(dataset.collection, + "defaults", DEFAULT_DEFAULTS), + kind, Dict{String,Any}()) + implicit_defaults = Dict{String, Any}( + "priority" => DataToolkitCore.DEFAULT_DATATRANSFORMER_PRIORITY) + if resolvetype + types = string.(supportedtypes(concrete_dt, spec, dataset)) + implicit_defaults["type"] = + if length(types) == 1 first(types) else types end + end + merge(implicit_defaults, + get(transformer_defaults, DEFAULTS_ALL, Dict{String,Any}()), + get(transformer_defaults, String(driver), Dict{String,Any}())) +end + +""" + getdefaults(dataset::DataSet, DT::Type{<:DataTransformer}; + spec::Dict, resolvetype::Bool=true) + +Get the default parameters of an DataTransformer of type `DT` where the +transformer driver is read from `DT` if possible, and taken from `spec` +otherwise. The default type resolved when `resolvetype` is set. +""" +getdefaults(dataset::DataSet, DT::Type{<:DataTransformer}; + spec::Dict, resolvetype::Bool=true) = + getdefaults(dataset, DT, + if DT isa DataType + first(DT.parameters) + else Symbol(get(spec, "driver", "MISSING")) end, + spec; resolvetype) + +""" + getdefaults(dt::DataTransformer) + +Get the default parameters of `dt`. +""" +function getdefaults(dt::DataTransformer) + function drivername(::DataTransformer{_kind, D}) where {_kind, D} + @nospecialize + D + end + getdefaults(dt.dataset, typeof(dt), drivername(dt), dt.parameters) +end + +""" + defaults_read_ds_a( ) + +Advice that merges default values into `spec`, while parsing a `DataSet`. + +Part of `DEFAULTS_PLUGIN`. +""" +function defaults_read_ds_a( + f::typeof(fromspec), D::Type{DataSet}, collection::DataCollection, name::String, spec::Dict{String, Any}) + (f, (D, collection, name, merge(getdefaults(collection), spec))) +end + +""" + defaults_read_dt_a( ) + +Advice that merges default values into `spec`, while parsing an `DataTransformer`. + +Part of `DEFAULTS_PLUGIN`. +""" +function defaults_read_dt_a( + f::typeof(fromspec), DT::Type{<:DataTransformer}, dataset::DataSet, spec::Dict{String, Any}) + (f, (DT, dataset, + merge(getdefaults(dataset, DT; spec, resolvetype=false), + spec))) +end + +""" + defaults_write_ds_a( ) + +Advice that removes default values from `spec`, just before writing a `DataSet`. + +Part of `DEFAULTS_PLUGIN`. +""" +function defaults_write_ds_a(f::typeof(tospec), ds::DataSet) + defaults = getdefaults(ds) + removedefaults(dict) = + filter(((key, val),) -> !(haskey(defaults, key) && defaults[key] == val), + dict) + (removedefaults, f, (ds,)) +end + +""" + defaults_write_dt_a( ) + +Advice that removes default values from `spec`, just before writing an `DataTransformer`. + +Part of `DEFAULTS_PLUGIN`. +""" +function defaults_write_dt_a(f::typeof(tospec), dt::DataTransformer) + defaults = getdefaults(dt) + removedefaults(dict) = + filter(((key, val),) -> !(haskey(defaults, key) && defaults[key] == val), + dict) + (removedefaults, f, (dt,)) +end + +""" +Apply default values from the "defaults" data collection property. +This works with both DataSets and DataTransformers. + +### Default DataSet property + +```toml +[config.defaults] +description="Oh no, nobody bothered to describe this dataset." +``` + +### Default DataTransformer property + +This is scoped to a particular transformer, and a particular driver. One may +also affect all drivers with the special "all drivers" key `$(DEFAULTS_ALL)`. +Specific-driver defaults always override all-driver defaults. + +```toml +[config.defaults.storage.$(DEFAULTS_ALL)] +priority=0 + +[config.defaults.storage.filesystem] +priority=2 +``` +""" +const DEFAULTS_PLUGIN = + Plugin("defaults", [ + defaults_read_ds_a, + defaults_read_dt_a, + defaults_write_ds_a, + defaults_write_dt_a]) diff --git a/Common/src/plugins/memorise.jl b/Common/src/plugins/memorise.jl new file mode 100644 index 000000000..3c82e7663 --- /dev/null +++ b/Common/src/plugins/memorise.jl @@ -0,0 +1,73 @@ +""" + MEMORISE_CACHE + +A dictionary that stores in-memory copies of loaded datasets. + +The key is a tuple `(collection_uuid, dataset_uuid, loader_hash, as)`, where +`collection_uuid` is the UUID of the collection containing the dataset, +`dataset_uuid` is the UUID of the dataset, `loader_hash` is the hash of all +loaders of the dataset, and `as` is the type of the loaded data. +""" +const MEMORISE_CACHE = Dict{Tuple{UUID, UUID, Type}, Pair{UInt, Any}}() + +""" + memorise_read_a( ) + +This advice keeps in-memory copies of all loaded datasets (that can safely be +re-used, currently we just avoid non-seekable `IO`), using `MEMORISE_CACHE`. + +Part of `MEMORISE_PLUGIN`. +""" +function memorise_read_a(f::typeof(DataToolkitCore.read1), dataset::DataSet, as::Type) + memorise = @something(get(dataset, "memorise"), get(dataset, "memorize", false)) + should_memorise = if memorise isa Bool + memorise + elseif memorise isa String + as <: QualifiedType(memorise) + elseif memorise isa Vector + any(t -> as <: t, QualifiedType.(memorise)) + else + false + end + stillvalid(::Any) = true + stillvalid(info::IO) = + isopen(info) && try + seekstart(info) + true + catch _ false end + stillvalid((lhash, info), checklhash) = + lhash == checklhash && stillvalid(info) + if should_memorise + dskey = (dataset.collection.uuid, dataset.uuid, as) + lhash = mapreduce(hash, xor, dataset.loaders) + if haskey(MEMORISE_CACHE, dskey) && stillvalid(MEMORISE_CACHE[dskey], lhash) + cache = MEMORISE_CACHE[dskey] + (identity, (cache,)) + else + docache = function (info) + MEMORISE_CACHE[dskey] = lhash => info + info + end + (docache, f, (dataset, as)) + end + else + (f, (dataset, as)) + end +end + +""" +Cache the results of data loaders in memory. +This requires `(dataset::DataSet, as::Type)` to consistently identify the same +loaded information. + +### Enabling caching of a dataset + +```toml +[[mydata]] +memorise = true +``` + +`memorise` can be a boolean value, a type that should be memorised, or a list of +types to be memorised. +""" +const MEMORISE_PLUGIN = Plugin("memorise", [Advice(0, memorise_read_a)]) diff --git a/Common/src/plugins/versions.jl b/Common/src/plugins/versions.jl new file mode 100644 index 000000000..8c027dc7a --- /dev/null +++ b/Common/src/plugins/versions.jl @@ -0,0 +1,167 @@ +""" + versions_ident_parse_a( ) + +Advice that parses the version from the identifier. + +Part of `VERSIONS_PLUGIN`. +""" +function versions_ident_parse_a(f::typeof(parse_ident), ident::AbstractString) + function extractversion!(ident::Identifier) + if ident.dataset isa AbstractString && count('@', ident.dataset) == 1 + name, version = split(ident.dataset, '@') + ident.parameters["version"] = version + Identifier(ident.collection, name, ident.type, ident.parameters) + else + ident + end + end + (extractversion!, f, (ident,)) +end + +function best_semver_version end # Implemented in `../../ext/PkgExt.jl` + +""" + versions_refine_a( ) + +Advice that refines the data sets by version. + +Part of `VERSIONS_PLUGIN`. +""" +function versions_refine_a(f::typeof(refine), datasets::Vector{DataSet}, ident::Identifier, ignoreparams::Vector{String}) + @require Pkg + if haskey(ident.parameters, "version") + versions = map( + ds -> @something(if haskey(ds.parameters, "version") + tryparse(VersionNumber, + string(ds.parameters["version"])) + end, + v"0"), + datasets) + if ident.parameters["version"] == "latest" + datasets = datasets[versions .== maximum(versions)] + else + maxvalid = invokelatest( + best_semver_version, + String(ident.parameters["version"]), versions)::Union{VersionNumber, Nothing} + datasets = if !isnothing(maxvalid) + datasets[versions .== maxvalid] + else + DataSet[] + end + end + push!(ignoreparams, "version") + end + (f, (datasets, ident, ignoreparams)) +end + +""" + versions_ident_string_a( ) + +Advice that appends the version to the identifier when stringifying it. + +Part of `VERSIONS_PLUGIN`. +""" +function versions_ident_string_a(f::typeof(string), ident::Identifier) + if haskey(ident.parameters, "version") + ident = Identifier( + ident.collection, + string(ident.dataset, '@', + ident.parameters["version"]), + ident.type, + delete!(copy(ident.parameters), "version")) + end + (f, (ident,)) +end + +""" + versions_do_lint_a( ) + +Advice that adds all versions linters to the linters list. + +Part of `VERSIONS_PLUGIN`. +""" +function versions_do_lint_a(f::typeof(lint), obj::DataSet, linters::Vector{Method}) + append!(linters, methods(lint_versions, Tuple{DataSet, Val}).ms) + (f, (obj, linters)) +end + +""" +Give data sets versions, and identify them by version. + +### Giving data sets a version + +Multiple editions of a data set can be described by using the same name, +but setting the `version` parameter to differentiate them. + +For instance, say that Ronald Fisher released a second version of the "Iris" +data set, with more flowers. We could specify this as: + +```toml +[[iris]] +version = "1" +... + +[[iris]] +version = "2" +... +``` + +### Matching by version + +Version matching is done via the `Identifier` parameter `"version"`. +As shorthand, instead of providing the `"version"` parameter manually, +the version can be tacked onto the end of an identifier with `@`, e.g. `iris@1` +or `iris@2`. + +The version matching re-uses machinery from `Pkg`, and so all +[`Pkg`-style version specifications](https://pkgdocs.julialang.org/v1/compatibility/#Version-specifier-format) +are supported. In addition to this, one can simply request the "latest" version. + +The following are all valid identifiers, using the `@`-shorthand: +``` +iris@1 +iris@~1 +iris@>=2 +iris@latest +``` + +When multiple data sets match the version specification, the one with the +highest matching version is used. +""" +const VERSIONS_PLUGIN = + Plugin("versions", [ + versions_ident_parse_a, + versions_refine_a, + versions_ident_string_a, + versions_do_lint_a]) + +# --------------- +# Default linters +# --------------- + +function lint_versions(obj::DataSet, ::Val{:valid_version}) + if haskey(obj.parameters, "version") + if get(obj, "version") isa Number + LintItem(obj, :warning, :valid_version, + "Version number ($(get(obj, "version"))) should be provided as a string", + function (li::LintItem) + li.source.parameters["version"] = + string(li.source.parameters["version"]) + true + end, true) + elseif isnothing(tryparse(VersionNumber, string(get(obj, "version")))) + LintItem(obj, :warning, :valid_version, + "Invalid version number $(sprint(show, get(obj, "version")))", + lint_fix_version) + end + end +end + +function lint_fix_version(lintitem::LintItem{DataSet}) + newversion = prompt(" Version: ") + while isnothing(tryparse(VersionNumber, newversion)) + newversion = prompt(" Version (X.Y.Z): ") + end + lintitem.source.parameters["version"] = newversion + true +end diff --git a/Common/src/precompile.jl b/Common/src/precompile.jl new file mode 100644 index 000000000..2e19263ee --- /dev/null +++ b/Common/src/precompile.jl @@ -0,0 +1,30 @@ +@setup_workload begin + datatoml = """ + data_config_version = 0 + uuid = "84068d44-24db-4e28-b693-58d2e1f59d05" + name = "precompile" + plugins = ["store", "cache", "defaults", "log", "versions", "memorise"] + + [[dataset]] + uuid = "d9826666-5049-4051-8d2e-fe306c20802c" + + [[dataset.storage]] + driver = "raw" + value = 3 + type = "Int" + + [[dataset.loader]] + driver = "passthrough" + type = "Int" + """ + @compile_workload begin + __init__() + loadcollection!(IOBuffer(datatoml)) + end + # Cleanup + empty!(STACK) + empty!(PLUGINS) + empty!(PLUGINS_DOCUMENTATION) + empty!(DEFAULT_PLUGINS) + empty!(DataToolkitCore.EXTRA_PACKAGES) +end diff --git a/Common/src/transformers/saveload/arrow.jl b/Common/src/transformers/saveload/arrow.jl new file mode 100644 index 000000000..dbdd59405 --- /dev/null +++ b/Common/src/transformers/saveload/arrow.jl @@ -0,0 +1,62 @@ +function _read_arrow end # Implemented in `../../../ext/ArrowExt.jl` +function _write_arrow end # Implemented in `../../../ext/ArrowExt.jl` + +function load(loader::DataLoader{:arrow}, io::IO, sink::Type) + @require Arrow + convert = @getparam loader."convert"::Bool true + invokelatest(_read_arrow, io, sink; convert) +end + +function save(writer::DataWriter{:arrow}, io::IO, tbl) + @require Arrow + compress = @getparam writer."compress"::Union{Symbol, Nothing} nothing + alignment = @getparam writer."alignment"::Int 8 + dictencode = @getparam writer."dictencode"::Bool false + dictencodenested = @getparam writer."dictencodenested"::Bool false + denseunions = @getparam writer."denseunions"::Bool true + largelists = @getparam writer."largelists"::Bool false + maxdepth = @getparam writer."maxdepth"::Int 6 + ntasks = @getparam writer."ntasks"::Int Int(typemax(Int32)) + invokelatest(_write_arrow, io, tbl; + compress, alignment, + dictencode, dictencodenested, + denseunions, largelists, + maxdepth, ntasks) +end + +supportedtypes(::Type{DataLoader{:arrow}}) = + [QualifiedType(:DataFrames, :DataFrame), + QualifiedType(:Arrow, :Table)] + +createauto(::Type{DataLoader{:arrow}}, source::String) = + !isnothing(match(r"\.arrow$"i, source)) + +createpriority(::Type{DataLoader{:arrow}}) = 10 + +const ARROW_DOC = md""" +Parse and serialize arrow files + +# Input/output + +The `arrow` driver expects data to be provided via `IO`. + +By default this driver supports parsing to two data types: +- `DataFrame` +- `Arrow.Table` + +# Required packages + ++ `Arrow` + +# Parameters + +- `convert`: controls whether certain arrow primitive types will be converted to more friendly Julia defaults +- The writer mirrors the arguments available in `Arrow.write`. + +# Usage examples + +```toml +[[iris.loader]] +driver = "arrow" +``` +""" diff --git a/Common/src/transformers/saveload/chain.jl b/Common/src/transformers/saveload/chain.jl new file mode 100644 index 000000000..c473f1081 --- /dev/null +++ b/Common/src/transformers/saveload/chain.jl @@ -0,0 +1,185 @@ +# Example: +#--- +# [data.loader] +# driver = "chain" +# type = ["DataFrames.DataFrame"] # final supported data +# loaders = [ +# { driver = "gzip", type = "IO" }, +# { driver = "csv", type = "DataFrames.DataFrame"} +# ] +# # alternative +# loaders = [ "gzip", "csv" ] + +function load(loader::DataLoader{:chain}, from::Any, ::Type{T}) where {T} + subloaders = map(spec -> DataLoader(loader.dataset, spec), + @getparam(loader."loaders"::Vector, Dict{String, Any}[])) + types = loadtypepath(subloaders, typeof(from), T) + if !isnothing(types) + reduce((value, (subloader, as)) -> + invokepkglatest(load, subloader, value, as), + zip(subloaders, types), init=from)::Union{T, Nothing} + end +end + +function supportedtypes(::Type{DataLoader{:chain}}, spec::Dict{String, Any}) + lastloader = last(@getparam spec."loaders"::Vector [nothing]) + if lastloader isa Dict # { driver="X", ... } form + explicit_type = @getparam lastloader."type" + if explicit_type isa String + [parse(QualifiedType, explicit_type)] + elseif explicit_type isa Vector + parse.(QualifiedType, explicit_type) + else + supportedtypes(DataLoader{Symbol(lastloader["driver"])}, lastloader) + end + elseif lastloader isa String # "X" shorthand form + supportedtypes(DataLoader{Symbol(lastloader)}, Dict{String, Any}()) + else + QualifiedType[] + end +end + +""" + loadtypepath(subloaders::Vector{DataLoader}, targettype::Type) +Return the sequence of types that the `subloaders` must be asked for to finally +produce `targettype` from an initial `fromtype`. If this is not possible, +`nothing` is returned instead. +""" +function loadtypepath(subloaders::Vector{DataLoader}, fromtype::Type, targettype::Type) + toploader = last(subloaders) + mod = toploader.dataset.collection.mod + loadertypes = filter(!isnothing, [typeify(typ; mod) for typ in toploader.type]) + if length(subloaders) > 1 + midtypes = if toploader isa DataLoader{:julia} + # Julia loaders are a bit special, as they have parameter + # (`input`) which if set indicates the type expected in the + # argument to the Julia function. If not set, then this is + # a keyword-argument only Julia loader, and so it expects + # Nothing. Really though, only the input variety of loaders + # makes sense in a chain loader. We may as well be + # exhaustive though. + if isempty(@getparam toploader."input"::String "") + [Nothing] + else + iqtype = QualifiedType(get(toploader, "input")) + itype = @something typeify(iqtype; mod) try + # It may be the case that the loader requires a lazy loaded + # package, in this case it may be a good idea to just /try/ + # requiring it and seeing what happens. + pkg = DataToolkitCore.get_package( + toploader.dataset.collection.mod, + iqtype.root) + if pkg isa DataToolkitCore.PkgRequiredRerunNeeded + typeify(iqtype; mod) + else + # If no rerun is raised, then then the package is + # already loaded and the unresolvable type will still be + # unresolvable, so return nothing. + Some(nothing) + end + catch e + if e isa ArgumentError + Some(nothing) + else + rethrow() + end + end + if !isnothing(itype) + [itype] + else + Type[] + end + end + else + potentialmethods = + [methods(load, Tuple{typeof(toploader), Any, Type{suptype}}).ms + for suptype in loadertypes + if suptype <: targettype] |> Iterators.flatten |> unique + [m.sig.types[3] for m in potentialmethods] + end + subpaths = filter(!isnothing, + [loadtypepath(subloaders[1:end-1], fromtype, midtype) + for midtype in midtypes]) + if !isempty(subpaths) + vcat(first(subpaths), targettype) + end + else + ms = methods(load, Tuple{typeof(toploader), fromtype, Type{targettype}}) + if !isempty(ms) + targettype + end + end +end + +createpriority(::Type{DataLoader{:chain}}) = 5 + +function createauto(::Type{DataLoader{:chain}}, source::String, dataset::DataSet) + # Prompted by compressed file types, e.g. ".csv.gz" + if !isnothing(match(r"\.\w+\.\w+$", source)) && isnothing(match(r"\.git$", source)) + base, inner, outer = match(r"^(.*)\.(\w+)\.(\w+)$", source).captures + outerloader = DataToolkitCore.trycreateauto( + dataset, DataLoader, :*, source; minpriority=1+createpriority(DataLoader{:chain})) + if !isnothing(outerloader) + innerloader = DataToolkitCore.trycreateauto( + dataset, DataLoader, :*, "$base.$inner") + if !isnothing(innerloader) + minimalspec(template) = Dict{String, Any}( + "driver" => template["driver"]) + ospec = DataToolkitCore.@advise dataset tospec(outerloader) + ispec = DataToolkitCore.@advise dataset tospec(innerloader) + Dict("loaders" => + if ospec == minimalspec(ospec) && ispec == minimalspec(ispec) + [ospec["driver"], ispec["driver"]] + else + [ospec, ispec] + end) + end + end + end +end + +const CHAIN_DOC = md""" +Chain multiple transformers together + +# Input/Output + +The `chain` loader can accept any form of input, and produce any form of output. + +In passes the initial input through a *chain* of other loaders, via the `loader` +property. A list of loader driver names can be given to chain together those +loaders with no properties. To provide properties, use a TOML array of tables +and specify the full (`driver = "name", ...`) form. + +Writing is not currently supported. + +# Usage examples + +```toml +[[iris.loader]] +driver = "chain" +loaders = ["gzip", "csv"] +``` + +```toml +[[iris.loader]] +driver = "chain" +loaders = ["gzip", { driver = "tar", file = "iris.csv" }, "csv"] +``` + +```toml +[[chained.loader]] +driver = "chain" + + [[chained.loader.loaders]] + driver = "gzip" + + [[chained.loader.loaders]] + driver = "csv" + + [[chained.loader.loaders]] + driver = "julia" + input = "DataFrame" + path = "scripts/custom_postprocessing.jl" + type = "DataFrame" +``` +""" diff --git a/Common/src/transformers/saveload/compression.jl b/Common/src/transformers/saveload/compression.jl new file mode 100644 index 000000000..11c1a8ea4 --- /dev/null +++ b/Common/src/transformers/saveload/compression.jl @@ -0,0 +1,82 @@ +for (lib, name, ext) in + ((:CodecZlib, :gzip, r"\\.(?:gzip|gz)$"i), + (:CodecZlib, :zlib, r"\\.zlib$"i), + (:CodecZlib, :deflate, r".zz"i), + (:CodecBzip2, :bzip2, r"\\.bz(ip)?2?$"i), + (:CodecXz, :xz, r"\\.xz$"i), + (:CodecZstd, :zstd, r"\\.zstd$"i)) + eval(quote + function $(Symbol("_read_$name")) end + function $(Symbol("_write_$name")) end + + function load(::DataLoader{$(QuoteNode(name))}, from::IO, T::Type{IO}) + @require $lib + invokelatest($(Symbol("_read_$name")), from, T) + end + + function load(::DataLoader{$(QuoteNode(name))}, from::IO, T::Type{Vector{UInt8}}) + @require $lib + invokelatest($(Symbol("_read_$name")), from, T) + end + + load(l::DataLoader{$(QuoteNode(name))}, from::IO, ::Type{String}) = + String(load(l, from, Vector{UInt8})) + + load(l::DataLoader{$(QuoteNode(name))}, from::String, + T::Union{Type{IO}, Type{Vector{UInt8}}, Type{String}}) = + load(l, IOBuffer(from), T) + + supportedtypes(::Type{DataLoader{$(QuoteNode(name))}}) = + QualifiedType.([IO, Vector{UInt8}, String]) + + createpriority(::Type{DataLoader{$(QuoteNode(name))}}) = 10 + + createauto(::Type{DataLoader{$(QuoteNode(name))}}, source::String) = + !isnothing(match($ext, source)) + + function save(::DataWriter{$(QuoteNode(name))}, dest::IO, info) + @require $lib + invokelatest($(Symbol("_write_$name")), dest, info) + end + end) +end + +const COMPRESSION_DOC = md""" +Load and write a variety of compressed formats + +# Description + +This is a collection of drivers which enable transparent compression and +decompression of data, specifically the following eponymous drivers: +- `gzip` +- `zlib` +- `deflate` +- `bzip2` +- `xz` +- `zstd` + +# Input/output + +It is assumed that during reading decompression is the desired operation, +compression desired when writing. + +In both cases, `IO` \to `IO` is the recommended pair of input/output formats, but +`IO` or `String` to `Vector{UInt8}` or `String` are also supported. + +# Required packages + +- `CodecZlib`, for the following drivers: + - `gzip` + - `zlib` + - `deflate` +- `CodecBzip2` for the `bzip2` driver +- `CodecXz` for the `xz` driver +- `CodecZstd` for the `zstd` driver + +# Usage examples + +```toml +[[iris-raw.loader]] +driver = "gzip" +``` +""" diff --git a/Common/src/transformers/saveload/csv.jl b/Common/src/transformers/saveload/csv.jl new file mode 100644 index 000000000..2affaf063 --- /dev/null +++ b/Common/src/transformers/saveload/csv.jl @@ -0,0 +1,138 @@ +function _read_csv end # Implemented in `../../../ext/CSVExt.jl` +function _write_csv end # Implemented in `../../../ext/CSVExt.jl` + +function load(loader::DataLoader{:csv}, from::IO, sink::Type) + @require CSV + args = @getparam loader."args"::Dict{String, Any} + kwargs = Dict{Symbol, Any}(Symbol(k) => v for (k, v) in args) + mod = loader.dataset.collection.mod + if haskey(kwargs, :types) + types = kwargs[:types] + kwargs[:types] = if types isa Dict + Dict{eltype(keys(types)), Type}( + k => typeify(QualifiedType(v); mod) + for (k, v) in types) + elseif types isa Vector + [typeify(QualifiedType(t); mod) for t in types] + elseif types isa String + typeify(QualifiedType(types); mod) + else + end + if isnothing(kwargs[:types]) + @warn "CSV types argument is invalid: must be a resolvable type string, vector, or dict. Ignoring." types + delete!(kwargs, :types) + end + end + if haskey(kwargs, :typemap) + kwargs[:typemap] = Dict{Type, Type}( + typeify(QualifiedType(k); mod) => typeify(QualifiedType(v); mod) + for (k, v) in kwargs[:typemap]) + end + if haskey(kwargs, :stringtype) + kwargs[:stringtype] = + [typeify(QualifiedType(t); mod) for t in kwargs[:stringtype]] + end + invokelatest(_read_csv, from; NamedTuple(kwargs)...) |> + if sink == Any || QualifiedType(sink) == QualifiedType(:CSV, :File) + identity + elseif QualifiedType(sink) == QualifiedType(:DataFrames, :DataFrame) + # Replace `SentinelArray.ChainedVector` columns with standard vectors. + csv -> let df = sink(csv) + for (i, col) in enumerate(getfield(df, :columns)) + getfield(df, :columns)[i] = Array(col) + end + df + end + elseif sink == Matrix + Tables.matrix + else + sink + end +end + +supportedtypes(::Type{DataLoader{:csv}}) = + [QualifiedType(:DataFrames, :DataFrame), + QualifiedType(:CSV, :File), + QualifiedType(:Base, :Matrix)] + +function save(writer::DataWriter{:csv}, dest::IO, info) + @require CSV + kwargs = Dict(Symbol(k) => v for (k, v) in + @getparam(writer."args"::Dict{String, Any})) + for charkey in (:quotechar, :openquotechar, :escapechar) + if haskey(kwargs, charkey) + kwargs[charkey] = first(kwargs[charkey]) + end + end + invokelatest(_write_csv, dest, info; NamedTuple(kwargs)...) +end + +createpriority(::Type{DataLoader{:csv}}) = 10 + +createauto(::Type{DataLoader{:csv}}, source::String) = + !isnothing(match(r"\.[ct]sv$"i, source)) + +function lint(loader::DataLoader{:csv}, ::Val{:non_list_csv_args}) + if haskey(loader.parameters, "args") && + loader.parameters["args"] isa Vector + fixer = if length(loader.parameters["args"]) == 1 + function (li::LintItem{DataLoader{:csv}}) + li.source.parameters["args"] = + first(li.source.parameters["args"]) + true + end + end + LintItem(loader, :error, :non_list_csv_args, + "Argument set is a list of argument sets", + fixer, !isnothing(fixer)) + end +end + +const CSV_DOC = md""" +Parse and serialize CSV data + +While this is the `csv` driver, any format that `CSV.jl` can work with is +supported (as this is merely a thin layer around `CSV.jl`) + +# Input/output + +The `csv` driver expects data to be provided via `IO`. + +By default this driver announces support for parsing to three data types: +- `DataFrame` +- `Matrix` +- `CSV.File` + +Other `Tables` compatible types are of course supported, and can be used directly +(i.e. without having to use the `CSV.File` result) by specifying the type with the +`type` transformer keyword. + +When writing, any type compatible with `CSV.write` can be used directly, to any +storage backend supporting `IO`. + +# Required packages + +- `CSV` + +# Parameters + +- `args`: keyword arguments to be provided to `CSV.File`, + see https://csv.juliadata.org/stable/reading.html#CSV.File. + +As a quick-reference, some arguments of particular interest are: +- `header`: Either, + - the row number to parse for column names + - the list of column names +- `delim`: the column delimiter +- `types`: a single type, or vector of types to be used for the columns + +# Usage examples + +```toml +[[iris.loader]] +driver = "csv" + + [iris.loader.args] + key = value... +``` +""" diff --git a/Common/src/transformers/saveload/delim.jl b/Common/src/transformers/saveload/delim.jl new file mode 100644 index 000000000..d18c7b126 --- /dev/null +++ b/Common/src/transformers/saveload/delim.jl @@ -0,0 +1,54 @@ +function _read_dlm end # Implemented in `../../../ext/DelimitedFilesExt.jl` +function _write_dlm end # Implemented in `../../../ext/DelimitedFilesExt.jl` + +function load(loader::DataLoader{:delim}, from::IO, ::Type{Matrix}) + @require DelimitedFiles + dtype::Type = something(typeify(QualifiedType(@getparam loader."type"::String "Any"), mod=loader.dataset.collection.mod), Any) + delim::Char = first(@getparam loader."delim"::String ",") + eol::Char = first(@getparam loader."eol"::String "\n") + header::Bool = @getparam loader."header"::Bool false + skipstart::Int = @getparam loader."skipstart"::Int 0 + skipblanks::Bool = @getparam loader."skipblanks"::Bool false + quotes::Bool = @getparam loader."quotes"::Bool true + comment_char::Char = first(@getparam loader."comment_char"::String "#") + invokelatest(_read_dlm, from, delim, dtype, eol; + header, skipstart, skipblanks, quotes, comment_char) +end + +function save(writer::DataWriter{:delim}, dest::IO, info::Union{Vector, Matrix}) + @require DelimitedFiles + delim::Char = first(@getparam writer."delim"::String ",") + invokelatest(_write_dlm, dest, info; delim) +end + +const DELIM_DOC = md""" +Parse and serialize delimited data + +# Input/output + +The `delim` driver expects data to be provided via `IO`. + +It presents the parsed information as a `Matrix`, and can write `Matrix` and `Vector` +types to an `IO`-supporting storage backend. + +# Required packages + ++ `DelimitedFiles` (the stdlib) + +# Parameters + +- `dtype`: The element type of the matrix +- `delim`: The character used to separate entries +- `eol`: The character separating each line of input +- `header`: Whether the first row of data should be read as a header +- `skipstart`: The number of initial lines of input to ignore +- `skipblanks`: Whether to ignore blank lines +- `quotes`: Whether to allow quoted strings to contain column and line delimiters + +# Usage examples + +```toml +[[iris.loader]] +driver = "delim" +``` +""" diff --git a/Common/src/transformers/saveload/geopackage.jl b/Common/src/transformers/saveload/geopackage.jl new file mode 100644 index 000000000..4111f3713 --- /dev/null +++ b/Common/src/transformers/saveload/geopackage.jl @@ -0,0 +1,43 @@ +function _read_geopkg end # Implemented in `../../../ext/ArchGDALExt.jl` +function _write_geopkg end # Implemented in `../../../ext/ArchGDALExt.jl` + +function load(::DataLoader{:geopackage}, from::FilePath, T::Type) + @require ArchGDAL + invokelatest(_read_geopkg, from.path, T) +end + +function save(writer::DataWriter{:geopackage}, dest::FilePath, info) + @require ArchGDAL + invokelatest(_write_geopkg, dest.path, info) +end + +supportedtypes(::Type{DataLoader{:geopackage}}) = + [QualifiedType(:ArchGDAL, :IDataset), QualifiedType(:Core, :Any)] + +createpriority(::Type{DataLoader{:geopackage}}) = 10 + +createauto(::Type{DataLoader{:geopackage}}, source::String) = + !isnothing(match(r"\.gpkg$"i, source)) + +const GEOPACKAGE_DOC = md""" +Parse and serialize .gpkg files + +# Input/output + +The `geopackage` driver expects data to be provided via `FilePath`. + +# Required packages + ++ `ArchGDAL` + +# Parameters + +Additional arguments for the writer and loader are not currently supported. + +# Usage examples + +```toml +[[sample.loader]] +driver = "geopackage" +``` +""" diff --git a/Common/src/transformers/saveload/gif.jl b/Common/src/transformers/saveload/gif.jl new file mode 100644 index 000000000..5760f7b7d --- /dev/null +++ b/Common/src/transformers/saveload/gif.jl @@ -0,0 +1,43 @@ +function _read_gif end # Implemented in `../../../ext/GIFImagesExt.jl` +function _write_gif end # Implemented in `../../../ext/GIFImagesExt.jl` + +function load(loader::DataLoader{:gif}, from::FilePath, ::Type{Matrix}) + @require GIFImages + invokelatest(_read_gif, from.path) +end + +function save(writer::DataWriter{:gif}, dest::FilePath, info::Matrix) + @require GIFImages + invokelatest(_write_gif, dest.path, info) +end + +createauto(::Type{DataLoader{:gif}}, source::String) = + !isnothing(match(r"\.gif$"i, source)) + +createauto(::Type{DataWriter{:gif}}, source::String) = + !isnothing(match(r"\.gif$"i, source)) + +const GIF_DOC = md""" +Encode and decode GIF images + +# Input/output + +The `gif` driver expects data to be provided via `IO`. + +It will parse to a `Matrix{<:Colorant}`, and accept such a matrix to save. + +# Required packages + +- `GIFImages` + +# Parameters + +None + +# Usage examples + +```toml +[[someimage.loader]] +driver = "gif" +``` +""" diff --git a/Common/src/transformers/saveload/iotofile.jl b/Common/src/transformers/saveload/iotofile.jl new file mode 100644 index 000000000..83ed966ea --- /dev/null +++ b/Common/src/transformers/saveload/iotofile.jl @@ -0,0 +1,55 @@ +function _iotofilepath(loader::DataLoader) + pathattr = @getparam loader."path"::Union{String, Nothing} + path = if !isnothing(pathattr) + expanduser(pathattr) + else + joinpath(tempdir(), string("julia_datatoolkit_iotofile_", loader.dataset.uuid)) + end + abspath(dirof(loader.dataset.collection), path) +end + +function load(loader::DataLoader{Symbol("io->file")}, from::FilePath, ::Type{FilePath}) + path = _iotofilepath(loader) + # Remove non-symlinks, broken symlinks, and incorrect symlinks + if isfile(path) && (!islink(path) || !isfile(realpath(path)) || realpath(path) != abspath(from.path)) + rm(path) + end + if !isfile(path) + symlink(from.path, path) + end + FilePath(path) +end + +function load(loader::DataLoader{Symbol("io->file")}, from::IO, ::Type{FilePath}) + path = _iotofilepath(loader) + if !isfile(path) || @getparam loader."rewrite"::Bool false + open(path, "w") do io + write(io, from) + end + end + FilePath(path) +end + +const IOTOFILE_DOC = md""" +Obtain an IO as a FilePath + +The `io->file` loader serves as a bridge between and backends that produce IO +but not a file path, and any subsequent transformers that require a file. + +If a `FilePath` can be provided directly, `io->file` will be sneaky and just +create a symlink. + +!!! warn + If a file with the given path already exists, it is possible for the content + to become out of date, set `rewrite` to write the file every access and so + avoid this potential issue. This is not a risk in the symlink case. + +# Input/output + +The `io->file` driver accepts `IO` and produces a `FilePath`. + +# Parameters + +- `path`: A path to save the file to. If not set, a tempfile will be used. +- `rewrite`: Whether the any existing file should be overwritten afresh on each access. +""" diff --git a/Common/src/transformers/saveload/jld2.jl b/Common/src/transformers/saveload/jld2.jl new file mode 100644 index 000000000..71943c966 --- /dev/null +++ b/Common/src/transformers/saveload/jld2.jl @@ -0,0 +1,53 @@ +function _read_jld2 end # Implemented in `../../../ext/JLD2Ext.jl` +function _write_jld2 end # Implemented in `../../../ext/JLD2Ext.jl` + +function load(loader::DataLoader{:jld2}, from::FilePath, R::Type) + @require JLD2 + key = get(loader, "key", nothing) + if isnothing(key) + @assert R == Dict{String, Any} + invokelatest(_read_jld2, from.path)::R + elseif key isa String + invokelatest(_read_jld2, from.path, key)::R + elseif key isa Vector + invokelatest(_read_jld2, from.path, key...)::R + else + throw(InvalidParameterType(loader, "key", Union{String, Vector, Nothing})) + end +end + +supportedtypes(::Type{DataLoader{:jld2}}, spec::Dict{String, Any}) = + [QualifiedType(if haskey(spec, "key") Any else Dict{String, Any} end)] + +function save(::DataLoader{:jld2}, info::Dict{String, Any}, dest::FilePath) + @require JLD2 + invokelatest(_write_jld2, dest.path, info) +end + +createpriority(::Type{DataLoader{:jld2}}) = 10 + +createauto(::Type{DataLoader{:jld2}}, source::String) = + !isnothing(match(r"\.jld2$"i, source)) + +const JLD2_DOC = md""" +Load and write data in the JLD2 format + +# Input/output + +The `jld2` driver expects data to be provided via a `FilePath`. + +# Required packages + +- `JLD2` + +# Parameters + +- `key`: A particular key, or list of keys, to load from the JLD2 dataset. + +# Usage examples + +```toml +[[sample.loader]] +driver = "jld2" +``` +""" diff --git a/Common/src/transformers/saveload/jpeg.jl b/Common/src/transformers/saveload/jpeg.jl new file mode 100644 index 000000000..3926f768a --- /dev/null +++ b/Common/src/transformers/saveload/jpeg.jl @@ -0,0 +1,58 @@ +function _read_jpeg end # Implemented in `../../../ext/JpegTurboExt.jl` +function _write_jpeg end # Implemented in `../../../ext/JpegTurboExt.jl` + +function load(loader::DataLoader{:jpeg}, from::IO, ::Type{Matrix}) + @require JpegTurbo + @require ColorTypes + kwargs = (transpose = @getparam(loader."transpose"::Bool, false), + scale_ratio = @getparam(loader."scale_ratio"::Real, 1)) + # TODO support `preferred_size` + gray = @getparam loader."grayscale"::Bool false + invokelatest(_read_jpeg, from, gray; kwargs...) +end + +function save(writer::DataWriter{:jpeg}, dest::IO, info::Matrix) + @require JpegTurbo + invokelatest(_write_jpeg, dest, info) +end + +createauto(::Type{DataLoader{:jpeg}}, source::String) = + !isnothing(match(r"\.jpe?g$"i, source)) + +createauto(::Type{DataWriter{:jpeg}}, source::String) = + !isnothing(match(r"\.jpe?g$"i, source)) + +const JPEG_DOC = md""" +Encode and decode JPEG images + +# Input/output + +The `jpeg` driver expects data to be provided via `IO`. + +It will parse to a `Matrix{<:Colorant}`. + +# Required packages + +- `JpegTurbo` + +# Parameters + +## Reader + +- `transpose`: Whether to permute the image's width and height dimension +- `scale_ratio`: scale the image this ratio in `M/8` with `M ∈ 1:16` (values + will be mapped to the closest value) +- `grayscale`: Whether to process the image in grayscale + +## Writer + +- `transpose`: Whether to permute the image's width and height dimension +- `quality`: The IJG-scale JPEG quality value, between 0 and 100. + +# Usage examples + +```toml +[[someimage.loader]] +driver = "jpeg" +``` +""" diff --git a/Common/src/transformers/saveload/json.jl b/Common/src/transformers/saveload/json.jl new file mode 100644 index 000000000..d1606dfe4 --- /dev/null +++ b/Common/src/transformers/saveload/json.jl @@ -0,0 +1,58 @@ +function _read_json end # Implemented in `../../../ext/JSON3Ext.jl` +function _write_json end # Implemented in `../../../ext/JSON3Ext.jl` + +function load(::DataLoader{:json}, from::IO, ::Type) + @require JSON3 + invokelatest(_read_json, from) +end + +supportedtypes(::Type{DataLoader{:json}}) = + [QualifiedType(Any)] + +function save(writer::DataWriter{:json}, dest::IO, info) + @require JSON3 + pretty = @getparam writer."pretty"::Bool false + invokelatest(_write_json, dest, info, pretty) +end + +createpriority(::Type{DataLoader{:json}}) = 10 + +createauto(::Type{DataLoader{:json}}, source::String) = + !isnothing(match(r"\.json$"i, source)) + +const JSON_DOC = md""" +Parse and serialize JSON data + +# Input/output + +The `json` driver expects data to be provided via `IO`. + +It will parse to a number of types depending on the input: +- `JSON3.Object` +- `JSON3.Array` +- `String` +- `Number` +- `Boolean` +- `Nothing` + +If you do not wish to impose any expectations on the parsed type, you can ask +for the data of type `Any`. + +When writing, any type compatible with `JSON3.write` can be used directly, with +any storage backend supporting `IO`. + +# Required packages + +- `JSON3` + +# Parameters + +- `pretty`: Whether to use `JSON3.pretty` when writing + +# Usage examples + +```toml +[[sample.loader]] +driver = "json" +``` +""" diff --git a/Common/src/transformers/saveload/julia.jl b/Common/src/transformers/saveload/julia.jl new file mode 100644 index 000000000..61107edac --- /dev/null +++ b/Common/src/transformers/saveload/julia.jl @@ -0,0 +1,163 @@ +# Example: +#--- +# [data.loader] +# driver = "julia" +# type = ["Int"] +# function = "(; inp) -> length(inp)" +# arguments = { inp = "📇DATASET<>" } + +function getactfn(transformer::DataTransformer) + path = @getparam transformer."path"::Union{String, Nothing} + fnstr = @getparam transformer."function"::Union{String, Nothing} + loadfn = if !isnothing(path) + Base.include(transformer.dataset.collection.mod, + abspath(dirof(transformer.dataset.collection), + expanduser(@getparam transformer."pathroot"::String ""), + expanduser(path))) + elseif !isnothing(fnstr) + Base.eval(transformer.dataset.collection.mod, + Meta.parse(strip(fnstr))) + else + error("Neither path nor function is provided.") + end +end + +function load(loader::DataLoader{:julia}, ::Nothing, R::Type) + if isempty(@getparam loader."input"::String "") + loadfn = getactfn(loader) + kwargs = Dict{Symbol, Any}( + Symbol(k) => v for (k, v) in @getparam(loader."arguments"::Dict{String, Any})) + cd(dirof(loader.dataset.collection)) do + invokepkglatest(loadfn; kwargs...)::R + end + end +end + +function load(loader::DataLoader{:julia}, from::Any, R::Type) + intype = @getparam loader."input"::Union{String, Nothing} + if !isnothing(intype) + desired_type = typeify(parse(QualifiedType, intype), mod=loader.dataset.collection.mod) + if from isa desired_type + loadfn = getactfn(loader) + kwargs = Dict{Symbol,Any}( + Symbol(k) => v for (k, v) in @getparam(loader."arguments"::Dict{String, Any})) + cd(dirof(loader.dataset.collection)) do + invokepkglatest(loadfn, from; kwargs...)::R + end + end + end +end + +function save(writer::DataWriter{:julia}, dest, info) + writefn = getactfn(writer) + kwargs = Dict{Symbol,Any}( + Symbol(k) => v for (k, v) in @getparam(loader."arguments"::Dict{String, Any})) + cd(dirof(writer.dataset.collection)) do + invokepkglatest(writefn, dest, info; kwargs...) + end +end + +createpriority(::Type{DataLoader{:julia}}) = 10 + +function createauto(::Type{DataLoader{:julia}}, source::String) + if !isnothing(match(r"\.jl$"i, source)) && + (!isempty(STACK) && isfile(abspath(dirof(first(STACK)), expanduser(source))) || + isfile(expanduser(source))) + Dict("path" => source) + end +end + +function lint(loader::DataLoader{:julia}, ::Val{:non_list_julia_args}) + if haskey(loader.parameters, "arguments") && + loader.parameters["arguments"] isa Vector + fixer = if length(loader.parameters["arguments"]) == 1 + function (li::LintItem{DataLoader{:julia}}) + li.source.parameters["arguments"] = + first(li.source.parameters["arguments"]) + true + end + end + LintItem(loader, :error, :non_list_julia_args, + "Argument set is a list of argument sets", + fixer, !isnothing(fixer)) + end +end + +const JULIA_DOC = md""" +Load and write data via custom Julia scripts + +The `julia` driver enables the *parsing* and *serialisation* of arbitrary data +to arbitrary information formats and vice versa via custom Julia functions run +within the scope of the parent module. + +# Input/output + +The `julia` driver either accepts /no/ direct input, or accepts input from storage +backends of the type specified by the `input` keyword. Thus, the provided +functions must take one of the following forms: + +```julia +function (input; kwargs...) + # Direct input form. +end +``` + +```julia +function (kwargs...) + # No direct input form. +end +``` + +In both cases, additional information can be provided via the `arguments` keyword, +which supplies additional keyword arguments to the Julia function invoked. It is +worth remembering the special treatment of DataSet strings which are dynamically +resolved (see the examples). + +Writer functions take two arguments, the destination (a handle to the storage +backend, usually `IO`) and the information to be serialised. + +```julia +function (destination, info) + # Write `info` to `destination`, and return + # not-nothing if the operation succeeds. +end +``` + +# Parameters + +- `input`: (loading only) The data type required for direct input. +- `path`: A local file path, relative to `pathroot` if provided or the directory of + the data TOML file. +- `pathroot`: The root path to expand `path` against, relative to the directory of + the data TOML file. +- `function`: The function as a string, inline in the data TOML file. +- `arguments`: Arguments to be provided to the called function. + +# Usage examples + +```julia +[[addone.loader]] +driver = "julia" +input = "Number" +function = "n -> n+1" +``` + +```julia +[[combined.loader]] +driver = "julia" +path = "scripts/mergedata.jl" + +[combined.loader.arguments] +foo = "📇DATASET<>" +bar = "📇DATASET<>" +baz = "📇DATASET<>" +``` + +```julia +[[repeated.loader]] +driver = "julia" +input = "Integer" +function = "(n::Integer; data::DataFrame) -> repeat(data, n)" +arguments = { data = "📇DATASET<>" } +``` +""" diff --git a/Common/src/transformers/saveload/netpbm.jl b/Common/src/transformers/saveload/netpbm.jl new file mode 100644 index 000000000..c9eda4c68 --- /dev/null +++ b/Common/src/transformers/saveload/netpbm.jl @@ -0,0 +1,39 @@ +function _read_netpbm end # Implemented in `../../../ext/NetpbmExt.jl` +function _write_netpbm end # Implemented in `../../../ext/NetpbmExt.jl` + +function load(loader::DataLoader{:netpbm}, from::IO, ::Type{AbstractArray}) + @require Netpbm + invokelatest(_read_netpbm, from) +end + +function save(writer::DataWriter{:netpbm}, dest::IO, info::AbstractArray) + @require Netpbm + invokelatest(_write_netpbm, dest, info) +end + +createauto(::Type{DataLoader{:netpbm}}, source::String) = + !isnothing(match(r"\.(?:pbm|pgm|ppm)$"i, source)) + +createauto(::Type{DataWriter{:netpbm}}, source::String) = + !isnothing(match(r"\.(?:pbm|pgm|ppm)$"i, source)) + +const NETPBM_DOC = md""" +Encode and decode NetPBM files + +# Input/output + +The `netpbm` driver expects data to be provided via `IO`. + +It will parse to a `Matrix{<:Colorant}`. + +# Required packages + +- `Netpbm` + +# Usage examples + +```toml +[[someimage.loader]] +driver = "netpbm" +``` +""" diff --git a/Common/src/transformers/saveload/passthrough.jl b/Common/src/transformers/saveload/passthrough.jl new file mode 100644 index 000000000..fa24ec4ec --- /dev/null +++ b/Common/src/transformers/saveload/passthrough.jl @@ -0,0 +1,42 @@ +function load(::DataLoader{:passthrough}, from::T, ::Type{T}) where {T <: Any} + Some(from) +end + +# To avoid method ambiguity with the fallback methods +load(::DataLoader{:passthrough}, from::IO, T::Type{IO}) = + Some(from) +load(::DataLoader{:passthrough}, from::Vector{UInt8}, T::Type{Vector{UInt8}}) = + Some(from) +load(::DataLoader{:passthrough}, from::String, T::Type{String}) = + Some(from) + +function save(::DataWriter{:passthrough}, dest, info::Any) + dest = info +end + +function save(::DataWriter{:passthrough}, dest::IO, info::Any) + write(dest, info) +end + +supportedtypes(::Type{DataLoader{:passthrough}}, ::Dict{String, Any}, dataset::DataSet) = + mapreduce(s -> s.type, vcat, dataset.storage) |> unique + +createpriority(::Type{DataLoader{:passthrough}}) = 20 + +createauto(::Type{DataLoader{:passthrough}}, source::String, dataset::DataSet) = + any(isa.(dataset.storage, DataStorage{:raw})) + +const PASSTHROUGH_L_DOC = md""" +Simply passes on data to/from the storage backend + +# Input/output + +Identical to that of the storage. + +# Usage examples + +```toml +[[magicvalue.loader]] +driver = "passthrough" +``` +""" diff --git a/Common/src/transformers/saveload/png.jl b/Common/src/transformers/saveload/png.jl new file mode 100644 index 000000000..3d3fbe34f --- /dev/null +++ b/Common/src/transformers/saveload/png.jl @@ -0,0 +1,83 @@ +function _read_png end # Implemented in `../../../ext/PNGFilesExt.jl` +function _write_png end # Implemented in `../../../ext/PNGFilesExt.jl` + +function load(loader::DataLoader{:png}, from::IO, ::Type{Matrix}) + @require PNGFiles + kwargs = (gamma = @getparam(loader."gamma"::Union{Nothing, Float64}), + expand_paletted = @getparam(loader."expand_paletted"::Bool, false)) + # TODO support `background` + invokelatest(_read_png, from; kwargs...) +end + +function save(writer::DataWriter{:png}, dest::IO, info::Matrix) + @require PNGFiles + compression_strategy = let strat = + @getparam(writer."compression_strategy"::Union{Int, String}, 3) + if strat isa Int && 0 <= strat <= 4 + strat + elseif strat ∈ ("default", "filtered", "huffmann", "rle", "fixed") + findfirst(strat .== ("default", "filtered", "huffmann", "rle", "fixed"))::Int + else + @warn "Unrecognised PNG `compression_strategy` $(sprint(show, strat)), defaulting to 3" + 3 + end + end + filters = let filt = @getparam(writer."filters"::Union) + if filt isa Int && 0 <= filt <= 4 + filt + elseif strat ∈ ("none", "sub", "up", "average", "paeth") + findfirst(strat .== ("none", "sub", "up", "average", "paeth"))::Int + else + @warn "Unrecognised PNG `filters` $(sprint(show, filt)), defaulting to 4" + 4 + end + end + kwargs = (; compression_level = @getparam(writer."compression_level"::Int, 0), + compression_strategy, filters, + gamma = @getparam(writer."gamma"::Union{Real, Nothing})) + # TODO support `background` + invokelatest(_read_png, dest, info; kwargs...) +end + +createauto(::Type{DataLoader{:png}}, source::String) = + !isnothing(match(r"\.png$"i, source)) + +createauto(::Type{DataWriter{:png}}, source::String) = + !isnothing(match(r"\.png$"i, source)) + +const PNG_DOC = md""" +Encode and decode PNG images + +# Input/output + +The `png` driver expects data to be provided via `IO`. + +It will parse to a `Matrix{<:Colorant}`. + +# Required packages + +- `PNGFile` + +# Parameters + +## Reader + +- `gamma`: The gamma correction coefficient. +- `expand_paletted`: See the PNGFile docs. + +## Writer + +- `gamma`: The gamma correction coefficient. +- `compression_level`: 0-9 +- `compression_strategy`: Either the number or string of: 0/"default", + 1/"filtered", 2/"huffman", 3/"rle" (default), or 4/"fixed". +- `filters`: Either the number or string of: 0/"none", 1/"sub", 3/"average", + 4/"paeth" (default) + +# Usage examples + +```toml +[[someimage.loader]] +driver = "png" +``` +""" diff --git a/Common/src/transformers/saveload/qoi.jl b/Common/src/transformers/saveload/qoi.jl new file mode 100644 index 000000000..3ddb19c29 --- /dev/null +++ b/Common/src/transformers/saveload/qoi.jl @@ -0,0 +1,41 @@ +function _read_qoi end # Implemented in `../../../ext/QOIExt.jl` +function _write_qoi end # Implemented in `../../../ext/QOIExt.jl` + +function load(loader::DataLoader{:qoi}, from::IO, ::Type{Matrix}) + @require QOI + invokelatest(_read_qoi, from) +end + +# REVIEW look out for a `QOI.qoi_encode(::IO, info)` method, +# +function save(writer::DataWriter{:qoi}, dest::FilePath, info::Matrix) + @require QOI + invokelatest(_write_qoi, dest, info) +end + +createauto(::Type{DataLoader{:qoi}}, source::String) = + !isnothing(match(r"\.qoi$"i, source)) + +createauto(::Type{DataWriter{:qoi}}, source::String) = + !isnothing(match(r"\.qoi$"i, source)) + +const QOI_DOC = md""" +Encode and decode QOI (Quite Ok Image) files + +# Input/output + +The `qoi` driver expects data to be provided via `IO`. + +It will parse to a `Matrix{<:Colorant}`. + +# Required packages + +- `QOI` + +# Usage examples + +```toml +[[someimage.loader]] +driver = "qoi" +``` +""" diff --git a/Common/src/transformers/saveload/sqlite.jl b/Common/src/transformers/saveload/sqlite.jl new file mode 100644 index 000000000..92af4d8fd --- /dev/null +++ b/Common/src/transformers/saveload/sqlite.jl @@ -0,0 +1,89 @@ +function _read_sqlite end # Implemented in `../../../ext/SQLiteExt.jl` +function _write_sqlite end # Implemented in `../../../ext/SQLiteExt.jl` + +function load(loader::DataLoader{:sqlite}, from::FilePath, as::Type) + @require SQLite + if QualifiedType(as) == QualifiedType(:SQLite, :DB) + invokelatest(_read_sqlite, from, as) + else + @require DBInterface + query = @something(@getparam(loader."query"::Union{String, Nothing}), + string("SELECT ", + @getparam(loader."columns"::String, "*"), + " FROM ", + @getparam(loader."table"::String, "data"))) + invokelatest(_read_sqlite, from, query, as) + end +end + +supportedtypes(::Type{DataLoader{:sqlite}}) = + [QualifiedType(:SQLite, :DB), + QualifiedType(:DataFrames, :DataFrame), + QualifiedType(:Core, :Any)] + +function save(writer::DataWriter{:sqlite}, dest::FilePath, info::Any) + @require SQLite + invokelatest(_write_sqlite, + info, SQLite.DB(string(dest)), @getparam(writer."table"::String, "data"); + ifnotexists = @getparam(writer."ifnotexists"::Bool, false), + analyze = @getparam(writer."analyze"::Bool, false)) + true +end + +createpriority(::Type{DataLoader{:sqlite}}) = 10 + +function createinteractive(::Type{DataLoader{:sqlite}}, source::String) + if !isnothing(match(r"\.sqlite$"i, source)) && + isfile(abspath(dirof(dataset.collection), expanduser(source))) + ["path" => source, + "table" => (; prompt="Table: ", type=String, + default = "data", optional=true), + "columns" => (; prompt="Columns: ", type=String, + default = "*", optional=true)] + end +end + +const SQLITE_DOC = md""" +Load and write data from/to an SQLite database file + +# Input/output + +The `sqlite` driver expects to be provided a path to an SQLite database file. + +By default this driver announces support for parsing to three data types: +- `SQLite.DB` +- `DataFrame` +- `Any` + +Any valid constructor that can be applied to the results of +`DBInterface.execute` will work. + +# Required packages + +- `SQLite` + +# Parameters + +### Loader and Writer + +- `table`: The table to act on, `data` by default. + +### Loader only + +- `columns`: columns to select, `*` by default. +- `query`: an SQLite query to run. When provided this overrides the `table` and + `columns` parameters. + +### Writer only + +- `ifnotexists`: see the documentation for `SQLite.load!`. +- `analyze`: see the documentation for `SQLite.load!`. + +# Usage examples + +```toml +[[iris.loader]] +driver = "sqlite" +columns = ["sepal_length", "species"] +``` +""" diff --git a/Common/src/transformers/saveload/tar.jl b/Common/src/transformers/saveload/tar.jl new file mode 100644 index 000000000..0bdaf80e1 --- /dev/null +++ b/Common/src/transformers/saveload/tar.jl @@ -0,0 +1,120 @@ +function _read_tar end # Implemented in `../../../ext/TarExt.jl` +# function _write_tar end # Implemented in `../../../ext/TarExt.jl` + +function load(loader::DataLoader{:tar}, from::IO, ::Type{IO}) + @require Tar + filepath = @getparam loader."file"::Union{String, Nothing} + !isnothing(filepath) || error("Cannot load entire tarball to IO, must specify a particular file.") + invokelatest(_read_tar, from, filepath) +end + +function load(loader::DataLoader{:tar}, from::IO, ::Type{Vector{UInt8}}) + io = invokepkglatest(load, loader, from, IO) + take!(io) +end + +function load(loader::DataLoader{:tar}, from::IO, ::Type{String}) + io = invokepkglatest(load, loader, from, IO) + String(take!(io)) +end + +function load(loader::DataLoader{:tar}, from::IO, as::Type{Dict{String, Vector{UInt8}}}) + @require Tar + invokelatest(_read_tar, from, as) +end + +function load(loader::DataLoader{:tar}, from::IO, ::Type{Dict{String, IO}}) + Dict{String, IO}( + path => IOBuffer(bytes) for (path, bytes) in + invokepkglatest(load, loader, from, Dict{String, Vector{UInt8}})) +end + +function load(loader::DataLoader{:tar}, from::IO, ::Type{Dict{String, String}}) + Dict{String, String}( + path => String(bytes) for (path, bytes) in + invokepkglatest(load, loader, from, Dict{String, Vector{UInt8}})) +end + +function load(loader::DataLoader{:tar}, from::IO, ::Type{Dict{FilePath, Vector{UInt8}}}) + Dict{String, Vector{UInt8}}( + FilePath(path) => bytes for (path, bytes) in + invokepkglatest(load, loader, from, Dict{String, Vector{UInt8}})) +end + +function load(loader::DataLoader{:tar}, from::IO, ::Type{Dict{FilePath, IO}}) + Dict{FilePath, IO}( + FilePath(path) => IOBuffer(bytes) for (path, bytes) in + invokepkglatest(load, loader, from, Dict{String, Vector{UInt8}})) +end + +function load(loader::DataLoader{:tar}, from::IO, ::Type{Dict{FilePath, String}}) + Dict{FilePath, String}( + FilePath(path) => String(bytes) for (path, bytes) in + invokepkglatest(load, loader, from, Dict{String, Vector{UInt8}})) +end + +load(loader::DataLoader{:tar}, from::FilePath, as::Type) = + open(io -> invokepkglatest(load, loader, io, as), string(from)) + +function supportedtypes(::Type{DataLoader{:tar}}, spec::Dict{String, Any}) + filetypes = + [QualifiedType(:Core, :IO, ()), + QualifiedType(:Core, :Array, (QualifiedType(:Core, :UInt8, ()), 1)), + QualifiedType(:Core, :String, ())] + dirtypes = + [QualifiedType(:Base, :Dict, (QualifiedType(:DataToolkitCore, :FilePath, ()), QualifiedType(:Core, :IO, ()))), + QualifiedType(:Base, :Dict, (QualifiedType(:DataToolkitCore, :FilePath, ()), QualifiedType(:Core, :Array, (QualifiedType(:Core, :UInt8, ()), 1)))), + QualifiedType(:Base, :Dict, (QualifiedType(:DataToolkitCore, :FilePath, ()), QualifiedType(:Core, :String, ()))), + QualifiedType(:Base, :Dict, (QualifiedType(:Core, :String, ()), QualifiedType(:Core, :IO, ()))), + QualifiedType(:Base, :Dict, (QualifiedType(:Core, :String, ()), QualifiedType(:Core, :Array, (QualifiedType(:Core, :UInt8, ()), 1)))), + QualifiedType(:Base, :Dict, (QualifiedType(:Core, :String, ()), QualifiedType(:Core, :String, ())))] + if haskey(spec, "file") + vcat(filetypes, dirtypes) + else + dirtypes + end +end + +createpriority(::Type{DataLoader{:tar}}) = 10 + +function createinteractive(::Type{DataLoader{:tar}}, source::String) + if !isnothing(match(r"\.tar$"i, source)) || + !isnothing(match(r"^git://|^git(?:ea)?@|\w+@git\.|\.git$", source)) + ["file" => (; prompt="File: ", type=String, optional=true)] + end +end + +const TAR_DOC = md""" +Load the contents of a Tarball. + +# Input/output + +The `zip` driver expects data to be provided via `IO` or a `FilePath`. + +It can load the contents to the following formats: +- `Dict{FilePath, IO}` +- `Dict{FilePath, Vector{UInt8}}` +- `Dict{FilePath, String}` +- `Dict{String, IO}` +- `Dict{String, Vector{UInt8}}` +- `Dict{String, String}` +- `IO` (single file) +- `Vector{UInt8}` (single file) +- `String` (single file) + +# Required packages + +- `Tar` (the stdlib) + +# Parameters + +- `file`: the file in the zip whose contents should be extracted, when producing `IO`. + +# Usage examples + +```toml +[[dictionary.loader]] +driver = "tar" +file = "dictionary.txt" +``` +""" diff --git a/Common/src/transformers/saveload/tiff.jl b/Common/src/transformers/saveload/tiff.jl new file mode 100644 index 000000000..b0ffd87cd --- /dev/null +++ b/Common/src/transformers/saveload/tiff.jl @@ -0,0 +1,39 @@ +function _read_tiff end # Implemented in `../../../ext/TiffImagesExt.jl` +function _write_tiff end # Implemented in `../../../ext/TiffImagesExt.jl` + +function load(loader::DataLoader{:tiff}, from::IO, ::Type{AbstractMatrix}) + @require TiffImages + invokelatest(_read_tiff, from) +end + +function save(writer::DataWriter{:tiff}, dest::IO, info::AbstractMatrix) + @require TiffImages + invokelatest(_write_tiff, dest, info) +end + +createauto(::Type{DataLoader{:tiff}}, source::String) = + !isnothing(match(r"\.tiff$"i, source)) + +createauto(::Type{DataWriter{:tiff}}, source::String) = + !isnothing(match(r"\.tiff$"i, source)) + +const TIFF_DOC = md""" +Encode and decode Tiff files + +# Input/output + +The `tiff` driver expects data to be provided via `IO`. + +It will parse to a `TiffImages.AbstractTIFF`. + +# Required packages + +- `TiffImages` + +# Usage examples + +```toml +[[someimage.loader]] +driver = "tiff" +``` +""" diff --git a/Common/src/transformers/saveload/toml.jl b/Common/src/transformers/saveload/toml.jl new file mode 100644 index 000000000..403c0cea2 --- /dev/null +++ b/Common/src/transformers/saveload/toml.jl @@ -0,0 +1,38 @@ +# `TOML` is already a strong dep + +function load(loader::DataLoader{:toml}, from::IO, ::Type{Dict{String, Any}}) + TOML.parse(from) +end + +function save(writer::DataWriter{:toml}, dest::IO, info::AbstractDict) + TOML.print(dest, info, sorted=true) +end + +createauto(::Type{DataLoader{:toml}}, source::String) = + endswith(source, ".toml") + +const TOML_DOC = md""" +Parse and serialize TOML data + +# Input/output + +The `toml` driver expects data to be provided via `IO`. + +It presents the parsed information as a `Dict`, and can write `Dict` types to an +`IO`-supporting storage backend. + +# Required packages + +- `TOML` + +# Parameters + +None. + +# Usage examples + +```toml +[[setup.loader]] +driver = "toml" +``` +""" diff --git a/Common/src/transformers/saveload/webp.jl b/Common/src/transformers/saveload/webp.jl new file mode 100644 index 000000000..744fc8911 --- /dev/null +++ b/Common/src/transformers/saveload/webp.jl @@ -0,0 +1,43 @@ +function _read_webp end # Implemented in `../../../ext/WebPExt.jl` +function _write_webp end # Implemented in `../../../ext/WebPExt.jl` + +function load(loader::DataLoader{:webp}, from::IO, ::Type{Matrix}) + @require WebP + invokelatest(_read_webp, from) +end + +function save(writer::DataWriter{:webp}, dest::IO, info::Matrix) + @require WebP + invokelatest(_write_webp, dest, info) +end + +createauto(::Type{DataLoader{:webp}}, source::String) = + !isnothing(match(r"\.webp$"i, source)) + +createauto(::Type{DataWriter{:webp}}, source::String) = + !isnothing(match(r"\.webp$"i, source)) + +const WEBP_DOC = md""" +Encode and decode WEBP images + +# Input/output + +The `webp` driver expects data to be provided via `IO`. + +It will parse to a `Matrix{<:Colorant}`, and accept such a matrix to save. + +# Required packages + +- `WebP` + +# Parameters + +None + +# Usage examples + +```toml +[[someimage.loader]] +driver = "webp" +``` +""" diff --git a/Common/src/transformers/saveload/xlsx.jl b/Common/src/transformers/saveload/xlsx.jl new file mode 100644 index 000000000..4cacf0291 --- /dev/null +++ b/Common/src/transformers/saveload/xlsx.jl @@ -0,0 +1,45 @@ +function _read_xlsx end # Implemented in `../../../ext/XLSXExt.jl` +function _write_xlsx end # Implemented in `../../../ext/XLSXExt.jl` + +function load(loader::DataLoader{:xlsx}, from::IO, ::Type{Matrix}) + @require XLSX + sheet = @getparam loader."sheet"::Union{String, Int} 1 + range = @getparam loader."range"::Union{String, Nothing} + invokelatest(_read_xlsx, from, sheet, range) +end + +createpriority(::Type{DataLoader{:xlsx}}) = 10 + +function createinteractive(::Type{DataLoader{:xlsx}}, source::String) + if !isnothing(match(r"\.xlsx$"i, source)) + ["sheet" => (; prompt="Sheet: ", type=String, default="1"), + "range" => (; prompt="Range (optional): ", type=String, optional=true)] + end +end + +const XLSX_DOC = md""" +Load Microsoft Excel XML Spreadsheet (XLSX) files + +# Input/output + +The `xlsx` driver expects data to be provided via a `FilePath`, and will provide +information as a `Matrix`. + +# Required packages + +- `XLSX` + +# Parameters + +- `sheet`: the sheet to act on +- `range`: the sheet range that should be loaded + +# Usage example + +```toml +[[pleaseno]] +driver = "xlsx" +sheet = "better_formats" +range = "A1:A999" +``` +""" diff --git a/Common/src/transformers/saveload/yaml.jl b/Common/src/transformers/saveload/yaml.jl new file mode 100644 index 000000000..f607ea212 --- /dev/null +++ b/Common/src/transformers/saveload/yaml.jl @@ -0,0 +1,41 @@ +function _read_yaml end # Implemented in `../../../ext/YAMLExt.jl` +function _write_yaml end # Implemented in `../../../ext/YAMLExt.jl` + +function load(loader::DataLoader{:yaml}, from::IO, ::Type{T}) where {T <: AbstractDict} + @require YAML + invokelatest(_read_yaml, from, T) +end + +function save(writer::DataWriter{:yaml}, dest::IO, info::AbstractDict) + @require YAML + invokelatest(_write_yaml, dest, info) +end + +createauto(::Type{DataLoader{:yaml}}, source::String) = + endswith(source, r".ya?ml") + +const YAML_DOC = md""" +Parse and serialize YAML data + +# Input/output + +The `yaml` driver expects data to be provided via `IO`. + +It presents the parsed information as a `Dict`, and can write `Dict` types to an +`IO`-supporting storage backend. + +# Required packages + +- `YAML` + +# Parameters + +None. + +# Usage examples + +```toml +[[setup.loader]] +driver = "yaml" +``` +""" diff --git a/Common/src/transformers/saveload/zip.jl b/Common/src/transformers/saveload/zip.jl new file mode 100644 index 000000000..2396520c6 --- /dev/null +++ b/Common/src/transformers/saveload/zip.jl @@ -0,0 +1,106 @@ +function unzip end # Implemented in `../../../ext/TOMLExt.jl` +function _read_zip end # Implemented in `../../../ext/TOMLExt.jl` + +function load(loader::DataLoader{:zip}, from::IO, as::Union{Type{FilePath}, Type{DirPath}}) + @require ZipFile + extract = @getparam loader."extract"::Union{String, Nothing} + path = if !isnothing(extract) + abspath(dirof(loader.dataset.collection), extract) + else + p = joinpath(tempdir(), "jl_datatoolkit_zip_" * string(rand(UInt64), base=62)) + @static if isdefined(Base.Filesystem, :temp_cleanup_later) + Base.Filesystem.temp_cleanup_later(p) + end + p + end + prefix = rstrip(@getparam(loader."prefix"::String, ""), '/') * '/' + file = @getparam loader."file"::Union{String, Nothing} + filepath = if !isnothing(file) prefix * file end + if !isdir(path) || (!isnothing(file) && !isfile(joinpath(path, file))) + @log_do("load:unzip", + "Extracting zip archive for $(loader.dataset.name)", + invokelatest( + unzip, from, path; + recursive = @getparam(loader."recursive"::Bool, false), + onlyfile = filepath)) + end + if isnothing(file) && as == DirPath + DirPath(path) + elseif as == FilePath + FilePath(joinpath(path, file)) + end +end + +function load(loader::DataLoader{:zip}, from::IO, ::Type{IO}) + @require ZipFile + prefix = rstrip(@getparam(loader."prefix"::String, ""), '/') * '/' + filename = @getparam loader."file"::Union{String, Nothing} + invokelatest(_read_zip, from, prefix, filename) +end + +function load(loader::DataLoader{:zip}, from::IO, ::Type{Dict{FilePath, IO}}) + @require ZipFile + prefix = rstrip(@getparam(loader."prefix"::String, ""), '/') * '/' + invokelatest(_read_zip, from, prefix) +end + +function load(loader::DataLoader{:zip}, from::IO, ::Type{Dict{String, IO}}) + Dict{String, IO}( + string(fname) => io for (fname, io) in + invokepkglatest(load, loader, from, Dict{FilePath, IO})) +end + +function load(loader::DataLoader{:zip}, from::FilePath, + as::Type{<:Union{FilePath, IO, Dict{FilePath, IO}, Dict{String, IO}}}) + open(string(from)) do io load(loader, io, as) end +end + +createpriority(::Type{DataLoader{:zip}}) = 10 + +function createinteractive(::Type{DataLoader{:zip}}, source::String) + if !isnothing(match(r"\.zip$"i, source)) + ["prefix" => (; prompt="Prefix: ", type=String, optional=true), + "file" => (; prompt="File: ", type=String, optional=true), + "extract" => function (spec) + if !haskey(spec, "file") + (; prompt="Extract: ", type=String, optional=true) + end + end] + end +end + +const ZIP_DOC = md""" +Load the contents of zipped data + +# Input/output + +The `zip` driver expects data to be provided via `IO` or a `FilePath`. + +It can load the contents to the following formats: +- `Dict{FilePath, IO}`, +- `Dict{String, IO}`, +- `IO`, +- an unzipped `FilePath`, +- an unzipped `DirPath`. + +# Required packages + +- `ZipFile` + +# Parameters + +- `prefix`: a path prefix applied to `file`, and stripped from paths when reading to a `Dict`. +- `file`: the file in the zip whose contents should be extracted, when producing `IO`. +- `extract`: the path that the zip should be extracted to, when producing an + unzipped `FilePath`. +- `recursive`: when extracting to a `FilePath`, whether nested zips should be + unzipped too. + +# Usage examples + +```toml +[[dictionary.loader]] +driver = "zip" +file = "dictionary.txt" +``` +""" diff --git a/Common/src/transformers/storage/filesystem.jl b/Common/src/transformers/storage/filesystem.jl new file mode 100644 index 000000000..1a0c1036f --- /dev/null +++ b/Common/src/transformers/storage/filesystem.jl @@ -0,0 +1,62 @@ +function getpath(storage::DataStorage{:filesystem}) + spath = @getparam storage."path"::String + abspath(dirof(storage.dataset.collection), expanduser(spath)) +end + +function storage(storage::DataStorage{:filesystem}, ::Type{FilePath}; write::Bool) + path = getpath(storage) + if @advise storage isfile(path) + FilePath(path) + end +end + +function storage(storage::DataStorage{:filesystem}, ::Type{DirPath}; write::Bool) + path = getpath(storage) + if @advise storage isdir(path) + DirPath(path) + end +end + +function supportedtypes(::Type{DataStorage{:filesystem}}, params::Dict{String, Any}, dataset::DataSet) + blind_default = QualifiedType.([IO, Vector{UInt8}, String, FilePath, DirPath]) + !haskey(params, "path") && return blind_default + path = abspath(dirof(dataset.collection), expanduser(params["path"])) + if isfile(path) + QualifiedType.([IO, Vector{UInt8}, String, FilePath]) + elseif isdir(path) + [QualifiedType(DirPath)] + else + blind_default + end +end + +createpriority(::Type{DataStorage{:filesystem}}) = 70 + +function createauto(::Type{DataStorage{:filesystem}}, source::String, dataset::DataSet) + if ispath(abspath(dirof(dataset.collection), expanduser(source))) + Dict("path" => source) + end +end + +const FILESYSTEM_DOC = md""" +Read and write access to local files + +# Parameters + +- `path`: The path to the file in question, relative to the `Data.toml` if + applicable, otherwise relative to the current working directory. + +# Usage examples + +```toml +[[iris.loader]] +driver = "filesystem" +path = "iris.csv" +``` + +```toml +[[iris.loader]] +driver = "filesystem" +path = "~/data/iris.csv" +``` +""" diff --git a/Common/src/transformers/storage/generic.jl b/Common/src/transformers/storage/generic.jl new file mode 100644 index 000000000..e14d0d610 --- /dev/null +++ b/Common/src/transformers/storage/generic.jl @@ -0,0 +1,88 @@ +# A selection of fallback methods for various forms of raw file content +# We implement `getstorage` / `putstorage` instead of `storage` to allow +# for specialised implementations of one method but not the other. + +function getstorage(storage::S, ::Type{IO}) where {S <: DataStorage} + if hasmethod(getstorage, Tuple{S, FilePath}) + path = getstorage(storage, FilePath) + isnothing(path) && return + !isfile(path) && return + open(path, "r") + end +end + +function getstorage(storage::S, ::Type{Vector{UInt8}}) where {S <: DataStorage} + if hasmethod(getstorage, Tuple{S, IO}) + io = getstorage(storage, IO) + isnothing(io) && return + read(io) + end +end + +function getstorage(storage::S, ::Type{String}) where {S <: DataStorage} + if hasmethod(getstorage, Tuple{S, IO}) + io = getstorage(storage, IO) + isnothing(io) && return + read(io, String) + end +end + +# We can't really return a `String` or `Vector{UInt8}` that can be +# effectively written to, so we'll just do the `IO` fallback. + +function putstorage(storage::S, ::Type{IO}) where {S <: DataStorage} + if hasmethod(getstorage, Tuple{S, FilePath}) + path = getstorage(storage, FilePath) + isnothing(path) && return + open(path, "w") + end +end + +# For handling saving to a file robustly + +is_store_target(::Any) = false + +function approximate_store_dest end + +""" + savetofile(savefn::Function, storage::DataStorage) -> FilePath + +Save the contents of `storage` to a file using `savefn`. + +Given a function that will save `storage` to a file, taking the target path as +the single argument, this function will save the contents of `storage` to a file, +and return the path to the file. + +Special care is taken to: +- reduce potential file copying +- avoid returning partial files +- cleanup temporary files at the end of the Julia session +""" +function savetofile(savefn::Function, storage::DataStorage) + if is_store_target(storage) + refdest = invokelatest(approximate_store_dest, storage) + miliseconds = floor(Int, 1000 * time()) + # We don't technically need to use `.part` then `.full`, + # but I like that it makes it clear what stage of existence + # the file is at. + partfile = string(refdest, '-', miliseconds, ".part") + tmpfile = string(refdest, '-', miliseconds, ".full") + # In case the user aborts the download, let's try to clean up the + # files. This is just a nice extra, so we'll speculatively use Base + # internals for now, and revisit this approach if it becomes a + # problem. + isdir(dirname(tmpfile)) || mkpath(dirname(tmpfile)) + atomic_write(savefn, String, tmpfile, partfile) + @static if isdefined(Base.Filesystem, :temp_cleanup_later) + Base.Filesystem.temp_cleanup_later(tmpfile) + end + FilePath(tmpfile) + else + tmpfile = tempname() + @static if isdefined(Base.Filesystem, :temp_cleanup_later) + Base.Filesystem.temp_cleanup_later(tmpfile) + end + savefn(tmpfile) + FilePath(tmpfile) + end +end diff --git a/Common/src/transformers/storage/git.jl b/Common/src/transformers/storage/git.jl new file mode 100644 index 000000000..75a45018d --- /dev/null +++ b/Common/src/transformers/storage/git.jl @@ -0,0 +1,120 @@ +function getstorage(storage::DataStorage{:git}, ::Type{IO}) + # Need to use the system `git` or `Git_jll`, since `LibGit2` doesn't + # support `git archive`. + git = if !isnothing(Sys.which("git")) + `git` + else + @require Git_jll + Git_jll.git()::Cmd + end + remote = @getparam storage."remote"::String "" + !isempty(remote) || throw(ArgumentError("Git storage must specify a remote")) + tree = @getparam storage."revision"::String "HEAD" + path = @getparam storage."path"::String "." + clone = @getparam storage."clone"::Bool false + if clone !== true + # Try `git archive --remote` + cmd = open(`$git archive --format=tar --remote=$remote $tree $path`) + magic = zeros(UInt8, 17) + mark(cmd.out) + nb = readbytes!(cmd.out, magic) + if nb == 17 && String(magic) == "pax_global_header" + reset(cmd.out) + return cmd.out + end + # Fall back on `git clone` + `git archive` + @info "Git archive --remote failed, falling back on git clone + git archive" + end + clonedir = mktempdir() + success(`$git clone $remote $clonedir`) || error("Failed to clone $remote") + # Now try a local `git archive` + cmd = open(Cmd(`$git archive --format=tar $tree $path`, dir=clonedir)) + magic = zeros(UInt8, 17) + mark(cmd.out) + nb = readbytes!(cmd.out, magic) + if nb == 17 && String(magic) == "pax_global_header" + reset(cmd.out) + return cmd.out + end + # Well, something has gone wrong :( + error("Git archive produced unrecognised output") +end + +function createinteractive(T::Type{DataStorage{:git}}, source::String) + autospec = createauto(T, source) + if !isnothing(autospec) + prompts = [ + "revision" => (; prompt="Revision: ", type=String, optional=true), + "clone" => (; prompt="Clone", type=Bool, optional=true, + default = occursin("github.com", source), + skipvalue = false), + "path" => (; prompt="Path: ", type=String, optional=true)] + append!(prompts, collect(pairs(autospec))) + end +end + +function createauto(::Type{DataStorage{:git}}, source::String) + if !isnothing(match(r"^git://|^git(?:ea)?@|\w+@git\.|\.git$", source)) + Dict("remote" => source) + end +end + +const GIT_DOC = md""" +Access a tarball of a git repository + +# Parameters + +- `remote`: A remote repository path, e.g. `git://...` or `git@...`. +- `revision`: A "tree-ish" specification of a particular revision to + use, `HEAD` by default. + See https://git-scm.com/docs/gitrevisions#_specifying_revisions. +- `path` (optional): A subdirectory of the repository to archive, instead of the + entire repository. +- `clone`: Whether to use a clone instead of `git archive --remote`. + `false` by default. + +## Tree-ish forms + +The particular "tree-ish" forms accepted can depend on the remote, but these are +the forms that seem to work. + +| Form | Examples | +|:-----------------------|:----------------------------------------------| +| `` | `v1.7.4.2-679-g3bee7fb` | +| `` | `master`, `heads/master`, `refs/heads/master` | +| `` | `HEAD`, `v1.5.1` | + +When applied to a local/cloned repository, more forms are possible. + +| Form | Examples | +|:-----------------------|:---------------------------------------------| +| `` | `dae86e1950b1277e545cee180551750029cfe735` | +| `@{}` | `master@{yesterday}`, `HEAD@{5 minutes ago}` | +| `@{}` | `master@{1}` | +| `@{}` | `@{1}` | +| `@{-}` | `@{-1}` | +| `@{upstream}` | `master@{upstream}`, `@{u}` | +| `~` | `master~3` | +| `^{}` | `v0.99.8^{commit}` | +| `^{}` | `v0.99.8^{}` | +| `^{/}` | `HEAD^{/fix nasty bug}` | +| `:/` | `:/fix nasty bug` | + +# Usage examples + +```toml +[[myrepo.storage]] +driver = "git" +remote = "git@forge.example:user/project.git" +revision = "v1.4" +path = "subdir/thing" +``` + +``` +[[myrepo.storage]] +driver = "git" +remote = "https://forge.example:user/project.git" +revision = "2b8a2a4390" +clone = true +``` +""" diff --git a/Common/src/transformers/storage/null.jl b/Common/src/transformers/storage/null.jl new file mode 100644 index 000000000..2ea4b19a2 --- /dev/null +++ b/Common/src/transformers/storage/null.jl @@ -0,0 +1,12 @@ +# This is a special kind of store that's basically just needed for +# the `:julia` loader. +storage(::DataStorage{:null}, ::Any; write::Bool) = Some(nothing) + +# To avoid method ambiguity +storage(::DataStorage{:null}, ::Type; write::Bool) = Some(nothing) + +const NULL_S_DOC = md""" +A special driver sometimes needed for the `julia` loader + +This driver always produces `Some(nothing)`. +""" diff --git a/Common/src/transformers/storage/passthrough.jl b/Common/src/transformers/storage/passthrough.jl new file mode 100644 index 000000000..009a9997c --- /dev/null +++ b/Common/src/transformers/storage/passthrough.jl @@ -0,0 +1,56 @@ +function getstorage(storage::DataStorage{:passthrough}, T::Type) + collection = storage.dataset.collection + ident = @advise collection parse(Identifier, @getparam storage."source"::String) + read(resolve(collection, ident, resolvetype=false), T) +end + +# To avoid method ambiguity with the fallback methods +getstorage(storage::DataStorage{:passthrough}, T::Type{Vector{UInt8}}) = + invoke(getstorage, Tuple{typeof(storage), Type}, storage, T) +getstorage(storage::DataStorage{:passthrough}, T::Type{String}) = + invoke(getstorage, Tuple{typeof(storage), Type}, storage, T) +getstorage(storage::DataStorage{:passthrough}, T::Type{IO}) = + invoke(getstorage, Tuple{typeof(storage), Type}, storage, T) + +function supportedtypes(::Type{DataStorage{:passthrough}}, params::Dict{String, Any}, dataset::DataSet) + ident = @advise dataset parse(Identifier, get(params, "source", "")::String) + if !isnothing(ident.type) + [ident.type] + else + [QualifiedType(Any)] + end +end + +DataToolkitCore.add_dataset_refs!(acc::Vector{Identifier}, storage::DataStorage{:passthrough}) = + DataToolkitCore.add_dataset_refs!(acc, parse(Identifier, get(storage, "source"))) + +createpriority(::Type{DataStorage{:passthrough}}) = 60 + +function createauto(::Type{DataStorage{:passthrough}}, source::String) + if try resolve(source); true catch _ false end + Dict("source" => source) + end +end + +# TODO putstorage + +const PASSTHROUGH_S_DOC = md""" +Use a data set as a storage source + +The `passthrough` storage driver enables dataset redirection by offering the +loaded result of another data set as a *read-only* storage transformer. + +Write capability may be added in future. + +# Parameters + +- `source`: The identifier of the source dataset to be loaded. + +# Usage examples + +```toml +[[iris2.storage]] +driver = "passthrough" +source = "iris1" +``` +""" diff --git a/Common/src/transformers/storage/raw.jl b/Common/src/transformers/storage/raw.jl new file mode 100644 index 000000000..24a3cf341 --- /dev/null +++ b/Common/src/transformers/storage/raw.jl @@ -0,0 +1,62 @@ +const TOMLValue = TOML.Internals.Printer.TOMLValue +# TOML_TYPES = Base.uniontypes(TOMLValue) + +function getstorage(storage::DataStorage{:raw}, T::Type{<:TOMLValue}) + if T <: Dict + val = @getparam storage."value"::Union{Dict, Nothing} nothing + if !isnothing(val) + convert(Dict, val)::T + end + else + @getparam storage."value"::Union{T, Nothing} nothing + end +end + +function putstorage(storage::DataStorage{:raw}, ::Type{<:TOMLValue}) + storage +end + +supportedtypes(::Type{DataStorage{:raw}}, spec::Dict{String, Any}) = + [QualifiedType(typeof(get(spec, "value", nothing)))] + +# NOTE This is hacky, but it's a special case +function save(::DataWriter{:passthrough}, dest::DataStorage{:raw}, info::Any) + dest.parameters["value"] = info + write(dest) + true +end + +createpriority(::Type{DataStorage{:raw}}) = 90 + +function createauto(::Type{DataStorage{:raw}}, source::String) + value = try + TOML.parse(string("value = ", source))["value"] + catch end + if !isnothing(value) + Dict("value" => value) + end +end + +const RAW_DOC = md""" +Access (read/write) values encoded in the data TOML file. + +The `passthrough` loader is often useful when using this storage driver. + +# Parameters + +- `value`: The value in question + +# Usage examples + +```toml +[[lifemeaning.storage]] +driver = "raw" +value = 42 +``` + +```toml +[[parameters.storage]] +driver = "raw" +value = { a = 3, b = "*", c = false } +``` +""" diff --git a/Common/src/transformers/storage/s3.jl b/Common/src/transformers/storage/s3.jl new file mode 100644 index 000000000..9b66da037 --- /dev/null +++ b/Common/src/transformers/storage/s3.jl @@ -0,0 +1,72 @@ +function _read_s3 end # Implemented in `../../../ext/AWSExt.jl` + +function aws_params(storage::DataStorage{:s3}) + params = Dict{String, Any}() + let version = @getparam storage."version"::Union{String, Nothing} nothing + if !isnothing(version) + params["versionId"] = version + end + end + headers = convert(Dict, @getparam storage."headers"::Dict{String, Any}) + let byte_range = @getparam storage."byte_range"::Union{Vector, Nothing} nothing + if isnothing(byte_range) + elseif length(byte_range) == 2 + start, stop = byte_range .- 1 + headers["Range"] = "bytes=$start-$stop" + elseif all(typeof.(byte_range) .== Int) + @warn "S3 byte range should be of the form [Int, Int], not [$(join(typeof.(byte_range), ", "))], ignoring." + else + @warn "S3 byte range should be of length 2, not $(length(byte_range)), ignoring." + end + end + if !isempty(headers) + params["headers"] = headers + end + params +end + +function getstorage(storage::DataStorage{:s3}, ::Type{FilePath}) + @require AWS + bucket = @getparam storage."bucket"::String + object = @getparam storage."object"::String + region = @getparam storage."region"::Union{String, Nothing} nothing + params = aws_params(storage) + savetofile(storage) do file + @log_do("load:s3", + "Downloading s3://$(bucket)/$(object)...", + invokelatest(_read_s3, bucket, object, file; region, params)) + end +end + +function createauto(::Type{DataStorage{:s3}}, source::String) + if startswith(source, "s3://") + bucket, object = split(chopprefix(source, "s3://"), '/', limit=2) + Dict("bucket" => bucket, "object" => object) + end +end + +const S3_DOC = md""" +Fetch data from an S3 bucket. + +# Required packages + +- `AWS` + +# Parameters + +- `bucket`: The name of the S3 bucket. +- `object`: The name of the object within the bucket. +- `region`: The AWS region in which the bucket is located. +- `version`: The version of the object to fetch. +- `headers`: A dictionary of headers to pass to the request. +- `byte_range`: A two-element vector of integers specifying the byte range to fetch. + +# Usage examples + +```toml +[[iris.loader]] +driver = "s3" +bucket = "mybucket" +object = "path/to/iris.csv" +``` +""" diff --git a/Common/src/transformers/storage/web.jl b/Common/src/transformers/storage/web.jl new file mode 100644 index 000000000..bf35a4deb --- /dev/null +++ b/Common/src/transformers/storage/web.jl @@ -0,0 +1,230 @@ +const DOWNLOAD_STYLE = ( + textstyle = "\e[90m", + spinners = ('◐', '◓', '◑', '◒'), + delay = 1, # Seconds before showing any info + update_frequency = 0.1, # Seconds between updates + progress = (style = "\e[34m", + bar = '━', + partials = ("\e[90m╺", "╸\e[90m"), + width = 30), + eta = (min_time = 10, # Don't bother if total duration less than this + warmup_seconds = 3, # Seconds before showing ETA + samples = 300)) # Number of `update_frequency` sized samples to use + +struct DownloadProgress <: Function + io::IO + filename::String + recieved_bytes::Base.RefValue{Int} + start::Float64 + last_update::Base.RefValue{Float64} + iters::Base.RefValue{Int} + speed_buckets::Vector{Float64} + state::NamedTuple{(:show_eta, :eta_now), Tuple{Ref{Bool}, Ref{Bool}}} +end + +function DownloadProgress(io::IO, filename::String) + println(io, " $(DOWNLOAD_STYLE.textstyle)Downloading $filename...\e[m") + now = time() + DownloadProgress(io, filename, Ref(0), now, Ref(now), Ref(0), + zeros(Float64, DOWNLOAD_STYLE.eta.samples), + (show_eta = Ref(false), eta_now = Ref(false))) +end + +DownloadProgress(filename::String) = DownloadProgress(stderr, filename) + +function (prog::DownloadProgress)(total::Integer, recieved::Integer) + now = time() + if now - prog.last_update[] > DOWNLOAD_STYLE.update_frequency + # Data accounting + prog.recieved_bytes[], new_bytes = recieved, recieved - prog.recieved_bytes[] + download_speed_update!(prog, now, new_bytes) + prog.last_update[] = now + # Pretty printing + out = IOBuffer() + print(out, "\e[G\e[2K", ' ', DOWNLOAD_STYLE.textstyle) + spinner = DOWNLOAD_STYLE.spinners[ + mod1(prog.iters[] += 1, length(DOWNLOAD_STYLE.spinners))] + if 0 < recieved == total + print(out, "✔ $(prog.filename) downloaded ($(join(humansize(total))))") + elseif total == 0 + print(out, "$spinner $(join(humansize(recieved)))") + else + print(out, spinner, ' ') + download_bar(out, recieved, total) + byteps = download_speed(prog) + if prog.state.show_eta[] || + now - prog.start > DOWNLOAD_STYLE.eta.warmup_seconds && + (total / byteps > DOWNLOAD_STYLE.eta.min_time && (prog.state.show_eta[] = true)) + print(out, ", ") + download_eta(out, ifelse(prog.state.eta_now[], 0, total - recieved), byteps) + end + print(out, " @ ", join(humanspeed(byteps))) + end + print(out, "\e[m") + print(prog.io, String(take!(out))) + flush(prog.io) + end +end + +function download_bar(io::IO, current::Int, total::Int, text::Bool=true) + if current == total + print(io, DOWNLOAD_STYLE.progress.style, DOWNLOAD_STYLE.progress.bar^DOWNLOAD_STYLE.progress.width) + else + width = DOWNLOAD_STYLE.progress.width + scaledprogress = (width * current) / total + complete = floor(Int, scaledprogress) + part = round(Int, (length(DOWNLOAD_STYLE.progress.partials)-1) * (scaledprogress % 1) + 1) + print(io, DOWNLOAD_STYLE.progress.style, + DOWNLOAD_STYLE.progress.bar^complete, + DOWNLOAD_STYLE.progress.partials[part], + DOWNLOAD_STYLE.progress.bar^(width - complete - 1)) + end + print(io, "\e[m", DOWNLOAD_STYLE.textstyle) + if text + csize, cunits = humansize(current, digits=3) + tsize, tunits = humansize(total, digits=2) + print(io, ' ', csize, ifelse(cunits == tunits, "", cunits), + '/', tsize, ifelse(cunits == tunits, " ", ""), tunits) + end +end + +function download_speed_update!(prog::DownloadProgress, update::Float64, new_bytes::Integer) + avg_speed = new_bytes / (update - prog.last_update[]) + bfirst = floor(Int, (prog.last_update[] - prog.start) / DOWNLOAD_STYLE.update_frequency) + blast = floor(Int, (update - prog.start) / DOWNLOAD_STYLE.update_frequency) + if bfirst == blast - 1 + prog.speed_buckets[mod1(blast, length(prog.speed_buckets))] = avg_speed + else + start = mod1(bfirst+1, length(prog.speed_buckets)) + stop = mod1(blast, length(prog.speed_buckets)) + binds = if start <= stop + start:stop + else + lind = fill(false, length(prog.speed_buckets)) + lind[start:end] .= true + lind[begin:stop] .= true + lind + end + prog.speed_buckets[binds] .= avg_speed + end + nothing +end + +function download_speed(prog::DownloadProgress) + last = min(floor(Int, (prog.last_update[] - prog.start) / DOWNLOAD_STYLE.update_frequency), + length(prog.speed_buckets)) + sum(prog.speed_buckets[1:last]) / last +end + +function humanspeed(Bps::Number; digits::Int=1) + bps = 8 * Bps + units = ("b/s", "Kb/s", "Mb/s", "Gb/s", "Tb/s", "Pb/s") + magnitude = floor(Int, log(1000, max(1, bps))) + if 1000 <= bps < 10.0^(digits-1) * 1000^magnitude + magdigits = floor(Int, log10(bps / 1000^magnitude)) + 1 + round(bps / 1000^magnitude; digits = digits - magdigits) + else + round(bps / 1000^magnitude; digits) + end, units[1+magnitude] +end + +function download_eta(io::IO, remaining::Integer, bps::Number) + print(io, "ETA ", + if bps == 0; "∞" + elseif remaining < bps; "now" + else + eta_seconds = round(Int, remaining / bps) + eta_period = Dates.canonicalize(Dates.Period(Second(eta_seconds))) + replace(string(eta_period), r" ([a-z])[a-z]+,?" => s"\1") + end) +end + +function download_to(storage::DataStorage{:web}, target::Union{IO, String}, retries::Int=3) + @require Downloads + url = @getparam storage."url"::String + headers = @getparam storage."headers"::Dict{String, Any} + timeout = @getparam storage."timeout"::Real Inf + success = false + for attempt in 1:retries + success = invokelatest( + download_to, url, target; + softreqerr = attempt < retries, + headers, timeout, + progress = DownloadProgress(storage.dataset.name)) + success && break + attempt < retries && + @warn "Download failed, retrying ($(retries - attempt) retries remaining)" url + target isa IO && seekstart(target) + end + if !success + @error "Download failed after $retries attempts" + return + end + print(stderr, "\e[G\e[2K\e[A\e[2K") + target +end + +function getstorage(storage::DataStorage{:web}, ::Type{IO}) + try + io = IOBuffer() + download_to(storage, io) + seekstart(io) + catch err + url = @getparam(storage."url"::String) + @error "Download failed" url err + nothing + end +end + +function getstorage(storage::DataStorage{:web}, ::Type{FilePath}) + try + savetofile(f -> invokepkglatest(download_to, storage, f), storage) + catch err + url = @getparam(storage."url"::String) + @error "Download failed" url err + nothing + end +end + +getstorage(storage::DataStorage{:web}, ::Type{Vector{UInt8}}) = + read(getstorage(storage, IO)) + +getstorage(storage::DataStorage{:web}, ::Type{String}) = + read(getstorage(storage, IO), String) + +supportedtypes(::Type{DataStorage{:web}}) = + QualifiedType.([IO, Vector{UInt8}, String, FilePath]) + +createpriority(::Type{DataStorage{:web}}) = 30 + +function createauto(::Type{DataStorage{:web}}, source::String) + if !isnothing(match(r"^(?:https?|ftps?)://", source)) + Dict("url" => source) + end +end + +const WEB_DOC = md""" +Fetch data from the internet + +This pairs well with the `store` plugin. + +# Required packages + +- `Downloads` (part of Julia's stdlib) + +# Parameters + +- `url` :: Path to the online data. +- `headers` :: HTTP headers that should be set. +- `timeout` :: Maximum number of seconds to try to download for before abandoning. + +# Usage examples + +Downloading the data on-demand each time it is accessed. + +```toml +[[iris.storage]] +driver = "web" +url = "https://raw.githubusercontent.com/mwaskom/seaborn-data/master/iris.csv" +``` +""" diff --git a/Common/test/Data.toml b/Common/test/Data.toml new file mode 100644 index 000000000..c39d9af07 --- /dev/null +++ b/Common/test/Data.toml @@ -0,0 +1,335 @@ +data_config_version = 0 +uuid = "9685d4b2-b32a-4ecf-8ded-2ec1876464d4" +name = "test" +plugins = ["store", "defaults", "memorise"] + +[config.defaults.storage._] +checksum = "auto" + +[[checksum-crc32c]] +uuid = "b60ecf1a-621f-4bbf-b610-f36905943e88" + + [[checksum-crc32c.storage]] + driver = "web" + checksum = "crc32c:531d0f89" + url = "https://raw.githubusercontent.com/tecosaur/DataToolkitTestAssets/master/data/checksum.txt" + + [[checksum-crc32c.loader]] + driver = "passthrough" + +[[checksum-k12]] +uuid = "f224d5c5-b8c5-414a-b2b8-625b55f0d4f1" + + [[checksum-k12.storage]] + driver = "web" + checksum = "k12:6a87501acf89058ac307bec26281cacb" + url = "https://raw.githubusercontent.com/tecosaur/DataToolkitTestAssets/master/data/checksum.txt" + + [[checksum-k12.loader]] + driver = "passthrough" + +[[checksum-md5]] +uuid = "e1b44149-255c-437c-9713-69f41323a14c" + + [[checksum-md5.storage]] + driver = "web" + checksum = "md5:18254137977e377a0d447a2889dd0b6d" + url = "https://raw.githubusercontent.com/tecosaur/DataToolkitTestAssets/master/data/checksum.txt" + + [[checksum-md5.loader]] + driver = "passthrough" + +[[checksum-sha1]] +uuid = "a60c5222-4377-4d5c-a91e-1880abf713d0" + + [[checksum-sha1.storage]] + driver = "web" + checksum = "sha1:7e327f112f022f3e8b8213014c874144bcfa648b" + url = "https://raw.githubusercontent.com/tecosaur/DataToolkitTestAssets/master/data/checksum.txt" + + [[checksum-sha1.loader]] + driver = "passthrough" + +[[checksum-sha224]] +uuid = "a60c5222-4377-4d5c-a91e-1880abf713d0" + + [[checksum-sha224.storage]] + driver = "web" + checksum = "sha224:bdc281b7b4207fcf0a76c163f0403c4445a19ee0f58f7a57260c1f52" + url = "https://raw.githubusercontent.com/tecosaur/DataToolkitTestAssets/master/data/checksum.txt" + + [[checksum-sha224.loader]] + driver = "passthrough" + +[[checksum-sha256]] +uuid = "05cdbcd5-d31e-4831-bf4d-d06cb162f65a" + + [[checksum-sha256.storage]] + driver = "web" + checksum = "sha256:25fbd681c8c2ef088eb48172211164cfe580395911b15f418caac08b11844781" + url = "https://raw.githubusercontent.com/tecosaur/DataToolkitTestAssets/master/data/checksum.txt" + + [[checksum-sha256.loader]] + driver = "passthrough" + +[[checksum-sha384]] +uuid = "460a3d45-65d8-4aa4-94d0-e76796e4b082" + + [[checksum-sha384.storage]] + driver = "web" + checksum = "sha384:69dc3f790d4e8444977a7a70c41c8671329890ebdcdb373f0746e08f403e977a32bae40cea2bcaf12d788efec867f020" + url = "https://raw.githubusercontent.com/tecosaur/DataToolkitTestAssets/master/data/checksum.txt" + + [[checksum-sha384.loader]] + driver = "passthrough" + +[[checksum-sha512]] +uuid = "1093bf20-a1e5-4eb0-a2ca-3edf301eac23" + + [[checksum-sha512.storage]] + driver = "web" + checksum = "sha512:e0c30998f1ec6b569b1e174148842ac4b22dd84015205b037135864a7e88d7d4d7bfe47dfb3f24da53ad1aefbfe4980edf259bc96ba5ba6811ef6c3198fa8e34" + url = "https://raw.githubusercontent.com/tecosaur/DataToolkitTestAssets/master/data/checksum.txt" + + [[checksum-sha512.loader]] + driver = "passthrough" + +[[eurostat-gpkg]] +uuid = "b24d8baa-e0b5-4890-8855-bbd689ce088a" + + [[eurostat-gpkg.storage]] + driver = "web" + checksum = "k12:e5060ba396f24615921be671fd0d5e02" + url = "https://raw.githubusercontent.com/tecosaur/DataToolkitTestAssets/master/data/grid_100km_surf.gpkg" + + [[eurostat-gpkg.loader]] + driver = "geopackage" + +[[iris]] +uuid = "ba667659-9e08-40e6-b6bb-e06e8862df05" + + [[iris.storage]] + driver = "web" + checksum = "k12:d8e04889edd692e1f36dfac9cc7e73b0" + url = "https://raw.githubusercontent.com/tecosaur/DataToolkitTestAssets/master/data/iris.csv" + + [[iris.loader]] + driver = "csv" + +[[iris-arrow]] +uuid = "22ea817a-f9ed-4765-b126-928f3490f55a" + + [[iris-arrow.storage]] + driver = "web" + checksum = "k12:999570896b92c784180bce28089d1693" + url = "https://raw.githubusercontent.com/tecosaur/DataToolkitTestAssets/master/data/iris.arrow" + + [[iris-arrow.loader]] + driver = "arrow" + +[[iris-bzip2]] +uuid = "f36899e1-31af-4fb0-896b-38634165a37e" + + [[iris-bzip2.storage]] + driver = "web" + checksum = "k12:4253949b416a1746741056abdf679bd8" + url = "https://raw.githubusercontent.com/tecosaur/DataToolkitTestAssets/master/data/iris.csv.bzip2" + + [[iris-bzip2.loader]] + driver = "chain" + loaders = ["bzip2", "csv"] + +[[iris-gz]] +uuid = "b2da8633-cc95-4eed-8cd8-3d0981cac2d5" + + [[iris-gz.storage]] + driver = "web" + checksum = "k12:f24bb3dad18a20a9473c0958150b397d" + url = "https://raw.githubusercontent.com/tecosaur/DataToolkitTestAssets/master/data/iris.csv.gz" + + [[iris-gz.loader]] + driver = "chain" + loaders = ["gzip", "csv"] + +[[iris-jld2]] +uuid = "cf3933a3-b5f7-4443-86f1-66e46adcb317" + + [[iris-jld2.storage]] + driver = "web" + checksum = "k12:646de7d8a65560b6b9f06b12c4d1f692" + url = "https://raw.githubusercontent.com/tecosaur/DataToolkitTestAssets/master/data/iris.jld2" + + [[iris-jld2.loader]] + driver = "jld2" + key = "data" + +[[iris-s3]] +uuid = "f6b47016-b430-4e48-8de4-ec182ee6ea29" + + [[iris-s3.storage]] + driver = "s3" + bucket = "sagemaker-example-files-prod-us-west-2" + checksum = "k12:9b24c43372e405738599e7cfa9e4a503" + object = "datasets/tabular/iris/iris.data" + region = "us-west-2" + + [[iris-s3.loader]] + driver = "csv" + +[[iris-tar]] +uuid = "0d0b54d8-bdd1-4d08-b7be-872d074a7e4f" + + [[iris-tar.storage]] + driver = "web" + checksum = "k12:118f9a8b499af90ea1a873a53061e92e" + url = "https://raw.githubusercontent.com/tecosaur/DataToolkitTestAssets/master/data/iris.tar" + + [[iris-tar.loader]] + driver = "tar" + file = "iris.csv" + +[[iris-xz]] +uuid = "e5a4de26-5525-4b2f-ba85-28e6636dd578" + + [[iris-xz.storage]] + driver = "web" + checksum = "k12:5ac3bb048cd17834d96e57f49db44527" + url = "https://raw.githubusercontent.com/tecosaur/DataToolkitTestAssets/master/data/iris.csv.xz" + + [[iris-xz.loader]] + driver = "chain" + loaders = ["xz", "csv"] + +[[iris-zip]] +uuid = "c6bd42af-58b8-4ef5-93fa-674ca1a8417e" + + [[iris-zip.storage]] + driver = "web" + checksum = "k12:ca32b8dfd9c51bcd4f2d62ea126b56f0" + url = "https://raw.githubusercontent.com/tecosaur/DataToolkitTestAssets/master/data/iris.zip" + + [[iris-zip.loader]] + driver = "zip" + file = "iris.csv" + +[[iris-zstd]] +uuid = "ded48517-d6b8-42b9-8d76-cc3a093aa863" + + [[iris-zstd.storage]] + driver = "web" + checksum = "k12:5b1c4a93653dd53de03c7080f778a3ac" + url = "https://raw.githubusercontent.com/tecosaur/DataToolkitTestAssets/master/data/iris.csv.zst" + + [[iris-zstd.loader]] + driver = "chain" + loaders = ["zstd", "csv"] + +[[lighthouse-gif]] +uuid = "26552e4a-b79d-4e10-88b6-23f524e99c02" + + [[lighthouse-gif.storage]] + driver = "web" + checksum = "k12:5ebb73ba0f114dee366fd7d0749cfa98" + url = "https://raw.githubusercontent.com/tecosaur/DataToolkitTestAssets/master/data/lighthouse.gif" + + [[lighthouse-gif.loader]] + driver = "gif" + +[[lighthouse-jpeg]] +uuid = "176acbad-9b90-4bdd-bc3f-0329ec14042d" + + [[lighthouse-jpeg.storage]] + driver = "web" + checksum = "k12:d0469d4537fc9cf3388b9bf262999ebb" + url = "https://raw.githubusercontent.com/tecosaur/DataToolkitTestAssets/master/data/lighthouse.jpeg" + + [[lighthouse-jpeg.loader]] + driver = "jpeg" + +[[lighthouse-netpbm]] +uuid = "1d6839a1-d5d9-4291-8119-5cfaa0f2e89c" + + [[lighthouse-netpbm.storage]] + driver = "web" + checksum = "k12:832d9d97a84557aad0d6fa684104b1a6" + url = "https://raw.githubusercontent.com/tecosaur/DataToolkitTestAssets/master/data/lighthouse.ppm" + + [[lighthouse-netpbm.loader]] + driver = "netpbm" + +[[lighthouse-png]] +uuid = "6a9c23bf-bfd4-44c1-9f50-e90a7d295019" + + [[lighthouse-png.storage]] + driver = "web" + checksum = "k12:747056e6565e1419ba9754af78c15ae4" + url = "https://raw.githubusercontent.com/tecosaur/DataToolkitTestAssets/master/data/lighthouse.png" + + [[lighthouse-png.loader]] + driver = "png" + +[[lighthouse-qoi]] +uuid = "270db32e-a501-45ee-8398-0bc901a2136d" + + [[lighthouse-qoi.storage]] + driver = "web" + checksum = "k12:07810b1bcda0917200a7ed8d4d61fa7a" + url = "https://raw.githubusercontent.com/tecosaur/DataToolkitTestAssets/master/data/lighthouse.qoi" + + [[lighthouse-qoi.loader]] + driver = "qoi" + +[[lighthouse-tiff]] +uuid = "66a5fc67-cee1-4481-b9f2-e750be2897ff" + + [[lighthouse-tiff.storage]] + driver = "web" + checksum = "k12:56893a4e9f184ea70602710f34040467" + url = "https://raw.githubusercontent.com/tecosaur/DataToolkitTestAssets/master/data/lighthouse.tiff" + + [[lighthouse-tiff.loader]] + driver = "tiff" + +[[lighthouse-webp]] +uuid = "62ef89d8-2d69-4ca1-a13b-d24e5e56995b" + + [[lighthouse-webp.storage]] + driver = "web" + checksum = "k12:89acb30a4424cb5df2578270541bd768" + url = "https://raw.githubusercontent.com/tecosaur/DataToolkitTestAssets/master/data/lighthouse.webp" + + [[lighthouse-webp.loader]] + driver = "webp" + +[[mini-glossary]] +uuid = "b7fafb13-1642-4f75-b608-8ecd497e9520" + + [[mini-glossary.storage]] + driver = "web" + checksum = "k12:d7dfd7c508eaf3eecdbb338a7ec803d6" + url = "https://raw.githubusercontent.com/tecosaur/DataToolkitTestAssets/master/data/glossary.json" + + [[mini-glossary.loader]] + driver = "json" + +[[sample-toml]] +uuid = "accfb596-c067-4528-99d2-3c8d30cef846" + + [[sample-toml.storage]] + driver = "web" + checksum = "k12:b184266525bbcdc6393cccc4814d2000" + url = "https://raw.githubusercontent.com/tecosaur/DataToolkitTestAssets/master/data/sample.toml" + + [[sample-toml.loader]] + driver = "toml" + +[[sample-yaml]] +uuid = "fcab32a5-0a1c-44ab-b02a-9e9f65cc2454" + + [[sample-yaml.storage]] + driver = "web" + checksum = "k12:07a7f23a6305816f7f7211c5b4507c97" + url = "https://raw.githubusercontent.com/tecosaur/DataToolkitTestAssets/master/data/sample.yaml" + + [[sample-yaml.loader]] + driver = "yaml" diff --git a/Common/test/runtests.jl b/Common/test/runtests.jl new file mode 100644 index 000000000..383544171 --- /dev/null +++ b/Common/test/runtests.jl @@ -0,0 +1,99 @@ +using DataToolkitCore +using DataToolkitCommon +using DataFrames +using Test + +DataToolkitCore.loadcollection!("Data.toml") + +@testset "Storage" begin + @test "AWS S3" begin + @test open(dataset("iris-s3"), FilePath) isa FilePath + end +end + +@testset "Loaders/Writers" begin + @testset "arrow" begin + @test size(read(dataset("iris-arrow"))) == (150, 5) + end + @testset "compression" begin + iris = read(dataset("iris"), Matrix) + @test read(dataset("iris-bzip2"), Matrix) == iris + @test read(dataset("iris-gz"), Matrix) == iris + @test read(dataset("iris-xz"), Matrix) == iris + @test read(dataset("iris-zstd"), Matrix) == iris + end + @testset "csv" begin + @test size(read(dataset("iris"), DataFrame)) == (150, 5) + end + # @testset "gif" begin # FIXME incompatible `ImageCore` compat with `WebP` + # @test read(dataset("lighthouse-gif"), Matrix) isa Matrix + # end + @testset "gpkg" begin + geo = read(dataset("eurostat-gpkg")) + using ArchGDAL + @test geo isa ArchGDAL.IDataset + @test ArchGDAL.getlayer(geo, 0) |> length == 1025 + end + @testset "jpeg" begin + @test read(dataset("lighthouse-jpeg"), Matrix) isa Matrix + end + @testset "jld2" begin + @test size(read(dataset("iris-jld2"))) == (150, 5) + end + @testset "netpbm" begin + # Currently broken, see + # @test read(dataset("lighthouse-netpbm"), Matrix) isa Matrix + end + @testset "png" begin + @test read(dataset("lighthouse-png"), Matrix) isa Matrix + end + @testset "qoi" begin + @test read(dataset("lighthouse-qoi"), Matrix) isa Matrix + end + @testset "tar" begin + @test sum(Vector{UInt8}(read(dataset("iris-tar"), String))) == 258587 + end + @testset "tiff" begin + @test read(dataset("lighthouse-tiff"), AbstractMatrix) isa AbstractMatrix + end + @testset "toml" begin + @test sort([k => length(v) for (k, v) in read(dataset("sample-toml"))], by=first) == + ["database" => 4, "owner" => 2, "servers" => 2, "title" => 12] + end + @testset "webp" begin + @test read(dataset("lighthouse-webp"), Matrix) isa Matrix + end + @testset "yaml" begin + @test sort([k => length(v) for (k, v) in read(dataset("sample-yaml"))], by=first) == + ["database" => 4, "owner" => 2, "servers" => 2, "title" => 12] + end + @testset "zip" begin + @test sum(read(read(dataset("iris-zip"), IO))) == 258587 + end +end + +@testset "Plugins" begin + @testset "Cache" begin + end + @testset "Defaults" begin + end + @testset "Log" begin + end + @testset "Memorise" begin + end + @testset "Store" begin + @testset "Checksums" begin + val = "Aren't checksums neat?\n" + @test read(dataset("checksum-k12"), String) == val + @test read(dataset("checksum-crc32c"), String) == val + @test read(dataset("checksum-md5"), String) == val + @test read(dataset("checksum-sha1"), String) == val + @test read(dataset("checksum-sha224"), String) == val + @test read(dataset("checksum-sha256"), String) == val + @test read(dataset("checksum-sha384"), String) == val + @test read(dataset("checksum-sha512"), String) == val + end + end + @testset "Versions" begin + end +end diff --git a/Core/.github/workflows/CompatHelper.yml b/Core/.github/workflows/CompatHelper.yml new file mode 100644 index 000000000..cba9134c6 --- /dev/null +++ b/Core/.github/workflows/CompatHelper.yml @@ -0,0 +1,16 @@ +name: CompatHelper +on: + schedule: + - cron: 0 0 * * * + workflow_dispatch: +jobs: + CompatHelper: + runs-on: ubuntu-latest + steps: + - name: Pkg.add("CompatHelper") + run: julia -e 'using Pkg; Pkg.add("CompatHelper")' + - name: CompatHelper.main() + env: + GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} + COMPATHELPER_PRIV: ${{ secrets.DOCUMENTER_KEY }} + run: julia -e 'using CompatHelper; CompatHelper.main()' diff --git a/Core/.github/workflows/TagBot.yml b/Core/.github/workflows/TagBot.yml new file mode 100644 index 000000000..eb6c86109 --- /dev/null +++ b/Core/.github/workflows/TagBot.yml @@ -0,0 +1,19 @@ +name: TagBot +on: + issue_comment: + types: + - created + workflow_dispatch: + inputs: + lookback: + default: 3 +permissions: + contents: write +jobs: + TagBot: + if: github.event_name == 'workflow_dispatch' || github.actor == 'JuliaTagBot' + runs-on: ubuntu-latest + steps: + - uses: JuliaRegistries/TagBot@v1 + with: + token: ${{ secrets.GITHUB_TOKEN }} diff --git a/Core/.github/workflows/ci.yml b/Core/.github/workflows/ci.yml new file mode 100644 index 000000000..aec46dec6 --- /dev/null +++ b/Core/.github/workflows/ci.yml @@ -0,0 +1,61 @@ +name: CI +on: + push: + branches: + - main + tags: '*' + pull_request: +jobs: + test: + name: Julia ${{ matrix.version }} - ${{ matrix.os }} - ${{ matrix.arch }} + runs-on: ${{ matrix.os }} + continue-on-error: ${{ matrix.version == 'nightly' }} + strategy: + matrix: + version: + - '1.9' + - '1.10' + - '1' + - 'nightly' + os: + - ubuntu-latest + # - macOS-latest + # - windows-latest + arch: + - x64 + steps: + - uses: actions/checkout@v4 + - uses: julia-actions/setup-julia@v1 + with: + version: ${{ matrix.version }} + arch: ${{ matrix.arch }} + - uses: julia-actions/cache@v1 + - uses: julia-actions/julia-buildpkg@latest + - uses: julia-actions/julia-runtest@latest + - uses: julia-actions/julia-processcoverage@v1 + if: matrix.version == 'nightly' + continue-on-error: true + - uses: julia-actions/julia-uploadcoveralls@v1 + if: matrix.version == 'nightly' + continue-on-error: true + - uses: coverallsapp/github-action@v2 + if: matrix.version == 'nightly' + continue-on-error: true + with: + path-to-lcov: lcov.info + docs: + name: Documentation + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + - uses: julia-actions/setup-julia@v1 + with: + version: '1' + - uses: julia-actions/cache@v1 + - run: julia --project=docs -e ' + using Pkg; + Pkg.develop(PackageSpec(; path=pwd())); + Pkg.instantiate();' + - run: julia --project=docs docs/make.jl + env: + GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} diff --git a/Core/.gitignore b/Core/.gitignore new file mode 100644 index 000000000..ca0d674f5 --- /dev/null +++ b/Core/.gitignore @@ -0,0 +1,3 @@ +/Manifest.toml +/docs/src/**.md +/docs/build diff --git a/Core/LICENSE b/Core/LICENSE new file mode 100644 index 000000000..36a028115 --- /dev/null +++ b/Core/LICENSE @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2022 TEC and contributors + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. diff --git a/Core/Project.toml b/Core/Project.toml new file mode 100644 index 000000000..cbaa49ee2 --- /dev/null +++ b/Core/Project.toml @@ -0,0 +1,34 @@ +name = "DataToolkitCore" +uuid = "caac3e55-418c-402e-a061-64d454aa8f4f" +authors = ["TEC and contributors"] +version = "0.10.0" + +[deps] +Compat = "34da2185-b29b-5c13-b0c7-acf172513d20" +Dates = "ade2ca70-3891-5945-98fb-dc099432e06a" +PrecompileTools = "aea7be01-6a6a-4083-8856-8a6e6704d82a" +Preferences = "21216c6a-2e73-6563-6e65-726566657250" +TOML = "fa267f1f-6049-4f14-aa54-33bafae1ed76" +UUIDs = "cf7118a7-6976-5b1a-9a39-7adc72f591a4" + +[weakdeps] +AbstractTrees = "1520ce14-60c1-5f80-bbc7-55ef81b5835c" +MetaGraphsNext = "fa8bd995-216d-47f1-8a91-f3b68fbeb377" + +[extensions] +AbstractTreesExt = "AbstractTrees" +MetaGraphsNextExt = "MetaGraphsNext" + +[compat] +AbstractTrees = "0.2, 0.3, 0.4" +Compat = "3.29, 4" +MetaGraphsNext = "0.5, 0.6" +PrecompileTools = "1" +Preferences = "1.2" +julia = "1.9" + +[extras] +Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40" + +[targets] +test = ["Test"] diff --git a/Core/README.org b/Core/README.org new file mode 100644 index 000000000..ed0950cbd --- /dev/null +++ b/Core/README.org @@ -0,0 +1,9 @@ +#+title: DataToolkitCore +#+author: tecosaur + +#+html: +#+html: +#+html: +#+html: + +Prototype foundation for a data management framework. diff --git a/Core/docs/Manifest.toml b/Core/docs/Manifest.toml new file mode 100644 index 000000000..88b9d1ffc --- /dev/null +++ b/Core/docs/Manifest.toml @@ -0,0 +1,351 @@ +# This file is machine-generated - editing it directly is not advised + +julia_version = "1.10.5" +manifest_format = "2.0" +project_hash = "dd34ecf387b94f743c47627c8c01339be3fea513" + +[[deps.ANSIColoredPrinters]] +git-tree-sha1 = "574baf8110975760d391c710b6341da1afa48d8c" +uuid = "a4c015fc-c6ff-483c-b24f-f7ea428134e9" +version = "0.0.1" + +[[deps.AbstractTrees]] +git-tree-sha1 = "2d9c9a55f9c93e8887ad391fbae72f8ef55e1177" +uuid = "1520ce14-60c1-5f80-bbc7-55ef81b5835c" +version = "0.4.5" + +[[deps.ArgTools]] +uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f" +version = "1.1.1" + +[[deps.Artifacts]] +uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33" + +[[deps.Base64]] +uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f" + +[[deps.BitFlags]] +git-tree-sha1 = "0691e34b3bb8be9307330f88d1a3c3f25466c24d" +uuid = "d1d4a3ce-64b1-5f1a-9ba4-7e7e69966f35" +version = "0.1.9" + +[[deps.CodecZlib]] +deps = ["TranscodingStreams", "Zlib_jll"] +git-tree-sha1 = "bce6804e5e6044c6daab27bb533d1295e4a2e759" +uuid = "944b1d66-785c-5afd-91f1-9de20f533193" +version = "0.7.6" + +[[deps.ConcurrentUtilities]] +deps = ["Serialization", "Sockets"] +git-tree-sha1 = "ea32b83ca4fefa1768dc84e504cc0a94fb1ab8d1" +uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb" +version = "2.4.2" + +[[deps.Dates]] +deps = ["Printf"] +uuid = "ade2ca70-3891-5945-98fb-dc099432e06a" + +[[deps.DocInventories]] +deps = ["CodecZlib", "Downloads", "TOML"] +git-tree-sha1 = "e97cfa8680a39396924dcdca4b7ff1014ed5c499" +uuid = "43dc2714-ed3b-44b5-b226-857eda1aa7de" +version = "1.0.0" + +[[deps.DocStringExtensions]] +deps = ["LibGit2"] +git-tree-sha1 = "2fb1e02f2b635d0845df5d7c167fec4dd739b00d" +uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae" +version = "0.9.3" + +[[deps.Documenter]] +deps = ["ANSIColoredPrinters", "AbstractTrees", "Base64", "CodecZlib", "Dates", "DocStringExtensions", "Downloads", "Git", "IOCapture", "InteractiveUtils", "JSON", "LibGit2", "Logging", "Markdown", "MarkdownAST", "Pkg", "PrecompileTools", "REPL", "RegistryInstances", "SHA", "TOML", "Test", "Unicode"] +git-tree-sha1 = "5a1ee886566f2fa9318df1273d8b778b9d42712d" +uuid = "e30172f5-a6a5-5a46-863b-614d45cd2de4" +version = "1.7.0" + +[[deps.DocumenterInterLinks]] +deps = ["CodecZlib", "DocInventories", "Documenter", "DocumenterInventoryWritingBackport", "Markdown", "MarkdownAST", "TOML"] +git-tree-sha1 = "00dceb038f6cb24f4d8d6a9f2feb85bbe58305fd" +uuid = "d12716ef-a0f6-4df4-a9f1-a5a34e75c656" +version = "1.0.0" + +[[deps.DocumenterInventoryWritingBackport]] +deps = ["CodecZlib", "Documenter", "TOML"] +git-tree-sha1 = "1b89024e375353961bb98b9818b44a4e38961cc4" +uuid = "195adf08-069f-4855-af3e-8933a2cdae94" +version = "0.1.0" + +[[deps.Downloads]] +deps = ["ArgTools", "FileWatching", "LibCURL", "NetworkOptions"] +uuid = "f43a241f-c20a-4ad4-852c-f6b1247861c6" +version = "1.6.0" + +[[deps.ExceptionUnwrapping]] +deps = ["Test"] +git-tree-sha1 = "dcb08a0d93ec0b1cdc4af184b26b591e9695423a" +uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4" +version = "0.1.10" + +[[deps.Expat_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "1c6317308b9dc757616f0b5cb379db10494443a7" +uuid = "2e619515-83b5-522b-bb60-26c02a35a201" +version = "2.6.2+0" + +[[deps.FileWatching]] +uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee" + +[[deps.Git]] +deps = ["Git_jll"] +git-tree-sha1 = "04eff47b1354d702c3a85e8ab23d539bb7d5957e" +uuid = "d7ba0133-e1db-5d97-8f8c-041e4b3a1eb2" +version = "1.3.1" + +[[deps.Git_jll]] +deps = ["Artifacts", "Expat_jll", "JLLWrappers", "LibCURL_jll", "Libdl", "Libiconv_jll", "OpenSSL_jll", "PCRE2_jll", "Zlib_jll"] +git-tree-sha1 = "ea372033d09e4552a04fd38361cd019f9003f4f4" +uuid = "f8c6e375-362e-5223-8a59-34ff63f689eb" +version = "2.46.2+0" + +[[deps.HTTP]] +deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"] +git-tree-sha1 = "d1d712be3164d61d1fb98e7ce9bcbc6cc06b45ed" +uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3" +version = "1.10.8" + +[[deps.IOCapture]] +deps = ["Logging", "Random"] +git-tree-sha1 = "b6d6bfdd7ce25b0f9b2f6b3dd56b2673a66c8770" +uuid = "b5f81e59-6552-4d32-b1f0-c071b021bf89" +version = "0.2.5" + +[[deps.InteractiveUtils]] +deps = ["Markdown"] +uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240" + +[[deps.JLLWrappers]] +deps = ["Artifacts", "Preferences"] +git-tree-sha1 = "f389674c99bfcde17dc57454011aa44d5a260a40" +uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210" +version = "1.6.0" + +[[deps.JSON]] +deps = ["Dates", "Mmap", "Parsers", "Unicode"] +git-tree-sha1 = "31e996f0a15c7b280ba9f76636b3ff9e2ae58c9a" +uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6" +version = "0.21.4" + +[[deps.LazilyInitializedFields]] +git-tree-sha1 = "8f7f3cabab0fd1800699663533b6d5cb3fc0e612" +uuid = "0e77f7df-68c5-4e49-93ce-4cd80f5598bf" +version = "1.2.2" + +[[deps.LibCURL]] +deps = ["LibCURL_jll", "MozillaCACerts_jll"] +uuid = "b27032c2-a3e7-50c8-80cd-2d36dbcbfd21" +version = "0.6.4" + +[[deps.LibCURL_jll]] +deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll", "Zlib_jll", "nghttp2_jll"] +uuid = "deac9b47-8bc7-5906-a0fe-35ac56dc84c0" +version = "8.4.0+0" + +[[deps.LibGit2]] +deps = ["Base64", "LibGit2_jll", "NetworkOptions", "Printf", "SHA"] +uuid = "76f85450-5226-5b5a-8eaa-529ad045b433" + +[[deps.LibGit2_jll]] +deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll"] +uuid = "e37daf67-58a4-590a-8e99-b0245dd2ffc5" +version = "1.6.4+0" + +[[deps.LibSSH2_jll]] +deps = ["Artifacts", "Libdl", "MbedTLS_jll"] +uuid = "29816b5a-b9ab-546f-933c-edad1886dfa8" +version = "1.11.0+1" + +[[deps.Libdl]] +uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb" + +[[deps.Libiconv_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "f9557a255370125b405568f9767d6d195822a175" +uuid = "94ce4f54-9a6c-5748-9c1c-f9c7231a4531" +version = "1.17.0+0" + +[[deps.LiveServer]] +deps = ["HTTP", "LoggingExtras", "MIMEs", "Pkg", "Sockets", "Test"] +git-tree-sha1 = "1e46b873b8ef176e23ee43f96e72cd45c20bafb4" +uuid = "16fef848-5104-11e9-1b77-fb7a48bbb589" +version = "1.3.1" + +[[deps.Logging]] +uuid = "56ddb016-857b-54e1-b83d-db4d58db5568" + +[[deps.LoggingExtras]] +deps = ["Dates", "Logging"] +git-tree-sha1 = "c1dd6d7978c12545b4179fb6153b9250c96b0075" +uuid = "e6f89c97-d47a-5376-807f-9c37f3926c36" +version = "1.0.3" + +[[deps.MIMEs]] +git-tree-sha1 = "65f28ad4b594aebe22157d6fac869786a255b7eb" +uuid = "6c6e2e6c-3030-632d-7369-2d6c69616d65" +version = "0.1.4" + +[[deps.Markdown]] +deps = ["Base64"] +uuid = "d6f4376e-aef5-505a-96c1-9c027394607a" + +[[deps.MarkdownAST]] +deps = ["AbstractTrees", "Markdown"] +git-tree-sha1 = "465a70f0fc7d443a00dcdc3267a497397b8a3899" +uuid = "d0879d2d-cac2-40c8-9cee-1863dc0c7391" +version = "0.1.2" + +[[deps.MbedTLS]] +deps = ["Dates", "MbedTLS_jll", "MozillaCACerts_jll", "NetworkOptions", "Random", "Sockets"] +git-tree-sha1 = "c067a280ddc25f196b5e7df3877c6b226d390aaf" +uuid = "739be429-bea8-5141-9913-cc70e7f3736d" +version = "1.1.9" + +[[deps.MbedTLS_jll]] +deps = ["Artifacts", "Libdl"] +uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1" +version = "2.28.2+1" + +[[deps.Mmap]] +uuid = "a63ad114-7e13-5084-954f-fe012c677804" + +[[deps.MozillaCACerts_jll]] +uuid = "14a3606d-f60d-562e-9121-12d972cd8159" +version = "2023.1.10" + +[[deps.NetworkOptions]] +uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908" +version = "1.2.0" + +[[deps.OpenSSL]] +deps = ["BitFlags", "Dates", "MozillaCACerts_jll", "OpenSSL_jll", "Sockets"] +git-tree-sha1 = "38cb508d080d21dc1128f7fb04f20387ed4c0af4" +uuid = "4d8831e6-92b7-49fb-bdf8-b643e874388c" +version = "1.4.3" + +[[deps.OpenSSL_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "7493f61f55a6cce7325f197443aa80d32554ba10" +uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95" +version = "3.0.15+1" + +[[deps.Org]] +deps = ["Dates", "Markdown"] +git-tree-sha1 = "e1953515c94fa72424216a8fa34d4fd8b0bb84c8" +uuid = "587fedb0-ad84-11e9-2bd6-d15ea4be1f9e" +version = "0.3.6" + +[[deps.PCRE2_jll]] +deps = ["Artifacts", "Libdl"] +uuid = "efcefdf7-47ab-520b-bdef-62a2eaa19f15" +version = "10.42.0+1" + +[[deps.Parsers]] +deps = ["Dates", "PrecompileTools", "UUIDs"] +git-tree-sha1 = "8489905bcdbcfac64d1daa51ca07c0d8f0283821" +uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0" +version = "2.8.1" + +[[deps.Pkg]] +deps = ["Artifacts", "Dates", "Downloads", "FileWatching", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"] +uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f" +version = "1.10.0" + +[[deps.PrecompileTools]] +deps = ["Preferences"] +git-tree-sha1 = "5aa36f7049a63a1528fe8f7c3f2113413ffd4e1f" +uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a" +version = "1.2.1" + +[[deps.Preferences]] +deps = ["TOML"] +git-tree-sha1 = "9306f6085165d270f7e3db02af26a400d580f5c6" +uuid = "21216c6a-2e73-6563-6e65-726566657250" +version = "1.4.3" + +[[deps.Printf]] +deps = ["Unicode"] +uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7" + +[[deps.REPL]] +deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"] +uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb" + +[[deps.Random]] +deps = ["SHA"] +uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" + +[[deps.RegistryInstances]] +deps = ["LazilyInitializedFields", "Pkg", "TOML", "Tar"] +git-tree-sha1 = "ffd19052caf598b8653b99404058fce14828be51" +uuid = "2792f1a3-b283-48e8-9a74-f99dce5104f3" +version = "0.1.0" + +[[deps.SHA]] +uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce" +version = "0.7.0" + +[[deps.Serialization]] +uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b" + +[[deps.SimpleBufferStream]] +git-tree-sha1 = "f305871d2f381d21527c770d4788c06c097c9bc1" +uuid = "777ac1f9-54b0-4bf8-805c-2214025038e7" +version = "1.2.0" + +[[deps.Sockets]] +uuid = "6462fe0b-24de-5631-8697-dd941f90decc" + +[[deps.TOML]] +deps = ["Dates"] +uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76" +version = "1.0.3" + +[[deps.Tar]] +deps = ["ArgTools", "SHA"] +uuid = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e" +version = "1.10.0" + +[[deps.Test]] +deps = ["InteractiveUtils", "Logging", "Random", "Serialization"] +uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40" + +[[deps.TranscodingStreams]] +git-tree-sha1 = "e84b3a11b9bece70d14cce63406bbc79ed3464d2" +uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa" +version = "0.11.2" + +[[deps.URIs]] +git-tree-sha1 = "67db6cc7b3821e19ebe75791a9dd19c9b1188f2b" +uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4" +version = "1.5.1" + +[[deps.UUIDs]] +deps = ["Random", "SHA"] +uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4" + +[[deps.Unicode]] +uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5" + +[[deps.Zlib_jll]] +deps = ["Libdl"] +uuid = "83775a58-1f1d-513f-b197-d71354ab007a" +version = "1.2.13+1" + +[[deps.nghttp2_jll]] +deps = ["Artifacts", "Libdl"] +uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d" +version = "1.52.0+1" + +[[deps.p7zip_jll]] +deps = ["Artifacts", "Libdl"] +uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0" +version = "17.4.0+2" diff --git a/Core/docs/Project.toml b/Core/docs/Project.toml new file mode 100644 index 000000000..594de166e --- /dev/null +++ b/Core/docs/Project.toml @@ -0,0 +1,8 @@ +[deps] +DocInventories = "43dc2714-ed3b-44b5-b226-857eda1aa7de" +Documenter = "e30172f5-a6a5-5a46-863b-614d45cd2de4" +DocumenterInterLinks = "d12716ef-a0f6-4df4-a9f1-a5a34e75c656" +LiveServer = "16fef848-5104-11e9-1b77-fb7a48bbb589" +Markdown = "d6f4376e-aef5-505a-96c1-9c027394607a" +Org = "587fedb0-ad84-11e9-2bd6-d15ea4be1f9e" +REPL = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb" diff --git a/Core/docs/dev.jl b/Core/docs/dev.jl new file mode 100755 index 000000000..9e425c79e --- /dev/null +++ b/Core/docs/dev.jl @@ -0,0 +1,25 @@ +#!/usr/bin/env -S julia --startup-file=no + +using Pkg +Pkg.activate(@__DIR__) + +function cleanup() + rm(joinpath(@__DIR__, "build"), force=true, recursive=true) + for (root, _, files) in walkdir(joinpath(@__DIR__, "src")) + for file in files + if endswith(file, ".md") + rm(joinpath(root, file)) + end + end + end +end +cleanup() + +using LiveServer + +Base.exit_on_sigint(false) +try + servedocs(doc_env=true, foldername=@__DIR__) +finally + cleanup() +end diff --git a/Core/docs/make.jl b/Core/docs/make.jl new file mode 100755 index 000000000..d4ac9b95b --- /dev/null +++ b/Core/docs/make.jl @@ -0,0 +1,39 @@ +#!/usr/bin/env -S julia --startup-file=no + +include("setup.jl") +@setupdev ".." +@get_interlinks Core Common Main + +using Org +org2md(joinpath(@__DIR__, "src")) + +using Documenter +using DataToolkitCore + +makedocs(; + modules=[DataToolkitCore], + format=Documenter.HTML(assets = ["assets/favicon.ico"]), + pages=[ + "Introduction" => "index.md", + "Datasets" => "datasets.md", + "Transformers" => "transformers.md", + "Plugins & Advice" => "plugins.md", + "Lazy Packages" => "packages.md", + "Linting" => "linting.md", + "Utilities" => "utilities.md", + "Errors" => "errors.md", + "Internals" => "internals.md", + ], + sitename="DataToolkitCore.jl", + authors = "tecosaur and contributors: https://github.com/tecosaur/DataToolkit.jl/graphs/contributors", + warnonly = [:missing_docs, INTERLINKS_WARN], + plugins = [INTERLINKS], +) + +md2rm() + +deploydocs(; + repo="github.com/tecosaur/DataToolkit.jl", + devbranch = "main", + dirname = "Core", +) diff --git a/Core/docs/setup.jl b/Core/docs/setup.jl new file mode 100644 index 000000000..c245f9fdc --- /dev/null +++ b/Core/docs/setup.jl @@ -0,0 +1,132 @@ +using Pkg + +Pkg.activate(@__DIR__) + +const DevPkgs = String[] + +pkgname(n::Symbol) = String(n) +pkgname(path::String) = + open(io -> Base.TOML.parse(Base.TOML.Parser(io)), + joinpath(path, "Project.toml"))["name"] + +function setupdev(execfile::String, pkgs::Vector{<:Union{Symbol, String}}) + deps = keys(Pkg.project().dependencies) + wants = map(pkgname, pkgs) + append!(DevPkgs, wants) + all(∈(deps), wants) && return + devpkgs = PackageSpec[] + for pkg in pkgs + if pkgname(pkg) ∈ deps + elseif pkg isa String + push!(devpkgs, PackageSpec(path = pkg)) + elseif pkg isa Symbol + push!(devpkgs, PackageSpec(name = String(pkg))) + end + end + Pkg.develop(devpkgs) + Pkg.instantiate() + argv = Base.julia_cmd().exec + opts = Base.JLOptions() + if opts.project != C_NULL + push!(argv, "--project=$(unsafe_string(opts.project))") + end + push!(argv, execfile) + @info "Restarting" + @ccall execv(argv[1]::Cstring, argv::Ref{Cstring})::Cint +end + +macro setupdev(pkgs...) + pkgvals = map( + p -> if p isa String + abspath(dirname(String(__source__.file)), p) + elseif p isa Symbol + QuoteNode(p) + else p end, pkgs) + :(setupdev($(String(__source__.file)), [$(pkgvals...)])) +end + +atexit() do + foreach(Pkg.rm, DevPkgs) +end + +# --- + +const MdFiles = String[] + +html2utf8entity_dirty(text) = # Remove as soon as unnecesary + replace(text, + "…" => "…", + "—" => "—", + "—" => "–", + "­" => "-") + +function org2md(dir::String) + orgfiles = filter(f -> endswith(f, ".org"), readdir(dir, join=true)) + orgconverted = 0 + for (root, _, files) in walkdir(dir) + orgfiles = joinpath.(root, filter(f -> endswith(f, ".org"), files)) + for orgfile in orgfiles + mdfile = replace(orgfile, r"\.org$" => ".md") + read(orgfile, String) |> + c -> Org.parse(OrgDoc, c) |> + o -> sprint(markdown, o) |> + html2utf8entity_dirty |> + s -> replace(s, r"\.org]" => ".md]") |> + m -> string("```@meta\nEditURL=\"$(basename(orgfile))\"\n```\n\n", m) |> + m -> write(mdfile, m) + push!(MdFiles, mdfile) + end + orgconverted += length(orgfiles) + end + @info "Converted $orgconverted files from .org to .md" +end + +md2rm() = foreach(rm, MdFiles) + +# --- + +const SUBPKGS = Dict( + :Core => (sufffix="Core", subdir="Core", url="core"), + :REPL => (sufffix="REPL", subdir="REPL", url="repl"), + :Store => (sufffix="Store", subdir="Store", url="store"), + :Common => (sufffix="Common", subdir="Common", url="common"), + :Base => (sufffix="Base", subdir="Base", url="base"), + :Main => (sufffix="", subdir="Main", url="main") +) + +const DOCS_BASE_URL = "https://tecosaur.github.io/DataToolkit.jl" + +macro get_interlinks(pkgs::Symbol...) + forms = Expr[] + for pkg in pkgs + spec = SUBPKGS[pkg] + name = "DataToolkit$(spec.sufffix)" + invfile = joinpath(dirname(dirname(@__DIR__)), spec.subdir, "docs", "build", "objects.inv") + puburl = "$DOCS_BASE_URL/$(spec.url)/" + invurl = puburl * "objects.inv" + push!(forms, :($name => ($puburl, + if isfile($invfile) Inventory($invfile, root_url=$puburl) end, + Inventory($invurl, root_url=$puburl)))) + end + quote + using Documenter, DocumenterInterLinks, DocInventories + push!(Documenter.ERROR_NAMES, :extrefs_should_be_fine_nevermind_me) + const INTERLINKS, INTERLINKS_WARN = let subpkgs = $(Expr(:tuple, forms...)) + uptodate = true + for (name, (_, invf, invu)) in subpkgs + if invf != invu + uptodate = false + break + end + end + if uptodate && "--only-if-inv-changed" in ARGS + exit() + end + InterLinks( + "Julia" => ("https:/docs.julialang.org/en/v1/", "https://docs.julialang.org/en/v1/objects.inv"), + [name => if !isnothing(invf) invf else invu end + for (name, (puburl, invf, invu)) in subpkgs]... + ), if uptodate; :extrefs_should_be_fine_nevermind_me else :external_cross_references end + end + end |> esc +end diff --git a/Core/docs/src/assets/advice-flow.svg b/Core/docs/src/assets/advice-flow.svg new file mode 100644 index 000000000..91e275510 --- /dev/null +++ b/Core/docs/src/assets/advice-flow.svg @@ -0,0 +1,608 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/Core/docs/src/assets/data-category-theory.svg b/Core/docs/src/assets/data-category-theory.svg new file mode 100644 index 000000000..9763600af --- /dev/null +++ b/Core/docs/src/assets/data-category-theory.svg @@ -0,0 +1,211 @@ + + + + + + + + + + + + + + + + + + + + + Data + Source + Information + + + + + load + write + store + + diff --git a/Core/docs/src/assets/data-transformers.svg b/Core/docs/src/assets/data-transformers.svg new file mode 100644 index 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b/Core/docs/src/assets/logo.svg new file mode 100644 index 000000000..ba723248e --- /dev/null +++ b/Core/docs/src/assets/logo.svg @@ -0,0 +1,36 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/Core/docs/src/datasets.org b/Core/docs/src/datasets.org new file mode 100644 index 000000000..1eaca3cf8 --- /dev/null +++ b/Core/docs/src/datasets.org @@ -0,0 +1,70 @@ +#+title: Datasets + +#+begin_src @docs +DataSet +#+end_src + +* Working with datasets + +#+begin_src @docs +dataset +read +write +open +#+end_src + +#+begin_src @docs +create +create! +loader! +storage! +writer! +#+end_src + +* Dataset identification + +#+begin_src @docs +Identifier +resolve +refine +#+end_src + +* Data collections + +#+begin_src @docs +DataCollection +loadcollection! +STACK +iswritable(::DataCollection) +#+end_src + +* Manipulation API + +#+begin_src @docs +getlayer +stack_index +stack_move +stack_remove! +plugin_add +plugin_remove +plugin_info +plugin_list +config_get +config_set +config_unset +delete! +replace! +#+end_src + +* TOML serialization + +#+begin_src @docs +fromspec +tospec +#+end_src + +* Qualified types + +#+begin_src @docs +QualifiedType +#+end_src diff --git a/Core/docs/src/errors.org b/Core/docs/src/errors.org new file mode 100644 index 000000000..76b320da7 --- /dev/null +++ b/Core/docs/src/errors.org @@ -0,0 +1,43 @@ +#+title: Errors + +This package tries to minimise the use of generic errors, and maximise the +helpfulness of error messages. To that end, a number of new error types are +defined. + +* Identifier exceptions + +#+begin_src @docs +UnresolveableIdentifier +AmbiguousIdentifier +#+end_src + +* Package exceptions + +#+begin_src @docs +UnregisteredPackage +MissingPackage +#+end_src + +* Data Operation exceptions + +#+begin_src @docs +CollectionVersionMismatch +EmptyStackError +ReadonlyCollection +TransformerError +UnsatisfyableTransformer +OrphanDataSet +InvalidParameterType +#+end_src + +* Qualified type exceptions + +#+begin_src @docs +ImpossibleTypeException +#+end_src + +* Log exception + +#+begin_src @docs +DataToolkitCore.LogTaskError +#+end_src diff --git a/Core/docs/src/index.org b/Core/docs/src/index.org new file mode 100644 index 000000000..10701b55e --- /dev/null +++ b/Core/docs/src/index.org @@ -0,0 +1,69 @@ +#+title: Introduction + +This package implements the core design and API of DataToolkit. It is not +intended to be user-facing and is instead for packages that want to build on the +DataToolkit infrastructure itself. + +This documentation also details some user-facing API reexported by other +packages, how transformers and plugins work and should be implemented, as well +as some general design decisions. + +* The problem with the current state of affairs + +Data is beguiling. It can initially seem simple to deal with: "here I have a +file, and that's it". However as soon as you do things with the data you're +prone to be asked tricky questions like: ++ where's the data? ++ how did you process that data? ++ how can I be sure I'm looking at the same data as you? + +This is no small part of the [[https://en.wikipedia.org/wiki/Replication_crisis][replication crisis]]. + +[[https://imgs.xkcd.com/comics/trouble_for_science.png]] + +Further concerns arise as soon as you start dealing with large quantities of +data, or computationally expensive derived data sets. For example: ++ Have I already computed this data set somewhere else? ++ Is my generated data up to date with its sources/dependencies? + +Generic tools exist for many parts of this problem, but there are some benefits +that can be realised by creating a Julia-specific system, namely: ++ Having all pertinent environmental information in the data processing + contained in a single =Project.toml= ++ Improved convenience in data loading and management, compared to a generic + solution ++ Allowing datasets to be easily shared with a Julia package + +In addition, the Julia community seems to have a strong tendency to NIH[fn:NIH] tools, so +we may as well get ahead of this and try to make something good 😛. + +[fn:NIH] Not Invented Here, a tendency to "reinvent the wheel" to avoid using +tools from external origins --- it would of course be better if you (re)made it. + +** Pre-existing solutions +*** DataLad ++ Does a lot of things well ++ Puts information on how to create data in git commit messages (bad) ++ No data file specification + +*** Kedro data catalog ++ Has a file defining all the data (good) ++ Has poor versioning ++ https://kedro.readthedocs.io/en/stable/data/data_catalog.html ++ [[https://kedro.readthedocs.io/en/stable/development/commands_reference.html?highlight=data catalog#datasets][Data Catalog CLI]] + +*** Snakemake ++ Workflow manager, with remote file support ++ [[https://snakemake.readthedocs.io/en/stable/snakefiles/remote_files.html?highlight=aws batch#remote-files][Snakemake Remote Files]] ++ Good list of possible file locations to handle ++ Drawback is that you have to specify the location you expect(S3, http, + FTP, etc.) ++ No data file specification + +*** Nextflow ++ Workflow manager, with remote file support ++ [[https://www.nextflow.io/docs/edge/script.html?highlight=file#files-and-i-o][Docs on files and IO]] ++ [[https://www.nextflow.io/docs/edge/amazons3.html][Docs on S3]] ++ You just call =file()= and nextflow figures out under the hood the protocol + whether it should pull it from S3, http, FTP, or a local file. ++ No data file specification diff --git a/Core/docs/src/internals.org b/Core/docs/src/internals.org new file mode 100644 index 000000000..75e967428 --- /dev/null +++ b/Core/docs/src/internals.org @@ -0,0 +1,78 @@ +#+title: Internals + +* Type transformations + +#+begin_src @docs +DataToolkitCore.issubtype +DataToolkitCore.paramtypebound +DataToolkitCore.targettypes +DataToolkitCore.ispreferredpath +DataToolkitCore.transformersigs +DataToolkitCore.typesteps +#+end_src + +* TOML related + +#+begin_src @docs +DataToolkitCore.toml_safe +DataToolkitCore.tomlreformat! +DataToolkitCore.dataset_parameters +#+end_src + +* String utils + +#+begin_src @docs +DataToolkitCore.natkeygen +DataToolkitCore.stringdist +DataToolkitCore.stringsimilarity +DataToolkitCore.issubseq +DataToolkitCore.longest_common_subsequence +DataToolkitCore.highlight_lcs +#+end_src + +* Small dicts + +#+begin_src @docs +DataToolkitCore.newdict +DataToolkitCore.shrinkdict +#+end_src + +* Logging + +#+begin_src @docs +DataToolkitCore.should_log +DataToolkitCore.wait_maybe_log +#+end_src + +* Miscilanious + +#+begin_src @docs +DataToolkitCore.typeify +DataToolkitCore.reinit +DataToolkitCore._dataadvisecall +DataToolkitCore.strip_stacktrace_advice! +DataToolkitCore.get_package +DataToolkitCore.try_install_pkg +DataToolkitCore.read1 +#+end_src + +* Consts + +#+begin_src @docs +DataToolkitCore.LATEST_DATA_CONFIG_VERSION +DataToolkitCore.PLUGINS_DOCUMENTATION +DataToolkitCore.DEFAULT_PLUGINS +DataToolkitCore.PLUGINS +DataToolkitCore.TRANSFORMER_DOCUMENTATION +DataToolkitCore.EXTRA_PACKAGES +DataToolkitCore.DEFAULT_DATATRANSFORMER_PRIORITY +DataToolkitCore.DEFAULT_DATA_ADVISOR_PRIORITY +DataToolkitCore.DATASET_REFERENCE_WRAPPER +DataToolkitCore.DATASET_REFERENCE_REGEX +DataToolkitCore.DATA_CONFIG_RESERVED_ATTRIBUTES +DataToolkitCore.DATA_CONFIG_KEY_SORT_MAPPING +DataToolkitCore.LINT_SEVERITY_MESSAGES +DataToolkitCore.LINT_SEVERITY_MAPPING +DataToolkitCore.DEFAULT_LOG_DELAY +DataToolkitCore.SIMPLIFY_STACKTRACES +#+end_src diff --git a/Core/docs/src/linting.org b/Core/docs/src/linting.org new file mode 100644 index 000000000..4e63e48b7 --- /dev/null +++ b/Core/docs/src/linting.org @@ -0,0 +1,15 @@ +#+title: Linting + +In DataToolkit, the [[@extref][Data.toml]] can be linted to identify and resolve potential +issues. This is done by generating ~LintReport~​s and ~LintItem~​s. + +#+begin_src @docs +LintReport +LintItem +#+end_src + +Additional lint rules can be created by implementing new ~lint~ methods. + +#+begin_src @docs +lint +#+end_src diff --git a/Core/docs/src/packages.org b/Core/docs/src/packages.org new file mode 100644 index 000000000..1d55e272e --- /dev/null +++ b/Core/docs/src/packages.org @@ -0,0 +1,79 @@ +#+title: Lazily using packages + +It is entirely likely that in the course of writing a package providing a custom +data transformer, one would come across packages that /may/ be needed. + +Every possibly desired package could be shoved into the list of dependences, but +this is a somewhat crude approach. A more granular approach is enabled with two +macros, ~@addpkg~ and ~@require~. + +* Letting DataToolkit know about extra packages + +#+begin_src @docs +addpkg +@addpkg +#+end_src + +* Using extra packages + +#+begin_src @docs +@require +invokepkglatest +#+end_src + +* Example + +#+begin_src julia +module DataToolkitExample + +using DataToolkitCore +using DataFrame + +function __init__() + @addpkg CSV "336ed68f-0bac-5ca0-87d4-7b16caf5d00b" + @addpkg DelimitedFiles "8bb1440f-4735-579b-a4ab-409b98df4dab" +end + +function load(::DataLoader{:csv}, from::IOStream, ::Type{DataFrame}) + @require CSV + result = CSV.read(from, DataFrame) + close(from) + result +end + +function load(::DataLoader{:delimcsv}, from::IOStream, ::Type{DataFrame}) + @require DelimitedFiles + result = DelimitedFiles.readdlm(from, ',', DataFrame) + close(from) + result +end + +end +#+end_src + +Packages that implement loaders with other packages are recommended to use Julia +1.9's [[https://pkgdocs.julialang.org/dev/creating-packages/#Conditional-loading-of-code-in-packages-(Extensions)][Package Extensions]], together with the ~@requires~ macro and ~invokelatest~ like so: + +#+begin_src julia +# CsvLoaderPkg/src/loader.jl +function load(::DataLoader{:csv}, from::IOStream, t::Type{DataFrame}) + @require CSV + invokelatest(_load_csv, from, t) +end +#+end_src + +#+begin_src julia +# CsvLoaderPkg/ext/csv.jl +module csv + +using CSV +import CsvLoaderPkg: _load_csv + +function _load_csv(from::IOStream, ::Type{DataFrame}) + result = CSV.read(from, DataFrame) + close(from) + result +end + +end +#+end_src diff --git a/Core/docs/src/plugins.org b/Core/docs/src/plugins.org new file mode 100644 index 000000000..692de6cb3 --- /dev/null +++ b/Core/docs/src/plugins.org @@ -0,0 +1,204 @@ +#+title: Plugins & Advice + +In DataToolkit, the plugin system enables key behaviour to be completely +transformed when operating on a given ~DataCollection~. + +#+begin_src @docs +Plugin +@dataplugin +#+end_src + +* Advice + +Inspired by Lisp, =DataToolkitCore= comes with a method of completely transforming +its behaviour at certain defined points. This is essentially a restricted form +of [[https://en.wikipedia.org/wiki/Aspect-oriented_programming][Aspect-oriented programming]]. At certain declared locations (termed "join +points"), we consult a list of "advise" functions that modify the execution at +that point, and apply the (matched via "pointcuts") advise functions +accordingly. + +[[file:assets/join-point-model.svg]] + +Each applied advise function is wrapped around the invocation of the join point, +and is able to modify the arguments, execution, and results of the join point. + +[[file:assets/advice-flow.svg]] + +#+begin_src @docs +Advice +AdviceAmalgamation +@advise +#+end_src + +* Advisement (join) points + +** Parsing and serialisation of data sets and collections + +~DataCollection~​s, ~DataSet~​s, and ~DataTransformer~​s are advised at two +stages during parsing: +1. When calling ~fromspec~ on the ~Dict~ representation, at the start of parsing +2. At the end of the ~fromspec~ function, calling ~identity~ on the object + +Serialisation is performed through the ~tospec~ call, which is also advised. + +The signatures of the advised function calls are as follows: + +#+begin_src julia +fromspec(DataCollection, spec::Dict{String, Any}; path::Union{String, Nothing})::DataCollection +identity(collection::DataCollection)::DataCollection +tospec(collection::DataCollection)::Dict +#+end_src + +#+begin_src julia +fromspec(DataSet, collection::DataCollection, name::String, spec::Dict{String, Any})::DataSet +identity(dataset::DataSet)::DataSet +tospec(dataset::DataSet)::Dict +#+end_src + +#+begin_src julia +fromspec(DT::Type{<:DataTransformer}, dataset::DataSet, spec::Dict{String, Any})::DT +identity(dt::DataTransformer)::DataTransformer +tospec(dt::DataTransformer)::Dict +#+end_src + +** Processing identifiers + +Both the parsing of an ~Identifier~ from a string, and the serialisation of an ~Identifier~ to a string are advised. Specifically, the following function calls: +#+begin_src julia +parse_ident(spec::AbstractString) +string(ident::Identifier) +#+end_src + +** The data flow arrows + +The reading, writing, and storage of data may all be advised. Specifically, +the following function calls: +#+begin_src julia +load(loader::DataLoader, datahandle, as::Type) +storage(provider::DataStorage, as::Type; write::Bool) +save(writer::DataWriter, datahandle, info) +#+end_src + +* Index of advised calls (join points) + +#+begin_src @eval +using Markdown +content = Any[] + +const AdviseRecord = NamedTuple{(:location, :parent, :invocation), Tuple{LineNumberNode, <:Union{Expr, Symbol}, Expr}} +function findadvice!(acc::Vector{AdviseRecord}, expr::Expr; parent=nothing) + if expr.head == :macrocall && first(expr.args) == Symbol("@advise") + !isnothing(parent) || @warn "Macro @$(expr.args[2]) has no parent function" + push!(acc, (; location=expr.args[2], parent, invocation=expr.args[end])) + else + if isnothing(parent) && expr.head == :function + parent = if first(expr.args) isa Expr + first(first(expr.args).args) + else + first(expr.args) + end + elseif isnothing(parent) && expr.head == :(=) && + first(expr.args) isa Expr && first(expr.args).head == :call + parent = first(first(expr.args).args) + end + findadvice!.(Ref(acc), expr.args; parent) + end +end +findadvice!(acc, ::Any; parent=nothing) = nothing + +alladvice = Vector{AdviseRecord}() +for (root, dirs, files) in walkdir("../../src") + for file in files + file == "precompile.jl" && continue + @info "Analysing $file for advise" + path = joinpath(root, file) + expr = Meta.parseall(read(path, String); filename=path) + findadvice!(alladvice, expr) + end +end + +AdvItem = NamedTuple{(:line, :parent, :invocation), Tuple{Int, Union{Expr, Symbol}, Expr}} +advbyfunc = Dict{Symbol, Dict{Symbol, Vector{AdvItem}}}() +atypes = first.(getfield.(getfield.(alladvice, :invocation), :args)) |> unique +afiles = getfield.(getfield.(alladvice, :location), :file) |> unique + +for atype in atypes + advs = filter(a -> first(a.invocation.args) == atype, alladvice) + advbyfunc[atype] = Dict{Symbol, Vector{AdvItem}}() + for (; location, parent, invocation) in advs + if !haskey(advbyfunc[atype], location.file) + advbyfunc[atype][location.file] = Vector{AdvItem}() + end + push!(advbyfunc[atype][location.file], (; line=location.line, parent, invocation)) + end +end + +push!(content, Markdown.Paragraph([ + "There are ", Markdown.Bold(string(length(alladvice))), + " advised function calls, across ", + Markdown.Bold(string(length(unique(getfield.(getfield.(alladvice, :location), :file))))), + " files, covering ", Markdown.Bold(string(length(advbyfunc))), + " functions (automatically detected)."])) + +push!(content, Markdown.Header{3}(["Arranged by function"])) + +for fname in sort(keys(advbyfunc) |> collect) + instances = advbyfunc[fname] + nadv = sum(length, values(instances)) + push!(content, Markdown.Header{4}([ + Markdown.Code(String(fname)), + if nadv == 1 + " (1 instance)" + else + " ($nadv instances)" + end])) + list = Markdown.List(Any[], -1, false) + for file in sort(keys(instances) |> collect) + details = instances[file] + sublist = Markdown.List(Any[], -1, false) + for (; line, parent, invocation) in details + push!(sublist.items, Markdown.Paragraph( + ["On line ", string(line), " ", + Markdown.Code(string(invocation)), + " is advised within a ", + Markdown.Code(string(parent)), " method."])) + end + push!(list.items, Any[ + Markdown.Paragraph([Markdown.Italic(last(splitpath(String(file))))]), + sublist]) + end + push!(content, list) +end + +push!(content, Markdown.Header{3}(["Arranged by file"])) + +advbyfile = Dict{Symbol, Vector{AdvItem}}() +for (; location, parent, invocation) in alladvice + if !haskey(advbyfile, location.file) + advbyfile[location.file] = Vector{AdvItem}() + end + push!(advbyfile[location.file], (; line=location.line, parent, invocation)) +end + +for file in sort(afiles) + instances = advbyfile[file] + push!(content, Markdown.Header{5}([ + Markdown.Code(last(splitpath(String(file)))), + if length(instances) == 1 + " (1 instance)" + else + " ($(length(instances)) instances)" + end])) + list = Markdown.List(Any[], -1, false) + for (; line, parent, invocation) in instances + push!(list.items, [Markdown.Paragraph( + ["On line ", string(line), " ", + Markdown.Code(string(invocation)), + " is advised within a ", + Markdown.Code(string(parent)), " method."])]) + end + push!(content, list) +end + +Markdown.MD(content) |> string |> Markdown.parse +#+end_src diff --git a/Core/docs/src/transformers.org b/Core/docs/src/transformers.org new file mode 100644 index 000000000..fa6eac658 --- /dev/null +++ b/Core/docs/src/transformers.org @@ -0,0 +1,44 @@ +#+title: Transformers + +The way DataToolkit actually interacts with datasets in through /transformers/. + +[[file:assets/data-transformers.svg]] + +#+begin_details "Applying a category theory lens" +If we consider storage locations (storage), raw data (data), and informative +representations of the data (information) to be /categories/, then if you squint a +bit the =storage=, =loader=, and =writer= transformers can be viewed as functors. + +This doesn't make much of a practical impact, but I think it's a fun way of +framing things. + +[[file:assets/data-category-theory.svg]] +#+end_details + +* Transformer types + +#+begin_src @docs +DataTransformer +DataStorage +DataLoader +DataWriter +#+end_src + +* Implementation API + +#+begin_src @docs +storage +getstorage +putstorage +load +save +#+end_src + +* Extras + +#+begin_src @docs +supportedtypes +createauto +createinteractive +createpriority +#+end_src diff --git a/Core/docs/src/utilities.org b/Core/docs/src/utilities.org new file mode 100644 index 000000000..60b98102d --- /dev/null +++ b/Core/docs/src/utilities.org @@ -0,0 +1,10 @@ +#+title: Utilities + +#+begin_src @docs +SystemPath +FilePath +DirPath +@log_do +@getparam +atomic_write +#+end_src diff --git a/Core/ext/AbstractTreesExt.jl b/Core/ext/AbstractTreesExt.jl new file mode 100644 index 000000000..13388a098 --- /dev/null +++ b/Core/ext/AbstractTreesExt.jl @@ -0,0 +1,11 @@ +module AbstractTreesExt + +using DataToolkitCore +using AbstractTrees + +AbstractTrees.children(dataset::DataSet) = + DataToolkitCore.referenced_datasets(dataset) + +AbstractTrees.printnode(io::IO, d::DataSet) = print(io, d.name) + +end diff --git a/Core/ext/MetaGraphsNextExt.jl b/Core/ext/MetaGraphsNextExt.jl new file mode 100644 index 000000000..0fd71b6b5 --- /dev/null +++ b/Core/ext/MetaGraphsNextExt.jl @@ -0,0 +1,39 @@ +module MetaGraphsNextExt + +using DataToolkitCore: DataCollection, DataSet, referenced_datasets, Identifier + +using MetaGraphsNext +using MetaGraphsNext.Graphs +import MetaGraphsNext.MetaGraph + +function MetaGraph(datasets::Vector{DataSet}) + graph = MetaGraphsNext.MetaGraph(DiGraph(), label_type=String, vertex_data_type=DataSet) + labels = Dict{DataSet, String}() + function getlabel(ds::DataSet) + get!(labels, ds) do + replace(sprint(io -> show(IOContext(io, :data_collection => ds.collection), + MIME("text/plain"), Identifier(ds))), + "■:" => "") + end + end + seen = Set{DataSet}() + queue = copy(datasets) + while !isempty(queue) + ds = popfirst!(queue) + ds in seen && continue + push!(seen, ds) + haskey(labels, ds) || add_vertex!(graph, getlabel(ds), ds) + deps = referenced_datasets(ds) + for dep in deps + haskey(labels, dep) || add_vertex!(graph, getlabel(dep), dep) + add_edge!(graph, labels[dep], labels[ds]) + push!(queue, dep) + end + end + graph +end + +MetaGraph(ds::DataSet) = MetaGraph([ds]) +MetaGraph(dc::DataCollection) = MetaGraph(dc.datasets) + +end diff --git a/Core/src/DataToolkitCore.jl b/Core/src/DataToolkitCore.jl new file mode 100644 index 000000000..61b606d9c --- /dev/null +++ b/Core/src/DataToolkitCore.jl @@ -0,0 +1,77 @@ +module DataToolkitCore + +using UUIDs, TOML, Dates + +using PrecompileTools +using Preferences +using Base.Threads + +# NOTE: We export so many symbols because this package is +# specifically intended as a dependency for other packages +# that are building a more general-purpose DataToolkit package. +# This means we want to prioritise convenience over avoiding +# concerns about namespace pollution, since this huge list of +# exports will not be visible to indirect users of this package. + +# Useful types +export DataCollection, DataSet, Identifier, QualifiedType, + DataTransformer, DataStorage, DataLoader, DataWriter +# Overload targets +export load, save, storage, getstorage, putstorage, supportedtypes, + createinteractive, createauto, createpriority +# Implementing a transformer/plugin +export @advise, @getparam +# Retrieval functions +export loadcollection!, getlayer, dataset, resolve, refine, parse_ident, typeify +# Creation functions +export create, create!, dataset!, storage!, loader!, writer! +# Manipulation functions +export stack_index, stack_move, stack_remove!, + plugin_add, plugin_remove, plugin_info, plugin_list, + config_get, config_set, config_unset +# Package loading +export @require, @addpkg, addpkg, invokepkglatest +# Linting +export LintReport, LintItem, lint, lintfix +# Useful utils +export SystemPath, FilePath, DirPath, @log_do, @getparam, atomic_write +# Custom exceptions +export IdentifierException, UnresolveableIdentifier, AmbiguousIdentifier, + PackageException, UnregisteredPackage, MissingPackage, + DataOperationException, CollectionVersionMismatch, EmptyStackError, + ReadonlyCollection, TransformerError, UnsatisfyableTransformer, + OrphanDataSet, InvalidParameterType, ImpossibleTypeException +# Key variables +export STACK, DATA_CONFIG_RESERVED_ATTRIBUTES +# Plugin system components +export PLUGINS, PLUGINS_DOCUMENTATION, DEFAULT_PLUGINS, Plugin, + @dataplugin, fromspec, tospec, Advice, AdviceAmalgamation + +include("model/types.jl") +include("model/globals.jl") +include("model/utils.jl") +include("model/advice.jl") +include("model/errors.jl") + +include("model/qualifiedtype.jl") +include("model/identification.jl") +include("model/parameters.jl") +include("model/stack.jl") +include("model/parser.jl") +include("model/writer.jl") +include("model/usepkg.jl") +include("model/dataplugin.jl") + +include("interaction/logging.jl") # Need to be loaded early +include("interaction/typetransforms.jl") +include("interaction/externals.jl") +include("interaction/creation.jl") +include("interaction/manipulation.jl") +include("interaction/display.jl") +include("interaction/lint.jl") + +include("precompile.jl") + +function add_datasets! end # For `ext/AbstractTreesExt.jl` + +end diff --git a/Core/src/interaction/creation.jl b/Core/src/interaction/creation.jl new file mode 100644 index 000000000..c2d052199 --- /dev/null +++ b/Core/src/interaction/creation.jl @@ -0,0 +1,401 @@ +# For programmatic creation of DataCollection elements + +function DataCollection(name::Union{String, Nothing}, config::Dict{String, <:Any}; + path::Union{String, Nothing}=nothing, uuid::UUID=uuid4(), + plugins::Vector{String}=String[], mod::Module=Base.Main) + collection = DataCollection( + LATEST_DATA_CONFIG_VERSION, name, uuid, plugins, + toml_safe(config), DataSet[], path, + AdviceAmalgamation(plugins), mod) + @advise identity(collection) +end + +DataCollection(name::Union{String, Nothing}=nothing; + path::Union{String, Nothing}=nothing, uuid::UUID = uuid4(), + plugins::Vector{String}=String[], mod::Module=Base.Main, + kwargs...) = + DataCollection(name, Dict{String, Any}(String(k) => v for (k, v) in kwargs); + path, uuid, plugins, mod) + +# Creating safe toml values from API-passed values + +""" + toml_safe(value) + +Recursively convert `value` to a form that DataToolkit can safely encode to TOML. +""" +function toml_safe end + +toml_safe(c::DataCollection, v::Vector) = Vector{Any}(map(Base.Fix1(toml_safe, c), v)) +toml_safe(c::DataCollection, d::Dict) = Dict{String, Any}(string(k) => toml_safe(c, v) for (k, v) in d) +toml_safe(c::DataCollection, i::Identifier) = dataset_parameters(c, Val(:encode), i) +toml_safe(c::DataCollection, d::DataSet) = toml_safe(c, Identifier(d)) + +toml_safe(d::DataSet, x) = toml_safe(d.collection, x) +toml_safe(t::DataTransformer, x) = toml_safe(t.dataset, x) + +toml_safe(::DataCollection, x) = toml_safe(x) +toml_safe(v::Vector) = Vector{Any}(map(toml_safe, v)) +toml_safe(d::Dict) = Dict{String, Any}(string(k) => toml_safe(v) for (k, v) in d) +toml_safe(q::QualifiedType) = string(q) +toml_safe(T::DataType) = toml_safe(QualifiedType(T)) +toml_safe(x::TOML.Internals.Printer.TOMLValue) = x +toml_safe(x::Any) = string(x) + +# DataSet creation + +""" + create(parent::DataCollection, ::Type{DataSet}, name::AbstractString, specification::Dict{String, <:Any}) + create(parent::DataCollection, ::Type{DataSet}, name::AbstractString, specification::Pair{String, <:Any}...) + +Create a new [`DataSet`](@ref) that is a child of `parent` with a given `name` and `specification`. + +See also: [`create!`](@ref). +""" +function create(parent::DataCollection, ::Type{DataSet}, name::AbstractString, spec::Dict{String, <:Any}) + if !haskey(spec, "uuid") + spec = merge(spec, Dict("uuid" => uuid4())) + end + uuid = if haskey(spec, "uuid") UUID(spec["uuid"]) else uuid4() end + dataset = @advise fromspec(DataSet, parent, String(name), toml_safe(parent, spec)) +end + +function create!(parent::DataCollection, ::Type{DataSet}, name::AbstractString, spec::Dict{String, <:Any}) + dataset = create(parent, DataSet, name, spec) + push!(parent.datasets, dataset) + dataset +end + +""" + create!(parent::DataSet, ::Type{DataSet}, name::AbstractString, specification::Dict{String, <:Any}) + create!(parent::DataSet, ::Type{DataSet}, name::AbstractString, specification::Pair{String, <:Any}...) + +Create a new [`DataSet`](@ref) that is a child of `parent` with a given `name` and `specification`, +and add it to the `parent`'s list of datasets. + +See also: [`create`](@ref). +""" +create!(parent::DataCollection, ::Type{DataSet}, name::AbstractString, specs::Pair{String, <:Any}...) = + create!(parent, DataSet, name, Dict{String, Any}(specs)) + +create!(::Type{DataSet}, args...) = create(getlayer(), DataSet, args...) + +function dataset!(collection::DataCollection, name::String, parameters::Dict{String, <:Any}) + dataset = DataSet(collection, name, uuid4(), + toml_safe(collection, parameters), + DataStorage[], DataLoader[], DataWriter[]) + push!(collection.datasets, dataset) + dataset +end + +dataset!(collection::DataCollection, name::String, parameters::Pair{String, <:Any}...) = + dataset!(collection, name, toml_safe(collection, parameters)) + +# Transformer creation (pure) + +""" + create(parent::DataSet, T::Type{<:DataTransformer}, spec::Dict{String, <:Any}) + create(parent::DataSet, T::Type{<:DataTransformer}, driver::Symbol, spec::Dict{String, <:Any}) + create(parent::DataSet, T::Type{<:DataTransformer}, driver::Symbol, specs::Pair{String, <:Any}...) + +Create a new data transformer of type `T` that is a child of the `parent` dataset, +with a given specification `spec`. + +The `driver` argument may be explicitly specified as a symbol, or it may be +included as part of `spec`. + +See also: [`create!`](@ref). +""" +function create(parent::DataSet, T::Type{<:DataTransformer}, spec::Dict{String, <:Any}) + T <: DataStorage || T <: DataLoader || T <: DataWriter || + throw(ArgumentError("Unknown transformer type: $T")) + tdriver(::Type{<:DataTransformer}) = nothing + tdriver(::Type{<:DataTransformer{_kind, D}}) where {_kind, D} = D + if !haskey(spec, "driver") + driver = tdriver(T) + if !isnothing(driver) + spec = merge(spec, Dict("driver" => String(driver))) + end + end + if !isempty(spec) + spec = toml_safe(parent, spec) + end + @advise fromspec(T, parent, toml_safe(parent, spec)) +end + +create(parent::DataSet, T::Type{<:DataTransformer}, driver::Symbol, spec::Dict{String, <:Any} = Dict{String, Any}()) = + create(parent, T, merge(toml_safe(parent, spec), Dict("driver" => String(driver)))) + +create(parent::DataSet, T::Type{<:DataTransformer}, driver::Symbol, specs::Pair{String, <:Any}...) = + create(parent, T, driver, toml_safe(parent, specs)) + +# Transformer creation (modifying) + +""" + create!(parent::DataSet, T::Type{<:DataTransformer}, spec::Dict{String, <:Any}) + create!(parent::DataSet, T::Type{<:DataTransformer}, driver::Symbol, spec::Dict{String, <:Any}) + create!(parent::DataSet, T::Type{<:DataTransformer}, driver::Symbol, specs::Pair{String, <:Any}...) + +Create a new data transformer of type `T` that is a child of the `parent` dataset, +with a given specification `spec`, and add it to the appropriate list of transformers. + +See also: [`create`](@ref), [`loader!`](@ref), [`storage!`](@ref), [`writer!`](@ref). +""" +function create!(parent::DataSet, T::Type{<:DataTransformer}, spec::Dict{String, <:Any}) + dslist = if T <: DataStorage + parent.storage + elseif T <: DataLoader + parent.loaders + elseif T <: DataWriter + parent.writers + else + throw(ArgumentError("Unknown transformer type: $T")) + end + transformer = create(parent, T, spec) + push!(dslist, transformer) + transformer +end + +create!(parent::DataSet, T::Type{<:DataTransformer}, driver::Symbol, spec::Dict{String, <:Any} = Dict{String, Any}()) = + create!(parent, T, merge(spec, Dict("driver" => String(driver)))) + +create!(parent::DataSet, T::Type{<:DataTransformer{_kind, D}}, spec::Dict{String, <:Any} = Dict{String, Any}()) where {_kind, D} = + create!(parent, T, D, spec) + +create!(parent::DataSet, T::Type{<:DataTransformer{_kind, D}}, driver::Symbol, specs::Pair{String, <:Any}...) where {_kind, D} = + create!(parent, T, D, driver, Dict{String, Any}(specs)) + +# Dedicated storage/loader/writer creation (modifying) + +""" + storage!(dataset::DataSet, driver::Symbol, parameters::Dict{String, <:Any}) + storage!(dataset::DataSet, driver::Symbol, parameters::Pair{String, <:Any}...) + +Create a new data storage transformer that is a child of the `dataset` dataset, +with a given driver `driver` and specification `parameters`, and add it to the +`dataset`'s list of storage transformers. + +See also: [`create!`](@ref), [`loader!`](@ref), [`writer!`](@ref). +""" +storage!(dataset::DataSet, driver::Symbol, parameters::Dict{String, <:Any}) = + create!(dataset, DataStorage, driver, parameters) + +storage!(dataset::DataSet, driver::Symbol, parameters::Pair{String, <:Any}...) = + storage!(dataset, driver, toml_safe(dataset, Dict{String, Any}(parameters))) + +""" + loader!(dataset::DataSet, driver::Symbol, parameters::Dict{String, <:Any}) + loader!(dataset::DataSet, driver::Symbol, parameters::Pair{String, <:Any}...) + +Create a new data loader transformer that is a child of the `dataset` dataset, +with a given driver `driver` and specification `parameters`, and add it to the +`dataset`'s list of loader transformers. + +See also: [`create!`](@ref), [`storage!`](@ref), [`writer!`](@ref). +""" +loader!(dataset::DataSet, driver::Symbol, parameters::Dict{String, <:Any}) = + create!(dataset, DataLoader, driver, parameters) + +loader!(dataset::DataSet, driver::Symbol, parameters::Pair{String, <:Any}...) = + loader!(dataset, driver, toml_safe(dataset, Dict{String, Any}(parameters))) + +""" + writer!(dataset::DataSet, driver::Symbol, parameters::Dict{String, <:Any}) + writer!(dataset::DataSet, driver::Symbol, parameters::Pair{String, <:Any}...) + +Create a new data writer transformer that is a child of the `dataset` dataset, +with a given driver `driver` and specification `parameters`, and add it to the +`dataset`'s list of writer transformers. + +See also: [`create!`](@ref), [`storage!`](@ref), [`loader!`](@ref). +""" +writer!(dataset::DataSet, driver::Symbol, parameters::Dict{String, <:Any}) = + create!(dataset, DataWriter, driver, parameters) + +writer!(dataset::DataSet, driver::Symbol, parameters::Pair{String, <:Any}...) = + writer!(dataset, driver, toml_safe(dataset, Dict{String, Any}(parameters))) + +# Interactive/specialised transformer creation + +""" + trycreateauto(parent::DataSet, T::Type{<:DataTransformer{_kind, driver}}, arg::String; interactive::Bool=isinteractive()) + +Attempts to create a data transformer of type `T` associated with the `parent` +dataset using the specified `arg`. The function can operate in both interactive +and non-interactive modes, depending on the value of the `interactive` flag. + +If `interactive` is set to `true`, the function first attempts to create the +transformer interactively using `createinteractive`. This involves prompting the +user for additional input if needed. If the interactive creation is successful +and returns a valid specification, it is used to instantiate the transformer. + +If `interactive` is `false`, or if `createinteractive` returns `nothing`, the +function proceeds to attempt an automatic creation using `createauto`. This +method attempts to create the transformer without user input. If `createauto` +returns a valid specification, the transformer is created accordingly. + +The function returns the created transformer if successful, or `nothing` if the +creation process fails in both interactive and non-interactive modes. +""" +function trycreateauto(parent::DataSet, T::Type{<:DataTransformer{_kind, driver}}, arg::String; + interactive::Bool=isinteractive()) where {_kind, driver} + @nospecialize + if interactive + paramspec = createinteractive(parent, T, arg) + if paramspec === true + spec = Dict{String, Any}() + end + if paramspec ∉ (false, nothing) + prefix = " $(string(nameof(T))[5])($driver) " + spec = Dict{String, Any}(interactiveparams(paramspec, prefix)) + return create(parent, T, toml_safe(parent, spec)) + end + end + spec = createauto(parent, T, arg)::Union{Dict{String, <:Any}, Bool, Nothing} + spec ∈ (false, nothing) && return + if spec === true + spec = Dict{String, Any}() + end + create(parent, T, toml_safe(parent, spec)) +end + +""" + trycreateauto(parent::DataSet, T::Type{<:DataTransformer}, driver::Symbol, source::String; + minpriority::Int=-100, maxpriority::Int=100, interactive::Bool=isinteractive()) + +Attempt to create a new `T` with driver `driver` from `parent`. + +If `driver` is the symbol `*` then all possible drivers are checked and the +highest priority (according to `createpriority`) valid driver used. Drivers with +a priority outside `minpriority`–`maxpriority` will not be considered. + +The created data transformer is returned, unless the given `driver` is not +valid, in which case `nothing` is returned instead. +""" +function trycreateauto(parent::DataSet, T::Type{<:DataTransformer}, driver::Symbol, source::String; + minpriority::Int=-100, maxpriority::Int=100, interactive::Bool=isinteractive()) + @nospecialize + if driver !== :* + return trycreateauto(parent, T{driver}, source) + end + relevant_methods = if T == DataStorage + vcat(methods(storage), methods(getstorage)) + elseif T == DataLoader + methods(load) + elseif T == DataWriter + methods(save) + end + alldrivers = Symbol[] + for m in relevant_methods + arg1 = Base.unwrap_unionall(Base.unwrap_unionall(m.sig).types[2]) + if arg1 isa DataType && first(arg1.parameters) isa Symbol && + minpriority <= createpriority(T{arg1}) <= maxpriority + push!(alldrivers, first(arg1.parameters)) + end + end + sort!(alldrivers, by = drv -> createpriority(T{drv})) + for drv in alldrivers + transformer = trycreateauto(parent, T{drv}, source) + !isnothing(transformer) && return transformer + end +end + +""" + createinteractive([dataset::DataSet], T::Type{<:DataTransformer}, source::String) + +Attempts to create a data transformer of type `T` with user interaction, using +`source` and `dataset`. Prompts the user for additional information if required. +Returns either a specification for the transformer as a dictionary, `true` to +indicate that an empty (no parameters) transformer should be created, or +`nothing` if the transformer cannot be created interactively. + +Specific transformers should implement specialised forms of this function, +either returning `nothing` if creation is not applicable, or a "create spec +form" as a list of `key::String => value` pairs. For example: + +["foo" => "bar", + "baz" => 2] + +In addition to accepting TOML-representable values, a `NamedTuple` can be used +to define the interactive prompt with fields like: + +(; prompt::String = "\$key", + type::Type{String or Bool or <:Number} = String, + default::type = false or "", + optional::Bool = false, + skipvalue::Any = nothing, + post::Function = identity) + +The function can also accept a `Function` that takes the current specification +as an argument and returns a TOML-representable value or `NamedTuple`. + +Use this function when user interaction is necessary for the creation process. +For cases where the creation can be handled programmatically without user input, +consider using `createauto`. +""" +function createinteractive end + +createinteractive(::DataSet, T::Type{<:DataTransformer}, arg::String) = + createinteractive(T, arg) +createinteractive(::Type{<:DataTransformer}, ::String) = nothing + +""" + interactiveparams(spec::Vector, prefix::AbstractString = " ") + +Interactively prompt the user for parameters based on the specification `spec`, +using `prefix` as the prompt prefix. Returns a dictionary of the parameters +entered by the user, or `nothing`. + +Display backends are searched in the order of `Base.Multimedia.displays`, and +can declare support by implementing + + interactiveparams(display, spec::Vector, prefix::AbstractString) +""" +function interactiveparams(spec::Vector, prefix::AbstractString = " ") + for display in Base.Multimedia.displays + filled = interactiveparams(display, spec, prefix) + !isnothing(filled) && return filled + end +end + +interactiveparams(_display::Any, _spec::Vector, _promptprefix::AbstractString) = + nothing + +""" + createauto([dataset::DataSet], T::Type{<:DataTransformer}, source::String) + +Automatically attempts to create a data transformer of type `T` using `source` +and optionally `dataset`, without requiring user interaction. Returns either a +specification for the transformer as a `Dict{String, Any}`, `true` to indicate +that an empty (no parameters) transformer should be created, or +`false`/`nothing` if the transformer cannot be created automatically. + +Specific transformers should implement specialised forms of this function, +either returning `nothing` if automatic creation is not possible, or a "create +spec form" as a list of `key::String => value` pairs. For example: + +``` +["foo" => "bar", + "baz" => 2] +``` + +Use this function when the creation process should be handled programmatically +without user input. If user interaction is required to gather additional +information use `createinteractive`. +""" +function createauto end + +createauto(::DataSet, T::Type{<:DataTransformer}, arg::String) = + createauto(T, arg) +createauto(::Type{<:DataTransformer}, ::Any) = nothing + +# `createpriority` isn't actually used anywhere in DTkCore, +# but it needs to be defined somewhere fairly central to +# make it easy to be extended and used across packages. +""" + createpriority(T::Type{<:DataTransformer}) + +The priority with which a transformer of type `T` should be created. +This can be any integer, but try to keep to -100–100 (see `create`). +""" +createpriority(T::Type{<:DataTransformer}) = 0 diff --git a/Core/src/interaction/display.jl b/Core/src/interaction/display.jl new file mode 100644 index 000000000..80ce81dbe --- /dev/null +++ b/Core/src/interaction/display.jl @@ -0,0 +1,160 @@ +function Base.show(io::IO, ::MIME"text/plain", dsi::Identifier) + collection = get(io, :data_collection, nothing) + printstyled(io, if isnothing(dsi.collection) + '□' + elseif !isempty(STACK) && ((dsi.collection isa UUID && dsi.collection == first(STACK).uuid) || + (dsi.collection isa AbstractString && dsi.collection == first(STACK).name)) + '■' + else + dsi.collection + end, + ':', color=:magenta) + if isnothing(collection) + print(io, dsi.dataset) + else + dname = string(dsi.dataset) + nameonly = Identifier(nothing, dsi.dataset, nothing, dsi.parameters) + namestr = @advise collection string(nameonly) + if startswith(namestr, dname) + print(io, dsi.dataset) + printstyled(io, namestr[nextind(namestr, length(dname)):end], + color=:cyan) + else + print(io, namestr) + end + end + if !isnothing(dsi.type) + printstyled(io, "::", string(dsi.type), color=:yellow) + end +end + +function Base.show(io::IO, dt::DataTransformer{kind, driver}) where {kind, driver} + @nospecialize + dtt = typeof(dt) + get(io, :omittype, false) || print(io, "Data", titlecase(String(kind)), '{') + printstyled(io, driver, color=:green) + get(io, :omittype, false) || print(io, '}') + print(io, "(") + for qtype in dt.type + type = typeify(qtype, mod=dt.dataset.collection.mod) + if !isnothing(type) + printstyled(io, type, color=:yellow) + else + printstyled(io, qtype.name, color=:yellow) + if !isempty(qtype.parameters) + printstyled(io, '{', join(string.(qtype.parameters), ','), '}', + color=:yellow) + end + end + qtype === last(dt.type) || print(io, ", ") + end + print(io, ")") +end + +function Base.show(io::IO, ::MIME"text/plain", a::Advice) + print(io, "Advice($(a.f))") +end + +function Base.show(io::IO, p::Plugin) + print(io, "Plugin(") + show(io, p.name) + print(io, ", [") + function context(a::Advice) + validmethods = methods(a.f, Tuple{Function, Any, Vararg{Any}}) + if length(validmethods) === 0 + string(a.f) + else + context = first(validmethods).sig.types[3:end] + string(a.f, '(', join(context, ", "), ')') + end + end + join(io, map(context, p.advisors), ", ") + print(io, "])") +end + +function Base.show(io::IO, dta::AdviceAmalgamation) + get(io, :omittype, false) || print(io, "AdviceAmalgamation(") + for plugin in dta.plugins_wanted + if plugin in dta.plugins_used + print(io, plugin, ' ') + printstyled(io, '✔', color = :green) + else + printstyled(io, plugin, ' ', color = :light_black) + printstyled(io, '✘', color = :red) + end + plugin === last(dta.plugins_wanted) || print(io, ", ") + end + get(io, :omittype, false) || print(io, ")") +end + +function Base.show(io::IO, dataset::DataSet) + if get(io, :compact, false) + printstyled(io, dataset.name, color=:blue) + print(io, " (") + qtypes = vcat(getfield.(dataset.loaders, :type)...) |> unique + for qtype in qtypes + type = typeify(qtype, mod=dataset.collection.mod) + if !isnothing(type) + printstyled(io, type, color=:yellow) + else + printstyled(io, qtype.name, color=:yellow) + if !isempty(qtype.parameters) + printstyled(io, '{', join(string.(qtype.parameters), ','), '}', + color=:yellow) + end + end + qtype === last(qtypes) || print(io, ", ") + end + print(io, ')') + return + end + print(io, "DataSet ") + if !isnothing(dataset.collection.name) + color = if length(STACK) > 0 && dataset.collection === first(STACK) + :light_black + else + :magenta + end + printstyled(io, dataset.collection.name; color) + printstyled(io, ':', color=:light_black) + end + printstyled(io, dataset.name, bold=true, color=:blue) + for (label, field) in [("Storage", :storage), + ("Loaders", :loaders), + ("Writers", :writers)] + entries = getfield(dataset, field) + if !isempty(entries) + print(io, "\n ", label, ": ") + for entry in entries + show(IOContext(io, :compact => true, :omittype => true), entry) + entry === last(entries) || print(io, ", ") + end + end + end +end + +function Base.show(io::IO, datacollection::DataCollection) + if get(io, :compact, false) + printstyled(io, datacollection.name, color=:magenta) + return + end + print(io, "DataCollection:") + if !isnothing(datacollection.name) + printstyled(io, ' ', datacollection.name, color=:magenta) + end + if iswritable(datacollection) + printstyled(io, " (writable)", color=:light_black) + elseif get(datacollection, "locked", false) === true + printstyled(io, " (locked)", color=:light_black) + end + if !isempty(datacollection.plugins) + print(io, "\n Plugins: ") + show(IOContext(io, :compact => true, :omittype => true), + datacollection.advise) + end + print(io, "\n Data sets:") + for dataset in sort(datacollection.datasets, by = d -> natkeygen(d.name)) + print(io, "\n ") + show(IOContext(io, :compact => true), dataset) + end +end diff --git a/Core/src/interaction/externals.jl b/Core/src/interaction/externals.jl new file mode 100644 index 000000000..9133759fc --- /dev/null +++ b/Core/src/interaction/externals.jl @@ -0,0 +1,399 @@ +""" + loadcollection!(source::Union{<:AbstractString, <:IO}, mod::Module=Base.Main; + soft::Bool=false, index::Int=1) + +Load a data collection from `source` and add it to the data stack at `index`. +`source` must be accepted by `read(source, DataCollection)`. + +`mod` should be set to the Module within which `loadcollection!` is being +invoked. This is important when code is run by the collection. As such, +it is usually appropriate to call: + +```julia +loadcollection!(source, @__MODULE__; soft) +``` + +When `soft` is set, should an data collection already exist with the same UUID, +nothing will be done and `nothing` will be returned. +""" +function loadcollection!(source::Union{<:AbstractString, <:IO}, mod::Module=Base.Main; + soft::Bool=false, index::Int=1) + uuid = UUID(get(if source isa AbstractString + open(source, "r") do io TOML.parse(io) end + else + mark(source) + t = TOML.parse(source) + reset(source) + t + end, "uuid", uuid4())) + existingpos = findfirst(c -> c.uuid == uuid, STACK) + if !isnothing(existingpos) + if soft + return nothing + else + @warn "Data collection already existed on stack, replacing." + deleteat!(STACK, existingpos) + end + end + collection = read(source, DataCollection; mod) + nameconflicts = filter(c -> c.name == collection.name, STACK) + if !isempty(nameconflicts) + printstyled(stderr, "!", color=:yellow, bold=true) + print(stderr, " the data collection ") + printstyled(stderr, collection.name, color=:green) + print(stderr, " (UUID: ") + printstyled(stderr, collection.uuid, color=:yellow) + print(stderr, ")\n conflicts with datasets already loaded with the exact same name:\n") + for conflict in nameconflicts + print(stderr, " • ") + printstyled(stderr, conflict.uuid, '\n', color=:yellow) + end + println(stderr, " You must now refer to these datasets by their UUID to be unambiguous.") + end + insert!(STACK, clamp(index, 1, length(STACK)+1), collection) + collection +end + +""" + dataset([collection::DataCollection], identstr::AbstractString, [parameters::Dict{String, Any}]) + dataset([collection::DataCollection], identstr::AbstractString, [parameters::Pair{String, Any}...]) + +Return the data set identified by `identstr`, optionally specifying the `collection` +the data set should be found in and any `parameters` that apply. +""" +dataset(identstr::AbstractString)::DataSet = + resolve(identstr; resolvetype=false) +dataset(identstr::AbstractString, parameters::Dict{String, Any})::DataSet = + resolve(identstr, parameters; resolvetype=false) + +function dataset(identstr::AbstractString, kv::Pair{<:AbstractString, <:Any}, kvs::Pair{<:AbstractString, <:Any}...) + parameters = newdict(String, Any, length(kvs) + 1) + parameters[String(first(kv))] = last(kv) + for (key, value) in kvs + parameters[String(key)] = value + end + dataset(identstr, parameters) +end + +dataset(collection::DataCollection, identstr::AbstractString) = + resolve(collection, @advise collection parse_ident(identstr); + resolvetype=false)::DataSet + +function dataset(collection::DataCollection, identstr::AbstractString, parameters::Dict{String, Any}) + ident = @advise collection parse_ident(identstr) + resolve(collection, Identifier(ident, parameters); resolvetype=false)::DataSet +end + +""" + read(filename::AbstractString, DataCollection; writer::Union{Function, Nothing}) + +Read the entire contents of a file as a `DataCollection`. + +The default value of writer is `self -> write(filename, self)`. +""" +Base.read(f::AbstractString, ::Type{DataCollection}; mod::Module=Base.Main) = + open(f, "r") do io read(io, DataCollection; path=abspath(f), mod) end + +""" + read(io::IO, DataCollection; path::Union{String, Nothing}=nothing, mod::Module=Base.Main) + +Read the entirety of `io`, as a `DataCollection`. +""" +Base.read(io::IO, ::Type{DataCollection}; + path::Union{String, Nothing}=nothing, mod::Module=Base.Main) = + DataCollection(TOML.parse(io); path, mod) + +""" + read(dataset::DataSet, as::Type) + read(dataset::DataSet) # as default type + +Obtain information from `dataset` in the form of `as`, with the appropriate +loader and storage provider automatically determined. + +This executes the following component of the overall data flow: +``` + ╭────loader─────╮ + ╵ ▼ +Storage ◀────▶ Data Information +``` + +The loader and storage provider are selected by identifying the highest priority +loader that can be satisfied by a storage provider. What this looks like in practice +is illustrated in the diagram below. +``` + read(dataset, Matrix) ⟶ ::Matrix ◀╮ + ╭───╯ ╰────────────▷┬───╯ +╔═════╸dataset╺══════════════════╗ │ +║ STORAGE LOADERS ║ │ +║ (⟶ File)─┬─╮ (File ⟶ String) ║ │ +║ (⟶ IO) ┊ ╰─(File ⟶ Matrix)─┬─╫──╯ +║ (⟶ File)┄╯ (IO ⟶ String) ┊ ║ +║ (IO ⟶ Matrix)╌╌╌╯ ║ +╚════════════════════════════════╝ + + ─ the load path used + ┄ an option not taken +``` + +The types that a `DataSet` can be loaded as are determined by the `loaders`, +their declared types, and the implemented methods. If a method exists that can load +`dataset` to a subtype of `as`, it will be used. Methods that produce a type +declared in `dataset`'s `loaders` are preferred. +""" +function Base.read(dataset::DataSet, as::Type)::as + @log_do("read", + "Reading $(dataset.name) as $as", + @advise read1(dataset, as)) +end + +function Base.read(dataset::DataSet) + as = nothing + for qtype in getproperty.(dataset.loaders, :type) |> Iterators.flatten + as = typeify(qtype, mod=dataset.collection.mod) + isnothing(as) || break + end + if isnothing(as) + possiblepkgs = getproperty.(getproperty.(dataset.loaders, :type) |> Iterators.flatten, :root) + helpfulextra = if isempty(possiblepkgs) + "There are no known types (from any packages) that this data set can be loaded as." + else + "You may have better luck with one of the following packages loaded: $(join(sort(unique(possiblepkgs)), ", "))" + end + throw(TransformerError( + "Data set $(sprint(show, dataset.name)) could not be loaded in any form.\n $helpfulextra")) + end + read(dataset, as) +end + +""" + read1(dataset::DataSet, as::Type) + +The advisable implementation of `read(dataset::DataSet, as::Type)`, which see. + +This is essentially an exercise in useful indirection. +""" +function read1(dataset::DataSet, as::Type) + for loader in dataset.loaders + l_steps = typesteps(loader, as) + isempty(l_steps) && continue + # Find the highest priority load function that can be satisfied, + # by going through each of the storage backends one at a time: + # looking for the first that is (a) compatible with a load function, + # and (b) available (checked via `!isnothing`). + for storage in dataset.storage + for (Tloader_in, Tloader_out) in l_steps + s_steps = typesteps(storage, Tloader_in; write = false) + for (_, Tstorage_out) in s_steps + datahandle = open(dataset, Tstorage_out; write = false) + if !isnothing(datahandle) + result = @advise dataset load(loader, datahandle, Tloader_out) + if !isnothing(result) + return something(result) + elseif datahandle isa IOStream + close(datahandle) + end + end + end + end + end + # Check for a "null storage" option. This is to enable loaders + # like DataToolkitCommon's `:julia` which can construct information + # without an explicit storage backend. + for (Tloader_in, Tloader_out) in l_steps + if Tloader_in == Nothing + result = @advise dataset load(loader, nothing, as) + !isnothing(result) && return something(result) + end + end + end + throw(guess_read_failure_cause(dataset, as)) +end + +function guess_read_failure_cause(dataset::DataSet, as::Type) + loader_steps = [typesteps(loader, as) for loader in dataset.loaders] |> Iterators.flatten |> collect + if all(isempty, loader_steps) + UnsatisfyableTransformer(dataset, DataLoader, [QualifiedType(as)]) + else + loader_intypes = map(QualifiedType, map(first, loader_steps) |> unique) + UnsatisfyableTransformer(dataset, DataStorage, loader_intypes) + end +end + +function Base.read(ident::Identifier, as::Type) + dataset = resolve(ident, resolvetype=false) + read(dataset, as) +end + +function Base.read(ident::Identifier) + isnothing(ident.type) && + throw(ArgumentError("Cannot read from DataSet Identifier without type information.")) + mod = getlayer(ident.collection).mod + read(ident, typeify(ident.type; mod)) +end + +""" + load(loader::DataLoader{driver}, source::Any, as::Type) + +Using a certain `loader`, obtain information in the form of +`as` from the data given by `source`. + +This fulfils this component of the overall data flow: +``` + ╭────loader─────╮ + ╵ ▼ +Data Information +``` + +When the loader produces `nothing` this is taken to indicate that it was unable +to load the data for some reason, and that another loader should be tried if +possible. This can be considered a soft failure. Any other value is considered +valid information. +""" +function load end + +load((loader, source, as)::Tuple{DataLoader, Any, Type}) = + load(loader, source, as) + +# A selection of fallback methods for various forms of raw file content + +""" + open(dataset::DataSet, as::Type; write::Bool=false) + +Obtain the data of `dataset` in the form of `as`, with the appropriate storage +provider automatically selected. + +A `write` flag is also provided, to help the driver pick a more appropriate form +of `as`. + +This executes the following component of the overall data flow: +``` + ╭────loader─────╮ + ╵ ▼ +Storage ◀────▶ Data Information +``` +""" +function Base.open(data::DataSet, as::Type; write::Bool=false) + for storage_provider in data.storage + for (_, Tout) in typesteps(storage_provider, as; write) + result = @advise data storage(storage_provider, Tout; write) + if !isnothing(result) + return something(result) + end + end + end +end +# Base.open(data::DataSet, qas::QualifiedType; write::Bool) = +# open(typeify(qas, mod=data.collection.mod), data; write) + +""" + storage(storer::DataStorage, as::Type; write::Bool=false) + +Fetch the `as` from `storer`, appropiate for reading data from or writing data +to (depending on `write`). + +By default, this just calls [`getstorage`](@ref) or [`putstorage`](@ref) (depending on `write`). + +This executes the following component of the overall data flow: +``` +Storage ◀────▶ Data +``` +""" +function storage(storer::DataStorage, as::Type; write::Bool=false) + if write + putstorage(storer, as) + else + getstorage(storer, as) + end +end + +""" + getstorage(storer::DataStorage, as::Type) + +Fetch the `as` form of `storer`, for reading data from. + +This executes the following component of the overall data flow: +``` +Storage ─────▶ Data +``` + +See also: [`storage`](@ref), [`putstorage`](@ref). +""" +getstorage(::DataStorage, ::Any) = nothing + +""" + putstorage(storer::DataStorage, as::Type) + +Fetch a handle in the form `as` from `storer`, that data can be written to. + +This executes the following component of the overall data flow: +``` +Storage ◀───── Data +``` + +See also: [`storage`](@ref), [`getstorage`](@ref). +""" +putstorage(::DataStorage, ::Any) = nothing + +""" + write(dataset::DataSet, info::Any) + +TODO write docstring +""" +function Base.write(dataset::DataSet, info::T) where {T} + all_write_fn_sigs = map(fn -> Base.unwrap_unionall(fn.sig), + methods(save, Tuple{DataWriter, Any, Any})) + qtype = QualifiedType(T) + # Filter to loaders which are declared in `dataset` as supporting `as`. + # These will have already been orderd by priority during parsing. + potential_writers = + filter(writer -> any(st -> ⊆(qtype, st, mod=dataset.collection.mod), writer.type), + dataset.writers) + for writer in potential_writers + write_fn_sigs = filter(fnsig -> issubtype(writer, fnsig.types[2]), all_write_fn_sigs) + # Find the highest priority save function that can be satisfied, + # by going through each of the storage backends one at a time: + # looking for the first that is (a) compatible with a save function, + # and (b) available (checked via `!isnothing`). + for storage in dataset.storage + for write_fn_sig in write_fn_sigs + supported_storage_types = Vector{Type}( + filter(!isnothing, typeify.(storage.type))) + valid_storage_types = + filter(stype -> issubtype(stype, write_fn_sig.types[3]), + supported_storage_types) + for storage_type in valid_storage_types + datahandle = open(dataset, storage_type; write = true) + if !isnothing(datahandle) + res = @advise dataset save(writer, datahandle, info) + if res isa IO && isopen(res) + close(res) + end + return nothing + end + end + end + end + end + if length(potential_writers) == 0 + throw(TransformerError("There are no writers for $(sprint(show, dataset.name)) that can work with $T")) + else + TransformerError("There are no available storage backends for $(sprint(show, dataset.name)) that can be used by a writer for $T.") + end +end + +""" + save(writer::Datasaveer{driver}, destination::Any, information::Any) + +Using a certain `writer`, save the `information` to the `destination`. + +This fulfils this component of the overall data flow: +``` +Data Information + ▲ ╷ + ╰────writer─────╯ +``` +""" +function save end + +save((writer, dest, info)::Tuple{DataWriter, Any, Any}) = + save(writer, dest, info) diff --git a/Core/src/interaction/lint.jl b/Core/src/interaction/lint.jl new file mode 100644 index 000000000..2d4f303fb --- /dev/null +++ b/Core/src/interaction/lint.jl @@ -0,0 +1,259 @@ +""" +Representation of a lint item. + +# Constructors + +```julia +LintItem(source, severity::Union{Int, Symbol}, id::Symbol, message::String, + fixer::Union{Function, Nothing}=nothing, autoapply::Bool=false) +``` + +`source` is the object that the lint applies to. + +`severity` should be one of the following values: +- `0` or `:debug`, for messages that may assist with debugging problems that may + be associated with particular configuration. +- `1` or `:info`, for informational messages understandable to end-users. +- `2` or `:warning`, for potentially harmful situations. +- `3` or `:error`, for severe issues that will prevent normal functioning. + +`id` is a symbol representing the type of lint (e.g. `:unknown_driver`) + +`message` is a message, intelligible to the end-user, describing the particular +nature of the issue with respect to `source`. It should be as specific as possible. + +`fixer` can be set to a function which modifies `source` to resolve the issue. +If `autoapply` is set to `true` then `fixer` will be called spontaneously. +The function should return `true` or `false` to indicate whether it was able +to successfully fix the issue. + +As a general rule, fixers that do or might require user input should *not* be +run automatically, and fixers that can run without any user input and +always "do the right thing" should be run automatically. + +# Examples + +TODO + +# Structure + +```julia +struct LintItem{S} + source ::S + severity ::UInt8 + id ::Symbol + message ::String + fixer ::Union{Function, Nothing} + autoapply ::Bool +end +``` +""" +struct LintItem{S} + source::S + severity::UInt8 + id::Symbol + message::String + fixer::Union{Function, Nothing} + autoapply::Bool +end + +LintItem(source, severity::Symbol, id::Symbol, message::String, + fixer::Union{Function, Nothing}=nothing, autoapply::Bool=false) = + LintItem(source, LINT_SEVERITY_MAPPING[severity], id, + message, fixer, autoapply) + +""" + lint(obj::T) + +Call all of the relevant linter functions on `obj`. More specifically, +the method table is searched for `lint(obj::T, ::Val{:linter_id})` methods +(where `:linter_id` is a stand-in for the actual IDs used), and each specific +lint function is invoked and the results combined. + +!!! note + Each specific linter function should return a vector of relevant + [`LintItem`](@ref)s, i.e. + ```julia + lint(obj::T, ::Val{:linter_id}) -> Union{Vector{LintItem{T}}, LintItem{T}, Nothing} + ``` + See the documentation on [`LintItem`](@ref) for more information on how it should be + constructed. +""" +function lint(obj::T) where {T <: Union{DataCollection, DataSet, <:DataTransformer}} + linters = methods(lint, Tuple{T, Val}).ms + @advise lint(obj, linters) +end + +function lint(obj::T, linters::Vector{Method}) where {T} + lintiter(l::Vector{LintItem}) = l + lintiter(l::LintItem) = (l,) + lintiter(::Nothing) = () + issues = Iterators.map(linters) do linter + func = first(linter.sig.parameters).instance + val = last(linter.sig.parameters) + invoke(func, Tuple{T, val}, obj, val()) |> lintiter + end |> Iterators.flatten |> collect + sort(issues, by=i -> i.severity) +end + +""" + LintReport + +A collection of [`LintItem`](@ref)s that apply to a particular +[`DataCollection`](@ref). + +Depending on the constructor called, the report may be for the entire collection +or just a single [`DataSet`](@ref). + +# Constructors + + LintReport(collection::DataCollection) -> LintReport + LintReport(dataset::DataSet) -> LintReport +""" +struct LintReport + collection::DataCollection + results::Vector{LintItem} + partial::Bool +end + +function LintReport(collection::DataCollection) + results = Vector{Vector{LintItem}}() + push!(results, lint(collection)) + for dataset in collection.datasets + push!(results, lint(dataset)) + for adtfield in (:storage, :loaders, :writers) + for dt in getfield(dataset, dtfield) + push!(results, lint(dt)) + end + end + end + LintReport(collection, Vector{LintItem}(Iterators.flatten(results) |> collect), false) +end + +function LintReport(dataset::DataSet) + results = Vector{Vector{LintItem}}() + push!(results, lint(dataset)) + for adtfield in (:storage, :loaders, :writers) + for dt in getfield(dataset, dtfield) + push!(results, lint(dt)) + end + end + LintReport(dataset.collection, + Vector{LintItem}(Iterators.flatten(results) |> collect), + true) +end + +function Base.show(io::IO, report::LintReport) + printstyled(io, ifelse(report.partial, "Partial lint results for '", "Lint results for '"), + report.collection.name, "' collection", + color=:blue, bold=true) + printstyled(io, " ", report.collection.uuid, color=:light_black) + if isempty(report.results) + printstyled("\n ✓ No issues found", color=:green) + end + lastsource::Any = nothing + objinfo(::DataCollection) = nothing + function objinfo(d::DataSet) + printstyled(io, "\n• ", d.name, color=:blue, bold=true) + printstyled(io, " ", d.uuid, color=:light_black) + end + function objinfo(a::A) where {A <: DataTransformer} + if lastsource isa DataSet + lastsource == a.dataset + elseif lastsource isa DataTransformer + lastsource.dataset == a.dataset + else + false + end || objinfo(a.dataset) + printstyled("\n ‣ ", first(A.parameters), ' ', + join(lowercase.(split(string(nameof(A)), r"(?=[A-Z])")), ' '), + color=:blue, bold=true) + end + indentlevel(::DataCollection) = 0 + indentlevel(::DataSet) = 2 + indentlevel(::DataTransformer) = 4 + for (i, lintitem) in enumerate(report.results) + if lintitem.source !== lastsource + objinfo(lintitem.source) + lastsource = lintitem.source + end + let (color, label) = LINT_SEVERITY_MESSAGES[lintitem.severity] + printstyled(io, '\n', ' '^indentlevel(lintitem.source), label, + '[', i, ']', ':'; color) + end + first, rest... = split(lintitem.message, '\n') + print(io, ' ', first) + for line in rest + print(io, '\n', ' '^indentlevel(lintitem.source), line) + end + end + if length(report.results) > 12 + print("\n\n") + printstyled(length(report.results), color=:light_white), + print(" issues identified:") + for category in (:error, :warning, :suggestion, :info, :debug) + catcode = LINT_SEVERITY_MAPPING[category] + ncat = sum(r -> r.severity == catcode, report.results) + if ncat > 0 + printstyled("\n • ", color=:blue) + printstyled(ncat, color=:light_white) + printstyled(category, ifelse(ncat == 1, "", "s"), + color=LINT_SEVERITY_MESSAGES[catcode]) + end + end + end +end + +""" + lintfix(report::LintReport) + +Attempt to fix as many issues raised in `report` as possible. +""" +function lintfix(report::LintReport, manualfix::Bool=false) + autofixed = Vector{Tuple{Int, LintItem, Bool}}() + fixprompt = Vector{Tuple{Int, LintItem}}() + # Auto-apply fixes + for (i, lintitem) in enumerate(report.results) + isnothing(lintitem.fixer) && continue + if lintitem.autoapply + push!(autofixed, (i, lintitem, lintitem.fixer(lintitem))) + else + push!(fixprompt, (i, lintitem)) + end + end + if !isempty(autofixed) + print("Automatically fixed ") + printstyled(sum(last.(autofixed)), color=:light_white) + print(ifelse(sum(last.(autofixed)) == 1, " issue: ", " issues: ")) + for fixresult in filter(last, autofixed) + i, lintitem, _ = fixresult + printstyled(i, color=first(LINT_SEVERITY_MESSAGES[lintitem.severity])) + fixresult === last(autofixed) || print(", ") + end + print(".\n") + if !all(last, autofixed) + print("Failed to automatically fix ", sum(.!last.(autofixed)), " issues: ") + printstyled(sum(.!last.(autofixed)), color=:light_white) + print(ifelse(sum(.!last.(autofixed)) == 1, "issue: ", " issues: ")) + for fixresult in filter(last, autofixed) + i, lintitem, _ = fixresult + printstyled(i, color=first(LINT_SEVERITY_MESSAGES[lintitem.severity])) + fixresult === last(autofixed) || print(", ") + end + print('\n') + end + end + if !isempty(autofixed) + write(report.collection) + end + # Manual fixes + if !isempty(fixprompt) && + (isinteractive() || manualfix) && + hasmethod(linttryfix, Tuple{typeof(fixprompt)}) + linttryfix(fixprompt) && write(report.collection) + end + nothing +end + +# Implemented in the REPL package, see `../../../REPL/ext/REPLMode/lint.jl`. +function linttryfix end diff --git a/Core/src/interaction/logging.jl b/Core/src/interaction/logging.jl new file mode 100644 index 000000000..076dddfbd --- /dev/null +++ b/Core/src/interaction/logging.jl @@ -0,0 +1,99 @@ +""" + should_log(category::String) -> Bool + +Determine whether a message should be logged based on its `category`. + +The category string can contain any number of subcategories separated by +colons. If any parent category is enabled, the subcategory is also enabled. +""" +function should_log(category::String) + condition = @load_preference("log", true) + condition isa Bool && return condition + category in condition && return true + while ':' in category + category = chopsuffix(category, r":[^:]+$") + category in condition && return true + end + false +end + +""" + wait_maybe_log(category::String, message::AbstractString; mod::Module, file::String, line::Int) -> Timer + +Wait for a delay before logging `message` with `category` if `should_log(category)`. + +The log is produced with metadata from `mod`, `file`, and `line`. +""" +function wait_maybe_log(category::String, message::AbstractString; mod::Module, file::String, line::Int) + should_log(category) || return Timer(0) + delay = @load_preference("logdelay", DEFAULT_LOG_DELAY) + if delay <= 0 + @info message _module=mod _file=file _line=line + Timer(0) + else + initialworld = Base.get_world_counter() + Timer(delay; interval = delay) do tmr + if Base.get_world_counter() > initialworld + # We don't want to show a log just because of compilation time. + initialworld = Base.get_world_counter() + else + @info message _module=mod _file=file _line=line + close(tmr) + end + end + end +end + +""" + LogTaskError <: Exception + +A thin wrapper around a `TaskFailedException` that only +prints the stack trace of the exception within the task. +""" +struct LogTaskError <: Exception + task::Task +end + +function Base.showerror(io::IO, ex::LogTaskError, bt; backtrace=true) + stack = Base.current_exceptions(ex.task) + if length(stack) >= 1 # Should only be a depth-1 stack + exc1, bt1 = stack[1] + bt_merged = vcat(stacktrace(bt1), bt) + # If a `LogTaskError` has been thrown, then there's + # no issue with the logging itself, and so we may + # as well remove the `@log_do` involvement from the + # backtrace. + SIMPLIFY_STACKTRACES[] && + filter!(sf -> sf.file != Symbol(@__FILE__), bt_merged) + showerror(io, exc1, bt_merged; backtrace) + elseif backtrace + Base.show_backtrace(io, bt) + end +end + +""" + @log_do category message [expr] + +Return the result of `expr`, logging `message` with `category` if +appropriate to do so. +""" +macro log_do(category::String, message, expr::Union{Expr, Nothing} = nothing) + quote + let log_task = wait_maybe_log( + $category, $(esc(message)); + mod=@__MODULE__, file=$(String(__source__.file)), line=$(__source__.line)) + result = try + fetch(@spawn $(esc(expr))) + catch err + LogTaskError(err.task) + finally + isnothing(log_task) || close(log_task) + end + # We do this outside of the `catch` to avoid + # creating an exception stack including + # the original `TaskFailedException`. + result isa LogTaskError && throw(result) + result + end + end +end diff --git a/Core/src/interaction/manipulation.jl b/Core/src/interaction/manipulation.jl new file mode 100644 index 000000000..5adc4ebd9 --- /dev/null +++ b/Core/src/interaction/manipulation.jl @@ -0,0 +1,471 @@ +# ------------------ +# Initialisation +# ------------------ + +""" + init(name::Union{AbstractString, Missing}, + path::Union{AbstractString, Nothing}; + uuid::UUID=uuid4(), plugins::Vector{String}=DEFAULT_PLUGINS, + write::Bool=true, addtostack::Bool=true, quiet::Bool=false) + +Create a new data collection. + +This can be an in-memory data collection, when `path` is set to `nothing`, or a +collection which corresponds to a Data TOML file, in which case `path` should be +set to either a path to a .toml file or a directory in which a Data.toml file +should be placed. + +When `path` is a string and `write` is set, the data collection file will be +immediately written, overwriting any existing file at the path. + +When `addtostack` is set, the data collection will also be added to the top of +the data collection stack. + +Unless `quiet` is set, a message will be send to stderr reporting successful +creating of the data collection file. + +### Example + +```julia-repl +julia> init("test", "/tmp/test/Data.toml") +``` +""" +function init(name::Union{AbstractString, Missing}, + path::Union{AbstractString, Nothing}; + uuid::UUID=uuid4(), plugins::Vector{String}=DEFAULT_PLUGINS, + write::Bool=true, addtostack::Bool=true, quiet::Bool=false) + if !endswith(path, ".toml") + path = joinpath(path, "Data.toml") + end + if ismissing(name) + name = if !isnothing(Base.active_project(false)) + Base.active_project(false) |> dirname |> basename + else + something(path, string(gensym("unnamed"))[3:end]) |> + dirname |> basename + end + end + newcollection = DataCollection( + LATEST_DATA_CONFIG_VERSION, name, uuid, + plugins, Dict{String, Any}(), DataSet[], + path, AdviceAmalgamation(plugins), + Main) + newcollection = @advise init(newcollection) + !isnothing(path) && write && Base.write(newcollection) + addtostack && pushfirst!(STACK, newcollection) + if !quiet + if !isnothing(path) + printstyled(stderr, " ✓ Created new data collection '$name' at $path\n", color=:green) + else + printstyled(stderr, " ✓ Created new in-memory data collection '$name'\n", color=:green) + end + end + newcollection +end + +# For advice purposes +init(dc::DataCollection) = dc + +# ------------------ +# Stack management +# ------------------ + +""" + stack_index(ident::Union{Int, String, UUID, DataCollection}; quiet::Bool=false) + +Obtain the index of the data collection identified by `ident` on the stack, +if it is present. If it is not found, `nothing` is returned and unless `quiet` +is set a warning is printed. +""" +function stack_index(ident::Union{Int, String, UUID}; quiet::Bool=false) + if ident isa Int + if ident in axes(STACK, 1) + ident + end + elseif ident isa String + findfirst(c -> c.name == ident, STACK) + elseif ident isa UUID + findfirst(c -> c.uuid == ident, STACK) + elseif !quiet + printstyled(" ! ", color=:red) + println("Could not find '$ident' in the stack") + end +end + +stack_index(collection::DataCollection) = findfirst(STACK .=== Ref(collection)) + +""" + stack_move(ident::Union{Int, String, UUID, DataCollection}, shift::Int; quiet::Bool=false) + +Find `ident` in the data collection stack, and shift its position by `shift`, +returning the new index. `shift` is clamped so that the new index lies within +STACK. + +If `ident` could not be resolved, then `nothing` is returned and unless `quiet` +is set a warning is printed. +""" +function stack_move(ident::Union{Int, String, UUID, DataCollection}, shift::Int; quiet::Bool=false) + current_index = stack_index(ident; quiet) + if !isnothing(current_index) + collection = STACK[current_index] + new_index = clamp(current_index + shift, 1, length(STACK)) + if new_index == current_index + quiet || printstyled(" ✓ '$(collection.name)' already at #$current_index\n", color=:green) + else + deleteat!(STACK, current_index) + insert!(STACK, new_index, collection) + quiet || printstyled(" ✓ Moved '$(collection.name)': #$current_index → #$new_index\n", color=:green) + end + new_index + end +end + +""" + stack_remove!(ident::Union{Int, String, UUID, DataCollection}; quiet::Bool=false) + +Find `ident` in the data collection stack and remove it from the stack, +returning the index at which it was found. + +If `ident` could not be resolved, then `nothing` is returned and unless `quiet` +is set a warning is printed. +""" +function stack_remove!(ident::Union{Int, String, UUID, DataCollection}; quiet::Bool=false) + index = stack_index(ident; quiet) + if !isnothing(index) + name = STACK[index].name + deleteat!(STACK, index) + quiet || printstyled(" ✓ Deleted $name\n", color=:green) + index + end +end + +# ------------------ +# Plugins +# ------------------ + +""" + plugin_add([collection::DataCollection=first(STACK)], plugins::Vector{<:AbstractString}; + quiet::Bool=false) + +Return a variation of `collection` with all `plugins` not currently used added +to the plugin list. + +Unless `quiet` is a set an informative message is printed. + +!!! warning "Side effects" + The new `collection` is written, if possible. + + Should `collection` be part of `STACK`, the stack entry is updated in-place. +""" +function plugin_add(collection::DataCollection, plugins::Vector{<:AbstractString}; + quiet::Bool=false) + new_plugins = setdiff(plugins, collection.plugins) + if isempty(new_plugins) + if !quiet + printstyled(" i", color=:cyan, bold=true) + println(" No new plugins added") + end + else + # It may seem overcomplicated to: + # 1. Convert `collection` to a Dict + # 2. Modify the "plugin" list there + # 3. Convert back + # instead of simply `push!`-ing to the `plugins` field + # of `collection`, however this is necessary to avoid + # asymmetric advice triggering by the plugins in question. + snapshot = convert(Dict, collection) + snapshot["plugins"] = + append!(get(snapshot, "plugins", String[]), new_plugins) + sort!(snapshot["plugins"]) + newcollection = + DataCollection(snapshot; path=collection.path, mod=collection.mod) + if (sindex = findfirst(c -> c === collection, STACK)) |> !isnothing + STACK[sindex] = newcollection + end + iswritable(newcollection) && write(newcollection) + if !quiet + printstyled(" +", color=:light_green, bold=true) + print(" Added plugins: ") + printstyled(join(new_plugins, ", "), '\n', color=:green) + end + newcollection + end +end + +function plugin_add(plugins::Vector{<:AbstractString}; quiet::Bool=false) + !isempty(STACK) || throw(EmptyStackError()) + plugin_add(first(STACK), plugins; quiet) +end + +""" + plugin_remove([collection::DataCollection=first(STACK)], plugins::Vector{<:AbstractString}; + quiet::Bool=false) + +Return a variation of `collection` with all `plugins` currently used removed +from the plugin list. + +Unless `quiet` is a set an informative message is printed. + +!!! warning "Side effects" + The new `collection` is written, if possible. + + Should `collection` be part of `STACK`, the stack entry is updated in-place. +""" +function plugin_remove(collection::DataCollection, plugins::Vector{<:AbstractString}; + quiet::Bool=false) + rem_plugins = intersect(plugins, collection.plugins) + if isempty(rem_plugins) + if !quiet + printstyled(" ! ", color=:yellow, bold=true) + println("No plugins removed, as $(join(plugins, ", ", ", and ")) were never used to begin with") + end + else + # It may seem overcomplicated to: + # 1. Convert `collection` to a Dict + # 2. Modify the "plugin" list there + # 3. Convert back + # instead of simply modifying the `plugins` field + # of `collection`, however this is necessary to avoid + # asymmetric advice triggering by the plugins in question. + snapshot = convert(Dict, collection) + snapshot["plugins"] = + setdiff(get(snapshot, "plugins", String[]), rem_plugins) + newcollection = + DataCollection(snapshot; path=collection.path, mod=collection.mod) + if (sindex = findfirst(c -> c === collection, STACK)) |> !isnothing + STACK[sindex] = newcollection + end + iswritable(newcollection) && write(newcollection) + if !quiet + printstyled(" -", color=:light_red, bold=true) + print(" Removed plugins: ") + printstyled(join(rem_plugins, ", "), '\n', color=:green) + end + end + newcollection +end + +function plugin_remove(plugins::Vector{<:AbstractString}; quiet::Bool=false) + !isempty(STACK) || throw(EmptyStackError()) + plugin_remove(first(STACK), plugins; quiet) +end + +""" + plugin_info(plugin::AbstractString; quiet::Bool=false) + +Fetch the documentation of `plugin`, or return `nothing` if documentation could +not be fetched. + +If `quiet` is not set warning messages will be omitted when no documentation +could be fetched. +""" +function plugin_info(plugin::AbstractString; quiet::Bool=false) + if plugin ∉ getfield.(PLUGINS, :name) + if !quiet + printstyled(" ! ", color=:red, bold=true) + println("The plugin '$plugin' is not currently loaded") + end + else + documentation = get(PLUGINS_DOCUMENTATION, plugin, nothing) + if !isnothing(documentation) + quiet || printstyled(" The $plugin plugin\n\n", color=:blue, bold=true) + if documentation isa Base.Docs.DocStr + Base.Docs.parsedoc(documentation) + elseif documentation isa Base.Docs.Binding + Base.Docs.doc(documentation) + else + documentation + end + else + if !quiet + printstyled(" ! ", color=:yellow, bold=true) + println("The plugin '$plugin' has no documentation (naughty plugin!)") + end + end + end +end + +""" + plugin_list(collection::DataCollection=first(STACK); quiet::Bool=false) + +Obtain a list of plugins used in `collection`. + +`quiet` is unused but accepted as an argument for the sake of consistency. +""" +plugin_list(collection::DataCollection=first(STACK); quiet::Bool=false) = + collection.plugins + +# ------------------ +# Configuration +# ------------------ + +""" + config_get(propertypath::Vector{String}; + collection::DataCollection=first(STACK), quiet::Bool=false) + +Obtain the configuration value at `propertypath` in `collection`. + +When no value is set, `nothing` is returned instead and if `quiet` is unset +"unset" is printed. +""" +function config_get(collection::DataCollection, propertypath::Vector{String}; quiet::Bool=false) + config = collection.parameters + for segment in propertypath + config isa AbstractDict || (config = newdict(String, Nothing, 0);) + config = get(config, segment, nothing) + if isnothing(config) + quiet || printstyled(" unset\n", color=:light_black) + return nothing + end + end + config +end + +config_get(propertypath::Vector{String}; quiet::Bool=false) = + config_get(first(STACK), propertypath; quiet) + +""" + config_set([collection::DataCollection=first(STACK)], propertypath::Vector{String}, value::Any; + quiet::Bool=false) + +Return a variation of `collection` with the configuration at `propertypath` set +to `value`. + +Unless `quiet` is set, a success message is printed. + +!!! warning "Side effects" + The new `collection` is written, if possible. + + Should `collection` be part of `STACK`, the stack entry is updated in-place. +""" +function config_set(collection::DataCollection, propertypath::Vector{String}, value::Any; + quiet::Bool=false) + # It may seem like an unnecessary layer of indirection to set + # the configuration via a Dict conversion of `collection`, + # however this way any plugin-processing of the configuration + # will be symmetric (i.e. applied at load and write). + snapshot = convert(Dict, collection) + config = get(snapshot, "config", newdict(String, Any, 0)) + window = config + for segment in propertypath[1:end-1] + if !haskey(window, segment) + window[segment] = newdict(String, Any, 0) + end + window = window[segment] + end + window[propertypath[end]] = value + snapshot["config"] = config + newcollection = + DataCollection(snapshot; path=collection.path, mod=collection.mod) + if (sindex = findfirst(c -> c === collection, STACK)) |> !isnothing + STACK[sindex] = newcollection + end + iswritable(newcollection) && write(newcollection) + quiet || printstyled(" ✓ Set $(join(propertypath, '.'))\n", color=:green) + newcollection +end + +function config_set(propertypath::Vector{String}, value::Any; quiet::Bool=false) + !isempty(STACK) || throw(EmptyStackError()) + config_set(first(STACK), propertypath, value; quiet) +end + +""" + config_unset([collection::DataCollection=first(STACK)], propertypath::Vector{String}; + quiet::Bool=false) + +Return a variation of `collection` with the configuration at `propertypath` +removed. + +Unless `quiet` is set, a success message is printed. + +!!! warning "Side effects" + The new `collection` is written, if possible. + + Should `collection` be part of `STACK`, the stack entry is updated in-place. +""" +function config_unset(collection::DataCollection, propertypath::Vector{String}; + quiet::Bool=false) + # It may seem like an unnecessary layer of indirection to set + # the configuration via a Dict conversion of `collection`, + # however this way any plugin-processing of the configuration + # will be symmetric (i.e. applied at load and write). + snapshot = convert(Dict, collection) + config = get(snapshot, "config", newdict(String, Any, 0)) + window = config + for segment in propertypath[1:end-1] + if !haskey(window, segment) + window[segment] = Dict{String, Any}() + end + window = window[segment] + end + delete!(window, propertypath[end]) + snapshot["config"] = config + newcollection = + DataCollection(snapshot; path=collection.path, mod=collection.mod) + if (sindex = findfirst(c -> c === collection, STACK)) |> !isnothing + STACK[sindex] = newcollection + end + iswritable(newcollection) && write(newcollection) + quiet || printstyled(" ✓ Unset $(join(propertypath, '.'))\n", color=:green) + newcollection +end + +function config_unset(propertypath::Vector{String}; quiet::Bool=false) + !isempty(STACK) || throw(EmptyStackError()) + config_unset(first(STACK), propertypath; quiet) +end + +# ------------------ +# Dataset creation +# ------------------ + +# See `creation.jl` + +# ------------------ +# Dataset deletion +# ------------------ + +""" + delete!(dataset::DataSet) + +Remove `dataset` from its parent collection. +""" +function Base.delete!(dataset::DataSet) + index = findfirst(d -> d.uuid == dataset.uuid, dataset.collection.datasets) + deleteat!(dataset.collection.datasets, index) + write(dataset.collection) +end + +# ------------------ +# Dataset modification +# ------------------ + +""" + replace!(dataset::DataSet; [name, uuid, parameters, storage, loaders, writers]) + +Perform an in-place update of `dataset`, optionally replacing any of the `name`, +`uuid`, `parameters`, `storage`, `loaders`, or `writers` fields. +""" +function Base.replace!(dataset::DataSet; + name::String = dataset.name, + uuid::UUID = dataset.uuid, + parameters::Dict{String, Any} = dataset.parameters, + storage::Vector{DataStorage} = dataset.storage, + loaders::Vector{DataLoader} = dataset.loaders, + writers::Vector{DataWriter} = dataset.writers) + iswritable(dataset.collection) || throw(ReadonlyCollection(dataset.collection)) + dsindex = findfirst(==(dataset), dataset.collection.datasets) + !isnothing(dsindex) || throw(OrphanDataSet(dataset)) + replacement = DataSet(dataset.collection, name, uuid, parameters, + DataStorage[], DataLoader[], DataWriter[]) + for (tfield, transformers) in zip((:storage, :loaders, :writers), + (storage, loaders, writers)) + for transformer in transformers + push!(getfield(replacement, tfield), + typeof(transformer)(replacement, transformer.type, + transformer.priority, transformer.parameters)) + end + end + dataset.collection.datasets[dsindex] = replacement +end diff --git a/Core/src/interaction/typetransforms.jl b/Core/src/interaction/typetransforms.jl new file mode 100644 index 000000000..b42663103 --- /dev/null +++ b/Core/src/interaction/typetransforms.jl @@ -0,0 +1,343 @@ +## Type transformations + +# This is essentially the infrastructure for dynamic dispatch on steroids (`read1`). +# +# I'm aware that this use of `methods` and direct accessing of signatures looks +# somewhat iffy. However, I'm not aware of any alternative approach that is able +# to achieve the level of dynamism or ease of use that we're trying to produce +# here — short of perhaps explicitly registering methods somehow, but to me that +# approach seems to suffer from distinctly inferior ease of use. +# +# By determining all the possible type transformation the defined methods of a +# data transformer might be able to perform, given a target output type, we can +# then consider the possibilities of multiple stages of transformation together +# in concert. + +""" + issubtype(X::Type, T::Union{Type, TypeVar}) + issubtype(x::X, T::Union{Type, TypeVar}) + +Check if `X` is indeed a subtype of `T`. + +This is a tweaked version of `isa` that can (mostly) handle `TypeVar` instances. +""" +function issubtype(X::Type, T::Union{Type, TypeVar}) + if T isa TypeVar + # We can't really handle complex `TypeVar` situations, + # but we'll give the very most basic a shot, and cross + # our fingers with the rest. + if T.lb isa Type && T.ub isa Type + T.lb <: X <: T.ub + else + false + end + else + X <: T + end +end + +issubtype(x, T::Union{Type, TypeVar}) = + issubtype(typeof(x), T::Union{Type, TypeVar}) + +""" + paramtypebound(T::Union{Type, TypeVar}, Tparam::Union{Type, TypeVar}, paramT::Type) + +Return the `Type` that bounds `T`. + +This is simply `T` when `T` isa `Type`, but `T` may also be a `TypeVar` that is +parameterised by `Tparam`. In this case, the `Type` that `T` is parameterised by +is returned, which is taken to be `paramT`. + +Given a type `T` that may be parameterised according to `Tparam`, + +```julia-repl +julia> paramtypebound(String, IO, IO) +String + +julia> T = TypeVar(:T) +T + +julia> paramtypebound(T, Type{T}, Float64) +Float64 +``` +""" +function paramtypebound(T::Union{Type, TypeVar}, Tparam::Union{Type, TypeVar}, paramT::Type) + if T isa TypeVar && Type{T} == Tparam + paramT + elseif T isa TypeVar + T.ub + else + T + end::Type +end + +""" + targettypes(types::Vector{QualifiedType}, desired::Type) -> Vector{Type} + targettypes(transformer::DataTransformer, desired::Type) -> Vector{Type} + +Return all `Type`s that one might hope to produce from `types` or `transformer`. + +More specifically, this will give all `Type`s that can be produced which are a +subtype of `desired`, and `desired` itself. + +Priority order is preserved. +""" +function targettypes end + +function targettypes(types::Vector{QualifiedType}, desired::Type; mod::Module = Main) + @nospecialize + targets = Type[] + for typ in types + Ttyp = typeify(typ; mod) + isnothing(Ttyp) && continue + if Ttyp <: desired + push!(targets, Ttyp) + end + end + targets +end + +targettypes(@nospecialize(storage::DataStorage), @nospecialize(desired::Type)) = + targettypes(storage.type, desired; mod=storage.dataset.collection.mod) + +targettypes(@nospecialize(loader::DataLoader), @nospecialize(desired::Type)) = + targettypes(loader.type, desired; mod=loader.dataset.collection.mod) + +targettypes(@nospecialize(writer::DataWriter), @nospecialize(desired::Type)) = + targettypes(writer.type, desired; mod=writer.dataset.collection.mod) + +""" + ispreferredpath(a, b) + +Compares two "type paths" `a` and `b`, returning whether +`a` is preferred. + +Each "type path" is a tuple of the form: + + (Tin::Type => Tout::Type, index::Int, transformer::Type{<:DataTransformer}) + +This operates on the following rules: +1. The path with the lower index is preferred. +2. If the indices are equal, the path with the more specific output type is preferred. +3. If the output types are equally specific, the path with the more specific loader is preferred. +4. If the loaders are equally specific, the more similar data transformation (`Tin => Tout`) is preferred. +""" +function ispreferredpath(((a_in, a_out), a_ind, a_ldr)::Tuple{Pair{Type, Type}, Int, Type}, + ((b_in, b_out), b_ind, b_ldr)::Tuple{Pair{Type, Type}, Int, Type}) + function ncommonparents(A::Type, B::Type)::Int + a_parents, b_parents = Type[A], Type[B] + while first(a_parents) != Any + pushfirst!(a_parents, supertype(first(a_parents))) + end + while first(b_parents) != Any + pushfirst!(b_parents, supertype(first(b_parents))) + end + sum(splat(==), zip(a_parents, b_parents)) + end + @nospecialize + a_ind < b_ind || + Base.morespecific(a_out, b_out) || + Base.morespecific(a_ldr, b_ldr) || + ncommonparents(a_in, a_out) > ncommonparents(b_in, b_out) +end + +""" + transformersigs(transformer::Type{<:DataTransformer}, desired::Type) + +Return processed signatures of the transformation methods implemented for +`transformer` that could produce/provide a subtype of `desired`. + +- `DataStorage` produces tuples of `(Type{<:DataStorage}, Type{out})` +- `DataLoaders` produces tuples of `(Type{<:DataLoader}, Type{in}, Type{out})` +- `DataWriter` produces tuples of `(Type{<:DataWriter}, Type{in}, Type{data})` + +The `DataStorage` method takes a `write::Bool` keyword argument. +""" +function transformersigs end + +function typevariants(T::Type)::Vector{Type} + if T == Type || T == Any + [Any] + elseif T isa UnionAll && T.var.ub isa Union + first(Base.unwrap_unionall(T).parameters).ub |> typevariants + elseif T isa UnionAll || (T isa DataType && T.name.name != :Type) + [T] + elseif T isa Union + Base.uniontypes(T) + elseif T isa Type{<:Any} + typevariants(first(T.parameters)) + else + [T] + end +end + +typevariants(T::TypeVar) = typevariants(T.ub) + +function transformersigs(S::Type{<:DataStorage}, desired::Type; read::Bool=true, write::Bool=true) + @nospecialize + ms = Vector{Method}(methods(storage, Tuple{DataStorage, <:Any}).ms) + read && append!(ms, methods(getstorage, Tuple{DataStorage, <:Any}).ms) + write && append!(ms, methods(putstorage, Tuple{DataStorage, <:Any}).ms) + sort!(ms, by = m -> m.primary_world) + sigs = [Base.unwrap_unionall(m.sig) for m in ms] + types = Tuple{Type, Union{Type, TypeVar}}[] + for sig in sigs + (_, Tstor::Union{Type, TypeVar}, Tout1::Type) = sig.types + Tstor == DataStorage && Tout1 in (Any, Type) && continue + issubtype(S, Tstor) || continue + if Tstor isa TypeVar + Tstor = Tstor.ub + end + if Tout1 == Type + push!(types, (Tstor, desired)) + else + for Tout in typevariants(Tout1) + Tout <: desired || desired <: Tout || continue + push!(types, (Tstor, Tout)) + end + end + end + types +end + +function transformersigs(L::Type{<:DataLoader}, desired::Type) + @nospecialize + ms = methods(load, Tuple{DataLoader, <:Any, <:Any}).ms + sort!(ms, by = m -> m.primary_world) + sigs = [Base.unwrap_unionall(m.sig) for m in ms] + types = Tuple{Type, Union{Type, TypeVar}, Type}[] + for sig in sigs + (_, Tloader::Union{Type, TypeVar}, Tin::Union{Type, TypeVar}, Tout1::Type) = sig.types + issubtype(L, Tloader) || continue + if Tloader isa TypeVar + Tloader = Tloader.ub + end + if Tout1 == Type{Tin} + push!(types, (Tloader, desired, desired)) + else + for Tout in typevariants(Tout1) + Tout <: desired || desired <: Tout || continue + push!(types, (Tloader, Tin, Tout)) + end + end + end + types +end + +function transformersigs(W::Type{<:DataWriter}, desired::Type) + @nospecialize + ms = methods(save, Tuple{DataWriter, <:Any, <:Any}).ms + sort!(ms, by = m -> m.primary_world) + sigs = [Base.unwrap_unionall(m.sig) for m in ms] + types = Tuple{Type, Union{Type, TypeVar}, Type}[] + for sig in sigs + (_, Twriter::Union{Type, TypeVar}, Tdest::Union{Type, TypeVar}, Tin1::Type) = sig.types + issubtype(W, Twriter) || continue + if Twriter isa TypeVar + Twriter = Twriter.ub + end + if Tin1 == Type + push!(types, (Twriter, Tdest, desired)) + else + for Tin in typevariants(Tin1) + issubtype(Tin, desired) || continue + push!(types, (Twriter, Tdest, Tin)) + end + end + end + types +end + +supportedtypes(S::Type{<:DataStorage}, T::Type=Any)::Vector{QualifiedType} = + map(QualifiedType, map(last, transformersigs(S, T)) |> unique |> reverse) + +supportedtypes(L::Type{<:DataLoader}, T::Type=Any)::Vector{QualifiedType} = + map(QualifiedType, map(last, transformersigs(L, T)) |> unique |> reverse) + +supportedtypes(W::Type{<:DataWriter}, T::Type=Any)::Vector{QualifiedType} = + map(QualifiedType, map(s -> s[2], transformersigs(W, T)) |> unique |> reverse) + +""" + typesteps(loader::DataLoader, desired::Type) -> Vector{Pair{Type, Type}} + +Identify and order all uses of `loader` that may produce a subtype of `desired`. + +More specifically, this finds all `load` methods that can produce a subtype of +`desired`, checks what input and output types they work with, and orders them +according to the declared types of `loader` and the specificity of the output +types (more specific is interpreted as better). + +The output vector gives the step-change in the type domain that each method performs. +""" +function typesteps end + +function typesteps(loader::DataLoader, desired::Type) + @nospecialize + target_types = targettypes(loader, desired) + desired in target_types || push!(target_types, desired) + path_infos = Tuple{Pair{Type, Type}, Int, Type}[] + for (Tloader, Tin, Tout) in transformersigs(typeof(loader), desired) + if Tout isa TypeVar || Tout == Any + for ttype in target_types + intype = paramtypebound(Tin, Tout, ttype) + target_ind = something(findfirst(qt -> qt <: ttype, target_types), + length(target_types) + 1) + push!(path_infos, ((intype => ttype), target_ind, Tloader)) + end + else + intype = paramtypebound(Tin, Tout, desired) + target_ind = something(findfirst(qt -> qt <: Tout, target_types), + length(target_types) + 1) + push!(path_infos, ((intype => Tout), target_ind, Tloader)) + end + end + sort!(path_infos, lt = ispreferredpath) + unique(map(first, path_infos)) +end + +function typesteps(store::DataStorage, desired::Type; write::Bool) + @nospecialize + target_types = targettypes(store, desired) + desired in target_types || push!(target_types, desired) + path_infos = Tuple{Pair{Type, Type}, Int, Type}[] + for (Tstor, Tout) in transformersigs(typeof(store), desired; read=!write, write) + if Tout isa TypeVar || Tout == Any + for ttype in target_types + target_ind = something(findfirst(qt -> qt <: Tout, target_types), + length(target_types) + 1) + push!(path_infos, ((Nothing => ttype), target_ind, Tstor)) + end + else + target_ind = something(findfirst(qt -> qt <: Tout, target_types), + length(target_types) + 1) + push!(path_infos, ((Nothing => Tout), target_ind, Tstor)) + end + end + sort!(path_infos, lt = ispreferredpath) + unique(map(first, path_infos)) +end + +function typesteps(writer::DataWriter, desired::Type) + @nospecialize + target_types = targettypes(writer, desired) + desired in target_types || push!(target_types, desired) + path_infos = Tuple{Pair{Type, Type}, Int, Type}[] + for (Twriter, Tdest, Tin) in transformersigs(typeof(writer), desired) + if Tin isa TypeVar || Tin == Any + for ttype in target_types + desttype = paramtypebound(Tdest, Tin, ttype) + target_ind = something(findfirst(qt -> qt <: ttype, target_types), + length(target_types) + 1) + push!(path_infos, ((ttype => desttype), target_ind, Twriter)) + end + else + desttype = paramtypebound(Tdest, Tin, desired) + target_ind = something(findfirst(qt -> qt <: Tin, target_types), + length(target_types) + 1) + push!(path_infos, ((Tin => desttype), target_ind, Twriter)) + end + end + sort!(path_infos, lt = ispreferredpath) + unique(map(first, path_infos)) +end + diff --git a/Core/src/model/advice.jl b/Core/src/model/advice.jl new file mode 100644 index 000000000..51d5924c5 --- /dev/null +++ b/Core/src/model/advice.jl @@ -0,0 +1,233 @@ +Advice(@nospecialize(f::Function)) = Advice(DEFAULT_DATA_ADVISOR_PRIORITY, f) + +Base.methods(dt::Advice) = methods(dt.f) + +""" + (advice::Advice)((post::Function, func::Function, args::Tuple, kwargs::NamedTuple)) + +Apply `advice` to the function call `func(args...; kwargs...)`, and return the +new `(post, func, args, kwargs)` tuple. +""" +function (dt::Advice)(callform::Tuple{Function, Function, Tuple, NamedTuple}) + @nospecialize + post, func, args, kwargs = callform + # Abstract-y `typeof`. + atypeof(val::Any) = typeof(val) + atypeof(val::Type) = Type{val} + if hasmethod(dt.f, Tuple{typeof(func), atypeof.(args)...}, keys(kwargs)) + result = invokepkglatest(dt.f, func, args...; kwargs...) + after, func, args, kwargs = if result isa Tuple{Function, Function, Tuple, NamedTuple} + result # Fully specified form + elseif result isa Tuple{Function, Function, Tuple} + # Default kwargs + result[1], result[2], result[3], NamedTuple() + elseif result isa Tuple{Function, Tuple, NamedTuple} + # Default post function + identity, result[1], result[2], result[3] + elseif result isa Tuple{Function, Tuple} + # Default post function and kwargs + identity, result[1], result[2], NamedTuple() + else + throw(ErrorException("Advice function produced invalid result: $(typeof(result))")) + end + if after !== identity + post = post ∘ after + end + (post, func, args, kwargs) + else + (post, func, args, kwargs) # act as the identity fiction + end +end + +function (dt::Advice)(func::Function, args...; kwargs...) + @nospecialize func args kwargs + atypeof(val::Any) = typeof(val) + atypeof(val::Type) = Type{val} + if hasmethod(dt.f, Tuple{typeof(func), atypeof.(args)...}, keys(kwargs)) + post, func, args, kwargs = dt((identity, func, args, merge(NamedTuple(), kwargs))) + result = func(args...; kwargs...) + post(result) + else + func(args...; kwargs...) + end +end + + +Base.empty(::Type{AdviceAmalgamation}) = + AdviceAmalgamation(Advice[], String[], String[]) + +""" + reinit(dta::AdviceAmalgamation) + +Check that `dta` is well initialised before using it. + +This does noting if `dta.plugins_wanted` is the same as `dta.plugins_used`. + +When they differ, it re-builds the advisors function list based +on the currently available plugins, and updates `dta.plugins_used`. +""" +function reinit(dta::AdviceAmalgamation) + if dta.plugins_wanted != dta.plugins_used + plugins_available = + filter(plugin -> plugin.name in dta.plugins_wanted, PLUGINS) + if map(p -> p.name, plugins_available) != dta.plugins_used + advisors = Advice[] + for plg in plugins_available + append!(advisors, plg.advisors) + end + sort!(advisors, by = t -> t.priority) + dta.advisors = advisors + dta.plugins_used = map(p -> p.name, plugins_available) + end + end + dta +end + +AdviceAmalgamation(plugins::Vector{String}) = + AdviceAmalgamation(Advice[], plugins, String[]) + +AdviceAmalgamation(collection::DataCollection) = + AdviceAmalgamation(collection.plugins) + +AdviceAmalgamation(dta::AdviceAmalgamation) = # for re-building + AdviceAmalgamation(dta.plugins_wanted) + +function AdviceAmalgamation(advisors::Vector{<:Advice}) + advisors = sort(advisors, by = t -> t.priority) + AdviceAmalgamation(advisors, String[], String[]) +end + +function (dta::AdviceAmalgamation)(annotated_func_call::Tuple{Function, Function, Tuple, NamedTuple}) + @nospecialize + reinit(dta) + for adv in dta.advisors + annotated_func_call = adv(annotated_func_call) + end + annotated_func_call +end + +function (dta::AdviceAmalgamation)(func::Function, args...; kwargs...) + @nospecialize + reinit(dta) + post::Function, func2::Function, args2::Tuple, kwargs2::NamedTuple = + dta((identity, func, args, merge(NamedTuple(), kwargs))) + invokepkglatest(func2, args2...; kwargs2...) |> post +end + +# Utility functions/macros + +""" + _dataadvise(thing::AdviceAmalgamation) + _dataadvise(thing::Vector{Advice}) + _dataadvise(thing::Advice) + _dataadvise(thing::DataCollection) + _dataadvise(thing::DataSet) + _dataadvise(thing::DataTransformer) + +Obtain the relevant [`AdviceAmalgamation`](@ref) for `thing`. +""" +_dataadvise(amalg::AdviceAmalgamation) = amalg +_dataadvise(advs::Vector{<:Advice}) = AdviceAmalgamation(advs) +_dataadvise(adv::Advice) = AdviceAmalgamation([adv]) +_dataadvise(col::DataCollection) = col.advise +_dataadvise(ds::DataSet) = _dataadvise(ds.collection) +_dataadvise(dt::DataTransformer) = _dataadvise(dt.dataset::DataSet) + +const DATA_ADVISE_CALL_LOC = 1 + @__LINE__ +@generated function _dataadvisecall(func::Function, args...; kwargs...) + dataarg = findfirst( + a -> a <: DataCollection || a <: DataSet || a <: DataTransformer, + args) + if isnothing(dataarg) + @warn """Attempted to generate advised function call for $(func.instance), + however none of the provided arguments were advisable. + Arguments types: $args + This function call will not be advised.""" + :(func(args...; kwargs...)) + else + :(_dataadvise(args[$dataarg])(func, args...; kwargs...)) + end +end + +@doc """ + _dataadvisecall(func::Function, args...; kwargs...) + +Identify the first data-like argument of `args` (i.e. a [`DataCollection`](@ref), +[`DataSet`](@ref), or [`DataTransformer`](@ref)), obtain its advise, and perform +an advised call of `func(args...; kwargs...)`. +""" _dataadvisecall + +""" + strip_stacktrace_advice!(st::Vector{Base.StackTraces.StackFrame}) + +Remove stack frames related to [`@advise`](@ref) and [`invokepkglatest`](@ref) from `st`. +""" +function strip_stacktrace_advice!(st::Vector{Base.StackTraces.StackFrame}) + SIMPLIFY_STACKTRACES[] || return st + i, in_advice_region = length(st), false + while i > 0 + if st[i].file === Symbol(@__FILE__) && st[i].line == DATA_ADVISE_CALL_LOC + in_advice_region = true + deleteat!(st, i) + elseif in_advice_region && st[i].file ∈ + (Symbol(joinpath(@__DIR__, "advice.jl")), + Symbol(joinpath(@__DIR__, "usepkg.jl"))) + deleteat!(st, i) + elseif in_advice_region && st[i].func == :invokelatest + if i > 1 && st[i-1].file == st[i].file + deleteat!(st, i-1:i) + i -= 1 + else + deleteat!(st, i) + end + elseif in_advice_region + in_advice_region = false + end + i -= 1 + end + st +end + +strip_stacktrace_advice!(st::Vector{Union{Ptr{Nothing}, Base.InterpreterIP}}) = + strip_stacktrace_advice!(stacktrace(st)) + +""" + @advise [source] f(args...; kwargs...) + +Convert a function call `f(args...; kwargs...)` to an *advised* function call, +where the advise collection is obtained from `source` or the first data-like\\* +value of `args`. + +\\* i.e. a [`DataCollection`](@ref), [`DataSet`](@ref), or [`DataTransformer`](@ref) + +For example, `@advise myfunc(other, somedataset, rest...)` is equivalent to +`somedataset.collection.advise(myfunc, other, somedataset, rest...)`. + +This macro performs a fairly minor code transformation, but should improve +clarity. +""" +macro advise(source::Union{Symbol, Expr}, funcall::Union{Expr, Nothing}=nothing) + # Handle @advice(funcall), and ensure `source` is correct both ways. + if isnothing(funcall) + funcall = source + source = GlobalRef(@__MODULE__, :_dataadvisecall) + else + source = Expr(:call, + GlobalRef(@__MODULE__, :_dataadvise), + source) + end + if funcall isa Symbol || funcall.head != :call + # Symbol if `source` was a symbol, and `funcall` nothing. + throw(ArgumentError("Cannot advise non-function call $funcall")) + elseif length(funcall.args) < 2 + throw(ArgumentError("Cannot advise function call without arguments $funcall")) + else + args = if funcall.args[2] isa Expr && funcall.args[2].head == :parameters + vcat(funcall.args[2], funcall.args[1], funcall.args[3:end]) + else funcall.args end + Expr(:escape, + Expr(:call, + source, + args...)) + end +end diff --git a/Core/src/model/dataplugin.jl b/Core/src/model/dataplugin.jl new file mode 100644 index 000000000..320e5126a --- /dev/null +++ b/Core/src/model/dataplugin.jl @@ -0,0 +1,35 @@ +""" + @dataplugin plugin_variable + @dataplugin plugin_variable :default + +Register the plugin given by the variable `plugin_variable`, along with its +documentation (fetched by `@doc`). Should `:default` be given as the second +argument the plugin is also added to the list of default plugins. + +This effectively serves as a minor, but appreciable, convenience for the +following pattern: + +```julia +push!(PLUGINS, myplugin) +PLUGINS_DOCUMENTATION[myplugin.name] = @doc myplugin +push!(DEFAULT_PLUGINS, myplugin.name) # when also adding to defaults +``` +""" +macro dataplugin(pluginvar::Symbol) + quote + push!(PLUGINS, $(esc(pluginvar))) + PLUGINS_DOCUMENTATION[$(esc(pluginvar)).name] = + Base.Docs.Binding(@__MODULE__, $(QuoteNode(pluginvar))) + end +end + +macro dataplugin(pluginvar::Symbol, usebydefault::QuoteNode) + quote + push!(PLUGINS, $(esc(pluginvar))) + PLUGINS_DOCUMENTATION[$(esc(pluginvar)).name] = + Base.Docs.Binding(@__MODULE__, $(QuoteNode(pluginvar))) + $(if usebydefault.value == :default + :(push!(DEFAULT_PLUGINS, $(esc(pluginvar)).name)) + end) + end +end diff --git a/Core/src/model/errors.jl b/Core/src/model/errors.jl new file mode 100644 index 000000000..bda8839aa --- /dev/null +++ b/Core/src/model/errors.jl @@ -0,0 +1,550 @@ +abstract type IdentifierException <: Exception end + +""" + UnresolveableIdentifier{T}(identifier::Union{String, UUID}, [collection::DataCollection]) <: IdentifierException + +No `T` (optionally from `collection`) could be found that matches `identifier`. + +# Example occurrences + +```julia-repl +julia> d"iirs" +ERROR: UnresolveableIdentifier: "iirs" does not match any available data sets + Did you perhaps mean to refer to one of these data sets? + ■:iris (75% match) +Stacktrace: [...] + +julia> d"iris::Int" +ERROR: UnresolveableIdentifier: "iris::Int" does not match any available data sets + Without the type restriction, however, the following data sets match: + dataset:iris, which is available as a DataFrame, Matrix, CSV.File +Stacktrace: [...] +``` +""" +struct UnresolveableIdentifier{T, I} <: IdentifierException where {T, I <: Union{String, UUID}} + target::Type{T} # Prevent "unused type variable" warning + identifier::I + collection::Union{DataCollection, Nothing} +end + +UnresolveableIdentifier{T}(ident::I, collection::Union{DataCollection, Nothing}=nothing) where {T, I <: Union{String, UUID}} = + UnresolveableIdentifier{T, I}(T, ident, collection) + +function Base.showerror(io::IO, err::UnresolveableIdentifier{DataSet, String}, bt; backtrace=true) + print(io, "UnresolveableIdentifier: ", sprint(show, err.identifier), + " does not match any available data sets") + if !isnothing(err.collection) + print(io, " in ", sprint(show, err.collection.name)) + end + # Check to see if there are any matches without the + # type restriction (if applicable). + notypematches = Vector{DataSet}() + if err.identifier isa String + if !isnothing(err.collection) + ident = @advise err.collection parse_ident(err.identifier) + if !isnothing(ident.type) + identnotype = Identifier(ident.collection, ident.dataset, + nothing, ident.parameters) + notypematches = refine( + err.collection, err.collection.datasets, identnotype) + end + else + for collection in STACK + ident = @advise collection parse_ident(err.identifier) + if !isnothing(ident.type) + identnotype = Identifier(ident.collection, ident.dataset, + nothing, ident.parameters) + append!(notypematches, refine( + collection, collection.datasets, identnotype)) + end + end + end + end + # If there are any no-type matches then display them, + # otherwise look for data sets with similar names. + if !isempty(notypematches) + print(io, "\n Without the type restriction, however, the following data sets match:") + for dataset in notypematches + print(io, "\n ") + show(io, MIME("text/plain"), Identifier(dataset); dataset.collection) + print(io, ", which is available as a ") + types = getfield.(dataset.loaders, :type) |> Iterators.flatten |> unique + for type in types + printstyled(io, string(type), color=:yellow) + type === last(types) || print(io, ", ") + end + end + else + candidates = Tuple{Identifier, DataCollection, Float64}[] + if !isnothing(err.collection) || !isempty(STACK) + let collection = @something(err.collection, first(STACK)) + for ident in Identifier.(collection.datasets, nothing) + istr = @advise collection string(ident) + push!(candidates, + (ident, collection, stringsimilarity(err.identifier, istr; halfcase=true))) + end + end + elseif isnothing(err.collection) && !isempty(STACK) + for collection in last(Iterators.peel(STACK)) + for ident in Identifier.(collection.datasets) + istr = @advise collection string(ident) + push!(candidates, + (ident, collection, stringsimilarity(err.identifier, istr; halfcase=true))) + end + end + end + maxsimilarity = maximum(last.(candidates), init=0.0) + if maxsimilarity >= 0.2 + print(io, "\n Did you perhaps mean to refer to one of these data sets?") + threshold = maxsimilarity * 0.9 + for (ident, collection, sim) in sort(candidates[last.(candidates) .>= threshold], + by=last, rev=true) + print(io, "\n ") + irep = IOContext(IOBuffer(), :color => true) + show(irep, MIME("text/plain"), ident; collection) + highlight_lcs(io, String(take!(irep.io)), err.identifier, + before="\e[2m", invert=true) + printstyled(io, " (", round(Int, 100*sim), "% match)", + color=:light_black) + end + end + end + backtrace && println(io) + backtrace && Base.show_backtrace(io, strip_stacktrace_advice!(bt)) +end + +function Base.showerror(io::IO, err::UnresolveableIdentifier{DataCollection}, bt; backtrace=true) + print(io, "UnresolveableCollection: No collections within the stack matched the ", + ifelse(err.identifier isa UUID, "identifier ", "name "), string(err.identifier)) + if err.identifier isa String + candidates = Tuple{DataCollection, Float64}[] + for collection in STACK + if !isnothing(collection.name) + push!(candidates, + (collection, stringsimilarity(err.identifier, collection.name; halfcase=true))) + end + end + if maximum(last.(candidates), init=0.0) >= 0.5 + print(io, "\n Did you perhaps mean to refer to one of these data collections?") + for (collection, similarity) in candidates + print(io, "\n • ") + crep = IOContext(IOBuffer(), :color => true, :compact => true) + show(crep, MIME("text/plain"), collection) + highlight_lcs(io, String(take!(crep.io)), err.identifier, + before="\e[2m", invert=true) + printstyled(io, " (", round(Int, 100*similarity), "% similarity)", + color=:light_black) + end + end + end + backtrace && println(io) + backtrace && Base.show_backtrace(io, strip_stacktrace_advice!(bt)) +end + +""" + AmbiguousIdentifier(identifier::Union{String, UUID}, matches::Vector, [collection]) <: IdentifierException + +Searching for `identifier` (optionally within `collection`), found multiple +matches (provided as `matches`). + +# Example occurrence + +```julia-repl +julia> d"multimatch" +ERROR: AmbiguousIdentifier: "multimatch" matches multiple data sets + ■:multimatch [45685f5f-e6ff-4418-aaf6-084b847236a8] + ■:multimatch [92be4bda-55e9-4317-aff4-8d52ee6a5f2c] +Stacktrace: [...] +``` +""" +struct AmbiguousIdentifier{T, I} <: IdentifierException where {T, I <: Union{String, UUID}} + identifier::I + matches::Vector{T} + collection::Union{DataCollection, Nothing} +end + +AmbiguousIdentifier(identifier::Union{String, UUID}, matches::Vector{T}) where {T} = + AmbiguousIdentifier{T}(identifier, matches, nothing) + +function Base.showerror(io::IO, err::AmbiguousIdentifier{DataSet, I}, bt; backtrace=true) where {I} + print(io, "AmbiguousIdentifier: ", sprint(show, err.identifier), + " matches multiple data sets") + if I == String + for dataset in err.matches + ident = Identifier(dataset, ifelse(err.collection === dataset.collection, + nothing, :name)) + print(io, "\n ") + show(IOContext(io, :data_collection => dataset.collection), + MIME("text/plain"), ident) + printstyled(io, " [", dataset.uuid, ']', color=:light_black) + end + else + print(io, ". There is likely some kind of accidental ID duplication occurring.") + end + backtrace && println(io) + backtrace && Base.show_backtrace(io, strip_stacktrace_advice!(bt)) +end + +function Base.showerror(io::IO, err::AmbiguousIdentifier{DataCollection}, bt; backtrace=true) + print(io, "AmbiguousIdentifier: ", sprint(show, err.identifier), + " matches multiple data collections in the stack") + if I == String + for collection in err.matches + print(io, "\n • ") + printstyled(io, collection.name, color=:magenta) + printstyled(io, " [", collection.uuid, "]", color=:light_magenta) + end + print(io, "\n Consider referring to the data collection by UUID instead of name.") + else + print(io, ". Have you loaded the same data collection twice?") + end + backtrace && println(io) + backtrace && Base.show_backtrace(io, strip_stacktrace_advice!(bt)) +end + +abstract type PackageException <: Exception end + +""" + UnregisteredPackage(pkg::Symbol, mod::Module) <: PackageException + +The package `pkg` was asked for within `mod`, but has not been +registered by `mod`, and so cannot be loaded. + +# Example occurrence + +```julia-repl +julia> @require Foo +ERROR: UnregisteredPackage: Foo has not been registered by Main, see @addpkg for more information +Stacktrace: [...] +``` +""" +struct UnregisteredPackage <: PackageException + pkg::Symbol + mod::Module +end + +function Base.showerror(io::IO, err::UnregisteredPackage, bt; backtrace=true) + print(io, "UnregisteredPackage: ", err.pkg, + " has not been registered by ", err.mod) + project_deps = let proj_file = if isnothing(pathof(err.mod)) # Main, etc. + Base.active_project() + else abspath(pathof(err.mod), "..", "..", "Project.toml") end + if isfile(proj_file) + Dict{String, Base.UUID}( + pkg => Base.UUID(id) + for (pkg, id) in get(Base.parsed_toml(proj_file), + "deps", Dict{String, Any}())) + else + Dict{String, Base.UUID}() + end + end + dtk = "DataToolkit" => Base.UUID("dc83c90b-d41d-4e55-bdb7-0fc919659999") + has_dtk = dtk in project_deps + print(io, ", see ", + ifelse(has_dtk, "@addpkg", "addpkg"), + " for more information") + if haskey(project_deps, String(err.pkg)) + println(io, "\n The package is present as a dependency of $(err.mod), and so this issue can likely be fixed by invoking:") + if has_dtk + print(io, " @addpkg $(err.pkg)") + else + print(io, " addpkg($(err.mod), :$(err.pkg), $(sprint(show, project_deps[String(err.pkg)])))") + end + else + print(io, " (it is also worth noting that the package does not seem to be present as a dependency of $(err.mod))") + end + backtrace && println(io) + backtrace && Base.show_backtrace(io, strip_stacktrace_advice!(bt)) +end + +""" + MissingPackage(pkg::Base.PkgId) <: PackageException + +The package `pkg` was asked for, but does not seem to be available in the +current environment. + +# Example occurrence + +```julia-repl +julia> @addpkg Bar "00000000-0000-0000-0000-000000000000" +Bar [00000000-0000-0000-0000-000000000000] + +julia> @require Bar +[ Info: Lazy-loading Bar [00000000-0000-0000-0000-000000000001] +ERROR: MissingPackage: Bar [00000000-0000-0000-0000-000000000001] has been required, but does not seem to be installed. +Stacktrace: [...] +``` +""" +struct MissingPackage <: PackageException + pkg::Base.PkgId +end + +function Base.showerror(io::IO, err::MissingPackage, bt; backtrace=true) + print(io, "MissingPackage: ", err.pkg.name, " [", err.pkg.uuid, + "] has been required, but does not seem to be installed.") + backtrace && Base.show_backtrace(io, strip_stacktrace_advice!(bt)) +end + +abstract type DataOperationException <: Exception end + +""" + CollectionVersionMismatch(version::Int) <: DataOperationException + +The `version` of the collection currently being acted on is not supported +by the current version of $(@__MODULE__). + +# Example occurrence + +```julia-repl +julia> fromspec(DataCollection, Dict{String, Any}("data_config_version" => -1)) +ERROR: CollectionVersionMismatch: -1 (specified) ≠ $LATEST_DATA_CONFIG_VERSION (current) + The data collection specification uses the v-1 data collection format, however + the installed DataToolkitCore version expects the v$LATEST_DATA_CONFIG_VERSION version of the format. + In the future, conversion facilities may be implemented, for now though you + will need to manually upgrade the file to the v$LATEST_DATA_CONFIG_VERSION format. +Stacktrace: [...] +``` +""" +struct CollectionVersionMismatch <: DataOperationException + version::Int +end + +function Base.showerror(io::IO, err::CollectionVersionMismatch, bt; backtrace=true) + print(io, "CollectionVersionMismatch: ", err.version, " (specified) ≠ ", + LATEST_DATA_CONFIG_VERSION, " (current)\n") + print(io, " The data collection specification uses the v$(err.version) data collection format, however\n", + " the installed $(@__MODULE__) version expects the v$LATEST_DATA_CONFIG_VERSION version of the format.\n", + " In the future, conversion facilities may be implemented, for now though you\n will need to ", + ifelse(err.version < LATEST_DATA_CONFIG_VERSION, + "manually upgrade the file to the v$LATEST_DATA_CONFIG_VERSION format.", + "use a newer version of $(@__MODULE__).")) + backtrace && println(io) + backtrace && Base.show_backtrace(io, strip_stacktrace_advice!(bt)) +end + +""" + EmptyStackError() <: DataOperationException + +An attempt was made to perform an operation on a collection within the data +stack, but the data stack is empty. + +# Example occurrence + +```julia-repl +julia> getlayer() # with an empty STACK +ERROR: EmptyStackError: The data collection stack is empty +Stacktrace: [...] +``` +""" +struct EmptyStackError <: DataOperationException end + +function Base.showerror(io::IO, err::EmptyStackError, bt; backtrace=true) + print(io, "EmptyStackError: The data collection stack is empty") + backtrace && Base.show_backtrace(io, strip_stacktrace_advice!(bt)) +end + +""" + ReadonlyCollection(collection::DataCollection) <: DataOperationException + +Modification of `collection` is not viable, as it is read-only. + +# Example Occurrence + +```julia-repl +julia> lockedcollection = DataCollection(Dict{String, Any}("uuid" => Base.UUID(rand(UInt128)), "config" => Dict{String, Any}("locked" => true))) +julia> write(lockedcollection) +ERROR: ReadonlyCollection: The data collection unnamed#298 is locked +Stacktrace: [...] +``` +""" +struct ReadonlyCollection <: DataOperationException + collection::DataCollection +end + +function Base.showerror(io::IO, err::ReadonlyCollection, bt; backtrace=true) + print(io, "ReadonlyCollection: The data collection ", err.collection.name, + " is ", ifelse(get(err.collection, "locked", false) === true, + "locked", "backed by a read-only file")) + backtrace && Base.show_backtrace(io, strip_stacktrace_advice!(bt)) +end + +""" + TransformerError(msg::String) <: DataOperationException + +A catch-all for issues involving data transformers, with details given in `msg`. + +# Example occurrence + +```julia-repl +julia> emptydata = DataSet(DataCollection(), "empty", Dict{String, Any}("uuid" => Base.UUID(rand(UInt128)))) +DataSet empty + +julia> read(emptydata) +ERROR: TransformerError: Data set "empty" could not be loaded in any form. +Stacktrace: [...] +``` +""" +struct TransformerError <: DataOperationException + msg::String +end + +function Base.showerror(io::IO, err::TransformerError, bt; backtrace=true) + print(io, "TransformerError: ", err.msg) + backtrace && Base.show_backtrace(io, strip_stacktrace_advice!(bt)) +end + +""" + UnsatisfyableTransformer{T}(dataset::DataSet, types::Vector{QualifiedType}) <: DataOperationException + +A transformer (of type `T`) that could provide any of `types` was asked for, but +there is no transformer that satisfies this restriction. + +# Example occurrence + +```julia-repl +julia> emptydata = DataSet(DataCollection(), "empty", Dict{String, Any}("uuid" => Base.UUID(rand(UInt128)))) +DataSet empty + +julia> read(emptydata, String) +ERROR: UnsatisfyableTransformer: There are no loaders for "empty" that can provide a String. The defined loaders are as follows: +Stacktrace: [...] +``` +""" +struct UnsatisfyableTransformer{T} <: DataOperationException where { T <: DataTransformer } + dataset::DataSet + transformer::Type{T} + wanted::Vector{QualifiedType} +end + +function Base.showerror(io::IO, err::UnsatisfyableTransformer, bt; backtrace=true) + transformer_type = lowercase(replace(string(nameof(err.transformer)), "Data" => "")) + print(io, "UnsatisfyableTransformer: There are no $(transformer_type)s for ", + sprint(show, err.dataset.name), " that can provide a ", + join(string.(err.wanted), ", ", ", or "), + ".\n The defined $(transformer_type)s are as follows:") + transformers = if err.transformer <: DataLoader + err.dataset.loaders + else + err.dataset.storage + end + for transformer in transformers + print(io, "\n ") + show(io, transformer) + tsteps = if transformer isa DataStorage + typesteps(transformer, Any, write=false) + else + typesteps(transformer, Any) + end + print(io, " -> [", join(map(last, tsteps), ", "), ']') + end + backtrace && println(io) + backtrace && Base.show_backtrace(io, strip_stacktrace_advice!(bt)) +end + +""" + OrphanDataSet(dataset::DataSet) <: DataOperationException + +The data set (`dataset`) is no longer a child of its parent collection. + +This error should not occur, and is intended as a sanity check should +something go quite wrong. +""" +struct OrphanDataSet <: DataOperationException + dataset::DataSet +end + +function Base.showerror(io::IO, err::OrphanDataSet, bt; backtrace=true) + print(io, "OrphanDataSet: The data set ", err.dataset.name, + " [", err.dataset.uuid, "] is no longer a child of of its parent collection.\n", + "This should not occur, and indicates that something fundamental has gone wrong.") + backtrace && println(io) + backtrace && Base.show_backtrace(io, strip_stacktrace_advice!(bt)) +end + +""" + ImpossibleTypeException(qt::QualifiedType, mod::Union{Module, Nothing}) <: DataOperationException + +The qualified type `qt` could not be converted to a `Type`, for some reason or +another (`mod` is the parent module used in the attempt, should it be successfully +identified, and `nothing` otherwise). +""" +struct ImpossibleTypeException <: Exception + qt::QualifiedType + mod::Union{Module, Nothing} +end + +function Base.showerror(io::IO, err::ImpossibleTypeException, bt; backtrace=true) + print(io, "ImpossibleTypeException: Could not realise the type ", string(err.qt)) + if isnothing(err.mod) + print(io, ", as the parent module ", err.qt.root, + " is not loaded.") + elseif !isdefined(err.mod, err.qt.name) + print(io, ", as the parent module ", err.qt.root, + " has no property ", err.qt.name, '.') + else + print(io, ", for unknown reasons, possibly an issue with the type parameters?") + end + backtrace && Base.show_backtrace(io, strip_stacktrace_advice!(bt)) +end + +""" + InvalidParameterType{T}(thing::T, parameter::String, type::Type) <: DataOperationException + +The parameter `parameter` of `thing` must be of type `type`, but is not. +""" +struct InvalidParameterType{T <: Union{<:DataTransformer, DataSet, DataCollection}} + thing::T + parameter::String + type::Type +end + +function Base.showerror(io::IO, err::InvalidParameterType{DataTransformer{kind, driver}}, bt; backtrace=true) where {kind, driver} + @nospecialize err + print(io, "InvalidParameterType: '", err.parameter, "' parameter of ", + err.thing.dataset.name, "'s ", sprint(show, DataTransformer{kind}), + "{:", string(driver), "} must be a ", + string(err.type), " not a ", + string(typeof(get(err.thing, err.parameter))), ".") + backtrace && Base.show_backtrace(io, strip_stacktrace_advice!(bt)) +end + +function Base.showerror(io::IO, err::InvalidParameterType, bt; backtrace=true) + print(io, "InvalidParameterType: '", err.parameter, "' parameter of ", + string(err.thing), " must be a ", string(err.type), " not a ", + string(typeof(get(err.thing, err.parameter))), ".") + backtrace && Base.show_backtrace(io, strip_stacktrace_advice!(bt)) +end + +""" + @getparam container."parameter"::Type default=nothing + +Get the parameter `"parameter"` from `container` (a [`DataCollection`](@ref), +[`DataSet`](@ref), or [`DataTransformer`](@ref)), ensuring that it is of type +`Type`. If it is not, an [`InvalidParameterType`](@ref) error is thrown. +""" +macro getparam(expr::Expr, default=nothing) + thing, type = if Meta.isexpr(expr, :(::)) expr.args else (expr, :Any) end + Meta.isexpr(thing, :.) || error("Malformed expression passed to @getparam") + root, param = thing.args + if isnothing(default) + typename = if type isa Symbol type + elseif Meta.isexpr(type, :curly) first(type.args) + else :Any end + default = if typename ∈ (:Vector, :Dict) + :($type()) + else :nothing end + end + if type == :Any + :(get($(esc(root)), $(esc(param)), $(esc(default)))) + else + quote + let value = get($(esc(root)), $(esc(param)), $(esc(default))) + if !(value isa $(esc(type))) + throw(InvalidParameterType( + $(esc(root)), $(esc(param)), $(esc(type)))) + end + value + end + end + end +end diff --git a/Core/src/model/globals.jl b/Core/src/model/globals.jl new file mode 100644 index 000000000..6eba16445 --- /dev/null +++ b/Core/src/model/globals.jl @@ -0,0 +1,166 @@ +""" +The `DataCollection.version` set on all created [`DataCollection`](@ref)s, and assumed +when reading any Data.toml files which do not set `data_config_version`. +""" +const LATEST_DATA_CONFIG_VERSION = 0 # while in alpha + +""" +The set of data collections currently available. +""" +const STACK = DataCollection[] + +""" +The set of plugins currently available. +""" +const PLUGINS = Plugin[] + +""" +A mapping from Plugin names to the documentation of said plugin. +""" +const PLUGINS_DOCUMENTATION = Dict{String, Any}() + +""" +The set of plugins (by name) that should used by default when creating a +new data collection. +""" +const DEFAULT_PLUGINS = String[] + +""" +List of `(category::Symbol, named::Symbol) => docs::Any` forms. + +`category` can be `:storage`, `:loader`, or `:writer`. +""" +const TRANSFORMER_DOCUMENTATION = Pair{Tuple{Symbol, Symbol}, Any}[] + +""" +The set of packages loaded by each module via [`@addpkg`](@ref), for import with [`@require`](@ref). + +More specifically, when a module M invokes `@addpkg pkg id` then +`EXTRA_PACKAGES[M][pkg] = id` is set, and then this information is used +with `@require` to obtain the package from the root module. +""" +const EXTRA_PACKAGES = Dict{Module, Dict{Symbol, Base.PkgId}}() + +# For use in construction + +""" +The default `priority` field value for instances of [`DataTransformer`](@ref). +""" +const DEFAULT_DATATRANSFORMER_PRIORITY = 1 + +""" +The default `priority` field value for [`Advice`](@ref)s. +""" +const DEFAULT_DATA_ADVISOR_PRIORITY = 1 + +""" +A tuple of delimiters defining a dataset reference. +For example, if set to `("{", "}")` then `{abc}` would +be recognised as a dataset reference for `abc`. +""" +const DATASET_REFERENCE_WRAPPER = ("📇DATASET<<", ">>") + +""" +A regex which matches dataset references. +This is constructed from [`DATASET_REFERENCE_WRAPPER`](@ref). +""" +const DATASET_REFERENCE_REGEX = + Regex(string("^", DATASET_REFERENCE_WRAPPER[1], + "(.+)", DATASET_REFERENCE_WRAPPER[2], + "\$")) + +# For plugins / general information + +""" +The data specification TOML format constructs a [`DataCollection`](@ref), which itself +contains [`DataSet`](@ref)s, comprised of metadata and [`DataTransformer`](@ref)s. + +```text +DataCollection +├─ DataSet +│  ├─ DataTransformer +│  └─ DataTransformer +├─ DataSet +⋮ +``` + +Within each scope, there are certain reserved attributes. They are listed in +this Dict under the following keys: +- `:collection` for [`DataCollection`](@ref) +- `:dataset` for [`DataSet`](@ref) +- `:transformer` for [`DataTransformer`](@ref) +""" +const DATA_CONFIG_RESERVED_ATTRIBUTES = + Dict(:collection => ["data_config_version", "name", "uuid", "plugins", "config"], + :dataset => ["uuid", "storage", "loader", "writer"], + :transformer => ["driver", "type", "priority"]) + +""" +When writing data configuration TOML file, the keys are (recursively) sorted. +Some keys are particularly important though, and so to ensure they are placed +higher a mappings from such keys to a higher sort priority string can be +registered here. + +For example, `"config" => "\\0x01"` ensures that the special configuration +section is placed before all of the data sets. + +This can cause odd behaviour if somebody gives a dataset the same name as a +special key, but frankly that would be a bit silly (given the key names, e.g. +"uuid") and so this is of minimal concern. +""" +const DATA_CONFIG_KEY_SORT_MAPPING = + Dict("config" => "\0x01", + "data_config_version" => "\0x01", + "uuid" => "\0x02", + "name" => "\0x03", + "driver" => "\0x03", + "description" => "\0x04", + "storage" => "\0x05", + "loader" => "\0x06", + "writer" => "\0x07") + +# Linting + +""" +A mapping from severity symbols to integers. + +This is used to assist with more readable construction of [`LintItem`](@ref)s. + +See also: [`LINT_SEVERITY_MESSAGES`](@ref) for the reverse mapping of integer to +severity title string. +""" +const LINT_SEVERITY_MAPPING = + Dict(:debug => 0x05, + :info => 0x04, + :suggestion => 0x03, + :warning => 0x02, + :error => 0x01) + +""" +A mapping from severity numbers (see [`LINT_SEVERITY_MAPPING`](@ref)) to a tuple +giving the color the message should be accented with and the severity +title string. +""" +const LINT_SEVERITY_MESSAGES = + Dict(0x01 => (:red, "Error"), + 0x02 => (:yellow, "Warning"), + 0x03 => (:light_yellow, "Suggestion"), + 0x04 => (:light_blue, "Info"), + 0x05 => (:light_black, "Debug")) + +# Logging + +""" +The delay in seconds before a log message is displayed. + +When zero or less, log messages are displayed immediately. +""" +const DEFAULT_LOG_DELAY = 1.0 + +# Errors + +""" +Whether stacktraces should be simplified by removing likely incidental +DataToolkit-internals frames when displayed. +""" +const SIMPLIFY_STACKTRACES = Ref(true) diff --git a/Core/src/model/identification.jl b/Core/src/model/identification.jl new file mode 100644 index 000000000..4a47fd897 --- /dev/null +++ b/Core/src/model/identification.jl @@ -0,0 +1,202 @@ +Identifier(ident::Identifier, params::Dict{String, Any}; replace::Bool=false) = + Identifier(ident.collection, ident.dataset, ident.type, + if replace || isempty(ident.parameters); + params + else + merge(ident.parameters, params) + end) + +Identifier(ident::Identifier, ::Nothing; replace::Bool=false) = + if replace + Identifier(ident, newdict(String, Any, 0); replace) + else + ident + end + +""" + Identifier(dataset::DataSet, collection::Union{Symbol, Nothing}=:name, + name::Symbol=something(collection, :name)) + +Create an [`Identifier`](@ref) referring to `dataset`, specifying the collection +`dataset` comes from as well (when `collection` is not `nothing`) as all of its +parameters, but without any type information. + +Should `collection` and `name` default to the symbol `:name`, which signals that +the collection and dataset reference of the generated `Identifier` should use +the *name*s of the collection/dataset. If set to `:uuid`, the UUID is used +instead. No other value symbols are supported. +""" +function Identifier(ds::DataSet, collection::Union{Symbol, Nothing}=:name, + name::Symbol=something(collection, :name)) + Identifier( + if collection == :uuid + ds.collection.uuid + elseif collection == :name + ds.collection.name + elseif isnothing(collection) + else + throw(ArgumentError("collection argument must be :uuid, :name, or nothing — not $collection")) + end, + if name == :uuid + ds.uuid + elseif name == :name + ds.name + else + throw(ArgumentError("name argument must be :uuid or :name — not $name")) + end, + nothing, + ds.parameters) +end + +# Identifier(spec::AbstractString) = parse(Identifier, spec) + +Identifier(spec::AbstractString, params::Dict{String, Any}) = + Identifier(parse(Identifier, spec), params) + +Base.:(==)(a::Identifier, b::Identifier) = + getfield.(Ref(a), fieldnames(Identifier)) == + getfield.(Ref(b), fieldnames(Identifier)) + +function Base.string(ident::Identifier) + string(if !isnothing(ident.collection) + string(ident.collection, ':') + else "" end, + ident.dataset, + if !isnothing(ident.type) + "::" * string(ident.type) + else "" end) +end + +""" + resolve(collection::DataCollection, ident::Identifier; + resolvetype::Bool=true, requirematch::Bool=true) + +Attempt to resolve an identifier (`ident`) to a particular data set. +Matching data sets will searched for from `collection`. + +When `resolvetype` is set and `ident` specifies a datatype, the identified data +set will be read to that type. + +When `requirematch` is set an error is raised should no dataset match `ident`. +Otherwise, `nothing` is returned. +""" +function resolve(collection::DataCollection, ident::Identifier; + resolvetype::Bool=true, requirematch::Bool=true) + collection_mismatch = !isnothing(ident.collection) && + if ident.collection isa UUID + collection.uuid != ident.collection + else + collection.name != ident.collection + end + if collection_mismatch + return resolve(getlayer(ident.collection), ident) + end + matchingdatasets = refine(collection, collection.datasets, ident) + if length(matchingdatasets) == 1 + dataset = first(matchingdatasets) + if !isnothing(ident.type) && resolvetype + read(dataset, typeify(ident.type, mod=collection.mod, shoulderror=true)) + else + dataset + end + elseif length(matchingdatasets) == 0 && requirematch + notypeident = Identifier(ident.collection, ident.dataset, nothing, ident.parameters) + notypematches = refine(collection, collection.datasets, notypeident) + if !isempty(notypematches) + throw(UnsatisfyableTransformer(first(notypematches), DataLoader, ident.type)) + else + throw(UnresolveableIdentifier{DataSet}(string(notypeident), collection)) + end + elseif length(matchingdatasets) > 1 + throw(AmbiguousIdentifier((@advise collection string(ident)), + matchingdatasets, collection)) + end +end + +""" + refine(collection::DataCollection, datasets::Vector{DataSet}, ident::Identifier) + +Filter `datasets` (from `collection`) to data sets than match the identifier `ident`. + +This function contains an advise entrypoint where plugins can apply further filtering, +applied to the method `refine(::Vector{DataSet}, ::Identifier, ::Vector{String})`. +""" +function refine(collection::DataCollection, datasets::Vector{DataSet}, ident::Identifier) + filter_nameid(datasets) = + if ident.dataset isa UUID + filter(d -> d.uuid == ident.dataset, datasets) + else + filter(d -> d.name == ident.dataset, datasets) + end + filter_type(datasets) = + if isnothing(ident.type) + datasets + else + filter(d -> any(l -> any(t -> ⊆(t, ident.type, mod=collection.mod), l.type), + d.loaders), datasets) + end + filter_parameters(datasets, ignore) = + filter(datasets) do d + all((param, value)::Pair -> + param in ignore || get(d, param) == value, + ident.parameters) + end + matchingdatasets = datasets |> filter_nameid |> filter_type + matchingdatasets, ignoreparams = + @advise collection refine(matchingdatasets, ident, String[]) + filter_parameters(matchingdatasets, ignoreparams) +end + +""" + refine(datasets::Vector{DataSet}, ::Identifier, ignoreparams::Vector{String}) + +This is a stub function that exists soley as as an advise point for data set +filtering during resolution of an identifier. +""" +refine(datasets::Vector{DataSet}, ::Identifier, ignoreparams::Vector{String}) = + (datasets, ignoreparams) + +""" + resolve(ident::Identifier; resolvetype::Bool=true, stack=STACK) + +Attempt to resolve `ident` using the specified data layer, if present, trying +every layer of the data stack in turn otherwise. +""" +resolve(ident::Identifier; resolvetype::Bool=true, stack::Vector{DataCollection}=STACK) = + if !isnothing(ident.collection) + resolve(getlayer(ident.collection), ident; resolvetype) + else + for collection in stack + result = resolve(collection, ident; resolvetype, requirematch=false) + if !isnothing(result) + return result + end + end + throw(UnresolveableIdentifier{DataSet}(string(ident))) + end + +""" + resolve(identstr::AbstractString, parameters::Union{Dict{String, Any}, Nothing}=nothing; + resolvetype::Bool=true, stack::Vector{DataCollection}=STACK) + +Attempt to resolve the identifier given by `identstr` and `parameters` against +each layer of the data `stack` in turn. +""" +function resolve(identstr::AbstractString, parameters::Union{Dict{String, Any}, Nothing}=nothing; + resolvetype::Bool=true, stack::Vector{DataCollection}=STACK) + isempty(stack) && throw(EmptyStackError()) + if (cname = parse(Identifier, identstr).collection) |> !isnothing + collection = getlayer(cname) + ident = Identifier((@advise collection parse_ident(identstr)), + parameters) + resolve(collection, ident; resolvetype) + else + for collection in stack + ident = Identifier((@advise collection parse_ident(identstr)), + parameters) + result = resolve(collection, ident; resolvetype, requirematch=false) + !isnothing(result) && return result + end + throw(UnresolveableIdentifier{DataSet}(String(identstr))) + end +end diff --git a/Core/src/model/parameters.jl b/Core/src/model/parameters.jl new file mode 100644 index 000000000..1e53d80e8 --- /dev/null +++ b/Core/src/model/parameters.jl @@ -0,0 +1,97 @@ +""" + dataset_parameters(source::Union{DataCollection, DataSet, DataTransformer}, + action::Val{:extract|:resolve|:encode}, value::Any) + +Obtain a form (depending on `action`) of `value`, a property within `source`. + +## Actions + +**`:extract`** Look for [`DataSet`](@ref) references ("[`$(DATASET_REFERENCE_WRAPPER[1])…$(DATASET_REFERENCE_WRAPPER[2])`](@ref DATASET_REFERENCE_WRAPPER)") within + `value`, and turn them into [`Identifier`](@ref)s (the inverse of `:encode`). + +**`:resolve`** Look for [`Identifier`](@ref)s in `value`, and resolve them to the + referenced [`DataSet`](@ref)/value. + +**`:encode`** Look for [`Identifier`](@ref)s in `value`, and turn them into [`DataSet`](@ref) references + (the inverse of `:extract`). +""" +function dataset_parameters(collection::DataCollection, action::Val, params::Dict{String,Any}) + d = newdict(String, Any, length(params)) + for (key, value) in params + d[key] = dataset_parameters(collection, action, value) + end + d +end + +function dataset_parameters(collection::DataCollection, action::Val, param::Vector) + map(value -> dataset_parameters(collection, action, value), param) +end + +dataset_parameters(::DataCollection, ::Val, value::Any) = value + +dataset_parameters(dataset::DataSet, action::Val, params::Any) = + dataset_parameters(dataset.collection, action, params) + +dataset_parameters(dt::DataTransformer, action::Val, params::Any) = + dataset_parameters(dt.dataset.collection, action, params) + +function dataset_parameters(collection::DataCollection, ::Val{:extract}, param::String) + dsid_match = match(DATASET_REFERENCE_REGEX, param) + if !isnothing(dsid_match) + @advise collection parse_ident(dsid_match.captures[1]) + else + param + end +end + +function dataset_parameters(collection::DataCollection, ::Val{:resolve}, param::Identifier) + resolve(collection, param) +end + +function dataset_parameters(collection::DataCollection, ::Val{:encode}, param::Identifier) + string(DATASET_REFERENCE_WRAPPER[1], + (@advise collection string(param)), + DATASET_REFERENCE_WRAPPER[2]) +end + +function Base.get(dataobj::Union{DataSet, DataCollection, <:DataTransformer}, + property::AbstractString, default=nothing) + if haskey(dataobj.parameters, property) + dataset_parameters(dataobj, Val(:resolve), dataobj.parameters[property]) + else + default + end +end + +Base.get(dataobj::Union{DataSet, DataCollection, <:DataTransformer}, + ::typeof(:)) = + dataset_parameters(dataobj, Val(:resolve), dataobj.parameters) + +# Nice extra + +function referenced_datasets(dataset::DataSet) + dataset_references = Identifier[] + add_dataset_refs!(dataset_references, dataset.parameters) + for paramsource in vcat(dataset.storage, dataset.loaders, dataset.writers) + add_dataset_refs!(dataset_references, paramsource) + end + map(r -> resolve(dataset.collection, r, resolvetype=false), dataset_references) |> unique! +end + +add_dataset_refs!(acc::Vector{Identifier}, @nospecialize(dt::DataTransformer)) = + add_dataset_refs!(acc, dt.parameters) + +add_dataset_refs!(acc::Vector{Identifier}, props::Dict) = + for val in values(props) + add_dataset_refs!(acc, val) + end + +add_dataset_refs!(acc::Vector{Identifier}, props::Vector) = + for val in props + add_dataset_refs!(acc, val) + end + +add_dataset_refs!(acc::Vector{Identifier}, ident::Identifier) = + push!(acc, ident) + +add_dataset_refs!(::Vector{Identifier}, ::Any) = nothing diff --git a/Core/src/model/parser.jl b/Core/src/model/parser.jl new file mode 100644 index 000000000..b668441b4 --- /dev/null +++ b/Core/src/model/parser.jl @@ -0,0 +1,278 @@ +# --------------- +# QualifiedType +# --------------- + +function Base.parse(::Type{QualifiedType}, spec::AbstractString) + if haskey(QUALIFIED_TYPE_SHORTHANDS.forward, spec) + return QUALIFIED_TYPE_SHORTHANDS.forward[spec] + end + components, parameters = let cbsplit = split(spec, '{', limit=2) + function destruct(param) + if param isa Number + param + elseif param isa QuoteNode + param.value + elseif param isa Expr && param.head == :tuple + Tuple(destruct.(param.args)) + elseif param isa Symbol + if haskey(QUALIFIED_TYPE_SHORTHANDS.forward, string(param)) + QUALIFIED_TYPE_SHORTHANDS.forward[string(param)] + else + QualifiedType(nameof(Base.binding_module(Main, param)), + Symbol[], param, Tuple{}()) + end + elseif Meta.isexpr(param, :.) + parse(QualifiedType, string(param)) + elseif Meta.isexpr(param, :<:) && last(param.args) isa Symbol + TypeVar(if length(param.args) == 2 + first(param.args) + else Symbol("#s0") end, + getfield(Main, last(param.args))) + elseif Meta.isexpr(param, :<:) && (val = typeify(parse(QualifiedType, string(last(param.args))))) |> !isnothing + TypeVar(if length(param.args) == 2 + first(param.args) + else Symbol("#s0") end, + val) + elseif Meta.isexpr(param, :curly) + base = parse(QualifiedType, string(first(param.args))) + QualifiedType(base.root, Symbol[], base.name, Tuple(destruct.(param.args[2:end]))) + else + throw(ArgumentError("Invalid QualifiedType parameter $(sprint(show, param)) in $(sprint(show, spec))")) + end + end + if length(cbsplit) == 1 + split(cbsplit[1], '.'), Tuple{}() + else + typeparams = Meta.parse(spec[1+length(cbsplit[1]):end]) + split(cbsplit[1], '.'), Tuple(destruct.(typeparams.args)) + end + end + root, parents, name = if length(components) == 1 + n = Symbol(components[1]) + nameof(Base.binding_module(Main, n)), Symbol[], n + elseif length(components) == 2 + Symbol(components[1]), Symbol[], Symbol(components[2]) + else + Symbol(components[1]), Symbol.(components[2:end-1]), Symbol(components[end]) + end + QualifiedType(root, parents, name, parameters) +end + +# --------------- +# Identifier +# --------------- + +function Base.parse(::Type{Identifier}, spec::AbstractString) + isempty(STACK) && return parse_ident(spec) + mark = findfirst(':', spec) + collection = if !isnothing(mark) && (mark == length(spec) || spec[mark+1] != ':') + cstring = spec[1:prevind(spec, mark)] + something(tryparse(UUID, cstring), cstring) + end + @advise getlayer(collection) parse_ident(spec) +end + +function parse_ident(spec::AbstractString) + mark = findfirst(':', spec) + collection = if !isnothing(mark) && (mark == length(spec) || spec[mark+1] != ':') + cstring, spec = spec[begin:prevind(spec, mark)], spec[mark+1:end] + something(tryparse(UUID, cstring), cstring) + end + mark = findfirst(':', spec) + dataset = if isnothing(mark) + _, spec = spec, "" + else + _, spec = spec[begin:prevind(spec, mark)], spec[mark:end] + end |> first + dtype = if startswith(spec, "::") && length(spec) > 2 + parse(QualifiedType, spec[3:end]) + end + Identifier(collection, something(tryparse(UUID, dataset), dataset), + dtype, newdict(String, Any, 0)) +end + +# --------------- +# DataTransformers +# --------------- + +""" + supportedtypes(DT::Type{<:DataTransformer}, [spec::Dict{String, Any}, dataset::DataSet]) -> Vector{QualifiedType} + +Return a list of types supported by the data transformer `DT`. + +This is used as the default value for the `type` key in the Data TOML. +The list of types is dynamically generated based on the available methods for +the data transformer. + +In some cases, it makes sense for this to be explicitly defined for a particular +transformer, optionally taking into account information in the `spec` and/or +parent `dataset`. + +See also: [`QualifiedType`](@ref), [`DataTransformer`](@ref). +""" +function supportedtypes end # See `interaction/externals.jl` for method definitions. + +supportedtypes(DT::Type{<:DataTransformer}, spec::Dict{String, Any}, _::DataSet) = + supportedtypes(DT, spec) + +supportedtypes(DT::Type{<:DataTransformer}, _::Dict{String, Any}) = + supportedtypes(DT) + +(DT::Type{<:DataTransformer})(dataset::DataSet, spec::Dict{String, Any}) = + @advise fromspec(DT, dataset, spec) + +(DT::Type{<:DataTransformer})(dataset::DataSet, driver::String) = + DT(dataset, Dict{String, Any}("driver" => driver)) + +""" + fromspec(DT::Type{<:DataTransformer}, dataset::DataSet, spec::Dict{String, Any}) + +Create an [`DT`](@ref DataTransformer) of `dataset` according to `spec`. + +`DT` can either contain the driver name as a type parameter, or it will be read +from the `"driver"` key in `spec`. +""" +function fromspec(DT::Type{<:DataTransformer}, dataset::DataSet, spec::Dict{String, Any}) + parameters = shrinkdict(spec) + driver = if DT isa DataType + first(DT.parameters) + elseif haskey(parameters, "driver") + Symbol(lowercase(parameters["driver"])) + else + @warn "$DT for $(sprint(show, dataset.name)) has no driver!" + :MISSING + end + if !(DT isa DataType) + DT = DT{driver} + end + ttype = let spec_type = get(parameters, "type", nothing) + if isnothing(spec_type) + supportedtypes(DT, parameters, dataset) + elseif spec_type isa Vector + parse.(QualifiedType, spec_type) + elseif spec_type isa String + [parse(QualifiedType, spec_type)] + else + @warn "Invalid DT type '$spec_type', ignoring" + end + end + if isempty(ttype) + @warn """Could not find any types that $DT of $(sprint(show, dataset.name)) supports. + Consider adding a 'type' parameter.""" + end + priority = get(parameters, "priority", DEFAULT_DATATRANSFORMER_PRIORITY) + delete!(parameters, "driver") + delete!(parameters, "type") + delete!(parameters, "priority") + @advise dataset identity( + DT(dataset, ttype, priority, + dataset_parameters(dataset, Val(:extract), parameters))) +end + +# function (DT::Type{<:DataTransformer})(collection::DataCollection, spec::Dict{String, Any}) +# @advise fromspec(DT, collection, spec) +# end + +# --------------- +# DataCollection +# --------------- + +function DataCollection(spec::Dict{String, Any}; path::Union{String, Nothing}=nothing, mod::Module=Base.Main) + plugins::Vector{String} = get(get(spec, "config", Dict("config" => Dict())), "plugins", String[]) + AdviceAmalgamation(plugins)(fromspec, DataCollection, spec; path, mod) +end + +""" + fromspec(::Type{DataCollection}, spec::Dict{String, Any}; + path::Union{String, Nothing}=nothing, mod::Module=Base.Main) + +Create a [`DataCollection`](@ref) from `spec`. + +The `path` and `mod` keywords are used as the values for the corresponding +fields in the [`DataCollection`](@ref). +""" +function fromspec(::Type{DataCollection}, spec::Dict{String, Any}; + path::Union{String, Nothing}=nothing, mod::Module=Base.Main) + version = get(spec, "data_config_version", LATEST_DATA_CONFIG_VERSION) + if version != LATEST_DATA_CONFIG_VERSION + throw(CollectionVersionMismatch(version)) + end + name = @something(get(spec, "name", nothing), + if !isnothing(path) + toml_name = path |> basename |> splitext |> first + if toml_name != "Data" + toml_name + else + basename(dirname(path)) + end + end, + string(gensym("unnamed"))[3:end]) + uuid = UUID(@something get(spec, "uuid", nothing) begin + @info "Data collection '$(something(name, ""))' had no UUID, one has been generated." + uuid4() + end) + plugins::Vector{String} = get(spec, "plugins", String[]) + parameters = get(spec, "config", Dict{String, Any}()) |> shrinkdict + unavailable_plugins = setdiff(plugins, getproperty.(PLUGINS, :name)) + if length(unavailable_plugins) > 0 + @warn string("The ", join(unavailable_plugins, ", ", ", and "), + " plugin", if length(unavailable_plugins) == 1 + " is" else "s are" end, + " not available at the time of loading '$name'.", + "\n It is highly recommended that all plugins are loaded", + " prior to DataCollections.") + end + collection = DataCollection(version, name, uuid, plugins, + parameters, DataSet[], path, + AdviceAmalgamation(plugins), + mod) + # Construct the data sets + datasets = copy(spec) + for reservedname in DATA_CONFIG_RESERVED_ATTRIBUTES[:collection] + delete!(datasets, reservedname) + end + for (name, dspecs) in datasets + for dspec in if dspecs isa Vector dspecs else [dspecs] end + push!(collection.datasets, DataSet(collection, name, dspec)) + end + end + @advise identity(collection) +end + +# --------------- +# DataSet +# --------------- + +function DataSet(collection::DataCollection, name::String, spec::Dict{String, Any}) + @advise fromspec(DataSet, collection, name, spec) +end + +""" + fromspec(::Type{DataSet}, collection::DataCollection, name::String, spec::Dict{String, Any}) + +Create a [`DataSet`](@ref) for `collection` called `name`, according to `spec`. +""" +function fromspec(::Type{DataSet}, collection::DataCollection, name::String, spec::Dict{String, Any}) + uuid = UUID(@something get(spec, "uuid", nothing) begin + @info "Data set '$name' had no UUID, one has been generated." + uuid4() + end) + parameters = shrinkdict(spec) + for reservedname in DATA_CONFIG_RESERVED_ATTRIBUTES[:dataset] + delete!(parameters, reservedname) + end + dataset = DataSet(collection, name, uuid, + dataset_parameters(collection, Val(:extract), parameters), + DataStorage[], DataLoader[], DataWriter[]) + for (attr, afield, atype) in [("storage", :storage, DataStorage), + ("loader", :loaders, DataLoader), + ("writer", :writers, DataWriter)] + specs = get(spec, attr, Dict{String, Any}[]) |> + s -> if s isa Vector s else [s] end + for aspec::Union{String, Dict{String, Any}} in specs + push!(getfield(dataset, afield), atype(dataset, aspec)) + end + sort!(getfield(dataset, afield), by=a->a.priority) + end + @advise identity(dataset) +end diff --git a/Core/src/model/qualifiedtype.jl b/Core/src/model/qualifiedtype.jl new file mode 100644 index 000000000..dce98e241 --- /dev/null +++ b/Core/src/model/qualifiedtype.jl @@ -0,0 +1,101 @@ +QualifiedType(m::Symbol, name::Symbol, params::Tuple=()) = + QualifiedType(m, Symbol[], name, params) + +QualifiedType(m::Symbol, parents::Vector{Symbol}, name::Symbol) = + QualifiedType(m, parents, name, ()) + +function QualifiedType(::Type{T0}) where {T0} + T = Base.unwrap_unionall(T0) + params = map(p -> if p isa Type + QualifiedType(p) + else p end, + T.parameters) + parents = Symbol[] + root = parentmodule(T) + while root != parentmodule(root) && root ∉ (Base, Core) + push!(parents, nameof(root)) + root = parentmodule(root) + end + QualifiedType(nameof(root), parents, nameof(T), Tuple(params)) +end + +Base.:(==)(a::QualifiedType, b::QualifiedType) = + a.root == b.root && a.parents == b.parents && + a.name == b.name && a.parameters == b.parameters + +QualifiedType(qt::QualifiedType) = qt +QualifiedType(t::AbstractString) = parse(QualifiedType, t) # remove? + +function Base.show(io::IO, ::MIME"text/plain", qt::QualifiedType) + print(io, "QualifiedType(", string(qt), ")") +end + +""" + typeify(qt::QualifiedType; mod::Module=Main) + +Convert `qt` to a `Type` available in `mod`, if possible. +If this cannot be done, `nothing` is returned instead. +""" +function typeify(qt::QualifiedType; mod::Module=Main, shoulderror::Bool=false)::Union{Type, Nothing} + mod = if qt.root === :Main + mod + elseif isdefined(mod, qt.root) + getfield(mod, qt.root) + else + hmod = nothing + for (pkgid, pmod) in Base.loaded_modules + if pkgid.name == String(qt.root) + hmod = pmod + break + end + end + hmod + end + for parent in qt.parents + mod = if isdefined(mod, parent) + getfield(mod, parent) + end + end + # For the sake of the `catch` statement: + if !isnothing(mod) && isdefined(mod, qt.name) + T = getfield(mod, qt.name) + isempty(qt.parameters) && return T + tparams = map(qt.parameters) do p + if p isa QualifiedType + typeify(p; mod) + else p end + end + if any(@. tparams isa TypeVar) + foldl((t, p) -> UnionAll(p, t), + tparams[reverse(findall(@. tparams isa TypeVar))], + init = T{tparams...}) + else + T{tparams...} + end + elseif shoulderror + throw(ImpossibleTypeException(qt, mod)) + end +end + +function Base.issubset(a::QualifiedType, b::QualifiedType; mod::Module=Main) + if a == b + true + else + A, B = typeify(a; mod), typeify(b; mod) + !any(isnothing, (A, B)) && A <: B + end +end + +Base.issubset(a::QualifiedType, b::Type; mod::Module=Main) = + issubset(a, QualifiedType(b); mod) +Base.issubset(a::Type, b::QualifiedType; mod::Module=Main) = + issubset(QualifiedType(a), b; mod) + +# For the sake of convenience when parsing(foward)/writing(reverse). +const QUALIFIED_TYPE_SHORTHANDS = let forward = + Dict{String, QualifiedType}( + "FilePath" => QualifiedType(FilePath), + "DataSet" => QualifiedType(nameof(@__MODULE__), :DataSet), + "DataFrame" => QualifiedType(:DataFrames, :DataFrame)) + (; forward, reverse = Dict(val => key for (key, val) in forward)) +end diff --git a/Core/src/model/stack.jl b/Core/src/model/stack.jl new file mode 100644 index 000000000..603a97b2d --- /dev/null +++ b/Core/src/model/stack.jl @@ -0,0 +1,40 @@ +""" + getlayer([::Nothing]) + +Return the first [`DataCollection`](@ref) on the [`STACK`](@ref). +""" +function getlayer(::Nothing = nothing) + length(STACK) == 0 && throw(EmptyStackError()) + first(STACK) +end + +""" + getlayer(name::AbstractString) + getlayer(uuid::UUID) + +Find the [`DataCollection`](@ref) in [`STACK`](@ref) with `name`/`uuid`. +""" +function getlayer(name::AbstractString) + length(STACK) == 0 && throw(EmptyStackError()) + matchinglayers = filter(c -> c.name == name, STACK) + if length(matchinglayers) == 0 + throw(UnresolveableIdentifier{DataCollection}(String(name))) + elseif length(matchinglayers) > 1 + throw(AmbiguousIdentifier(name, matchinglayers)) + else + first(matchinglayers) + end +end + +# Documented above +function getlayer(uuid::UUID) + length(STACK) == 0 && throw(EmptyStackError()) + matchinglayers = filter(c -> c.uuid == uuid, STACK) + if length(matchinglayers) == 1 + first(matchinglayers) + elseif length(matchinglayers) == 0 + throw(UnresolveableIdentifier{DataCollection}(uuid)) + else + throw(AmbiguousIdentifier(uuid, matchinglayers)) + end +end diff --git a/Core/src/model/types.jl b/Core/src/model/types.jl new file mode 100644 index 000000000..3f757500f --- /dev/null +++ b/Core/src/model/types.jl @@ -0,0 +1,700 @@ +""" + QualifiedType + +A representation of a Julia type that does not need the type to be defined in +the Julia session, and can be stored as a string. This is done by storing the +type name and the module it belongs to as Symbols. + +!!! warning + While `QualifiedType` is currently quite capable, it is not currently + able to express the full gamut of Julia types. In future this will be improved, + but it will likely always be restricted to a certain subset. + +See also: [`typeify`](@ref). + +# Subtyping + +While the subtype operator cannot work on QualifiedTypes (`<:` is a built-in), +when the Julia types are defined the subset operator `⊆` can be used instead. +This works by simply `convert`ing the QualifiedTypes to the corresponding Type +and then applying the subtype operator. + +```julia-repl +julia> QualifiedTypes(:Base, :Vector) ⊆ QualifiedTypes(:Core, :Array) +true + +julia> Matrix ⊆ QualifiedTypes(:Core, :Array) +true + +julia> QualifiedTypes(:Base, :Vector) ⊆ AbstractVector +true + +julia> QualifiedTypes(:Base, :Foobar) ⊆ AbstractVector +false +``` + +# Constructors + +```julia +QualifiedType(parentmodule::Symbol, typename::Symbol) +QualifiedType(t::Type) +``` + +# Parsing + +A QualifiedType can be expressed as a string as `"\$parentmodule.\$typename"`. +This can be easily `parse`d as a QualifiedType, e.g. `parse(QualifiedType, +"Core.IO")`. +""" +struct QualifiedType + root::Symbol + parents::Vector{Symbol} + name::Symbol + parameters::Tuple +end + +""" + Identifier + +A description that can be used to uniquely identify a DataSet. + +Four fields are used to describe the target DataSet: +- `collection`, the name or UUID of the collection (optional). +- `dataset`, the name or UUID of the dataset. +- `type`, the type that should be loaded from the dataset. +- `parameters`, any extra parameters of the dataset that should match. + +See also: [`resolve`](@ref), [`refine`](@ref). + +# Constructors + +```julia +Identifier(collection::Union{AbstractString, UUID, Nothing}, + dataset::Union{AbstractString, UUID}, + type::Union{QualifiedType, Nothing}, + parameters::Dict{String, Any}) +``` + +# Parsing + +An Identifier can be represented as a string with the following form, +with the optional components enclosed by square brackets: +``` +[COLLECTION:]DATASET[::TYPE] +``` + +Such forms can be parsed to an Identifier by simply calling the `parse` +function, i.e. `parse(Identifier, "mycollection:dataset")`. +""" +struct Identifier + collection::Union{AbstractString, UUID, Nothing} + dataset::Union{AbstractString, UUID} + type::Union{QualifiedType, Nothing} + parameters::Dict{String, Any} +end + +""" + DataTransformer{kind, driver} + +The parent type for structures producing or consuming data. + +```text + ╭────loader─────╮ + ╵ ▼ +Storage ◀────▶ Data Information + ▲ ╷ + ╰────writer─────╯ +``` + +There are three kinds of specialised `DataTransformer`s: +- [`DataStorage`](@ref) +- [`DataLoader`](@ref) +- [`DataWriter`](@ref) + +Each transformer takes a `Symbol` type parameter designating +the driver which should be used to perform the data operation. + +In addition, each transformer has the following fields: +- `dataset::DataSet`, the data set the method operates on +- `type::Vector{QualifiedType}`, the Julia types the method supports +- `priority::Int`, the priority with which this method should be used, + compared to alternatives. Lower values have higher priority. +- `parameters::Dict{String, Any}`, any parameters applied to the method. + +See also: [`DataStorage`](@ref), [`DataLoader`](@ref), [`DataWriter`](@ref), [`supportedtypes`](@ref). +""" +struct DataTransformer{kind, driver} + dataset + type::Vector{QualifiedType} + priority::Int + parameters::Dict{String, Any} +end + +""" + DataStorage <: DataTransformer + +A [`DataTransformer`](@ref) that can retrieve data from a source, +and/or store data in a source. + +```text + Storage ◀────▶ Data +``` + +Typically a `DataStorage` will have methods implemented to provide +storage as a [`FilePath`](@ref) or `IO`, and potentially writable +`IO` or a [`FilePath`](@ref) that can be written to. + +Data of a certain form retrieved from a storage backend of a [`DataSet`](@ref) +can be accessed by calling [`open`](@ref open(::DataSet, ::Type)) on the +dataset. + +See also: [`storage`](@ref), [`getstorage`](@ref), [`putstorage`](@ref). + +# Implementing a DataStorage backend + +There are two ways a new `DataStorage` backend can be implemented: +- Implementing a single [`storage(ds::DataStorage{:name}, as::Type; write::Bool)`](@ref storage) method, + that will provide an `as` handle for `ds`, in either read or write mode. +- Implement one or both of the following methods: + - [`getstorage(ds::DataStorage{:name}, as::Type)`](@ref getstorage) + - [`putstorage(ds::DataStorage{:name}, as::Type)`](@ref putstorage) + +This split approach allows for backends with very similar read/write cases to be +easily implemented with a single [`storage`](@ref) method, while also allowing +for more backends with very different read/write methods or that only support +reading or writing exclusively to only implement the relevant method. + +Optionally, the following extra methods can be implemented: +- [`supportedtypes`](@ref) when storage can be read/written to multiple forms, + to give preference to certain types and help DataToolkit make reasonable assumptions + (does nothing when only a single concrete type is supported) +- [`createauto`](@ref) and/or [`createinteractive`](@ref) to improve the user + experience when creating instances of the storage backend. +- [`createpriority`](@ref), when you want to have automatic creation using + this storage backend to be tried earlier or later than default by DataToolkit. + +# Example storage backend implementation + +For simple cases, it can only take a few lines to implement a storage backend. + +This is the actual implementation of the [`:filesystem`](@extref +DataToolkitCommon storage-filesystem) backend from `DataToolkitCommon`, + +```julia +function storage(storage::DataStorage{:filesystem}, ::Type{FilePath}; write::Bool) + path = getpath(storage) + if @advise storage isfile(path) + FilePath(path) + end +end + +function storage(storage::DataStorage{:filesystem}, ::Type{DirPath}; write::Bool) + path = getpath(storage) + if @advise storage isdir(path) + DirPath(path) + end +end +``` + +This provides support for both files and directories, assisted by +the helper function `getpath`, which retrieves the `"path"` parameter +using [`@getparam`](@ref) and then normalises it. + +The `isfile`/`isdir` calls are wrapped in [`@advise`](@ref) to allow +plugins to dynamically perform additional or even potentially instantiate +a file on-demand. +""" +const DataStorage = DataTransformer{:storage} + +""" + DataLoader <: DataTransformer + +A [`DataTransformer`](@ref) that interprets data into a useful form. + +```text + ╭────loader─────╮ + ╵ ▼ + Data Information +``` + +Typically a `DataLoader` will have methods implemented to interpret +a raw data stream such as `IO` or a [`FilePath`](@ref) to a richer, more +informative form (such as a `DataFrame`). + +A particular form can be loaded from a [`DataSet`](@ref) by calling +[`read`](@ref read(::DataSet, ::Type)) on the dataset. + +See also: [`load`](@ref), [`supportedtypes`](@ref). + +# Implementing a DataLoader backend + +To provide a new `DataLoader` backend, you need to implement a [`load`](@ref) +method that will provide the data in the requested form: + + load(::DataLoader{:name}, source, as::Type) + +Often the `load` implementation will make use of a helpful package. To avoid +eagerly loading the package, you can make use of [`@require`](@ref) and the lazy +loading system. In `DataToolkitCommon` this is combined with the package extension system, +resulting in loader implementations that look something like this: + +```julia +function load(loader::DataLoader{:name}, from::IO, as::Vector{String}) + @require SomePkg + param = @getparam loader."param"::Int 0 + invokelatest(_load_somepkg, from, param) +end + +function _load_somepkg end # Implemented in a package extension +``` + +Depending on the number of loaders and other details this may be overkill in +some situations. + +In order to matchmake `DataLoader`s and `DataStorage`s, DataToolkit engages in +what is essentially custom dispatch using reflection and method table +interrogation. In order for this to work well, the `source` and `as` arguments +should avoid using parametric types beyond the most simple case: + + load(::DataLoader{:name}, source::T, as::Type{T}) where {T} + +In cases where a given `DataLoader` can provide multiple types, or +`Any`/parametric types, you can hint which types are most preferred +by implementing [`supportedtypes`](@ref) for the loader. +""" +const DataLoader = DataTransformer{:loader} + +""" + DataWriter <: DataTransformer + +A [`DataTransformer`](@ref) that writes a representation of some information to +a source. + +```text + Data Information + ▲ ╷ + ╰────writer─────╯ +``` + +Typically a `DataWriter` will have methods implemented to write a +structured form of the information to a more basic data format such as `IO` +or a [`FilePath`](@ref). + +A compatible value can be written to a [`DataSet`](@ref) by calling +[`write`](@ref write(::DataSet, ::Any)) on the dataset. + +# Implementing a DataWriter backend + +To provide a new `DataWriter` backend, you need to implement a [`save`](@ref) +method that can write a value to a certain form. + + save(::DataWriter{:name}, destination, info) + +As with [`DataLoader`](@ref)s, `DataWriter`s can also make use of the lazy +loading system and package extensions to avoid eager loading of packages. + +Often the `save` implementation will make use of a helpful package. To avoid +eagerly saveing the package, you can make use of [`@require`](@ref) and the lazy +saveing system. In `DataToolkitCommon` this is combined with the package extension system, +resulting in saveer implementations that look something like this: + +```julia +function save(writer::DataWriter{:name}, dest::IO, info::Vector{String}) + @require SomePkg + invokelatest(_save_somepkg, info) +end + +function _save_somepkg end # Implemented in a package extension +``` + +Depending on the number of loaders and other details this may be overkill in +some situations. + +In cases where a given `DataWriter` can provide multiple types, or +`Any`/parametric types, you can hint which types are most preferred +by implementing [`supportedtypes`](@ref) for the loader. +""" +const DataWriter = DataTransformer{:writer} + +""" + Advice{func, context} <: Function + +Advices allow for composable, highly flexible modifications of data by +encapsulating a function call. They are inspired by [elisp's advice +system](https://www.gnu.org/software/emacs/manual/html_node/elisp/Advising-Functions.html), +namely the most versatile form — `:around` advice, and [Clojure's transducers](https://clojure.org/reference/transducers). + +A `Advice` is essentially a function wrapper, with a `priority::Int` +attribute. The wrapped functions should be of the form: + + (action::Function, args...; kargs...) -> + ([post::Function], action::Function, args::Tuple, [kargs::NamedTuple]) + +Short-hand return values with `post` or `kargs` omitted are also accepted, in +which case default values (the `identity` function and `(;)` respectively) will +be automatically substituted in. + +```text + input=(action args kwargs) + ┃ ┏╸post=identity + ╭─╂────advisor 1────╂─╮ + ╰─╂─────────────────╂─╯ + ╭─╂────advisor 2────╂─╮ + ╰─╂─────────────────╂─╯ + ╭─╂────advisor 3────╂─╮ + ╰─╂─────────────────╂─╯ + ┃ ┃ + ▼ ▽ +action(args; kargs) ━━━━▶ post╺━━▶ result +``` + +To specify which transforms a Advice should be applied to, ensure you +add the relevant type parameters to your transducing function. In cases where +the transducing function is not applicable, the Advice will simply act +as the identity function. + +After all applicable `Advice`s have been applied, `action(args...; +kargs...) |> post` is called to produce the final result. + +The final `post` function is created by rightwards-composition with every `post` +entry of the advice forms (i.e. at each stage `post = post ∘ extra` is run). + +The overall behaviour can be thought of as *shells* of advice. + +```text + ╭╌ advisor 1 ╌╌╌╌╌╌╌╌─╮ + ┆ ╭╌ advisor 2 ╌╌╌╌╌╮ ┆ + ┆ ┆ ┆ ┆ +input ━━┿━┿━━━▶ function ━━━┿━┿━━▶ result + ┆ ╰╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╯ ┆ + ╰╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╯ +``` + +# Constructors + +```julia +Advice(priority::Int, f::Function) +Advice(f::Function) # priority is set to 1 +``` + +# Examples + +**1. Logging every time a DataSet is loaded.** + +```julia +loggingadvisor = Advice( + function(post::Function, f::typeof(load), loader::DataLoader, input, outtype) + @info "Loading \$(loader.data.name)" + (post, f, (loader, input, outtype)) + end) +``` + +**2. Automatically committing each data file write.** + +```julia +writecommitadvisor = Advice( + function(post::Function, f::typeof(write), writer::DataWriter{:filesystem}, output, info) + function writecommit(result) + run(`git add \$output`) + run(`git commit -m "update \$output"`) + result + end + (post ∘ writecommit, writefn, (output, info)) + end) +``` +""" +struct Advice <: Function + priority::Int # REVIEW should this be an Int? + f::Function +end + +""" + Plugin + +A named collection of [`Advice`](@ref) that accompanies [`DataCollection`](@ref)s. + +The complete collection of advice provided by all plugins of a +[`DataCollection`](@ref) is applied to every [`@advise`](@ref)d call involving +the [`DataCollection`](@ref). + +See also: [`Advice`](@ref), [`AdviceAmalgamation`](@ref). + +# Construction + +```julia +Plugin(name::String, advisors::Vector{Advice}) -> Plugin +Plugin(name::String, advisors::Vector{<:Function}) -> Plugin +``` +""" +struct Plugin + name::String + advisors::Vector{Advice} +end + +Plugin(name::String, advisors::Vector{<:Function}) = + Plugin(name, map(Advice, advisors)) + +Plugin(name::String, advisors::Vector{<:Advice}) = + Plugin(name, Vector{Advice}(advisors)) + +""" + DataSet + +A named collection of data, along with the means to retrive the source and +interpret in into a useful form. + +```text +╭╴DataSet(name, UUID) ─▶ DataCollection╶─╮ +│ ├╴Loaders: DataLoader, […] │ +│ │ ╰╌◁╌╮ │ +│ ├╴Storage: DataStorage, […] │ +│ │ ╰╌◁╌╮ │ +│ └╴Writers: DataWriter, […] │ +├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤ +│ Parameters(…) │ +╰────────────────────────────────────────╯ +``` + +More concretely, a `DataSet`: +- Belongs to a [`DataCollection`](@ref) +- Is identified by its name and a UUID +- Holds any number of key-value parameters +- Contains any number of [`DataStorage`](@ref), [`DataLoader`](@ref), and + [`DataWriter`](@ref) transformers + +The name or UUID can of a `DataSet` can be used (optionally with a given +`DataCollection`) to create an serializable [`Identifier`](@ref) that is able to +be resolved back to the `DataSet` in question. + +The storage of a `DataSet` can be accessed with [`open(::DataSet, +::Type)`](@ref), and loaded with [`read(::DataSet, ::Type)`](@ref). + +A `DataSet` can be directly instantiated using the method +```julia +DataSet(collection::DataCollection, name::String, uuid::UUID, + parameter::Dict{String, Any}, storage::Vector{DataStorage}, + loaders::Vector{DataLoader}, writers::Vector{DataWriter}) +``` +but it is generally going to be more convenient to use [`create`](@ref) or +[`create!`](@ref) depending on whether you want the created dataset to be +registered in the [`DataCollection`](@ref) passed. + +A `DataSet` can be also constructed from a TOML specification using +[`fromspec`](@ref), and a TOML spec created with [`tospec`](@ref). + +Transformers can be added to a `DataSet` with [`create!`](@ref) or the dedicated +methods [`storage!`](@ref), [`loader!`](@ref), and [`writer!`](@ref). + +See also: [`DataCollection`](@ref), [`DataStorage`](@ref), [`DataLoader`](@ref), +[`DataWriter`](@ref). +""" +struct DataSet + collection + name::String + uuid::UUID + parameters::Dict{String, Any} + storage::Vector{DataStorage} + loaders::Vector{DataLoader} + writers::Vector{DataWriter} +end + +""" + AdviceAmalgamation + +An `AdviceAmalgamation` is a collection of [`Advice`](@ref)s sourced from +available [`Plugin`](@ref)s. + +Like individual `Advice`s, an `AdviceAmalgamation` can be called +as a function. However, it also supports the following convenience syntax: + + (::AdviceAmalgamation)(f::Function, args...; kargs...) # -> result + +# Constructors + +```julia +AdviceAmalgamation(advisors::Vector{Advice}, plugins_wanted::Vector{String}, plugins_used::Vector{String}) +AdviceAmalgamation(plugins::Vector{String}) +AdviceAmalgamation(collection::DataCollection) +``` +""" +mutable struct AdviceAmalgamation + advisors::Vector{Advice} + plugins_wanted::Vector{String} + plugins_used::Vector{String} +end + +""" + DataCollection + +A collection of [`DataSet`](@ref)s, with global configuration, +[`Plugin`](@ref)s, and a few other extras. + +```text +╭╴DataCollection(name, UUID, path, module)╶─╮ +│ ├╴DataSet(…) │ +│ ├╴DataSet │ +│ │ ├╴Loaders: DataLoader, […] │ +│ │ │ ╰╌◁╌╮ │ +│ │ ├╴Storage: DataStorage, […] │ +│ │ │ ╰╌◁╌╮ │ +│ │ └╴Writers: DataWriter, […] │ +│ ⋮ │ +├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤ +│ Plugins(…) │ +├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤ +│ Parameters(…) │ +╰───────────────────────────────────────────╯ +``` + +# Working with `DataCollection`s + +It is usual for non-transient `DataCollections` to be put onto the +"[`STACK`](@ref)" (this is done automatically by [`loadcollection!`](@ref)). +This is a collection of globally known `DataCollection`s. + +Being on the [`STACK`](@ref) allows a dataset to be retrieved by its name or +UUID using [`getlayer`](@ref), and for a `DataSets` in one `DataCollection` to +refer to a `DataSet` in another. + +When using the `data>` REPL mode, the top collection on the stack is used +as a default target for all operations. + +# Creating a `DataCollection` + +A [Data.toml](@extref) file can be loaded as a `DataCollection` (and put on the +[`STACK`](@ref)) with [`loadcollection!`](@ref). + +To programatically create a `DataToolkit` you can either call the full +constructor, but that's rather involved, and so a more convenient constructor is +also defined: + +```julia +DataCollection(name::Union{String, Nothing}, [parameters::Dict{String, Any}]; + path::Union{String, Nothing} = nothing, + uuid::UUID = uuid4(), + plugins::Vector{String} = String[], + mod::Module = Base.Main, + parameters...) -> DataCollection +``` + +Note that `parameters` can either be provided as the second positional argument, +or extra keyword arguments, but not both. + +Once a `DataCollection` has been created, [`DataSet`](@ref)s can be added +to it with [`create!`](@ref). + +## Examples + +```julia-repl +julia> DataCollection("test") +DataCollection: test + Data sets: + +julia> c1 = DataCollection(nothing, Dict("customparam" => 77)) +DataCollection: + Data sets: + +julia> c2 = DataCollection("test2", plugins = ["defaults", "store"], customparam=77) +DataCollection: test2 + Plugins: defaults ✔, store ✔ + Data sets: + +julia> c1.parameters +Dict{String, Any} with 1 entry: + "customparam" => 77 + +julia> c2.parameters +Dict{String, Any} with 1 entry: + "customparam" => 77 +``` + +# Saving a `DataCollection` + +After modifying a file-backed `DataCollection`, the file can be updated by +calling `write(::DataCollection)` (so long as +[`iswritable(::DataCollection)`](@ref) is `true`). + +Any `DataCollection` can also be written to a particular destination with +`write(dest, ::DataCollection)`. + +Writing a `DataCollection` to plaintext is *essentially* performed by calling +`TOML.print` on the result of `convert(::Type{Dict}, ::DataCollection)`. + +# Fields + +```julia +version::Int +name::Union{String, Nothing} +uuid::UUID +plugins::Vector{String} +parameters::Dict{String, Any} +datasets::Vector{DataSet} +path::Union{String, Nothing} +advise::AdviceAmalgamation +mod::Module +``` +""" +struct DataCollection + version::Int + name::Union{String, Nothing} + uuid::UUID + plugins::Vector{String} + parameters::Dict{String, Any} + datasets::Vector{DataSet} + path::Union{String, Nothing} + advise::AdviceAmalgamation + mod::Module +end + +""" + SystemPath + +A string, but one that explicitly refers to a path on the system. + +See also: [`FilePath`](@ref), [`DirPath`](@ref). +""" +abstract type SystemPath end + +""" + FilePath <: SystemPath + +Crude stand in for a file path type, which is strangely absent from Base. + +This allows for load/write method dispatch, and the distinguishing of +file content (as a `String`) from file paths. + +See also: [`DirPath`](@ref). + +# Examples + +```julia-repl +julia> string(FilePath("some/path")) +"some/path" +``` +""" +struct FilePath <: SystemPath + path::String +end +Base.string(fp::FilePath) = fp.path + +""" + DirPath <: SystemPath + +Signifies that a given string is in fact a path to a directory. + +This allows for load/write method dispatch, and the distinguishing of +file content (as a String) from file paths. + +See also: [`FilePath`](@ref). + +# Examples + +```julia-repl +julia> string(DirPath("some/path")) +"some/path" +``` +""" +struct DirPath <: SystemPath + path::String +end +Base.string(dp::DirPath) = dp.path diff --git a/Core/src/model/usepkg.jl b/Core/src/model/usepkg.jl new file mode 100644 index 000000000..de2a914c8 --- /dev/null +++ b/Core/src/model/usepkg.jl @@ -0,0 +1,160 @@ +struct PkgRequiredRerunNeeded end + +""" + get_package(pkg::Base.PkgId) + get_package(from::Module, name::Symbol) + +Obtain a module specified by either `pkg` or identified by `name` and declared +by `from`. Should the package not be currently loaded DataToolkit will attempt +to lazy-load the package and return its module. + +Failure to either locate `name` or require `pkg` will result in an exception +being thrown. + +See also: [`@require`](@ref), [`@addpkg`](@ref), [`try_install_pkg`](@ref). +""" +function get_package(pkg::Base.PkgId) + if !Base.root_module_exists(pkg) + @info "Lazy-loading $(pkg.name) [$(pkg.uuid)])]" + try + Base.require(pkg) + true + catch err + pkgmsg = "is required but does not seem to be installed" + err isa ArgumentError && isinteractive() && occursin(pkgmsg, err.msg) && + try_install_pkg(pkg) + end || throw(MissingPackage(pkg)) + PkgRequiredRerunNeeded() + else + Base.root_module(pkg) + end +end + +function get_package(from::Module, name::Symbol) + pkgid = get(get(EXTRA_PACKAGES, from, Dict()), name, nothing) + if !isnothing(pkgid) + get_package(pkgid) + else + throw(UnregisteredPackage(name, from)) + end +end + +const PKG_ID = Base.PkgId(Base.UUID("44cfe95a-1eb2-52ea-b672-e2afdf69b78f"), "Pkg") + +""" + try_install_pkg(pkg::Base.PkgId) + +Attempt to install the package identified by `pkg` if it is not currently installed. + +This function is called automatically by [`get_package`](@ref) if the package is not currently loaded, +and calls `Pkg`'s `try_prompt_pkg_add` method from its `REPLExt` package extension. If the `REPL` has not been +loaded, nothing will be done. +""" +function try_install_pkg end + +@static if VERSION > v"1.11-alpha1" + function try_install_pkg(pkg::Base.PkgId) + Pkg = try + @something get(Base.loaded_modules, PKG_ID, nothing) Base.require_stdlib(PKG_ID) + catch _ end + isnothing(Pkg) && return false + repl_ext = Base.get_extension(Pkg, :REPLExt) + !isnothing(repl_ext) && + isdefined(repl_ext, :try_prompt_pkg_add) && + invokelatest(repl_ext.try_prompt_pkg_add, [Symbol(pkg.name)]) + end +else + function try_install_pkg(pkg::Base.PkgId) + Pkg = get(Base.loaded_modules, PKG_ID, nothing) + !isnothing(Pkg) && isdefined(Pkg, :REPLMode) && + isdefined(Pkg.REPLMode, :try_prompt_pkg_add) && + Pkg.REPLMode.try_prompt_pkg_add([Symbol(pkg.name)]) + end +end + +""" + @addpkg name::Symbol uuid::String + +Register the package identified by `name` with UUID `uuid`. +This package may now be used with [`@require \$name`](@ref @require). + +All `@addpkg` statements should lie within a module's `__init__` function. + +# Example + +``` +@addpkg CSV "336ed68f-0bac-5ca0-87d4-7b16caf5d00b" +``` + +See also: [`@require`](@ref), [`addpkg`](@ref). +""" +macro addpkg(name::Symbol, uuid::String) + :(addpkg(@__MODULE__, Symbol($(String(name))), $uuid)) +end + +""" + addpkg(mod::Module, name::Symbol, uuid::Union{UUID, String}) + +Register the package identified by `name` with UUID `uuid`, as known by `mod`. + +See also: [`@addpkg`](@ref), [`@require`](@ref). +""" +function addpkg(mod::Module, name::Symbol, uuid::Union{UUID, String}) + if !haskey(EXTRA_PACKAGES, mod) + EXTRA_PACKAGES[mod] = Dict{Symbol, Vector{Base.PkgId}}() + end + EXTRA_PACKAGES[mod][name] = Base.PkgId(UUID(uuid), String(name)) +end + +""" + invokepkglatest(f, args...; kwargs...) + +Call `f(args...; kwargs...)` via [`invokelatest`](@ref), and re-run if +`PkgRequiredRerunNeeded` is returned. + +See also: [`@require`](@ref). +""" +function invokepkglatest(@nospecialize(f), @nospecialize args...; kwargs...) + result = Base.invokelatest(f, args...; kwargs...) + if result isa PkgRequiredRerunNeeded + invokepkglatest(f, args...; kwargs...) + else + result + end +end + +""" + @require Package + @require Package = "UUID" + +Require the package `Package`, either previously registered with [`@addpkg`](@ref) or by UUID. + +This sets a variable `Package` to the module of the package. + +If the package is not currently loaded, DataToolkit will attempt to lazy-load the package +via an early return `PkgRequiredRerunNeeded` singleton. So long as this is seen by a calling +[`invokepkglatest`](@ref) the package will be loaded and the function re-run. + +See also: [`@addpkg`](@ref), [`invokepkglatest`](@ref). +""" +macro require(pkg::Symbol) + quote + $(esc(pkg)) = get_package($__module__, $(QuoteNode(pkg))) + $(esc(pkg)) isa PkgRequiredRerunNeeded && return $(esc(pkg)) + end +end + +macro require(pkgex::Expr) + pkgex.head == :(=) || + throw(ArgumentError("Expected an ` = \"\"` expression, not $pkgex")) + pkgex.args[1] isa Symbol || + throw(ArgumentError("Expected a symbol as the package name, not $(pkgex.args[1])")) + pkgex.args[2] isa String || + throw(ArgumentError("Expected a string as the package UUID, not $(pkgex.args[2])")) + name, id = pkgex.args[1], Base.UUID(pkgex.args[2]) + pkgid = Base.PkgId(id, String(name)) + quote + $(esc(name)) = get_package($pkgid) + $(esc(name)) isa PkgRequiredRerunNeeded && return $(esc(name)) + end +end diff --git a/Core/src/model/utils.jl b/Core/src/model/utils.jl new file mode 100644 index 000000000..13cdc2b03 --- /dev/null +++ b/Core/src/model/utils.jl @@ -0,0 +1,348 @@ +# Utility functions that don't belong to any particular file + +""" + newdict(K::Type, V::Type, capacity::Int) -> Dict{K, V} + +Create a new `Dict{K, V}` sized to hold `capacity` elements, hopefully without +resizing. Depending on the particular value of `capacity` and the Julia version, +this can result in substantial memory savings for small dictionaries. +""" +function newdict end + +@static if VERSION >= v"1.11-alpha1" + function newdict(K::Type, V::Type, capacity::Int) + size = if capacity < 1; 0 + elseif capacity == 1; 2 + elseif capacity == 2; 3 + elseif 3 <= capacity <= 5; 8 + else cld(capacity * 3, 2) end + slots = Memory{UInt8}(undef, size) + fill!(slots, 0x00) + Dict{K, V}(slots, + Memory{K}(undef, size), + Memory{V}(undef, size), + 0, 0, zero(UInt), max(1, size), 0) + end +else + function newdict(K::Type, V::Type, capacity::Int) + size = if capacity < 1; 1 + elseif capacity == 1; 2 + elseif 2 <= capacity <= 4; 8 + else cld(capacity * 3, 2) end + slots = Vector{UInt8}(undef, size) + fill!(slots, 0x00) + Dict{K, V}(slots, + Vector{K}(undef, size), + Vector{V}(undef, size), + 0, 0, zero(UInt), size, 0) + end +end + +""" + shrinkdict(dict::Dict) -> Dict + +If `dict` looks like it may be smaller if reconstructed using `newdict`, do so. +""" +function shrinkdict(dict::Dict{K, V}) where {K, V} + if length(dict) <= 6 + dnew = newdict(K, V, length(dict)) + for (k, v) in dict + dnew[k] = v + end + dnew + else + dict + end +end + +""" + atomic_write(f::Function, as::IO|String, dest::AbstractString; temp::AbstractString = dest * "_XXXX.part") + +Atomically write to `dest` with `f`, via `temp`. + +Calls the function `f` that writes to `temp`, with `temp` given as an `IO` +handle or a `String` depending on `as`. Upon completion, `temp` is renamed to +`dest`. + +The file `dest` is not touched until the write is complete, and if the write to +`dest` is interrupted or fails for any reason, no data is written to `temp`. +""" +function atomic_write end + +function atomic_write(f::Function, as::Union{Type{IO}, Type{String}}, dest::AbstractString, temp::AbstractString) + try + if as == IO + open(f, temp, "w") + else # String + f(temp) + end + catch + rm(temp, force=true) + rethrow() + end + mv(temp, dest, force=true) +end + +function atomic_write(f::Function, as::Union{Type{IO}, Type{String}}, dest::AbstractString) + miliseconds = round(Int, 1000 * time()) % 1000 * 60 * 60 * 24 + suffix = string('-', string(miliseconds, base=36), ".part") + atomic_write(f, as, dest, dest * suffix) +end + +""" + atomic_write(dest::AbstractString, content) + +Atomically write `content` to `dest`, leaving no trace of incomplete/failed writes. +""" +atomic_write(dest::AbstractString, content) = + atomic_write(Base.Fix2(write, content), IO, dest) + +""" + natkeygen(key::String) + +Generate a sorting key for `key` that when used with `sort` will put the +collection in "natural order". + +```jldoctest; setup = :(import DataToolkitCore.natkeygen) +julia> natkeygen.(["A1", "A10", "A02", "A1.5"]) +4-element Vector{Vector{String}}: + ["a", "0\\x01"] + ["a", "0\\n"] + ["a", "0\\x02"] + ["a", "0\\x015"] + +julia> sort(["A1", "A10", "A02", "A1.5"], by=natkeygen) +4-element Vector{String}: + "A1" + "A1.5" + "A02" + "A10" +``` +""" +function natkeygen(key::String)::Vector{String} + map(eachmatch(r"(\d*\.\d+)|(\d+)|([^\d]+)", lowercase(key))) do (; captures) + float, int, str = captures + if !isnothing(float) + f = parse(Float64, float) + fint, dec = floor(Int, f), mod(f, 1) + '0' * Char(fint) * string(dec)[3:end] + elseif !isnothing(int) + '0' * Char(parse(Int, int)) + else + str + end + end +end + +""" + stringdist(a::AbstractString, b::AbstractString; halfcase::Bool=false) + +Calculate the Restricted Damerau-Levenshtein distance (aka. Optimal String +Alignment) between `a` and `b`. + +This is the minimum number of edits required to transform `a` to `b`, where each +edit is a *deletion*, *insertion*, *substitution*, or *transposition* of a +character, with the restriction that no substring is edited more than once. + +When `halfcase` is true, substitutions that just switch the case of a character +cost half as much. + +# Examples + +```jldoctest; setup = :(import DataToolkitCore.stringdist) +julia> stringdist("The quick brown fox jumps over the lazy dog", + "The quack borwn fox leaps ovver the lzy dog") +7 + +julia> stringdist("typo", "tpyo") +1 + +julia> stringdist("frog", "cat") +4 + +julia> stringdist("Thing", "thing", halfcase=true) +0.5 +``` +""" +function stringdist(a::AbstractString, b::AbstractString; halfcase::Bool=false) + if length(a) > length(b) + a, b = b, a + end + start = 0 + for (i, j) in zip(eachindex(a), eachindex(b)) + if a[i] == b[j] + start += 1 + else + break + end + end + start == length(a) && return length(b) - start + v₀ = collect(2:2:2*(length(b) - start)) + v₁ = similar(v₀) + aᵢ₋₁, bⱼ₋₁ = first(a), first(b) + current = 0 + for (i, aᵢ) in enumerate(a) + i > start || (aᵢ₋₁ = aᵢ; continue) + left = 2*(i - start - 1) + current = 2*(i - start) + transition_next = 0 + @inbounds for (j, bⱼ) in enumerate(b) + j > start || (bⱼ₋₁ = bⱼ; continue) + # No need to look beyond window of lower right diagonal + above = current + this_transition = transition_next + transition_next = v₁[j - start] + v₁[j - start] = current = left + left = v₀[j - start] + if aᵢ != bⱼ + # (Potentially) cheaper substitution when just + # switching case. + substitutecost = if halfcase + aᵢswitchcap = if isuppercase(aᵢ) + lowercase(aᵢ) + elseif islowercase(aᵢ) + uppercase(aᵢ) + else aᵢ end + ifelse(aᵢswitchcap == bⱼ, 1, 2) + else + 2 + end + # Minimum between substitution, deletion and insertion + current = min(current + substitutecost, + above + 2, left + 2) # deletion or insertion + if i > start + 1 && j > start + 1 && aᵢ == bⱼ₋₁ && aᵢ₋₁ == bⱼ + current = min(current, (this_transition += 2)) + end + end + v₀[j - start] = current + bⱼ₋₁ = bⱼ + end + aᵢ₋₁ = aᵢ + end + if halfcase current/2 else current÷2 end +end + +""" + stringsimilarity(a::AbstractString, b::AbstractString; halfcase::Bool=false) + +Return the `stringdist` as a proportion of the maximum length of `a` and `b`, +take one. When `halfcase` is true, case switches cost half as much. + +# Example + +```jldoctest; setup = :(import DataToolkitCore.stringsimilarity) +julia> stringsimilarity("same", "same") +1.0 + +julia> stringsimilarity("semi", "demi") +0.75 + +julia> stringsimilarity("Same", "same", halfcase=true) +0.875 +``` +""" +stringsimilarity(a::AbstractString, b::AbstractString; halfcase::Bool=false) = + 1 - stringdist(a, b; halfcase) / max(length(a), length(b)) + +""" + longest_common_subsequence(a, b) + +Find the longest common subsequence of `b` within `a`, returning the indices of +`a` that comprise the subsequence. + +This function is intended for strings, but will work for any indexable objects +with `==` equality defined for their elements. + +# Example + +```jldoctest; setup = :(import DataToolkitCore.longest_common_subsequence) +julia> longest_common_subsequence("same", "same") +4-element Vector{Int64}: + 1 + 2 + 3 + 4 + +julia> longest_common_subsequence("fooandbar", "foobar") +6-element Vector{Int64}: + 1 + 2 + 3 + 7 + 8 + 9 +``` +""" +function longest_common_subsequence(a, b) + lengths = zeros(Int, length(a) + 1, length(b) + 1) + for (i, x) in enumerate(a), (j, y) in enumerate(b) + lengths[i+1, j+1] = if x == y + lengths[i, j] + 1 + else + max(lengths[i+1, j], lengths[i, j+1]) + end + end + subsequence = Int[] + x, y = size(lengths) + aind, bind = eachindex(a) |> collect, eachindex(b) |> collect + while lengths[x,y] > 0 + if a[aind[x-1]] == b[bind[y-1]] + push!(subsequence, x-1) + x -=1; y -= 1 + elseif lengths[x, y-1] > lengths[x-1, y] + y -= 1 + else + x -= 1 + end + end + reverse(subsequence) +end + +""" + issubseq(a, b) + +Return `true` if `a` is a subsequence of `b`, `false` otherwise. + +## Examples + +```jldoctest; setup = :(import DataToolkitCore.issubseq) +julia> issubseq("abc", "abc") +true + +julia> issubseq("adg", "abcdefg") +true + +julia> issubseq("gda", "abcdefg") +false +``` +""" +issubseq(a, b) = length(longest_common_subsequence(a, b)) == length(a) + +""" + highlight_lcs(io::IO, a::String, b::String; + before::String="\\e[1m", after::String="\\e[22m", + invert::Bool=false) + +Print `a`, highlighting the longest common subsequence between `a` and `b` by +inserting `before` prior to each subsequence region and `after` afterwards. + +If `invert` is set, the `before`/`after` behaviour is switched. +""" +function highlight_lcs(io::IO, a::String, b::String; + before::String="\e[1m", after::String="\e[22m", + invert::Bool=false) + seq = longest_common_subsequence(collect(a), collect(b)) + seq_pos = firstindex(seq) + in_lcs = invert + for (i, char) in enumerate(a) + if seq_pos < length(seq) && seq[seq_pos] < i + seq_pos += 1 + end + if in_lcs != (i == seq[seq_pos]) + in_lcs = !in_lcs + get(io, :color, false) && print(io, ifelse(in_lcs ⊻ invert, before, after)) + end + print(io, char) + end + get(io, :color, false) && print(io, after) +end diff --git a/Core/src/model/writer.jl b/Core/src/model/writer.jl new file mode 100644 index 000000000..e497be137 --- /dev/null +++ b/Core/src/model/writer.jl @@ -0,0 +1,186 @@ +""" + iswritable(dc::DataCollection) + +Check whether the data collection `dc` is backed by a writable file. +""" +function Base.iswritable(dc::DataCollection) + !isnothing(dc.path) || return false + get(dc, "locked", false) !== true || return false + @static if VERSION >= v"1.11" + iswritable(dc.path) + else + try # why is this such a hassle? + open(io -> iswritable(io), dc.path, "a") + catch e + if e isa SystemError + false + else + rethrow() + end + end + end +end + +function Base.string(q::QualifiedType) + if haskey(QUALIFIED_TYPE_SHORTHANDS.reverse, q) + return QUALIFIED_TYPE_SHORTHANDS.reverse[q] + end + qname = if q.root == :Base && Base.isexported(Base, q.name) + string(q.name) + elseif q.root == :Core && Base.isexported(Core, q.name) + string(q.name) + elseif isempty(q.parents) + string(q.root, '.', q.name) + else + string(q.root, '.', join(q.parents, '.'), '.', q.name) + end + if isempty(q.parameters) + qname + else + parstr = map(q.parameters) do p + if p isa Symbol + string(':', p) + elseif p isa TypeVar + string(ifelse(first(String(p.name)) == '#', + "", String(p.name)), + "<:", string(p.ub)) + else + string(p) + end + end + string(qname, '{', join(parstr, ','), '}') + end +end + +function Base.convert(::Type{Dict}, dt::DataTransformer) + @advise tospec(dt) +end + +""" + tospec(thing::DataTransformer) + tospec(thing::DataSet) + tospec(thing::DataCollection) + +Return a `Dict` representation of `thing` for writing as TOML. +""" +function tospec(dt::DataTransformer) + function drivername(::DataTransformer{_kind, D}) where {_kind, D} + @nospecialize + D + end + merge(Dict("driver" => string(drivername(dt)), + "type" => if length(dt.type) == 1 + string(first(dt.type)) + else + string.(dt.type) + end, + "priority" => dt.priority), + dataset_parameters(dt.dataset, Val(:encode), dt.parameters)) +end + +function Base.convert(::Type{Dict}, ds::DataSet) + @advise tospec(ds) +end + +# Documented above +function tospec(ds::DataSet) + merge(Dict("uuid" => string(ds.uuid), + "storage" => convert.(Dict, ds.storage), + "loader" => convert.(Dict, ds.loaders), + "writer" => convert.(Dict, ds.writers)) |> + d -> filter(((k, v)::Pair) -> !isempty(v), d), + dataset_parameters(ds, Val(:encode), ds.parameters)) +end + +function Base.convert(::Type{Dict}, dc::DataCollection) + @advise tospec(dc) +end + +function tospec(dc::DataCollection) + merge(Dict("data_config_version" => dc.version, + "name" => dc.name, + "uuid" => string(dc.uuid), + "plugins" => dc.plugins, + "config" => dataset_parameters(dc, Val(:encode), dc.parameters)), + let datasets = Dict{String, Any}() + for ds in dc.datasets + if haskey(datasets, ds.name) + push!(datasets[ds.name], convert(Dict, ds)) + else + datasets[ds.name] = [convert(Dict, ds)] + end + end + datasets + end) +end + +""" + tomlreformat!(io::IO) + +Consume `io` representing a TOML file, and reformat it to improve readability. +Currently this takes the form of the following changes: +- Replace inline multi-line strings with multi-line toml strings. + +An IOBuffer containing the reformatted content is returned. + +The processing assumes that `io` contains `TOML.print`-formatted content. +Should this not be the case, mangled TOML may be emitted. +""" +function tomlreformat!(io::IO) + out = IOBuffer() + bytesavailable(io) == 0 && seekstart(io) + for line in eachline(io) + # Check for multi-line candidates. Cases: + # 1. key = "string..." + # 2. 'key...' = "string..." + # 3. "key..." = "string..." + if !isnothing(match(r"^\s*(?:[A-Za-z0-9_-]+|\'[ \"A-Za-z0-9_-]+\'|\"[ 'A-Za-z0-9_-]+\") *= * \".*\"$", line)) + write(out, line[1:findfirst(!isspace, line)-1]) # apply indent + key, value = first(TOML.parse(line)) + if length(value) < 40 || count('\n', value) == 0 || (count('\n', value) < 3 && length(value) < 90) + TOML.print(out, Dict{String, Any}(key => value)) + elseif !occursin("'''", value) && count('"', value) > 4 && + !any(c -> c != '\n' && Base.iscntrl(c), value) + TOML.Internals.Printer.printkey(out, [key]) + write(out, " = '''\n", value, "'''\n") + else + TOML.Internals.Printer.printkey(out, [key]) + write(out, " = \"\"\"\n", + replace(sprint(TOML.Internals.Printer.print_toml_escaped, value), + "\\n" => '\n'), + "\"\"\"\n") + end + else + write(out, line, '\n') + end + end + out +end + +function Base.write(io::IO, dc::DataCollection) + datakeygen(key) = if haskey(DATA_CONFIG_KEY_SORT_MAPPING, key) + [DATA_CONFIG_KEY_SORT_MAPPING[key]] + else + natkeygen(key) + end + intermediate = IOBuffer() + TOML.print(intermediate, + filter(((_, value),) -> !isnothing(value) && !isempty(value), + convert(Dict, dc)); + sorted = true, by = datakeygen) + write(io, take!(tomlreformat!(intermediate))) +end + +function Base.write(dc::DataCollection) + if !iswritable(dc) + if !isnothing(dc.path) + throw(ArgumentError("No collection writer is provided, so an IO argument must be given.")) + else + throw(ReadonlyCollection(dc)) + end + end + atomic_write(dc.path, dc) +end + +Base.write(ds::DataSet) = write(ds.collection) +Base.write(dt::DataTransformer) = write(dt.dataset) diff --git a/Core/src/precompile.jl b/Core/src/precompile.jl new file mode 100644 index 000000000..be486ec4a --- /dev/null +++ b/Core/src/precompile.jl @@ -0,0 +1,44 @@ +@setup_workload begin + datatoml = """ + data_config_version = 0 + uuid = "84068d44-24db-4e28-b693-58d2e1f59d05" + name = "precompile" + plugins = [] + + [[dataset]] + uuid = "d9826666-5049-4051-8d2e-fe306c20802c" + self = "$(DATASET_REFERENCE_WRAPPER[1])dataset$(DATASET_REFERENCE_WRAPPER[2])" + other = {a = [1, 2], b = [3, 4]} + + [[dataset.storage]] + driver = "raw" + value = 3 + type = "Int" + + [[dataset.loader]] + driver = "passthrough" + type = "Int" + """ + # function getstorage(storage::DataStorage{:raw}, T::Type) + # get(storage, "value", nothing)::Union{T, Nothing} + # end + # function load(::DataLoader{:passthrough}, from::T, ::Type{T}) where {T <: Any} + # from + # end + @compile_workload begin + loadcollection!(IOBuffer(datatoml)) + write(devnull, STACK[1]) + dataset("dataset") + # read(dataset("dataset")) + sprint(show, STACK[1], context = :color => true) + sprint(show, dataset("dataset"), context = :color => true) + lint(STACK[1]) + @advise STACK[1] sum(1:3) + # Other stuff + get(dataset("dataset"), "self") + get(dataset("dataset"), "other") + end + # Base.delete_method(first(methods(getstorage, Tuple{DataStorage{:raw}, Type}).ms)) + # Base.delete_method(first(methods(load, Tuple{DataLoader{:passthrough}, Any, Any}).ms)) + empty!(STACK) +end diff --git a/Core/test/runtests.jl b/Core/test/runtests.jl new file mode 100644 index 000000000..2b8a4b947 --- /dev/null +++ b/Core/test/runtests.jl @@ -0,0 +1,458 @@ +using DataToolkitCore +using Test + +import DataToolkitCore: natkeygen, stringdist, stringsimilarity, + longest_common_subsequence, highlight_lcs, referenced_datasets, + stack_index, plugin_add, plugin_list, plugin_remove, config_get, + config_set, config_unset, reinit, DATASET_REFERENCE_WRAPPER + +@testset "Utils" begin + @testset "Doctests" begin + @test natkeygen.(["A1", "A10", "A02", "A1.5"]) == + [["a", "0\x01"], ["a", "0\n"], ["a", "0\x02"], ["a", "0\x015"]] + @test sort(["A1", "A10", "A02", "A1.5"], by=natkeygen) == + ["A1", "A1.5", "A02", "A10"] + @test stringdist("The quick brown fox jumps over the lazy dog", + "The quack borwn fox leaps ovver the lzy dog") == 7 + @test stringdist("typo", "tpyo") == 1 + @test stringdist("frog", "cat") == 4 + @test stringsimilarity("same", "same") == 1.0 + @test stringsimilarity("semi", "demi") == 0.75 + @test longest_common_subsequence("same", "same") == [1:4;] + @test longest_common_subsequence("fooandbar", "foobar") == vcat(1:3, 7:9) + end + @testset "Multi-codepoint unicode" begin + @test stringdist("ÆaÆb", "ÆacÆb") == 1 + @test stringsimilarity("ÆaÆb", "ÆacÆb") == 0.8 + @test longest_common_subsequence("heyÆsop", "hiÆsop") == vcat(1, 4:7) + end + @testset "Highlighting LCS" begin + io = IOContext(IOBuffer(), :color => true) + highlight_lcs(io, "hey", "hey") + @test String(take!(io.io)) == "\e[1mhey\e[22m" + highlight_lcs(io, "hey", "hey", invert=true) + @test String(take!(io.io)) == "hey\e[22m" + highlight_lcs(io, "hey", "hey", before="^", after="_") + @test String(take!(io.io)) == "^hey_" + highlight_lcs(io, "xxheyyy", "aaheybb") + @test String(take!(io.io)) == "xx\e[1mhey\e[22myy\e[22m" + highlight_lcs(io, "xxheyyy", "aaheybb", before="^", after="_", invert=true) + @test String(take!(io.io)) == "^xx_hey^yy_" + highlight_lcs(io, "xxheyyy", "xx___yy") + @test String(take!(io.io)) == "\e[1mxx\e[22mhey\e[1myy\e[22m" + end +end + +@testset "Advice" begin + # Some advice to use + sump1 = Advice(2, (f::typeof(sum), i::Int) -> (f, (i+1,))) + sump1a = Advice(2, (f::typeof(sum), i::Int) -> (f, (i+1,), (;))) + sump1b = Advice(2, (f::typeof(sum), i::Int) -> (identity, f, (i+1,))) + sump1c = Advice(2, (f::typeof(sum), i::Int) -> (identity, f, (i+1,), (;))) + sump1x = Advice(2, (f::typeof(sum), i::Int) -> ()) + sumx2 = Advice(1, (f::typeof(sum), i::Int) -> (f, (2*i,))) + summ3 = Advice(1, (f::typeof(sum), i::Int) -> (x -> x-3, f, (i,))) + @testset "Basic advice" begin + # Application of advice + @test sump1((identity, sum, (1,), (;))) == + (identity, sum, (2,), (;)) + @test sump1(sum, 1) == 2 + @test sump1a(sum, 1) == 2 + @test sump1b(sum, 1) == 2 + @test sump1c(sum, 1) == 2 + @test_throws ErrorException sump1x(sum, 1) == 2 + # Invalid advice function + @test_throws ArgumentError Advice(() -> ()) + # Pass-through of `post` + @test sump1((sqrt, sum, (1,), (;))) == + (sqrt, sum, (2,), (;)) + # Matching the argument + @test sump1((identity, sum, ([1],), (;))) == + (identity, sum, ([1],), (;)) + @test sump1(sum, [1]) == 1 + # Matching the kwargs + @test sump1((identity, sum, (1,), (dims=3,))) == + (identity, sum, (1,), (dims = 3,)) + # Matching the function + @test sump1((identity, sqrt, (1,), (;))) == + (identity, sqrt, (1,), (;)) + let # Using invokelatest on the advice function + thing(x) = x^2 + h(x) = x+1 + thing_a = Advice((f::typeof(thing), i::Int) -> (f, (h(i),))) + @test thing_a((identity, thing, (2,), (;))) == + (identity, thing, (3,), (;)) + h(x) = x+2 + @test thing_a((identity, thing, (2,), (;))) == + (identity, thing, (4,), (;)) + end + end + @testset "Amalgamation" begin + amlg12 = AdviceAmalgamation([sumx2, sump1], String[], String[]) + @test amlg12.advisors == AdviceAmalgamation([sumx2, sump1]).advisors + @test AdviceAmalgamation(amlg12).advisors == Advice[] # no plugins + amlg21 = AdviceAmalgamation([sump1, sumx2], String[], String[]) + amlg321 = AdviceAmalgamation([sump1, sumx2, summ3], String[], String[]) + amlg213 = AdviceAmalgamation([summ3, sump1, sumx2], String[], String[]) + @test amlg12((identity, sum, (2,), (;))) == (identity, sum, (5,), (;)) + @test amlg12(sum, 2) == 5 + @test amlg21(sum, 2) == 6 + @test amlg321(sum, 2) == 3 + @test amlg213(sum, 2) == 3 + end + @testset "Plugin loading" begin + # Empty state + amlg = empty(AdviceAmalgamation) + @test amlg.advisors == Advice[] + @test amlg.plugins_wanted == String[] + @test amlg.plugins_used == String[] + # Create a plugin + plg = Plugin(string(gensym()), [sump1, sumx2]) + push!(PLUGINS, plg) + @test Plugin("", [sumx2.f]).advisors == Plugin("", [sumx2]).advisors + # Desire the plugin, then check the advice is incorperated correctly + push!(amlg.plugins_wanted, plg.name) + @test amlg(identity, 1) == 1 # Should call `reinit` + @test amlg.advisors == [sumx2, sump1] + @test amlg.plugins_wanted == [plg.name] + @test amlg.plugins_used == [plg.name] + @test reinit(AdviceAmalgamation(amlg)).advisors == amlg.advisors + let cltn = DataCollection() + push!(cltn.plugins, plg.name) + @test reinit(AdviceAmalgamation(cltn)).advisors == amlg.advisors + end + # Display + @test sprint(show, amlg) == "AdviceAmalgamation($(plg.name) ✔)" + end + @testset "Advice macro" begin + @test :($(GlobalRef(DataToolkitCore, :_dataadvisecall))(func, x)) == + @macroexpand @advise func(x) + @test :($(GlobalRef(DataToolkitCore, :_dataadvisecall))(func, x, y, z)) == + @macroexpand @advise func(x, y, z) + @test :($(GlobalRef(DataToolkitCore, :_dataadvisecall))(func; a=1, b)) == + @macroexpand @advise func(; a=1, b) + @test :($(GlobalRef(DataToolkitCore, :_dataadvisecall))(func, x, y, z; a=1, b)) == + @macroexpand @advise func(x, y, z; a=1, b) + @test :(($(GlobalRef(DataToolkitCore, :_dataadvise))(a))(func, x)) == + @macroexpand @advise a func(x) + @test :(($(GlobalRef(DataToolkitCore, :_dataadvise))(source(a)))(func, x)) == + @macroexpand @advise source(a) func(x) + @test_throws LoadError eval(:(@advise (1, 2))) + @test_throws LoadError eval(:(@advise f())) + @test 2 == @advise sump1 sum(1) + @test 2 == @advise [sump1] sum(1) + @test 2 == @advise AdviceAmalgamation([sump1]) sum(1) + end + deleteat!(PLUGINS, length(PLUGINS)) # remove `plg` +end + +@testset "QualifiedType" begin + @testset "Construction" begin + @test QualifiedType(:a, :b) == QualifiedType(:a, :b, ()) + @test QualifiedType(Any) == QualifiedType(:Core, :Any, ()) + @test QualifiedType(Int) == QualifiedType(:Core, nameof(Int), ()) + @test QualifiedType(IO) == QualifiedType(:Core, :IO, ()) + # This test currently fails due to typevar inequivalence + # @test QualifiedType(QualifiedType) == + # QualifiedType(:DataToolkitCore, :QualifiedType, (TypeVar(:T, Union{}, Tuple),)) + @test QualifiedType(QualifiedType(:a, :b)) == QualifiedType(:a, :b, ()) + end + @testset "Typeification" begin + @test typeify(QualifiedType(:a, :b)) === nothing + @test typeify(QualifiedType(:Core, :Int)) == Int + @test typeify(QualifiedType(:Core, :IO)) == IO + @test typeify(QualifiedType(:DataToolkitCore, :QualifiedType, ())) == QualifiedType + @test typeify(QualifiedType(:Core, :Array, (QualifiedType(:Core, :Integer, ()), 1))) == + Vector{Integer} + # Test module expansion with unexported type + @test typeify(QualifiedType(:Main, :AnyDict, ())) === nothing + @test typeify(QualifiedType(:Main, :AnyDict, ()), mod=Base) == Base.AnyDict + end + @testset "Subtyping" begin + @test QualifiedType(Int) ⊆ QualifiedType(Integer) + @test Int ⊆ QualifiedType(Integer) + @test QualifiedType(Int) ⊆ Integer + @test !(QualifiedType(Integer) ⊆ QualifiedType(Int)) + @test !(Integer ⊆ QualifiedType(Int)) + @test !(QualifiedType(Integer) ⊆ Int) + @test !(QualifiedType(:a, :b) ⊆ Integer) + @test !(Integer ⊆ QualifiedType(:a, :b)) + @test QualifiedType(:a, :b) ⊆ QualifiedType(:a, :b) + @test !(QualifiedType(:Main, :AnyDict, ()) ⊆ AbstractDict) + @test ⊆(QualifiedType(:Main, :AnyDict, ()), AbstractDict, mod = Base) + end +end + +import DataToolkitCore: get_package, addpkg + +@testset "UsePkg" begin + @testset "add/get package" begin + test = Base.PkgId(Base.UUID("8dfed614-e22c-5e08-85e1-65c5234f0b40"), "Test") + @test get_package(test) === Test + @test_throws UnregisteredPackage get_package(@__MODULE__, :Test) + @test addpkg(@__MODULE__, :Test, "8dfed614-e22c-5e08-85e1-65c5234f0b40") isa Any + @test @addpkg(Test, "8dfed614-e22c-5e08-85e1-65c5234f0b40") isa Any + @test get_package(@__MODULE__, :Test) === Test + end + @testset "@require" begin + nolinenum(blk) = Expr(:block, filter(e -> !(e isa LineNumberNode), blk.args)...) + ref_get_package = GlobalRef(DataToolkitCore, :get_package) + ref_isa = GlobalRef(DataToolkitCore, :isa) + pkgrereun = GlobalRef(DataToolkitCore, :PkgRequiredRerunNeeded) + @test quote + A = $ref_get_package($Main, :A) + $ref_isa(A, $pkgrereun) && return A + end |> nolinenum == nolinenum(@macroexpand @require A) + end +end + +@testset "stringification" begin + @testset "QualifiedType" begin + for (str, qt) in [("a.b", QualifiedType(:a, :b)), + ("a.b.c", QualifiedType(:a, [:b], :c)), + ("a.b.c.d", QualifiedType(:a, [:b, :c], :d)), + ("String", QualifiedType(String)), + ("a.b{c.d}", QualifiedType(:a, :b, (QualifiedType(:c, :d),))), + ("a.b.c{d.e.f}", QualifiedType(:a, [:b], :c, (QualifiedType(:d, [:e], :f),))), + ("Array{Bool,2}", QualifiedType(Array{Bool, 2})), + ("Array{Array{Array{<:Integer,1},1},1}", + QualifiedType(Array{Array{Array{<:Integer,1},1},1})), + ("Ref{I<:Integer}", QualifiedType(Ref{I} where {I <: Integer}))] + @test str == string(qt) + # Due to TypeVar comparison issues, instead of + # the following test, we'll do a round-trip instead. + # @test parse(QualifiedType, str) == qt + @test str == string(parse(QualifiedType, str)) + end + end + @testset "Identifiers" begin + for (istr, ident) in [("a", Identifier(nothing, "a", nothing, Dict{String, Any}())), + ("a:b", Identifier("a", "b", nothing, Dict{String, Any}())), + ("a::Main.sometype", Identifier(nothing, "a", QualifiedType(:Main, :sometype), Dict{String, Any}())), + ("a:b::Bool", Identifier("a", "b", QualifiedType(:Core, :Bool), Dict{String, Any}()))] + @test parse_ident(istr) == ident + @test istr == string(ident) + end + end +end + +@testset "DataSet Parameters" begin + refpre, refpost = DATASET_REFERENCE_WRAPPER + datatoml = """ + data_config_version = 0 + uuid = "1c59ad24-f655-4903-b791-f3ef3afc5df1" + name = "datatest" + + config.ref = "$(refpre)adataset$(refpost)" + + [[adataset]] + uuid = "8c12e6b4-6987-44e9-a33d-efe2ad60f501" + self = "$(refpre)adataset$(refpost)" + others = { b = "$(refpre)bdataset$(refpost)" } + + [[bdataset]] + uuid = "aa5ba7ab-cabd-4c08-8e4e-78d516e15801" + other = ["$(refpre)adataset$(refpost)"] + """ + collection = read(IOBuffer(datatoml), DataCollection) + adataset, bdataset = sort(collection.datasets, by=d -> d.name) + @test Set(referenced_datasets(adataset)) == Set([adataset, bdataset]) + @test referenced_datasets(bdataset) == [adataset] + @test get(adataset, "self") == adataset + @test adataset == @getparam adataset."self" + @test get(adataset, "others")["b"] == bdataset + @test get(bdataset, "other") == [adataset] + # Collection config cannot hold data set refs + @test get(collection, "ref") == "$(refpre)adataset$(refpost)" +end + +# Ensure this runs at the end (because it defines new methods, and may affect +# state). It should simulate a basic workflow. +@testset "Dry run" begin + # Basic storage/loader implementation for testing + @eval begin + import DataToolkitCore: getstorage, load, supportedtypes + function getstorage(storage::DataStorage{:raw}, T::Type) + get(storage, "value", nothing)::Union{T, Nothing} + end + supportedtypes(::Type{DataStorage{:raw}}, spec::Dict{String, Any}) = + [QualifiedType(typeof(get(spec, "value", nothing)))] + function load(::DataLoader{:passthrough}, from::T, ::Type{T}) where {T <: Any} + from + end + supportedtypes(::Type{DataLoader{:passthrough}}, _::Dict{String, Any}, dataset::DataSet) = + reduce(vcat, getproperty.(dataset.storage, :type)) |> unique + end + fieldeqn_parent_stack = [] + function fieldeqn(a::T, b::T) where {T} # field equal nested + push!(fieldeqn_parent_stack, a) + if T <: AbstractVector + eq = length(a) == length(b) && + all(splat(fieldeqn), zip(a, b)) + pop!(fieldeqn_parent_stack) + eq + elseif T <: AbstractDict + eq = length(a) == length(b) + for k in keys(a) + if !haskey(b, k) || !fieldeqn(a[k], b[k]) + eq = false + break + end + end + pop!(fieldeqn_parent_stack) + eq + elseif isempty(fieldnames(T)) + a == b || begin + @info "[fieldeqn] $T differs" a b + pop!(fieldeqn_parent_stack) + false + end + else + for field in fieldnames(T) + if getfield(a, field) in fieldeqn_parent_stack + elseif hasmethod(iterate, Tuple{fieldtype(T, field)}) && + !all([fieldeqn(af, bf) for (af, bf) in + zip(getfield(a, field), getfield(b, field))]) + @info "[fieldeqn] iterable $field of $T differs" a b + pop!(fieldeqn_parent_stack) + return false + elseif getfield(a, field) !== a && !fieldeqn(getfield(a, field), getfield(b, field)) + @info "[fieldeqn] $field of $T differs" a b + pop!(fieldeqn_parent_stack) + return false + end + end + pop!(fieldeqn_parent_stack) + true + end + end + datatoml = """ + data_config_version = 0 + uuid = "84068d44-24db-4e28-b693-58d2e1f59d05" + name = "datatest" + + config.setting = 123 + config.nested.value = 4 + + [[dataset]] + uuid = "d9826666-5049-4051-8d2e-fe306c20802c" + property = 456 + + [[dataset.storage]] + driver = "raw" + value = [1, 2, 3] + + [[dataset.loader]] + driver = "passthrough" + """ + datatoml_full = """ + data_config_version = 0 + uuid = "84068d44-24db-4e28-b693-58d2e1f59d05" + name = "datatest" + + [config] + setting = 123 + + [config.nested] + value = 4 + + [[dataset]] + uuid = "d9826666-5049-4051-8d2e-fe306c20802c" + property = 456 + + [[dataset.storage]] + driver = "raw" + priority = 1 + type = "Array{Int64,1}" + value = [1, 2, 3] + + [[dataset.loader]] + driver = "passthrough" + priority = 1 + type = "Array{Int64,1}" + """ + @test fieldeqn(read(IOBuffer(datatoml), DataCollection), + read(IOBuffer(datatoml_full), DataCollection)) + collection = read(IOBuffer(datatoml), DataCollection) + @testset "Collection parsed properties" begin + @test collection.version == 0 + @test collection.uuid == Base.UUID("84068d44-24db-4e28-b693-58d2e1f59d05") + @test collection.name == "datatest" + @test collection.parameters == + Dict{String, Any}("setting" => 123, "nested" => Dict{String, Any}("value" => 4)) + @test collection.plugins == String[] + @test collection.path === nothing + @test collection.mod == Main + @test length(collection.datasets) == 1 + end + @test_throws EmptyStackError dataset("dataset") + @test_throws EmptyStackError getlayer() + @test (collection = loadcollection!(IOBuffer(datatoml))) isa Any # if this actually goes wrong, it should be caught by subsequent tests + @test getlayer() === collection + @test_throws UnresolveableIdentifier getlayer("nope") + @test_throws UnresolveableIdentifier getlayer(Base.UUID("11111111-24db-4e28-b693-58d2e1f59d05")) + @testset "DataSet parsed properties" begin + @test dataset("dataset") isa DataSet + @test dataset("dataset").name == "dataset" + @test dataset("dataset").uuid == Base.UUID("d9826666-5049-4051-8d2e-fe306c20802c") + @test dataset("dataset").parameters == Dict{String, Any}("property" => 456) + end + @testset "Store/Load" begin + @test length(dataset("dataset").storage) == 1 + @test dataset("dataset").storage[1].dataset === dataset("dataset") + @test dataset("dataset").storage[1].parameters == Dict{String, Any}("value" => [1, 2, 3]) + @test dataset("dataset").storage[1].type == [QualifiedType(Vector{Int})] + @test length(dataset("dataset").loaders) == 1 + @test dataset("dataset").loaders[1].dataset === dataset("dataset") + @test dataset("dataset").loaders[1].parameters == Dict{String, Any}() + @test dataset("dataset").loaders[1].type == [QualifiedType(Vector{Int})] + @test open(dataset("dataset"), Vector{Int}) == [1, 2, 3] + @test read(dataset("dataset"), Vector{Int}) == [1, 2, 3] + @test read(dataset("dataset")) == [1, 2, 3] + @test read(parse(Identifier, "dataset"), Vector{Int}) == [1, 2, 3] + @test read(parse(Identifier, "dataset::Vector{Int}")) == [1, 2, 3] + end + @testset "Identifier" begin + @test_throws UnresolveableIdentifier dataset("nonexistent") + @test_throws UnresolveableIdentifier resolve(parse(Identifier, "nonexistent")) + @test resolve(parse(Identifier, "dataset")) == dataset("dataset") + @test resolve(parse(Identifier, "datatest:dataset")) == dataset("dataset") + @test resolve(parse(Identifier, "dataset")) == dataset("dataset") + @test resolve(parse(Identifier, "dataset::Vector{Int}")) == read(dataset("dataset")) + @test resolve(parse(Identifier, "dataset::Vector{Int}"), resolvetype=false) == dataset("dataset") + for (iargs, (col, ds)) in [((), ("datatest", "dataset")), + ((:name,), ("datatest", "dataset")), + ((:uuid,), (Base.UUID("84068d44-24db-4e28-b693-58d2e1f59d05"), Base.UUID("d9826666-5049-4051-8d2e-fe306c20802c"))), + ((:uuid, :name), (Base.UUID("84068d44-24db-4e28-b693-58d2e1f59d05"), "dataset")), + ((:name, :uuid), ("datatest", Base.UUID("d9826666-5049-4051-8d2e-fe306c20802c")))] + ident = Identifier(dataset("dataset"), iargs...) + @test ident == Identifier(col, ds, nothing, Dict{String, Any}("property" => 456)) + @test dataset("dataset") === resolve(ident) + @test parse(Identifier, string(ident)) == Identifier(col, ds, nothing, Dict{String, Any}()) + end + @test_throws ArgumentError Identifier(dataset("dataset"), :err) + @test dataset("dataset") == dataset("dataset", "property" => 456) + @test_throws UnresolveableIdentifier dataset("dataset", "property" => 321) + let io = IOBuffer() + write(io, collection) + @test String(take!(io)) == datatoml_full + end + end + @testset "Manipulation" begin + @test stack_index(collection.uuid) == stack_index(collection.name) == stack_index(1) + @test stack_index(2) === nothing + @test plugin_add(["test"]).plugins == ["test"] + @test plugin_add(["test2"]).plugins == ["test", "test2"] + @test plugin_list() == ["test", "test2"] + @test plugin_remove(["test"]).plugins == ["test2"] + @test plugin_remove(["test2"]).plugins == String[] + @test config_get(collection, ["setting"]) == 123 + @test config_get(collection, ["setting", "none"]) ===nothing + @test config_get(collection, ["nested", "value"]) == 4 + @test config_get(collection, ["nested", "nope"]) ===nothing + @test config_set(["some", "nested", "val"], 5).parameters["some"] == + Dict{String, Any}("nested" => Dict{String, Any}("val" => 5)) + @test config_get(["some", "nested", "val"]) == 5 + @test get(config_unset(collection, ["some"]), "some") === nothing + end +end diff --git a/Main/.github/workflows/CompatHelper.yml b/Main/.github/workflows/CompatHelper.yml new file mode 100644 index 000000000..cba9134c6 --- /dev/null +++ b/Main/.github/workflows/CompatHelper.yml @@ -0,0 +1,16 @@ +name: CompatHelper +on: + schedule: + - cron: 0 0 * * * + workflow_dispatch: +jobs: + CompatHelper: + runs-on: ubuntu-latest + steps: + - name: Pkg.add("CompatHelper") + run: julia -e 'using Pkg; Pkg.add("CompatHelper")' + - name: CompatHelper.main() + env: + GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} + COMPATHELPER_PRIV: ${{ secrets.DOCUMENTER_KEY }} + run: julia -e 'using CompatHelper; CompatHelper.main()' diff --git a/Main/.github/workflows/TagBot.yml b/Main/.github/workflows/TagBot.yml new file mode 100644 index 000000000..f49313b66 --- /dev/null +++ b/Main/.github/workflows/TagBot.yml @@ -0,0 +1,15 @@ +name: TagBot +on: + issue_comment: + types: + - created + workflow_dispatch: +jobs: + TagBot: + if: github.event_name == 'workflow_dispatch' || github.actor == 'JuliaTagBot' + runs-on: ubuntu-latest + steps: + - uses: JuliaRegistries/TagBot@v1 + with: + token: ${{ secrets.GITHUB_TOKEN }} + ssh: ${{ secrets.DOCUMENTER_KEY }} diff --git a/Main/.github/workflows/ci.yml b/Main/.github/workflows/ci.yml new file mode 100644 index 000000000..af28e07e7 --- /dev/null +++ b/Main/.github/workflows/ci.yml @@ -0,0 +1,86 @@ +name: CI +on: + push: + branches: + - main + tags: '*' + pull_request: +jobs: + test: + name: Julia ${{ matrix.version }} - ${{ matrix.os }} - ${{ matrix.arch }} + runs-on: ${{ matrix.os }} + continue-on-error: ${{ matrix.version == 'nightly' }} + strategy: + matrix: + version: + - '1' + - 'nightly' + os: + - ubuntu-latest + # - macOS-latest + # - windows-latest + arch: + - x64 + steps: + - uses: actions/checkout@v4 + - uses: julia-actions/setup-julia@v1 + with: + version: ${{ matrix.version }} + arch: ${{ matrix.arch }} + - uses: julia-actions/cache@v1 + - uses: julia-actions/julia-buildpkg@latest + - uses: julia-actions/julia-runtest@latest + test-dev: + name: Julia ${{ matrix.version }} - ${{ matrix.os }} - ${{ matrix.arch }} (dev) + runs-on: ${{ matrix.os }} + continue-on-error: ${{ matrix.version == 'nightly' }} + strategy: + matrix: + version: + - '1' + - 'nightly' + os: + - ubuntu-latest + # - macOS-latest + # - windows-latest + arch: + - x64 + steps: + - uses: actions/checkout@v4 + - uses: julia-actions/setup-julia@v1 + with: + version: ${{ matrix.version }} + arch: ${{ matrix.arch }} + - uses: julia-actions/cache@v1 + - run: julia --project=. -e ' + using Pkg; + Pkg.add(name="DataToolkitBase", rev="main"); + Pkg.compat("DataToolkitBase", ">=0"); + Pkg.add(name="DataToolkitCommon", rev="main"); + Pkg.compat("DataToolkitCommon", ">=0");' + - uses: julia-actions/julia-buildpkg@latest + - uses: julia-actions/julia-runtest@latest + docs: + name: Documentation + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + - uses: julia-actions/setup-julia@v1 + with: + version: '1' + - uses: julia-actions/cache@v1 + - if: ${{ !startsWith(github.ref, 'refs/tags/v') }} + run: julia --project=docs -e ' + using Pkg; + Pkg.develop(PackageSpec(; path=pwd())); + Pkg.add(name="DataToolkitBase", rev="main"); + Pkg.compat("DataToolkitBase", ">=0"); + Pkg.add(name="DataToolkitCommon", rev="main"); + Pkg.compat("DataToolkitCommon", ">=0");' + - run: julia --project=docs -e ' + using Pkg; + Pkg.develop(PackageSpec(; path=pwd())); + Pkg.instantiate();' + - run: julia --project=docs docs/make.jl + env: + GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} diff --git a/Main/.gitignore b/Main/.gitignore new file mode 100644 index 000000000..ba570fa51 --- /dev/null +++ b/Main/.gitignore @@ -0,0 +1,3 @@ +/Manifest.toml +/docs/src/**.md +/docs/build/ diff --git a/Main/LICENSE b/Main/LICENSE new file mode 100644 index 000000000..36a028115 --- /dev/null +++ b/Main/LICENSE @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2022 TEC and contributors + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. diff --git a/Main/Project.toml b/Main/Project.toml new file mode 100644 index 000000000..6986d7f82 --- /dev/null +++ b/Main/Project.toml @@ -0,0 +1,22 @@ +name = "DataToolkit" +uuid = "dc83c90b-d41d-4e55-bdb7-0fc919659999" +authors = ["TEC and contributors"] +version = "0.10.0" + +[deps] +DataToolkitBase = "e209d0c3-e863-446f-9b45-de6ca9730756" +DataToolkitCore = "caac3e55-418c-402e-a061-64d454aa8f4f" +DataToolkitREPL = "c58528a0-97a2-40a0-9a44-056fe1196995" +PrecompileTools = "aea7be01-6a6a-4083-8856-8a6e6704d82a" + +[compat] +DataToolkitBase = "~0.10" +DataToolkitREPL = "~0.10" +PrecompileTools = "1.1.2" +julia = "1" + +[extras] +Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40" + +[targets] +test = ["Test"] diff --git a/Main/README.org b/Main/README.org new file mode 100644 index 000000000..b23963857 --- /dev/null +++ b/Main/README.org @@ -0,0 +1,4 @@ +#+title: DataToolkit +#+author: tecosaur + +The source for the user-facing =DataToolkit= package. diff --git a/Main/docs/Project.toml b/Main/docs/Project.toml new file mode 100644 index 000000000..594de166e --- /dev/null +++ b/Main/docs/Project.toml @@ -0,0 +1,8 @@ +[deps] +DocInventories = "43dc2714-ed3b-44b5-b226-857eda1aa7de" +Documenter = "e30172f5-a6a5-5a46-863b-614d45cd2de4" +DocumenterInterLinks = "d12716ef-a0f6-4df4-a9f1-a5a34e75c656" +LiveServer = "16fef848-5104-11e9-1b77-fb7a48bbb589" +Markdown = "d6f4376e-aef5-505a-96c1-9c027394607a" +Org = "587fedb0-ad84-11e9-2bd6-d15ea4be1f9e" +REPL = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb" diff --git a/Main/docs/dev.jl b/Main/docs/dev.jl new file mode 100755 index 000000000..76eed613b --- /dev/null +++ b/Main/docs/dev.jl @@ -0,0 +1,28 @@ +#!/usr/bin/env -S julia --startup-file=no + +function cleanup() + rm(joinpath(@__DIR__, "build"), force=true, recursive=true) + for (root, _, files) in walkdir(joinpath(@__DIR__, "src")) + for file in files + if endswith(file, ".md") + rm(joinpath(root, file)) + end + end + end +end +cleanup() + +using Pkg +Pkg.activate(@__DIR__) +Pkg.develop(PackageSpec(; path=dirname(@__DIR__))) +Pkg.instantiate() + +using LiveServer + +Base.exit_on_sigint(false) +try + servedocs(doc_env=true, foldername=@__DIR__) +finally + Pkg.rm(PackageSpec(; path=dirname(@__DIR__))) + cleanup() +end diff --git a/Main/docs/make.jl b/Main/docs/make.jl new file mode 100755 index 000000000..6893da64f --- /dev/null +++ b/Main/docs/make.jl @@ -0,0 +1,52 @@ +#!/usr/bin/env -S julia --startup-file=no + +include("../../Core/docs/setup.jl") + +@setupdev "../../Core" "../../Common" "../../Store" "../../Base" "../../REPL" ".." +@get_interlinks Core Common REPL + +using Org +org2md(joinpath(@__DIR__, "src")) + +using Documenter +using DataToolkit, DataToolkitBase, DataToolkitCore + +# Ugly fix +Core.eval(Documenter, quote + function DocSystem.getdocs(binding::Docs.Binding, typesig::Type = Union{}; kwargs...) + binding = Base.Docs.aliasof(binding) + results = Base.Docs.DocStr[] + for mod in Base.Docs.modules + dict = Base.Docs.meta(mod; autoinit=false) + isnothing(dict) && continue + if haskey(dict, binding) + multidoc = dict[binding] + for msig in multidoc.order + typesig <: msig && push!(results, multidoc.docs[msig]) + end + end + end + results + end + end) + +makedocs(; + modules=[DataToolkit, DataToolkitBase, DataToolkitCore], + format=Documenter.HTML(assets = ["assets/favicon.ico"]), + pages=[ + "Introduction" => "index.md", + "Tutorial" => "tutorial.md", + "Data.toml format" => "datatoml.md", + "Reference" => "reference.md", + "Quick Reference Guide" => "quickref.md", + ], + sitename="DataToolkit.jl", + authors = "tecosaur and contributors: https://github.com/tecosaur/DataToolkit.jl/graphs/contributors", + warnonly = [:missing_docs, INTERLINKS_WARN], + plugins = [INTERLINKS], +) + +deploydocs(; + repo="github.com/tecosaur/DataToolkit.jl", + devbranch = "main" +) diff --git a/Main/docs/src/assets/data-collection-structure.svg b/Main/docs/src/assets/data-collection-structure.svg new file mode 100644 index 000000000..77c9de999 --- /dev/null +++ b/Main/docs/src/assets/data-collection-structure.svg @@ -0,0 +1,665 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Stack + + + DataCollection + + + + DataCollection + + + + DataCollection + + + + DataCollection + + + + + + + + + DataSet + + + + + + + + + + + + + + + + + + + + + Loader + + + + Storage + + + + Writer + + + + + + + + + + + + + + + + + diff --git a/Main/docs/src/assets/data-flow-horizontal.svg b/Main/docs/src/assets/data-flow-horizontal.svg new file mode 100644 index 000000000..44c1dd959 --- /dev/null +++ b/Main/docs/src/assets/data-flow-horizontal.svg @@ -0,0 +1,237 @@ + + + + + + + + + + + + + + + + + + + + Data + + Source + Information + + + Storage 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+ + + + + + + + diff --git a/Main/docs/src/assets/package-structure.svg b/Main/docs/src/assets/package-structure.svg new file mode 100644 index 000000000..5e808cb65 --- /dev/null +++ b/Main/docs/src/assets/package-structure.svg @@ -0,0 +1,768 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + DataToolkitCore + + DataToolkitCommon + + DataToolkitStore + + + DataToolkitBase + + DataToolkitREPL + + DataToolkitDocumenter + + DataToolkit + + + + + + + + + Data Packages + + + Extension Packages + Plugins + Transformers + + + + + + + + + + + DataToolkit-facing + + + + + User-facing + + + + + Package-facing + + + + + diff --git a/Main/docs/src/datatoml.org b/Main/docs/src/datatoml.org new file mode 100644 index 000000000..6cc276581 --- /dev/null +++ b/Main/docs/src/datatoml.org @@ -0,0 +1,225 @@ +#+title: Data.toml + +Data collections are represented on-disk as =Data.toml= files. While =DataToolkit= +can be used at a basic level without any knowledge of the structure of the file, +a little knowledge goes a long way (for instance when editing a dataset). + +* Overall structure + +See the TOML refresher below if you're a bit rusty, then come back to this. + +A =Data.toml= file is broadly composed of three sections: +1. Global setup information +2. Configuration +3. Datasets + +Here's what that structure looks like in practice: + +#+begin_src toml +data_config_version=0 + +name="data collection name" +uuid="a UUIDv4" +plugins=["plugin1", "plugin2", ...] + +[config] +# [Properties of the data collection itself] + +[[mydataset]] +uuid="a UUIDv4" +# other properties... + +[[mydataset.TRANSFORMER]] +driver="transformer driver" +type=["a QualifiedType", ...] +priority=1 # (optional) +# other properties... + +[[mydataset]] +# There may be multiple data sets by the same name, +# but they must be uniquely identifyable by their properties + +[[exampledata]] +# Another data set +#+end_src + +** Global setup + +There are four top-level non-[[https://toml.io/en/v1.0.0#table][table]] properties currently recognised: ++ The =Data.toml= format version (~data_config_version~) ++ The name (~name~) and UUID (~uuid~) of the data collection: + - ~name~ is a string that provides a nice human-readable label for the data collection. + It may contain any character but =:=, however sticking to =[A-Za-z0-9_]= is recommended. + - ~uuid~ is a UUIDv4 that canonically identifies the data collection ++ The plugins used by the data collection (~plugins~): a list of strings. + +This should all be set as a matter of course. + +** Configuration + +The =config= TOML table is special, and is used to hold custom attributes of the +data collection, for example: + +#+begin_src toml +[config] +mykey="value" + +[config.defaults] +description="Ooops, somebody forgot to describe this." + +[config.defaults.storage.filesystem] +priority=2 +#+end_src + +As a consequence of this, no dataset may be named ="config"=. + +*** Reserved configuration attributes + +The =config.locked= attribute is used by =DataToolkitCore= to indicate that the +=Data.toml= file should not be modified, and to override it the attribute must be +changed within the =Data.toml= file. By setting src_toml{config.locked = true}, +you protect yourself from accidental modifications to the data file. + +#+begin_notes +This functionality is part of =DataToolkitCore= because it is taken into account +in the implementation of ~Base.iswritable(::DataCollection)~. +#+end_notes + +Other attributes may be used by plugins to affect their behaviour. For instance, +the =defaults= plugin uses the =config.defaults= attribute, and both the =store= and +=cache= plugins use the =config.store= attribute. + +** Datasets + +All datasets are represented using an /[[https://toml.io/en/v1.0.0#array-of-tables][array of tables]]/. This allows multiple +datasets to have the same name, and be distinguished by other attributes (e.g. +version information). The dataset name can be any string that does not contain a +colon (=:=), other than =config=. + +#+begin_src toml +[[mydataset]] +uuid="a UUIDv4" +# other properties... +#+end_src + +Besides =uuid=, the attributes =storage=, =loader=, and =writer= are reserved for +specifying transformers. All datasets must have a =uuid= key, this is important +for providing a canonical unique reference to a particular dataset. All other +attributes are free to be used by plugins or to add arbitrary metadata. + +** Data transformers + +The transformers of a dataset (=storage=, =loader=, and =writer=) are specified using +sub-tables of the dataset. Any number of transformers can be specified, and the +first applicable (sorted by priority, lowest winning) will be used. + +#+begin_src toml +[[mydataset.TRANSFORMER]] +driver="transformer driver" +type = ["list", "of", "types"] # (optional) +priority=1 # (optional) +# other properties... +#+end_src + +The =type= attribute (either a single type, or a list) is given a default value +inferred from loaded code relating to the transformer. In situations where this +is unsatisfactory, it can be explicitly specified. + +All transformers /must/ set the =driver= key. All attributes other than =driver=, +=type=, and =priority= are free to be used by the transformer and plugins. + +* TOML refresher + +TOML files are already widely used with Julia (for example, =Project.toml= and +=Manifest.toml=) files, as they strike a good compromise between capability and +complexity. See [[https://toml.io/en/v1.0.0][the TOML documentation]] for a full description of the format, but +here are the components most relevant to =Data.toml= files. + +** Key-value pairs + +#+begin_src toml +key = "value" +#+end_src + +This represents a ="key"= dictionary key having the value ="value"=. Strings, +numbers, booleans, and date/time stamps are all appropriate value forms. + +#+begin_src toml +a = "value" +b = 2 +c = 3.1e+12 +d = true +e = 1979-05-27T07:32:00Z +#+end_src + +Arrays are written using =[ ]= syntax, and can spread across multiple lines. + +#+begin_src toml +key = [1, 2, 3] +#+end_src + +** Tables (Dictionaries) + +A collection of key-value pairs within a certain scope form a Julia =Dict= when +parsed. TOML allows for nested dictionaries using /tables/. A new table is created +with a bracketed header line, like so: + +#+begin_src toml +[new_table] +#+end_src + +All key-value entries after such a table header, up to the next table header, +belong to that table. For example: + +#+begin_src toml +[mytable] +a = 1 +b = 2 +#+end_src + +this is parsed as + +#+begin_src julia +Dict("mytable" => Dict("a" => 1, "b" => 2)) +#+end_src + +It is also possible to represent this using dotted keys, e.g. + +#+begin_src toml +mytable.a = 1 +mytable.b = 2 +#+end_src + +These two styles can mixed to form nested tables. + +#+begin_src toml +[mytable.innertable.deeply_nested] +key = "value" +#+end_src + +** Arrays of tables + +A list of dictionaries (array of tables in TOML terminology) can be formed using +double-bracketed headers, e.g. + +#+begin_src toml +[[table_array]] +#+end_src + +All double-bracketed tables will be collected together into an array, for +example: + +#+begin_src toml +[[table_array]] +key = 1 + +[[table_array]] +key = 2 +#+end_src + +will be parsed as + +#+begin_src julia +Dict("table_array" => [Dict("key" => 1), + Dict("key" => 2)]) +#+end_src diff --git a/Main/docs/src/index.org b/Main/docs/src/index.org new file mode 100644 index 000000000..1a7c2837e --- /dev/null +++ b/Main/docs/src/index.org @@ -0,0 +1,108 @@ +#+title: Introduction + +DataToolkit is a batteries-included family of packages for robustly managing +data. The particular package(s) you want to use will depend on the project. + ++ Use =DataToolkit= for analysis projects and scripts ++ Use [[https://tecosaur.github.io/DataToolkit.jl/base/][DataToolkitBase]] when making a package that needs data + - Optionally, use [[https://github.com/tecosaur/DataToolkitDocumenter.jl][DataToolkitDocumenter]] too to document the datasets ++ Use [[https://tecosaur.github.io/DataToolkit.jl/core/][DataToolkitCore]] when making a package extending DataToolkit, and possibly + [[https://tecosaur.github.io/DataToolkit.jl/store/][DataToolkitStore]] too. + +Whether using =DataToolkit= or =DataToolkitBase=, to see what storage providers and +formats are supported out-of-the-box, look at the [[https://tecosaur.github.io/DataToolkit.jl/common/][DataToolkitCommon]] +documentation. + +[[file:assets/package-structure.svg]] + +* Why this exists + +Poor data management approaches are rampant. This is well-recognised, and so +people have created tools that attempt to tackle subsets of the problem --- such +as [[https://www.datalad.org/][DataLad]], [[https://dvc.org/][DVC]], the [[https://docs.kedro.org/en/stable/data/data_catalog.html][Kedro data catalogue]], [[https://snakemake.github.io/][Snakemake]], [[https://www.nextflow.io/][Nextflow]], [[https://intake.readthedocs.io/en/latest/][Intake]], [[https://pkgdocs.julialang.org/v1/artifacts/][Pkg.jl's +Artifacts]], and [[https://github.com/JuliaComputing/DataSets.jl][DataSets.jl]]. These tools contain many good ideas, but all fall +short of the combination of /convenience/ and /robustness/ that is possible. + +DataToolkit leverages key Julia features ---reproducible package management with +[[https://pkgdocs.julialang.org/][Pkg.jl]], independence from system state with [[https://julialang.org/blog/2019/11/artifacts/#julia_library_jll_packages][JLL packages]], and well-managed +environments--- to push the envelope on how easily data can be robustly managed. +The three tenets of the project are /reproducibility/, /flexibility/, and /convenience/. + +* Declarative data management + +DataToolkit takes a declarative approach to data management, and represents +collections of datasets in [[@ref Data.toml][TOML files]]. To give a taste of what this system looks +like in practice, here's a sample TOML representation of a dataset (=iris=). + +#+begin_src toml +[[iris]] +uuid = "3f3d7714-22aa-4555-a950-78f43b74b81c" +description = "Fisher's famous Iris flower measurements" + + [[iris.storage]] + driver = "web" + checksum = "crc32c:d5c06b86" + url = "https://raw.githubusercontent.com/scikit-learn/scikit-learn/1.0/sklearn/datasets/data/iris.csv" + + [[iris.loader]] + driver = "csv" + args.header = ["sepal_length", "sepal_width", "petal_length", "petal_width", "species_class"] + args.skipto = 2 +#+end_src + +This creates an =iris= dataset that can be conveniently and reproducibly loaded +within a Julia session, with data flowing like so: + +[[file:assets/data-flow-iris.svg]] + +* The data model +** Data Sets --- Information and Data + +Useful /information/ is a particular representation of basic /data/. We acquire data +and /load/ it into a more informative form, and similarly can /write/ information +back as data. + +To give a concrete example, Fisher's famous iris data set can exist on-disk as a +CSV, comprised of bytes or ASCII characters. This is the /data/ form. If we want +to do useful analysis, we would want to transform the data into say a table of +information (e.g. as a =DataFrame=). This is the /information/ form. We can /load/ the +information form by parsing the CSV data, and /write/ the information back by +serialising the table. + +There are thus three essential transformations that can occur involving a data +set: +1. The transformation of a specification into a source of /data/, termed [[@extref DataToolkitCore.DataStorage][=storage=]] +2. The transformation of /data/ into /information/, termed a [[@extref DataToolkitCore.DataLoader][=loader=]] +3. The transformation of /information/ into /data/, termed a [[@extref DataToolkitCore.DataWriter][=writer=]] + +[[file:assets/data-flow-horizontal.svg]] + +** Transformers, Data Sets, and Data Collections + +Each [[@extref DataToolkitCore.DataSet][=DataSet=]] can have any number of =storage=, =loader=, and =writer= transformers. +All [[@extref DataToolkitCore.DataSet][=DataSet=]]s must be part of a [[@extref DataToolkitCore.DataCollection][=DataCollection=]] which essentially provides a +context for the existence of a particular data set (e.g. you might store +Fisher's iris data under a "Flower measurements" data collection). The +[[@extref DataToolkitCore.DataCollection][=DataCollection=]]s loaded at any one time form the [[@extref DataToolkitCore.DataCollection][=DataCollection=]] /stack/. The stack +essentially acts as a load-path, if you just ask for the =iris= data set, it will +be fetched from the top collection on the stack that can satisfy it. + +[[file:assets/data-collection-structure.svg]] + +It is also worth noting that "child" elements of this structure (data sets and +transformers) contain a link back to their parent, and so from any part of a +[[@extref DataToolkitCore.DataCollection][=DataCollection=]] the whole can be accessed. + +* Extreme extensibility + +The plethora of formats, workflows, and tools that surround data make designing +a "do it all" system implausible. A much easier task is to produce a system that +can be /adapted/ to serve as many use cases as possible, even ones the designers +have never conceived of! To that end, extensibility is weaved throughout the +code base. The core system (=DataToolkitBase=) is generic to the point of being +useless on its own, and special-case behaviour has been avoided. Many basic +features (such as default values) are implemented as plugins, to avoid being +inadvertently privileged in the core system. + +I have yet to come across a feature that could not be implemented under this +framework. diff --git a/Main/docs/src/quickref.org b/Main/docs/src/quickref.org new file mode 100644 index 000000000..6a831cc9a --- /dev/null +++ b/Main/docs/src/quickref.org @@ -0,0 +1,100 @@ +#+title: Quick Reference Guide + +This gives the bare essentials, as the relevant Data REPL command (enter the +Data REPL with =}=) and Julia function when sensible. + +* Data REPL help + +Look at the REPL =help= docs, accessible within the Data REPL. + +#+begin_src julia-repl +(demo) data> help help +#+end_src + +* Accessing a dataset +** In the default form + +Using the Data REPL. + +#+begin_src julia-repl +(demo) data> show +#+end_src + +Within a program. + +#+begin_src julia +d"" +read(dataset("")) +#+end_src + +** As a particular type + +Either add =::= to the identifier string, or if using =read= provide the type +as the second argument, i.e. + +#+begin_src julia +read(dataset(""), TYPE) +#+end_src + +* Creating a new dataset + +Using the Data REPL. + +#+begin_src julia-repl +(demo) data> add +#+end_src + +Within a program. + +#+begin_src julia +DataToolkit.Base.add(DataSet, "", Dict{String, Any}(), ""; ...) +#+end_src + +* Loading a data collection + +Using the Data REPL + +#+begin_src julia-repl +(⋅) data> stack load +#+end_src + +Within a program. + +#+begin_src julia +loadcollection!("") +#+end_src + +* Creating a data collection + +Using the Data REPL. + +#+begin_src julia-repl +(⋅) data> init +#+end_src + +Within a program. + +#+begin_src julia +DataToolkit.init() +#+end_src + +* Using a package within a =julia= loader script + +Use =@require SomePkg= instead of =import SomePkg= (and don't use =using=). + +* Registering a package for use with =@require= + +Call =DataToolkit.@addpkgs A B C...=, or to make all direct dependencies of the +current module available: =DataToolkit.@addpkgs *=. + +* Using the Data REPL within code + +The ~cmd~ macro ~data`...`~ allows for Data REPL commands to be easily inserted +within a program. + +This also makes it relatively simple to invoke Data REPL functions from the +shell. + +#+begin_src shell +~$ julia -e 'using DataToolkit; data`stuff...`' +#+end_src diff --git a/Main/docs/src/reference.org b/Main/docs/src/reference.org new file mode 100644 index 000000000..5551a6c4d --- /dev/null +++ b/Main/docs/src/reference.org @@ -0,0 +1,65 @@ +#+title: Reference + +This is the public API for DataToolkit. Some symbols have been exported for +convenience, others need to be specifically imported or accessed with =DataToolkit.=. + +* Exported Symbols +** Macros + +#+begin_src @docs +@d_str +@data_cmd +@require +#+end_src + +** Functions + +#+begin_src @docs +dataset +loadcollection! +#+end_src + +** Types + +#+begin_src @docs +# DataToolkitCore.DataSet +#+end_src + +* Unexported Symbols +** Modules + +=DataToolkitBase= and =DataToolkitCommon= are available as =Base= and =Common= respectively. + +** Macros +*** DataToolkit + +#+begin_src @docs +DataToolkit.@addpkgs +DataToolkit.@addpkg +#+end_src + +** Functions +*** DataToolkit + +#+begin_src @docs +DataToolkit.init +DataToolkit.plugins +DataToolkit.addpkgs +#+end_src + +*** DataToolkitBase + +#+begin_src @docs +DataToolkitCore.getlayer +#+end_src + +** Types + +#+begin_src @docs +# DataToolkitCore.DataCollection +# DataToolkitCore.DataSet +# DataToolkitCore.DataStorage +# DataToolkitCore.DataLoader +# DataToolkitCore.DataWriter +DataToolkitCore.Identifier +#+end_src diff --git a/Main/docs/src/tutorial.org b/Main/docs/src/tutorial.org new file mode 100644 index 000000000..3b8021866 --- /dev/null +++ b/Main/docs/src/tutorial.org @@ -0,0 +1,779 @@ +#+title: Tutorial + +In this tutorial you will be guided through some of the main usage patterns +involving =DataToolkit=. After doing the first step (/Initialising a Data +Collection/), all other sections can be treated as self-contained exercises. + +* Initialising a Data Collection + +First, we will create a new environment to run through the tutorial in, and load +the =DataToolkit= package. + +#+begin_src julia-repl +julia> using Pkg + +julia> expanduser("~/Documents/datatoolkit_tutorial") |> mkpath |> cd + +julia> Pkg.activate(".") + Activating new project at `~/Documents/datatoolkit_tutorial` + +julia> Pkg.add("DataToolkit") + Resolving package versions... + Updating `~/Documents/datatoolkit_tutorial/Project.toml` + [dc83c90b] + DataToolkit + ... +Precompiling project... + +julia> using DataToolkit +#+end_src + +Notice that by typing =}= at an empty =julia>= prompt, the REPL prompt will change +to =(⋅) data>= (in the same way that typing =]= enters the =pkg>= REPL). This is the +"Data REPL", and the =(⋅)= prefix indicates the current project. When there is no +current project, the dot is shown. + +In the data REPL, we can see a list of all the available commands by typing =help= +or =?=, which will pull up a command list like so: + +#+begin_example +(⋅) data> help + Command Action + ──────────────────────────────────────────────────────── + + ... ... + help Display help text for commands and transformers +#+end_example + +#+begin_tip +Get more information on a particular command with =help =, you can even get +more information on what =help= does with =help help= 😉. +#+end_tip + +We will initialise a new data collection with the [[@extref DataToolkitREPL repl-init][=init=]] command. + +#+begin_note +We can use the full command (=init=), or any substring that uniquely identifies +the command (e.g. =it=). +#+end_note + +#+begin_example +(⋅) data> init + Create Data.toml for current project? [Y/n]: y + Name: tutorial + Use checksums by default? [Y/n]: n + ✓ Created new data collection 'tutorial' at /home/tec/Documents/datatoolkit_tutorial/Data.toml +#+end_example + +#+begin_tip +There are a few other ways =init= can be used, see the full docs with =help init=. +#+end_tip + +If we look at the =~/Documents/datatoolkit_tutorial= folder, we should now see +three files. + +#+begin_example +shell> tree +. +├── Data.toml +├── Manifest.toml +└── Project.toml +#+end_example + +Looking inside the =Data.toml=, we can see what a data collection with no data +sets looks like: + +#+begin_src toml +data_config_version = 0 +uuid = "f20a77d0-0dc9-41bb-875b-ad0bf42c90bd" +name = "tutorial" +plugins = ["store", "defaults", "memorise"] +#+end_src + +#+begin_note +The plugins [[@extref DataToolkitCommon plugin-addpkgs][=store=]], [[@extref DataToolkitCommon plugin-defaults][=defaults=]], and [[@extref DataToolkitCommon plugin-memorise][=memorise=]] are the default set of plugins, which +is why we see them here. A minimal =Data.toml= would have ~plugins = []~. +#+end_note + +At this point, we have created a new data collection, and seen what is created. +If we close the Julia session and re-open a REPL in the =datatoolkit_test= +project, loading =DataToolkit= will automatically cause the data collection we +just created to be loaded as well, as seen in the prompt prefix. + +#+begin_src julia-repl +julia> using DataToolkit + +(tutorial) data> # after typing '}' +#+end_src + +* Adding and loading the Iris data set + +Now we have a data collection, we can add data sets too it. Fisher's /Iris/ data +set is part of the =scikit-learn= repository, which makes it fairly easy to find a +link to it: +https://raw.githubusercontent.com/scikit-learn/scikit-learn/1.0/sklearn/datasets/data/iris.csv + +We can easily add this as a [[@extref DataToolkitCore.DataSet][=DataSet=]] using the [[@extref DataToolkitREPL repl-add][=add=]] Data REPL command, + +#+begin_example +(tutorial) data> add iris https://raw.githubusercontent.com/scikit-learn/scikit-learn/1.0/sklearn/datasets/data/iris.csv + Description: Fisher's famous Iris flower measurements + ✓ Created 'iris' (3f3d7714-22aa-4555-a950-78f43b74b81c) + DataSet tutorial:iris + Storage: web(IO, Vector{UInt8}, String, FilePath) + Loaders: csv(DataFrame, Matrix, File) +#+end_example + +#+begin_note +Say halfway through we decide we don't want to proceed with this Data REPL +command, at any point we can interrupt it with =^C= (Control + =C=) and abort the +action. This works with other Data REPL commands in the same way. + +#+begin_example +(tutorial) data> add iris https://raw.githubusercontent.com/scikit-learn/scikit-learn/1.0/sklearn/datasets/data/iris.csv + Description: ! Aborted +#+end_example +#+end_note + +The =add= command tries to be a bit clever and guess how the data should be +acquired and loaded. In this case it (correctly) guessed that this file should +be downloaded from the web, and loaded as a CSV. It is worth noting that +downloading will occur when =iris= is first accessed or the =store fetch= Data REPL +command is run. + +The =DataSet tutorial:iris= and =Storage:=​/​=Loaders:= lines are how all =DataSet=​s are +displayed. Using the ~dataset~ function we can obtain any data set easily by name, +and so ~dataset("iris")~ will show the same information. + +#+begin_src julia-repl +julia> dataset("iris") +DataSet tutorial:iris + Storage: web(IO, Vector{UInt8}, String, FilePath) + Loaders: csv(DataFrame, Matrix, File) +#+end_src + +We can see from the =Storage: web(IO, Vector{UInt8}, String, FilePath)= line that +the [[@extref DataToolkitCommon storage-web][=web=]] storage driver is being used, and it can make the content available as +an ~IO~, ~Vector{UInt8}~, ~String~, or ~FilePath~ (a string wrapper type provided by +=DataToolkitBase= for dispatch purposes). Similarly, the =Loaders: csv(DataFrame, +Matrix, File)= tells us that the [[@extref DataToolkitCommon saveload-csv][=csv=]] loader is being used, and it can provide a +~DataFrame~, ~Matrix~, or ~CSV.File~. + +If we look at the =Data.toml= again, we can see how the =iris= data set is +represented: + +#+begin_src toml +[[iris]] +uuid = "3f3d7714-22aa-4555-a950-78f43b74b81c" +description = "Fisher's famous Iris flower measurements" + + [[iris.storage]] + driver = "web" + url = "https://raw.githubusercontent.com/scikit-learn/scikit-learn/1.0/sklearn/datasets/data/iris.csv" + + [[iris.loader]] + driver = "csv" +#+end_src + +To obtain a particular loaded form of the data set, we can use the ~read~ +function. For instance, ~read(dataset("iris"), DataFrame)~ or +~read(dataset("iris"), Matrix)~. We can also omit the second argument, in which +case the first form that /can/ be loaded will be (e.g. in this case since +=DataFrames= is not loaded, =iris= can not be loaded as a ~DataFrame~, but it can be +loaded as a ~Matrix~, and so it will be). + +#+begin_example +julia> read(dataset("iris")) +[ Info: Lazy-loading KangarooTwelve [2a5dabf5-6a39-42aa-818d-ce8a58d1b312] + │ Package KangarooTwelve not found, but a package named KangarooTwelve is available from a registry. + │ Install package? + │ (dt_test) pkg> add KangarooTwelve + └ (y/n/o) [y]: y + Updating registry at `~/.julia/registries/General.toml` + Resolving package versions... + Updating `/tmp/dt_test/Project.toml` + [2a5dabf5] + KangarooTwelve v1.0.0 + Updating `/tmp/dt_test/Manifest.toml` + ... +[ Info: Lazy-loading KangarooTwelve [2a5dabf5-6a39-42aa-818d-ce8a58d1b312] +[ Info: Lazy-loading CSV [336ed68f-0bac-5ca0-87d4-7b16caf5d00b] + │ Package CSV not found, but a package named CSV is available from a registry. + │ Install package? + │ (dt_test) pkg> add CSV + └ (y/n/o) [y]: + Resolving package versions... + Updating `/tmp/dt_test/Project.toml` + [336ed68f] + CSV v0.10.11 + Updating `/tmp/dt_test/Manifest.toml` + ... +[ Info: Lazy-loading CSV [336ed68f-0bac-5ca0-87d4-7b16caf5d00b] +150×5 Matrix{Float64}: + 5.1 3.5 1.4 0.2 0.0 + 4.9 3.0 1.4 0.2 0.0 + 4.7 3.2 1.3 0.2 0.0 + ⋮ + 6.5 3.0 5.2 2.0 2.0 + 6.2 3.4 5.4 2.3 2.0 + 5.9 3.0 5.1 1.8 2.0 +#+end_example + +#+begin_note +We haven't installed the =KangarooTwelve= (a cryptographic hash) or =CSV= packages, +but thanks to the lazy-loading system we are presented with the option to +install them on-the-fly. The =KangarooTwelve= package is only used when hashing +new data, or verifying the hash of downloaded data. Should you want to avoid +lazy-loading, you can always just load the =CSV= package yourself before trying to +access information that uses the =csv= loader. +#+end_note + +Because ~read(dataset("iris"))~ is a fairly common pattern, for convenience there +is a ~d""~ "data set in loaded form" macro. ~d"iris"~ is equivalent to +~read(dataset("iris"))~. + +Having the =iris= data as a ~Matrix~ is fine, but it would be nicer to have it as a +~DataFrame~. Since that is the first format listed, if we just install =DataFrames= +and ask for =iris= again (but this time using the ~d""~ macro). + +#+begin_src julia-repl +julia> using DataFrames + │ Package DataFrames not found, but a package named DataFrames is available from a registry. + │ Install package? + │ (datatoolkit_tutorial) pkg> add DataFrames + └ (y/n/o) [y]: + Resolving package versions... + Updating `~/Documents/datatoolkit_tutorial/Project.toml` + [a93c6f00] + DataFrames v1.6.1 + ... + 1 dependency successfully precompiled in 25 seconds. 41 already precompiled. + +julia> d"iris" +150×5 DataFrame + Row │ 150 4 setosa versicolor virginica + │ Float64 Float64 Float64 Float64 Int64 +─────┼────────────────────────────────────────────────── + 1 │ 5.1 3.5 1.4 0.2 0 + 2 │ 4.9 3.0 1.4 0.2 0 + 3 │ 4.7 3.2 1.3 0.2 0 + ⋮ │ ⋮ ⋮ ⋮ ⋮ ⋮ + 149 │ 6.2 3.4 5.4 2.3 2 + 150 │ 5.9 3.0 5.1 1.8 2 +#+end_src + +That's nicer, but wait, those column names aren't right! The first line appears +to be describing the size of the data (150\times4) and the three category names, when +the columns should be: ++ =sepal_length=, ++ =sepal_width=, ++ =petal_length=, ++ =petal_width=, and ++ =species_class= + +Perhaps there's a way we can specify the correct column names? We could check +the online docs for the CSV loader, but we can also look at them with the =help= +Data REPL command. + +#+begin_example +(tutorial) data> help :csv + Parse and serialize CSV data + + ... + + Parameters + ≡≡≡≡≡≡≡≡≡≡≡≡ + + • args: keyword arguments to be provided to CSV.File, see + https://csv.juliadata.org/stable/reading.html#CSV.File. + + As a quick-reference, some arguments of particular interest are: + + • header: Either, + • the row number to parse for column names + • the list of column names + + ... +#+end_example + +Perfect! Looks like we can just set the =args.header= parameter of the =csv= loader, +and we'll get the right column names. To easily do so, we can make use of the +=edit= Data REPL command, which opens up a TOML file with just a single data set +in =$JULIA_EDITOR= (which defaults to =$VISUAL=​/​=$EDITOR=) and records the changes +upon exit. + +#+begin_example +(tutorial) data> edit iris +#+end_example + +Setting =args.header= is as simple as editing the =iris= loader to the following +value (adding one line): + +#+begin_src toml +[[iris.loader]] +driver = "csv" +args.header = ["sepal_length", "sepal_width", "petal_length", "petal_width", "species_class"] +#+end_src + +After saving and exiting, you'll be presented with a summary of the changes and +a prompt to accept them. + +#+begin_example +(tutorial) data> edit iris + ~ Modified loader: + ~ Modified [1]: + + Added args + Does this look correct? [y/N]: y + ✓ Edited 'iris' (3f3d7714-22aa-4555-a950-78f43b74b81c) +#+end_example + +Now if we ask for the =iris= data set again, we should see the correct headers. + +#+begin_src julia-repl +julia> d"iris" +151×5 DataFrame + Row │ sepal_length sepal_width petal_length petal_width species_class + │ Float64 Float64 String7 String15 String15 +─────┼───────────────────────────────────────────────────────────────────── + 1 │ 150.0 4.0 setosa versicolor virginica + 2 │ 5.1 3.5 1.4 0.2 0 + 3 │ 4.9 3.0 1.4 0.2 0 + ⋮ │ ⋮ ⋮ ⋮ ⋮ ⋮ + 150 │ 6.2 3.4 5.4 2.3 2 + 151 │ 5.9 3.0 5.1 1.8 2 +#+end_src + +The headers are correct, but now the first line is counted as part of the data. +This can be fixed by editing =iris= again and setting =args.skipto= to =2= in the =csv= +loader settings. + +The final =iris= entry in the =Data.toml= should look like so: + +#+begin_src toml +[[iris]] +uuid = "3f3d7714-22aa-4555-a950-78f43b74b81c" +description = "Fisher's famous Iris flower measurements" + + [[iris.storage]] + driver = "web" + checksum = "k12:cfb9a6a302f58e5a9b0c815bb7e8efb4" + url = "https://raw.githubusercontent.com/scikit-learn/scikit-learn/1.0/sklearn/datasets/data/iris.csv" + + [[iris.loader]] + driver = "csv" + + [iris.loader.args] + header = ["sepal_length", "sepal_width", "petal_length", "petal_width", "species_class"] + skipto = 2 +#+end_src + +Now, you have a =Project.toml=, =Manifest.toml=, and =Data.toml= that can be relocated +to other systems and ~d"iris"~ will consistently produce the exact same ~DataFrame~. + +** On ensuring the integrity of the downloaded data + +One of the three plugins used by default is the =store= plugin. It is responsible +for caching IO data and checking data validity. For a more complete description +of what it does, see the web docs or the Data REPL (sub)command =plugin info +store=. + +There are two immediate impacts of this plugin we can easily observe. The first +is that we can load the =iris= data set offline in a fresh Julia session, and in +fact if we copy the =iris= specification into a separate data set it will re-use +the /same/ downloaded data. + +The second, is that by setting =iris='s =web= storage driver's =checksum= property to +="auto"= (as is done by default), the next time we load =iris= a checksum will be +generated and saved. If in future the =web= storage driver produces different +data, this will now be caught and raised. This can be done automatically by +setting the default value to ="auto"=, which we were prompted to do during +initialisation. + +* Multi-step analysis with the Boston Housing data set +** Loading the data + +The /Boston Housing/ data set is part of the =RDatasets= package, and we can obtain +a link to the raw data file in the repository: +https://github.com/JuliaStats/RDatasets.jl/raw/v0.7.0/data/MASS/Boston.csv.gz + +As with the Iris data, we will use the =add= Data REPL command to conveniently +create a new data set. + +#+begin_example +(tutorial) data> add boston https://github.com/JuliaStats/RDatasets.jl/raw/v0.7.0/data/MASS/Boston.csv.gz + Description: The Boston Housing data set. This contains information collected by the U.S Census Service concerning housing in the area of Boston Mass. + ✓ Created 'boston' (02968c42-828e-4f22-86b8-ec67ac629a03) + DataSet tutorial:boston + Storage: web(IO, Vector{UInt8}, String, FilePath) + Loaders: chain(DataFrame, Matrix, File) +#+end_example + +This example is a bit more complicated because we have a gzipped CSV. There is a +gzip-decompressing loader, and a CSV loader, but no single loader that does +both. Thankfully, there is a special loader called [[@extref DataToolkitCommon saveload-chain][=chain=]] that allows for +multiple loaders to be /chained/ together. We can see it's automatically been used +here, and if we inspect the =Data.toml= we an see the following generated +representation of the boston housing data, in which the [[@extref DataToolkitCommon saveload-compressed][=gzip=]] and [[@extref DataToolkitCommon saveload-csv][=csv=]] loaders are +both used. + +#+begin_src toml +[[boston]] +uuid = "02968c42-828e-4f22-86b8-ec67ac629a03" +description = "The Boston Housing data set. This contains information collected by the U.S Census Service concerning housing in the area of Boston Mass." + + [[boston.storage]] + driver = "web" + url = "https://github.com/JuliaStats/RDatasets.jl/raw/v0.7.0/data/MASS/Boston.csv.gz" + + [[boston.loader]] + driver = "chain" + loaders = ["gzip", "csv"] + type = ["DataFrame", "Matrix", "CSV.File"] +#+end_src + +#+begin_note +We can see the loaders =chain= passes the =data= through are given by ~loaders = +["gzip", "csv"]~. For more information on the =chain= loader see =help :chain= in the +Data REPL or the online documentation. +#+end_note + +Thanks to this cleverness, obtaining the Boston Housing data as a nice +~DataFrame~ is as simple as ~d"boston"~ (when =DataFrames= is loaded). + +#+begin_src julia-repl +julia> d"boston" +506×14 DataFrame + Row │ Crim Zn Indus Chas NOx Rm Age Dis Rad ⋯ + │ Float64 Float64 Float64 Int64 Float64 Float64 Float64 Float64 Int64 ⋯ +─────┼────────────────────────────────────────────────────────────────────────────── + 1 │ 0.00632 18.0 2.31 0 0.538 6.575 65.2 4.09 1 ⋯ + 2 │ 0.02731 0.0 7.07 0 0.469 6.421 78.9 4.9671 2 + 3 │ 0.02729 0.0 7.07 0 0.469 7.185 61.1 4.9671 2 + ⋮ │ ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ ⋱ + 504 │ 0.06076 0.0 11.93 0 0.573 6.976 91.0 2.1675 1 + 505 │ 0.10959 0.0 11.93 0 0.573 6.794 89.3 2.3889 1 + 506 │ 0.04741 0.0 11.93 0 0.573 6.03 80.8 2.505 1 ⋯ +#+end_src + +** Cleaning the data + +Say the data needs some massaging, such as imputation, outlier removal, or +restructuring. We can cleanly handle this by creating a /second/ dataset that uses +the value of the /initial/ dataset. Say we consider this initial data unclean, and +that to "clean" this dataset we filter out the entries where the we only keep +entries where the =MedV= value is within the 90% quantile. We can easily do this +with the =make= Data REPL command. + +For this, we'll want to use the =StatsBase= package, so we'll add it and then make +it available to use with ~DataToolkit.@addpkgs~. + +#+begin_src julia-repl +(datatoolkit_tutorial) pkg> add StatsBase + +julia> DataToolkit.@addpkgs StatsBase +#+end_src + +#+begin_info +The ~DataToolkit.@addpkgs StatsBase~ line will need to be executed in every fresh +Julia session, when creating a data /package/ it makes sense to put this within +the ~__init__~ function. +#+end_info + +Now we can create the =boston (clean)= dataset with the =make= command. + +#+begin_src julia-repl +(tutorial) data> make boston (clean) + +(data) julia> @require StatsBase +StatsBase + +(data) julia> proportion = 0.8 +0.8 + +(data) julia> column = "MedV" + +(data) julia> vals = d"boston"[!, column] +506-element Vector{Float64}: + +(data) julia> minval, maxval = StatsBase.quantile(vals, [0.5 - proportion/2, 0.5 + proportion/2]) +2-element Vector{Float64}: + 12.75 + 34.8 + +(data) julia> mask = minval .<= vals .<= maxval +506-element BitVector: + +(data) julia> d"boston"[mask, :] +456×14 DataFrame... + +^D + + Would you like to edit the final script? [Y/n]: n + What is the type of the returned value? DataFrame + Description: Cleaned Boston Housing data + Should the script be inserted inline (i), or as a file (f)? i + ✓ Created 'boston (clean)' (5162814a-120f-4cdc-9958-620189295330) + +(tutorial) data> +#+end_src + +We can look inside the =Data.toml= to see the new entry. + +#+begin_src toml +[["boston (clean)"]] +uuid = "5162814a-120f-4cdc-9958-620189295330" +description = "Cleaned Boston Housing data" + + [["boston (clean)".loader]] + driver = "julia" + function = ''' +function (; var"data#boston") + @require StatsBase + proportion = 0.8 + column = "MedV" + vals = var"data#boston"[!, column] + (minval, maxval) = StatsBase.quantile(vals, [0.5 - proportion / 2, 0.5 + proportion / 2]) + mask = minval .<= vals .<= maxval + var"data#boston"[mask, :] +end +''' + type = "DataFrame" + + ["boston (clean)".loader.arguments] + "data#boston" = "📇DATASET<>" +#+end_src + +** Fitting a linear model + +Now let's say we want to fit a linear model for the relationship between =MedV= +and =Rm=. We could do this in a script ... or create another derived dataset. + +Let's do this with =GLM=, so first run ~] add GLM~, then ~DataToolkit.@addpkgs GLM~. +Now we'll create another derived data set with =make=. + +#+begin_src julia-repl +(tutorial) data> make boston Rm ~ MedV + +(data) julia> @require GLM + +(data) julia> GLM.lm(GLM.@formula(Rm ~ MedV), d"boston (clean)") + +^D + + Would you like to edit the final script? [Y/n]: n + What is the type of the returned value? Any + Description: A linear model for the relation between Rm and MedV + Should the script be inserted inline (i), or as a file (f)? i + ✓ Created 'boston Rm ~ MedV' (e720acb2-5ed1-417f-bfd0-668c21134c87) + +(tutorial) data> +#+end_src + +#+begin_info +For now, manually specify ~Any~ as the return type instead of the default +~StatsModels.TableRegressionModel{GLM.LinearModel{GLM.LmResp{Array{Float64,1}},GLM.DensePredChol{Float64,LinearAlgebra.CholeskyPivoted{Float64,Array{Float64,2},Array{Int64,1}}}},Array{Float64,2}}~. +It's currently difficult for =DataToolkitBase= to represent types that rely on +nested modules, which occurs here. +#+end_info + +Obtaining the linear regression result is as easy as fetching any other dataset. + +#+begin_src julia-repl +julia> d"boston Rm ~ MedV" +StatsModels.TableRegressionModel{LinearModel{GLM.LmResp{Vector{Float64}}, GLM.DensePredChol{Float64, LinearAlgebra.CholeskyPivoted{Float64, Matrix{Float64}, Vector{Int64}}}}, Matrix{Float64}} + +Rm ~ 1 + MedV + +Coefficients: +───────────────────────────────────────────────────────────────────────── + Coef. Std. Error t Pr(>|t|) Lower 95% Upper 95% +───────────────────────────────────────────────────────────────────────── +(Intercept) 4.95241 0.0753342 65.74 <1e-99 4.80436 5.10045 +MedV 0.0588453 0.0033047 17.81 <1e-53 0.0523509 0.0653397 +───────────────────────────────────────────────────────────────────────── +#+end_src + +** A more easily tunable cleaner + +In the current implementation of =boston (clean)=, we hardcoded a ~proportion~ +value of ~0.8~, and set the ~column~ to ~"MedV"~. It could be nice if we made those +more easily tunable. We can do this by turning them into keyword arguments of +the function. + +To make this change, we will use the [[@extref DataToolkitREPL repl-edit][=edit=]] Data REPL command. + +#+begin_src julia-repl +(tutorial) data> edit boston (clean) +#+end_src + +This will open up a temporary TOML file containing the =boston (clean)= dataset in +your text editor of choice. In this file, change the function to: + +#+begin_src julia +function (; var"data#boston", proportion, column) + @require StatsBase + vals = var"data#boston"[!, column] + (minval, maxval) = StatsBase.quantile(vals, [0.5 - proportion / 2, 0.5 + proportion / 2]) + mask = minval .<= vals .<= maxval + var"data#boston"[mask, :] +end +#+end_src + +We will then move the ~proportion = 0.8~ and ~column = "MedV"~ lines to the +arguments table. + +#+begin_src toml +["boston (clean)".loader.arguments] +"data#boston" = "📇DATASET<>" +proportion = 0.8 +column = "MedV" +#+end_src + +Aftre making these changes and closing the file, we'll be asked if we want to +make this change (we do). + +#+begin_src julia-repl +(tutorial) data> edit boston (clean) + ~ Modified loader: + ~ Modified [1]: + ~ Modified arguments: + + Added column + + Added proportion + ~ Modified function: + "function (; var\"data#boston\")\n @require StatsBase\n proportion = 0.9\n column = \"MedV\"\n vals = var\"data#boston\"[!, column]\n (minval, maxval) = StatsBase.quantile(vals, [0.5 - proportion / 2, 0.5 + proportion / 2])\n mask = minval .<= vals .<= maxval\n var\"data#boston\"[mask, :]\nend\n" ~> "function (; var\"data#boston\", proportion, column)\n @require StatsBase\n vals = var\"data#boston\"[!, column]\n (minval, maxval) = StatsBase.quantile(vals, [0.5 - proportion / 2, 0.5 + proportion / 2])\n mask = minval .<= vals .<= maxval\n var\"data#boston\"[mask, :]\nend\n" + Does this look correct? [y/N]: y + ✓ Edited 'boston (clean)' (5162814a-120f-4cdc-9958-620189295330) +#+end_src + +** Propagating changes + +With our new parameterisation of the cleaning step, we can now easily tune the +cleaning step. We can see the results of this propagating through in the =boston +Rm ~ MedV= dataset. + +First, see that the ~d"boston Rm ~ MedV"~ result is the same as it was before. + +#+begin_src julia-repl +julia> d"boston Rm ~ MedV" +StatsModels.TableRegressionModel{LinearModel{GLM.LmResp{Vector{Float64}}, GLM.DensePredChol{Float64, LinearAlgebra.CholeskyPivoted{Float64, Matrix{Float64}, Vector{Int64}}}}, Matrix{Float64}} + +Rm ~ 1 + MedV + +Coefficients: +───────────────────────────────────────────────────────────────────────── + Coef. Std. Error t Pr(>|t|) Lower 95% Upper 95% +───────────────────────────────────────────────────────────────────────── +(Intercept) 4.98609 0.0978742 50.94 <1e-99 4.79369 5.1785 +MedV 0.0563562 0.0044222 12.74 <1e-30 0.0476627 0.0650497 +───────────────────────────────────────────────────────────────────────── +#+end_src + +Now, =edit= the =boston (clean)= dataset again and change the ~proportion~ to ~0.95~. + +#+begin_src julia-repl +(tutorial) data> edit boston (clean) + ~ Modified loader: + ~ Modified [1]: + ~ Modified arguments: + ~ Modified proportion: + 0.8 ~> 0.95 + Does this look correct? [y/N]: y + ✓ Edited 'boston (clean)' (5162814a-120f-4cdc-9958-620189295330) +#+end_src + +Since =boston (clean)= is an input of =boston Rm ~ MedV=, and all inputs are +recursively hashed (like in a [[https://en.wikipedia.org/wiki/Merkle_tree][Merkle tree]]), we can immediately see the (small) +change simply by fetching it again --- it is automatically recomputed. + +#+begin_src julia-repl +julia> d"boston Rm ~ MedV" +StatsModels.TableRegressionModel{LinearModel{GLM.LmResp{Vector{Float64}}, GLM.DensePredChol{Float64, LinearAlgebra.CholeskyPivoted{Float64, Matrix{Float64}, Vector{Int64}}}}, Matrix{Float64}} + +Rm ~ 1 + MedV + +Coefficients: +───────────────────────────────────────────────────────────────────────── + Coef. Std. Error t Pr(>|t|) Lower 95% Upper 95% +───────────────────────────────────────────────────────────────────────── +(Intercept) 5.05849 0.0618848 81.74 <1e-99 4.9369 5.18008 +MedV 0.0541727 0.00251511 21.54 <1e-72 0.049231 0.0591144 +───────────────────────────────────────────────────────────────────────── +#+end_src + +* The final =Data.toml= + +At the end of this tutorial (or should you wish to just poke at the results), +you should end up with a =Data.toml= that looks like this: + +#+begin_src toml +data_config_version = 0 +uuid = "f20a77d0-0dc9-41bb-875b-ad0bf42c90bd" +name = "tutorial" +plugins = ["defaults", "store"] + +[config.defaults.storage._] +checksum = "auto" + +[[boston]] +uuid = "02968c42-828e-4f22-86b8-ec67ac629a03" +description = "The Boston Housing data set. This contains information collected by the U.S Census Service concerning housing in the area of Boston Mass." + + [[boston.storage]] + driver = "web" + checksum = "k12:663371e9040b883267104b32d8ac28e6" + url = "https://github.com/JuliaStats/RDatasets.jl/raw/v0.7.0/data/MASS/Boston.csv.gz" + + [[boston.loader]] + driver = "chain" + loaders = ["gzip", "csv"] + +[["boston (clean)"]] +uuid = "5162814a-120f-4cdc-9958-620189295330" +description = "Cleaned Boston Housing data" + + [["boston (clean)".loader]] + driver = "julia" + function = ''' +function (; var"data#boston", proportion, column) + @require StatsBase + vals = var"data#boston"[!, column] + (minval, maxval) = StatsBase.quantile(vals, [0.5 - proportion / 2, 0.5 + proportion / 2]) + mask = minval .<= vals .<= maxval + var"data#boston"[mask, :] +end +''' + type = "DataFrame" + + ["boston (clean)".loader.arguments] + column = "MedV" + "data#boston" = "📇DATASET<>" + proportion = 0.95 + +[["boston Rm ~ MedV"]] +uuid = "e720acb2-5ed1-417f-bfd0-668c21134c87" +description = "A linear model for the relation between Rm and MedV" + + [["boston Rm ~ MedV".loader]] + driver = "julia" + function = """ +function (; var\"data#boston (clean)\") + @require GLM + GLM.lm(GLM.@formula(Rm ~ MedV), var\"data#boston (clean)\") +end +""" + + ["boston Rm ~ MedV".loader.arguments] + "data#boston (clean)" = "📇DATASET<>" + +[[iris]] +uuid = "3f3d7714-22aa-4555-a950-78f43b74b81c" +description = "Fisher's famous Iris flower measurements" + + [[iris.storage]] + driver = "web" + checksum = "k12:cfb9a6a302f58e5a9b0c815bb7e8efb4" + url = "https://raw.githubusercontent.com/scikit-learn/scikit-learn/1.0/sklearn/datasets/data/iris.csv" + + [[iris.loader]] + driver = "csv" + + [iris.loader.args] + header = ["sepal_length", "sepal_width", "petal_length", "petal_width", "species_class"] + skipto = 2 +#+end_src diff --git a/Main/src/DataToolkit.jl b/Main/src/DataToolkit.jl new file mode 100644 index 000000000..01362d6a4 --- /dev/null +++ b/Main/src/DataToolkit.jl @@ -0,0 +1,80 @@ +module DataToolkit + +import Base as JLBase + +using DataToolkitCore +using DataToolkitBase: DataToolkitBase, loadproject! +using DataToolkitREPL + +using PrecompileTools + +export loadcollection!, dataset, DataSet, @d_str, @data_cmd, @require + +macro reexport() + :(export DataToolkit, loadcollection!, dataset, DataSet, @d_str, @data_cmd, @require) +end + +const var"@d_str" = DataToolkitBase.var"@d_str" +const var"@require" = DataToolkitBase.var"@require" +const var"@addpkg" = DataToolkitBase.var"@addpkg" + +map((:DataCollection, :DataSet, :DataStorage, :DataLoader, :DataWriter, + :Identifier, :Plugin, :dataset, :getlayer)) do var + @eval const $var = DataToolkitCore.$var +end + +const Core = DataToolkitCore +const Base = DataToolkitBase +const REPL = DataToolkitREPL + +""" + plugins() + +List the currently availible plugins, by name. +""" +plugins() = getfield.(DataToolkitBase.PLUGINS, :name) + +include("addpkgs.jl") + +""" + @data_cmd -> Data REPL command result + +Proxy for running the command in the Data REPL, +e.g. ```data`config set demo 1` ``` is equivalent to `data> config set demo 1`. +""" +macro data_cmd(line::String) + :(DataToolkitBase.toplevel_execute_repl_cmd($line)) +end + +""" + init(mod::Module=Main; force::Bool=false) + +Load the `mod`-local `Data.toml` if it exists. +When `mod` is `Main`, every `Data.toml` on the load path is loaded, except for +`Data.toml`s within packages' projects. +Unless `force` is set, the data collection is soft-loaded. + +A `Data.d` directory can be used in place of a `Data.toml`, in which case +every toml file within it will be read. Mixing `Data.d/*.toml` and `Data.toml` +is discouraged. +""" +function init(mod::Module=Main; force::Bool=false) + project_paths = if isnothing(pathof(mod)) + JLBase.load_path() + else + [abspath(pathof(mod), "..", "..")] + end + for project_path in project_paths |> reverse + loadproject!(mod, project_path; force) + end +end + +function __init__() + if lowercase(get(ENV, "DATA_TOOLKIT_AUTO_INIT", "yes")) ∉ ("0", "false", "no") + init() + end +end + +@compile_workload init() + +end diff --git a/Main/src/addpkgs.jl b/Main/src/addpkgs.jl new file mode 100644 index 000000000..a3b3402ef --- /dev/null +++ b/Main/src/addpkgs.jl @@ -0,0 +1,85 @@ +""" + @addpkgs pkgs... + +For each named package, register it with `DataToolkitBase`. +Each package must be a dependency of the current module, recorded in its +Project.toml. + +This allows the packages to be used with `DataToolkitBase.@require`. + +Instead of providing a list of packages, the symbol `*` can be provided to +register all dependencies. + +This must be run at runtime to take effect, so be sure to place it in the +`__init__` function of a package. + +# Examples + +```julia +@addpkgs JSON3 CSV +@addpkgs * # Register all dependencies +``` +""" +macro addpkgs(pkgs::Symbol...) + :(addpkgs(@__MODULE__, $(collect(pkgs)))) +end + +""" + addpkgs(mod::Module, pkgs::Vector{Symbol}) + +For each package in `pkgs`, which are dependencies recorded in `mod`'s +Project.toml, register the package with `DataToolkitBase.addpkg`. + +If `pkgs` consists of the single symbol `:*`, then all dependencies of `mod` +will be registered. + +This must be run at runtime to take effect, so be sure to place it in the +`__init__` function of a package. +""" +function addpkgs(mod::Module, pkgs::Vector{Symbol}) + project_deps = _project_deps(mod) + if length(pkgs) == 1 && first(pkgs) == :* + pkgs = Symbol.(keys(project_deps)) + end + for pkg in pkgs + if haskey(project_deps, String(pkg)) + DataToolkitCore.addpkg(mod, pkg, project_deps[String(pkg)]) + else + @warn "(@addpkgs) $mod does not have $pkg in its dependencies, skipping." + end + end + # When run interactively, and there's a relevant collection using the + # `addpkgs` plugin, it makes sense to add `pkgs` to `[config.pkgs]`. + if isinteractive() + for collection in DataToolkitCore.STACK + if collection.mod === mod && iswritable(collection) && "addpkgs" in collection.plugins + ismodified = false + confpkgs = get!(() -> Dict{String, String}(), + collection.parameters, "packages") + for pkg in pkgs + if !haskey(confpkgs, pkg) && haskey(project_deps, String(pkg)) + confpkgs[String(pkg)] = string(project_deps[String(pkg)]) + ismodified = true + end + end + ismodified && write(collection) + end + end + end +end + +function _project_deps(mod::Module) + project_file = if isnothing(pathof(mod)) # Main, etc. + JLBase.active_project() + else + abspath(pathof(mod), "..", "..", "Project.toml") + end + project_deps = if isfile(project_file) + Dict{String, JLBase.UUID}( + pkg => JLBase.UUID(id) + for (pkg, id) in get(JLBase.parsed_toml(project_file), + "deps", Dict{String, Any}())) + else + Dict{String, JLBase.UUID}() + end +end diff --git a/Main/test/runtests.jl b/Main/test/runtests.jl new file mode 100644 index 000000000..cdad11f00 --- /dev/null +++ b/Main/test/runtests.jl @@ -0,0 +1,6 @@ +using DataToolkit +using Test + +@testset "DataToolkit.jl" begin + # Write your tests here. +end diff --git a/MultiDocs/Manifest.toml b/MultiDocs/Manifest.toml new file mode 100644 index 000000000..00a846958 --- /dev/null +++ b/MultiDocs/Manifest.toml @@ -0,0 +1,245 @@ +# This file is machine-generated - editing it directly is not advised + +julia_version = "1.10.4" +manifest_format = "2.0" +project_hash = "7dc2392ad202e47d37e6a530872dd9fc254454e7" + +[[deps.AbstractTrees]] +git-tree-sha1 = "2d9c9a55f9c93e8887ad391fbae72f8ef55e1177" +uuid = "1520ce14-60c1-5f80-bbc7-55ef81b5835c" +version = "0.4.5" + +[[deps.ArgTools]] +uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f" +version 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["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "f9557a255370125b405568f9767d6d195822a175" +uuid = "94ce4f54-9a6c-5748-9c1c-f9c7231a4531" +version = "1.17.0+0" + +[[deps.Logging]] +uuid = "56ddb016-857b-54e1-b83d-db4d58db5568" + +[[deps.Markdown]] +deps = ["Base64"] +uuid = "d6f4376e-aef5-505a-96c1-9c027394607a" + +[[deps.MbedTLS_jll]] +deps = ["Artifacts", "Libdl"] +uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1" +version = "2.28.2+1" + +[[deps.Mmap]] +uuid = "a63ad114-7e13-5084-954f-fe012c677804" + +[[deps.MozillaCACerts_jll]] +uuid = "14a3606d-f60d-562e-9121-12d972cd8159" +version = "2023.1.10" + +[[deps.MultiDocumenter]] +deps = ["AbstractTrees", "Git", "Gumbo", "HypertextLiteral", "JSON", "NodeJS", "Pkg"] +git-tree-sha1 = "d6513c60e177cd7f31f3f023e0f997956bd45c31" +uuid = "87ed4bf0-c935-4a67-83c3-2a03bee4197c" +version = "0.7.0" + +[[deps.NetworkOptions]] +uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908" +version = "1.2.0" + +[[deps.NodeJS]] +deps = ["Pkg"] +git-tree-sha1 = "bf1f49fd62754064bc42490a8ddc2aa3694a8e7a" +uuid = "2bd173c7-0d6d-553b-b6af-13a54713934c" +version = "2.0.0" + +[[deps.OpenSSL_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "3da7367955dcc5c54c1ba4d402ccdc09a1a3e046" +uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95" +version = "3.0.13+1" + +[[deps.PCRE2_jll]] +deps = ["Artifacts", "Libdl"] +uuid = "efcefdf7-47ab-520b-bdef-62a2eaa19f15" +version = "10.42.0+1" + +[[deps.Parsers]] +deps = ["Dates", "PrecompileTools", "UUIDs"] +git-tree-sha1 = "8489905bcdbcfac64d1daa51ca07c0d8f0283821" +uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0" +version = "2.8.1" + +[[deps.Pkg]] +deps = ["Artifacts", "Dates", "Downloads", "FileWatching", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"] +uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f" +version = "1.10.0" + +[[deps.PrecompileTools]] +deps = ["Preferences"] +git-tree-sha1 = "5aa36f7049a63a1528fe8f7c3f2113413ffd4e1f" +uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a" +version = "1.2.1" + +[[deps.Preferences]] +deps = ["TOML"] +git-tree-sha1 = "9306f6085165d270f7e3db02af26a400d580f5c6" +uuid = "21216c6a-2e73-6563-6e65-726566657250" +version = "1.4.3" + +[[deps.Printf]] +deps = ["Unicode"] +uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7" + +[[deps.REPL]] +deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"] +uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb" + +[[deps.Random]] +deps = ["SHA"] +uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" + +[[deps.SHA]] +uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce" +version = "0.7.0" + +[[deps.Serialization]] +uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b" + +[[deps.Sockets]] +uuid = "6462fe0b-24de-5631-8697-dd941f90decc" + +[[deps.TOML]] +deps = ["Dates"] +uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76" +version = "1.0.3" + +[[deps.Tar]] +deps = ["ArgTools", "SHA"] +uuid = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e" +version = "1.10.0" + +[[deps.Tricks]] +git-tree-sha1 = "eae1bb484cd63b36999ee58be2de6c178105112f" +uuid = "410a4b4d-49e4-4fbc-ab6d-cb71b17b3775" +version = "0.1.8" + +[[deps.UUIDs]] +deps = ["Random", "SHA"] +uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4" + +[[deps.Unicode]] +uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5" + +[[deps.Zlib_jll]] +deps = ["Libdl"] +uuid = "83775a58-1f1d-513f-b197-d71354ab007a" +version = "1.2.13+1" + +[[deps.nghttp2_jll]] +deps = ["Artifacts", "Libdl"] +uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d" +version = "1.52.0+1" + +[[deps.p7zip_jll]] +deps = ["Artifacts", "Libdl"] +uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0" +version = "17.4.0+2" diff --git a/MultiDocs/Project.toml b/MultiDocs/Project.toml new file mode 100644 index 000000000..16e81e50b --- /dev/null +++ b/MultiDocs/Project.toml @@ -0,0 +1,2 @@ +[deps] +MultiDocumenter = "87ed4bf0-c935-4a67-83c3-2a03bee4197c" diff --git a/MultiDocs/logo-small.svg b/MultiDocs/logo-small.svg new file mode 100644 index 000000000..56900482d --- /dev/null +++ b/MultiDocs/logo-small.svg @@ -0,0 +1,40 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/MultiDocs/make-multi.jl b/MultiDocs/make-multi.jl new file mode 100644 index 000000000..01bffe094 --- /dev/null +++ b/MultiDocs/make-multi.jl @@ -0,0 +1,125 @@ +using MultiDocumenter +import MultiDocumenter: MultiDocRef + +# GitHub pages doesn't like symlinks +for (root, dirs, files) in walkdir(".") + for file in files + filepath = joinpath(root, file) + if islink(filepath) + linktarget = abspath(dirname(filepath), readlink(filepath)) + rm(filepath) + cp(linktarget, filepath; force=true) + end + end +end + +docs = [ + MultiDocRef(upstream = joinpath(dirname(@__DIR__), "Main", "docs", "build"), + path = "main", + name = "DataToolkit", + fix_canonical_url = false), + MultiDocRef(upstream = joinpath(dirname(@__DIR__), "REPL", "docs", "build"), + path = "repl", + name = "REPL", + fix_canonical_url = false), + # MultiDocRef(upstream = joinpath(dirname(@__DIR__), "Base", "docs", "build"), + # path = "base", + # name = "Base", + # fix_canonical_url = false), + MultiDocRef(upstream = joinpath(dirname(@__DIR__), "Common", "docs", "build"), + path = "common", + name = "Common", + fix_canonical_url = false), + MultiDocRef(upstream = joinpath(dirname(@__DIR__), "Store", "docs", "build"), + path = "store", + name = "Store", + fix_canonical_url = false), + MultiDocRef(upstream = joinpath(dirname(@__DIR__), "Core", "docs", "build"), + path = "core", + name = "Core", + fix_canonical_url = false), + MultiDocumenter.DropdownNav("Collections", []) +] + +outpath = joinpath(dirname(@__DIR__), "docs") + +MultiDocumenter.make( + outpath, + docs; + search_engine = MultiDocumenter.SearchConfig( + index_versions = ["stable", "dev"], + engine = MultiDocumenter.FlexSearch), + brand_image = MultiDocumenter.BrandImage("/DataToolkit.jl", "logo-small.svg"), + rootpath = "/DataToolkit.jl/") + +cp(joinpath(@__DIR__, "logo-small.svg"), + joinpath(outpath, "logo-small.svg")) + +touch(joinpath(outpath, ".nojekyll")) + +# --- Edits --- + +let multidoc_style_overrides = [ + """ +#multi-page-nav { + width: 100%; + height: var(--navbar-height); + z-index: 10; + padding: 0 1rem; + position: sticky; + display: flex; + top: 0; + background-color: #282f2f; + border-bottom: 1px solid #5e6d6f; +}""" => """ +#multi-page-nav { + width: 100%; + height: var(--navbar-height); + z-index: 10; + padding: 0 1rem; + position: sticky; + display: flex; + top: 0; + background-color: whitesmoke; + border-bottom: 1px solid #dbdbdb; +} + +html.theme--documenter-dark #multi-page-nav { + background-color: #282f2f; + border-bottom: 1px solid #5e6d6f; +}""", + "font-size: 14px;" => "font-size: 1.1em;", + "\n text-transform: uppercase;" => "", + "color: #fff;" => "color: inherit;\n opacity: 1;", + "color: #ccc;" => "color: inherit;\n opacity: 0.75;", + "max-height: calc(var(--navbar-height) - 10px);" => + "max-height: calc(var(--navbar-height) - 15px);" + ] + multidoc_css_file = joinpath(outpath, "assets", "default", "multidoc.css") + chmod(multidoc_css_file, 0o664) + multidoc_style = read(multidoc_css_file, String) + write(multidoc_css_file, replace(multidoc_style, multidoc_style_overrides...)) +end + +# --- Push to multidoc-pub --- + +outbranch = "multidoc-pub" +has_outbranch = true + +if !success(`git checkout --orphan $outbranch`) + has_outbranch = false + @info "Creating orphaned branch $outbranch" + if !success(`git switch --orphan $outbranch`) + @error "Cannot create new orphaned branch $outbranch." + exit(1) + end +end + +run(`git add --all`) + +if success(`git commit -m 'Aggregate documentation'`) + @info "Pushing updated documentation." + run(`git push origin --force $outbranch`) +else + @info "No changes to aggregated documentation." +end diff --git a/README.org b/README.org new file mode 100644 index 000000000..1699cb1c1 --- /dev/null +++ b/README.org @@ -0,0 +1,54 @@ +#+title: [[file:Main/docs/src/assets/logotype.svg]] +#+author: tecosaur + +#+html: +#+html: + +DataToolkit is a batteries-included family of packages for robustly managing +data. The particular package(s) you want to use will depend on the project. + ++ Use [[https://tecosaur.github.io/DataToolkit.jl/main/][DataToolkit]] for analysis projects and scripts ++ Use [[https://tecosaur.github.io/DataToolkit.jl/base/][DataToolkitBase]] when making a package that needs data + - Optionally, use [[https://github.com/tecosaur/DataToolkitDocumenter.jl][DataToolkitDocumenter]] too to document the datasets ++ Use [[https://tecosaur.github.io/DataToolkit.jl/core/][DataToolkitCore]] when making a package extending DataToolkit, and possibly + [[https://tecosaur.github.io/DataToolkit.jl/store/][DataToolkitStore]] too. + +For now, this set of packages around the beta stage of development. No major +changes to the core functionality or structure are anticipated, but small +expansions in the data-CLI functionality and set of transformers and plugins +provided by /DataToolkitCommon/ are expected prior to the 1.0 release, and larger +changes may occur if there is good reason for them. + +----- + +#+begin_src toml +[[iris]] +uuid = "3f3d7714-22aa-4555-a950-78f43b74b81c" +description = "Fisher's famous Iris flower measurements" + + [[iris.storage]] + driver = "web" + checksum = "k12:cfb9a6a302f58e5a9b0c815bb7e8efb4" + url = "https://raw.githubusercontent.com/scikit-learn/scikit-learn/1.0/sklearn/datasets/data/iris.csv" + + [[iris.loader]] + driver = "csv" + args.header = ["sepal_length", "sepal_width", "petal_length", "petal_width", "species_class"] + args.skipto = 2 +#+end_src + +** Similar Packages + ++ [[https://github.com/oxinabox/DataDeps.jl][DataDeps.jl]] :: Downloading files on-demand. Essentially implements the =web= + storage driver along with some of the machinery. ++ [[https://github.com/JuliaComputing/DataSets.jl][DataSets.jl]] :: An alternate take on declarative data representation. Focused + on filling a gap with JuliaHub's cloud compute offering; less versatile + overall. ++ [[https://github.com/helgee/RemoteFiles.jl][RemoteFiles.jl]] :: Automatically re-downloading files on a schedule. Equivalent + to the =web= storage driver when using the =lifetime= parameter of the =store= + plugin. + +** Relevant Links + ++ [[https://discourse.julialang.org/t/ann-datatoolkit-jl-reproducible-flexible-and-convenient-data-management/104757][Announcement thread on Discourse]] ++ JuliaCon 2023 [[https://pretalx.com/media/juliacon2023/submissions/9BTTRL/resources/presentation_0F8lVWc.pdf][slides]] and [[https://www.youtube.com/watch?v=Ytz3JPgvOnE][recording]] diff --git a/REPL/.gitignore b/REPL/.gitignore new file mode 100644 index 000000000..36a8b5ac9 --- /dev/null +++ b/REPL/.gitignore @@ -0,0 +1,3 @@ +Manifest.toml +/docs/src/**.md +/docs/build diff --git a/REPL/Project.toml b/REPL/Project.toml new file mode 100644 index 000000000..d88837e04 --- /dev/null +++ b/REPL/Project.toml @@ -0,0 +1,38 @@ +name = "DataToolkitREPL" +uuid = "c58528a0-97a2-40a0-9a44-056fe1196995" +authors = ["TEC "] +version = "0.10.0" + +[deps] +DataToolkitCore = "caac3e55-418c-402e-a061-64d454aa8f4f" +Dates = "ade2ca70-3891-5945-98fb-dc099432e06a" +InteractiveUtils = "b77e0a4c-d291-57a0-90e8-8db25a27a240" +Markdown = "d6f4376e-aef5-505a-96c1-9c027394607a" +PrecompileTools = "aea7be01-6a6a-4083-8856-8a6e6704d82a" +TOML = "fa267f1f-6049-4f14-aa54-33bafae1ed76" +UUIDs = "cf7118a7-6976-5b1a-9a39-7adc72f591a4" + +[weakdeps] +Documenter = "e30172f5-a6a5-5a46-863b-614d45cd2de4" +REPL = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb" + +[extensions] +REPLMode = "REPL" +REPLDocHelpers = "Documenter" + +[compat] +Dates = "1.9" +Documenter = "1.0" +InteractiveUtils = "1.9" +Markdown = "1.9" +PrecompileTools = "1.2" +REPL = "1.9" +TOML = "1" +UUIDs = "1.9" +julia = "1.9" + +[extras] +Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40" + +[targets] +test = ["Test"] diff --git a/REPL/docs/Project.toml b/REPL/docs/Project.toml new file mode 100644 index 000000000..594de166e --- /dev/null +++ b/REPL/docs/Project.toml @@ -0,0 +1,8 @@ +[deps] +DocInventories = "43dc2714-ed3b-44b5-b226-857eda1aa7de" +Documenter = "e30172f5-a6a5-5a46-863b-614d45cd2de4" +DocumenterInterLinks = "d12716ef-a0f6-4df4-a9f1-a5a34e75c656" +LiveServer = "16fef848-5104-11e9-1b77-fb7a48bbb589" +Markdown = "d6f4376e-aef5-505a-96c1-9c027394607a" +Org = "587fedb0-ad84-11e9-2bd6-d15ea4be1f9e" +REPL = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb" diff --git a/REPL/docs/dev.jl b/REPL/docs/dev.jl new file mode 100755 index 000000000..9e425c79e --- /dev/null +++ b/REPL/docs/dev.jl @@ -0,0 +1,25 @@ +#!/usr/bin/env -S julia --startup-file=no + +using Pkg +Pkg.activate(@__DIR__) + +function cleanup() + rm(joinpath(@__DIR__, "build"), force=true, recursive=true) + for (root, _, files) in walkdir(joinpath(@__DIR__, "src")) + for file in files + if endswith(file, ".md") + rm(joinpath(root, file)) + end + end + end +end +cleanup() + +using LiveServer + +Base.exit_on_sigint(false) +try + servedocs(doc_env=true, foldername=@__DIR__) +finally + cleanup() +end diff --git a/REPL/docs/make.jl b/REPL/docs/make.jl new file mode 100755 index 000000000..293355b12 --- /dev/null +++ b/REPL/docs/make.jl @@ -0,0 +1,34 @@ +#!/usr/bin/env -S julia --startup-file=no + +include("../../Core/docs/setup.jl") + +@setupdev "../../Core" ".." +@get_interlinks + +using Org +org2md(joinpath(@__DIR__, "src")) + +using Documenter +using DataToolkitREPL, REPL +const REPLMode = Base.get_extension(DataToolkitREPL, :REPLMode) + +makedocs(; + modules=[DataToolkitREPL, REPLMode], + format=Documenter.HTML(assets = ["assets/favicon.ico"]), + pages=[ + "Introduction" => "index.md", + "Commands" => "commands.md", + ], + sitename="DataToolkitREPL.jl", + authors = "tecosaur and contributors: https://github.com/tecosaur/DataToolkit.jl/graphs/contributors", + warnonly = [:missing_docs, INTERLINKS_WARN], + plugins = [INTERLINKS], +) + +md2rm() + +deploydocs(; + repo="github.com/tecosaur/DataToolkit.jl", + devbranch = "main", + dirname = "REPL", +) diff --git a/REPL/docs/src/assets/favicon.ico b/REPL/docs/src/assets/favicon.ico new file mode 100644 index 0000000000000000000000000000000000000000..be2bb11095f88934234a113e8315511128280243 GIT binary patch literal 3336 zcmai0S2UcB7X1uEbP~P%Mv3TM5R3_%RS*E&1ONa6`A>a| z0s!93LR}sCqTG}!z{bcHT<8>jO-R|gMzLkQ|5M7Jx3v`t|JpCJf ztY2^@IL-SeH`9>#Z+*&aNNXKb1|{{mVlgCwL#~_ zn>pX$+EU`{ileesPpq|*+JVn6InCe$kIw)LQkKuf+;sG)X`^zTK(t=b$~G#B&ncL7 zto!>W4(mCR&UMW*ILeC&dH8I`lIK%r~M^dPnuc^4VXgi@I zkcpOwFJa5uTzC-Y`k>JE$%(3VGgoNy;FK7zc~V5kpJ!2E^+%I*!+)bRu-Q`+03;*H zSd^zORrDwyS$^;Tp{1vLxMyED$4*Y-~f%?Pu>Do`OoVZ7CaPy3Qsq~ z9I>5s^{bz0PT-w1=#FaFyUDR;VfXr#6uMtgQ2;FMpOi@k9X*(1VPP>OjL?Us^69eA z$F}WPWS}KN8a*J?kiM0a#JNdxkuaZQ*#qjZI9lJl4cJI^@hR44i7A8+aP)i`{8Prl~i1Xj9Z@3>&1_nDo3HmVKW)t!4FtrEGF zVa;mu+j$MquVh6G*JdD;WsoP!TLkpe`w-uP409HPeir(Y=NIrh$nT_Rcn0EH*?sCG zJRIo8Pw8$;o(;o#r;+bqi1=E@1&+7RoYa%Vhl#COI1%S$&9hd>@ywYO{YHQKNMqwvi+O4wWFA(q;*lbgml-EBN#@ z65*q4eOErvQh&ZhfIoYJCC+FT+`@b%hwqhV5@Yr_iLLBMBWvZ{Kl=v07;L| zIUbVVBSp$WGYwrcPb;W_f&y8=8dVLq=;#4F{Q$Q|CRu5ejBX<9_6_vl8{@#Vf829CwAT?J<`bi`rt9ifyGt)=RhDiR;K< zKAZ5S&zEvdRp&Zq^^O;QnX-g)_KM4Vtc>Uzx$s+j@#EE+aR#|^s<%2qCHewWF#MMT z`#?Mx5B+MF=26Ls86#qay=d?6#jHt6Ca8)QZ;L^@7Bk{@It>uQ96@cW>9)->TxTc7 z&q>#0?sFVCG+%&E$T)vd>|$&fJ^J zJ$9`P?#XS{s9Lb7WU2sU@L7(^8+j%>g!q~NyG`{p6iX}RQ$IgH+w^BE??Z=4Cr|=% z_^4}}6khL*R1s{O0L3PXQ%WgHg_1X-K?7pn+A9V>yhK~4?o;PW?QFr+%xo3IFZ2>a z*T3-&g4RM8ZP@rLSUbe#*-*<%FUsA3EFZS}oqK&@2~)5b*!Qo2+~UPr4UMhUe{?@e zo=)yr(VkxuYNgGwPFCFxQbow+Sgx&a4xVR^c9-7MtsLNCvCGaI*rbW-^?b|b!+Gzu6nn@(Hmudl*Ax|*SGuRpB_ z{wfZg`mNLo;!uoar>3E-utef)+;<0->zLFbq9?HL*q$Clz)s44Xy%20o|%=kp30qHdg)gMIv zg)dX67Oe@{cwrY1lXWNcDT6ftIcmfy>OSD2yJ+xs_pC|uq{xnpaV_HiT4eaG(=F*H zq+a=?x!Ni4H-U0ceKA(pYQmCT!=ZhB^-V4x_p-bChld8yuQ$G7|8B9Qo{wB*R-pE~ zV>k{@D=@0pFKF}ifp$J2Xy!GPmHskBmwx$K8~QEjd&K<1tFAn;&_aETzouUNSz%0q zcHEZgL z^%6wNNEN(2pxBiTU{2$i*I=n&mW6m27^8#K(wFICHlnP;LY5@?47I_?D;$hGd>UKP z;p3k7DJOks0$$hlh3CKd@I#9{B^Y1CLhGEb{b8Qs@u4y2my^ogUXrB5%mg#{+X#Pq z`=3P~W za%8K9|Hv*S=x}=Vh={(@^8Q#0V93IUgwdPprKJIipI(j|b<=$UGnQfU81im#i=~}I z9Cm@mtw*Q)_n3(N+u_~<)MKmraiL|-vZhP@>ibOSckP{RQN5x>|)r;J6tPc19{Ab=?L zi5j+xa;c2O=vt2#GnJKo63%}uaRcMFBp-{L3sRbN;PH6JZ*A&;x+Nec@2ND+I1Uquuh!?Kdhl_WAB%%#dF34O + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/REPL/docs/src/commands.org b/REPL/docs/src/commands.org new file mode 100644 index 000000000..735e565f9 --- /dev/null +++ b/REPL/docs/src/commands.org @@ -0,0 +1,63 @@ +#+title: Commands + +All of the relevant help for the REPL can be accessed from inside the REPL. They +are repeated here verbatim. + +#+begin_src @datarepl +help +#+end_src + +#+begin_src @datareplhelp +add +check +#+end_src + +#+begin_src @datarepl +?config +#+end_src + +#+begin_src @datareplhelp +config get +config set +config unset +#+end_src + +#+begin_src @datareplhelp +edit +init +list +make +#+end_src + +#+begin_src @datarepl +?plugin +#+end_src + +#+begin_src @datareplhelp +plugin add +plugin remove +plugin edit +plugin info +plugin list +#+end_src + +#+begin_src @datareplhelp +remove +search +show +#+end_src + +#+begin_src @datarepl +?stack +#+end_src + +#+begin_src @datareplhelp +stack promote +stack demote +stack load +stack remove +#+end_src + +#+begin_src @datareplhelp +help +#+end_src diff --git a/REPL/docs/src/index.org b/REPL/docs/src/index.org new file mode 100644 index 000000000..f87fa8e55 --- /dev/null +++ b/REPL/docs/src/index.org @@ -0,0 +1,140 @@ +#+title: The Data REPL + +* General design + +An extensible "Data REPL" is provided to make directly interacting with the +=Data.toml= a bit more convenient. It can be entered by pressing =}= on an empty +=julia>= REPL line. + +#+begin_example +julia> # type } +data> +data> help + Command Action + ─────────────────────────────────────────────────────────── + help Display help information on the available commands +#+end_example + +The foremost data collection is also listed in the prompt in much the same +manner as =(environment) pkg>=, i.e. + +#+begin_example +(⋅) data> # No currently loaded data collections +(example) data> # The top data collection is "example" +#+end_example + +Commands (and sub-commands) can be triggered by typing them out in full (i.e. +=cmd args...=) but also abbreviated up to the unique stem. For instance if =cmd= is +the only command starting with =c=, then it can be called with any of ++ =data> cmd args...= ++ =data> cm args...= ++ =data> c args...= +However, should a command =conflict= also exist, then =c= is no longer a unique stem +and so =c args...= will produce an error message like so: + +#+begin_example +data> c args... + ! Multiple matching Data REPL commands: cmd, conflict +#+end_example + +* The help command + +=help= is implemented specially in the Data REPL. It can be invoked normally (i.e. +=help cmd=) but also with =?= prefix (i.e. =?cmd=). Furthermore, all commands with +sub-commands with automatically have a =help= sub-command added. Overall, =help= +supports the following usage patterns. + +#+begin_example +data> help # List available commands. +data> help cmd # Obtain the help for cmd, or +data> help cmd # list available sub-command (if applicable). +data> ?cmd # Obtain the help for cmd. +data> help cmd subcmd # Obtain the help for subcmd. +data> ?cmd subcmd # Obtain the help for subcmd. +data> cmd help subcmd # Obtain the help for subcmd. +data> cmd ?subcmd # Obtain the help for subcmd. +#+end_example + +* Extending the Data REPL +** Registering commands + +To register a command, one simply needs to push a ~ReplCmd~ onto ~REPL_CMDS~. + +#+begin_src @docs +REPL_CMDS +ReplCmd +#+end_src + +** Helper functions + +To create a pleasant user interface, a number of utility functions are provided. + +#+begin_src @docs +prompt +prompt_char +confirm_yn +peelword +#+end_src + +** Simple example + +In the below example we will extend the Data REPL by adding a command =cowsay= +which simply call the (assumed to be installed) system ~cowsay~ executable. + +#+begin_src julia +function cowsay_repl(input::AbstractString) + if isempty(input) + confirm_yn("Are you ready to hear your fortune?", true) && + cowsay_repl(read(`fortune`, String)) + else + println(read(`cowsay $input`, String)) + end +end + +cowsay3 = ReplCmd( + "cowsay3", + "Hear what the cow has to say +\n Call with no argument to obtain a fortune.", + cowsay_repl, + ["Improve your data management with DataToolkits & co."]) + +push!(REPL_CMDS, cowsay3) +#+end_src + +If you enter the Data REPL, you will be able to note that: ++ =cowsay= is listed in =data> help= ++ running =cowsay= with no arguments results in a Y/n prompt to show a fortune ++ pressing =TAB= after =cowsay= fills in the sole completion, =Improve your data + management with DataToolkits & co.=. + +#+begin_example +(⋅) data> help + Command Action + ─────────────────────────────────────────────────────────── + cowsay Hear what the cow has to say + help Display help information on the available commands + +(⋅) data> ?cowsay3 + Hear what the cow has to say + + Call with no argument to obtain a fortune. + +(⋅) data> cowsay +Are you ready to hear your fortune? [Y/n]: y + _________________________________________ +/ (1) A sheet of paper is an ink-lined \ +| plane. (2) An inclined plane is a slope | +| up. (3) A slow pup is a lazy dog. | +| | +| QED: A sheet of paper is a lazy dog. | +| | +| -- Willard Espy, "An Almanac of Words | +\ at Play" / + ----------------------------------------- + \ ^__^ + \ (oo)\_______ + (__)\ )\/\ + ||----w | + || || + +#+end_example diff --git a/REPL/ext/REPLDocHelpers.jl b/REPL/ext/REPLDocHelpers.jl new file mode 100644 index 000000000..391f76f7e --- /dev/null +++ b/REPL/ext/REPLDocHelpers.jl @@ -0,0 +1,86 @@ +module REPLDocHelpers + +using DataToolkitCore +using DataToolkitREPL + +using Documenter: Documenter, Selectors, Expanders.ExpanderPipeline, Expanders.TrackHeaders +using Documenter.MarkdownAST: MarkdownAST, Node, insert_before!, unlink! + +using Markdown + +function datarepl(cmd::String) + pipe = Pipe() + started = Base.Event() + writer = @async redirect_stdio(stdout=pipe, stderr=pipe) do + notify(started) + DataToolkitREPL.execute_repl_cmd(cmd) + close(Base.pipe_writer(pipe)) + end + wait(started) + result = read(pipe, String) + wait(writer) + Node(MarkdownAST.CodeBlock( + "text", replace(result, r"\e\[[^m]*m" => "", r"^\t" => ""))) +end + +function datareplhelp(cmd::String; postrule::Bool=true) + repl_cmd = DataToolkitREPL.find_repl_cmd(first(eachsplit(cmd, ' '))) + for subcmd in last(Iterators.peel(eachsplit(cmd, ' '))) + repl_cmd = DataToolkitREPL.find_repl_cmd(subcmd, commands = repl_cmd.execute) + end + header = Markdown.Header{2}([Markdown.Code("?$cmd")]) + desc = if repl_cmd.description isa Markdown.MD + mdreformat(h::Markdown.Header{n}) where {n} = Markdown.Header{n+2}(h.text) + mdreformat(md::Any) = md + Markdown.MD(map(mdreformat, repl_cmd.description.content)) + else + Markdown.MD(Markdown.Code("text", string(repl_cmd.description))) + end + convert(Node, desc) +end + +abstract type DataREPLBlocks <: ExpanderPipeline end +abstract type DataREPLHelpBlocks <: ExpanderPipeline end + +Selectors.order(::Type{DataREPLBlocks}) = 3.5 +Selectors.order(::Type{DataREPLHelpBlocks}) = 4.5 + +Selectors.matcher(::Type{DataREPLBlocks}, node, page, doc) = Documenter.iscode(node, "@datarepl") +Selectors.matcher(::Type{DataREPLHelpBlocks}, node, page, doc) = Documenter.iscode(node, "@datareplhelp") + +function Selectors.runner(::Type{DataREPLBlocks}, node, page, doc) + @assert node.element isa MarkdownAST.CodeBlock + for line in eachsplit(node.element.code, '\n') + res = datarepl(String(line)) + heading = Node(MarkdownAST.Heading(2)) + push!(heading.children, Node(MarkdownAST.Code(line))) + insert_before!(node, heading) + Selectors.runner(TrackHeaders, heading, page, doc) + insert_before!(node, res) + end + unlink!(node) +end + +function Selectors.runner(::Type{DataREPLHelpBlocks}, node, page, doc) + @assert node.element isa MarkdownAST.CodeBlock + for line in eachsplit(node.element.code, '\n') + resnode = datareplhelp(String(line)) + heading = MarkdownAST.@ast MarkdownAST.Heading(2) do + MarkdownAST.Link("@id repl-" * replace(line, ' ' => '-'), "") do + MarkdownAST.Code('?' * line) + end + end + insert_before!(node, heading) + Selectors.runner(TrackHeaders, heading, page, doc) + for child in resnode.children + child = MarkdownAST.copy_tree(child) + insert_before!(node, child) + if child.element isa MarkdownAST.Heading + Selectors.runner(TrackHeaders, child, page, doc) + end + end + end + unlink!(node) +end + +end diff --git a/REPL/ext/REPLMode/REPLMode.jl b/REPL/ext/REPLMode/REPLMode.jl new file mode 100644 index 000000000..1ea99bf49 --- /dev/null +++ b/REPL/ext/REPLMode/REPLMode.jl @@ -0,0 +1,74 @@ +module REPLMode + +using REPL, REPL.LineEdit, REPL.TerminalMenus +using InteractiveUtils: edit + +using Dates +using Markdown +using TOML +using UUIDs + +using DataToolkitCore +using DataToolkitCore: STACK, TRANSFORMER_DOCUMENTATION, issubseq, + getlayer, highlight_lcs, stringsimilarity, natkeygen, trycreateauto + +using DataToolkitREPL: ReplCmd, REPL_KEY, REPL_NAME, REPL_PROMPT, + REPL_PROMPTSTYLE, REPL_QUESTION_COLOR, REPL_USER_INPUT_COLOUR, REPL_CMDS, + add_repl_cmd! + +import DataToolkitREPL: help, find_repl_cmd, execute_repl_cmd, + complete_repl_cmd, init_repl, prompt, prompt_char, confirm_yn, peelword, + show_extra, displaytable, help_cmd_table, help_show, transformer_docs, + transformers_printall + +include("utils.jl") +include("help.jl") +include("setup.jl") + +include("init.jl") +include("stack.jl") +include("plugins.jl") +include("config.jl") +include("add.jl") +include("remove.jl") +include("list.jl") +include("show.jl") +include("search.jl") +include("lint.jl") +include("make.jl") +include("edit.jl") + +include("lint_rules.jl") + +function __init__() + new_cmds = ReplCmd[ + ReplCmd("add", ADD_DOC, add), + ReplCmd("init", INIT_DOC, init), + ReplCmd("config", CONFIG_DOC, CONFIG_SUBCOMMANDS), + ReplCmd("check", CHECK_DOC, repl_lint, complete_dataset_or_collection), + ReplCmd("edit", EDIT_DOC, repl_edit, complete_dataset), + ReplCmd("list", LIST_DOC, repl_list, complete_collection), + ReplCmd("make", MAKE_DOC, repl_make), + ReplCmd("plugin", PLUGIN_DOC, PLUGIN_SUBCOMMANDS), + ReplCmd("remove", REMOVE_DOC, remove, complete_dataset), + ReplCmd("search", SEARCH_DOC, search), + ReplCmd("show", SHOW_DOC, repl_show, complete_dataset), + ReplCmd("stack", STACK_DOC, STACK_SUBCOMMANDS)] + foreach(add_repl_cmd!, new_cmds) + isinteractive() || return + if isdefined(Base, :active_repl) + init_repl(Base.active_repl) + else + atreplinit() do repl + if isinteractive() && repl isa REPL.LineEditREPL + isdefined(repl, :interface) || + (repl.interface = REPL.setup_interface(repl)) + init_repl(repl) + end + end + end +end + +include("precompile.jl") + +end diff --git a/REPL/ext/REPLMode/add.jl b/REPL/ext/REPLMode/add.jl new file mode 100644 index 000000000..53713108d --- /dev/null +++ b/REPL/ext/REPLMode/add.jl @@ -0,0 +1,152 @@ +const ADD_DOC = md""" +Add a data set to the current collection + +## Usage + +This will interactively ask for all required information. + +Optionally, the *name* and *source* can be specified using the following forms: + + data> add NAME + data> add NAME from SOURCE + data> add from SOURCE + +As a shorthand, `f` can be used instead of `from`. + +The transformers drivers used can also be specified by using a `via` argument +before `from`, with a form like so: + + data> add via TRANSFORMERS... + data> add NAME via TRANSFORMERS... from SOURCE + +The *type* of transformer can also be specified using flags. Namely storage (`-s`), +loader (`-l`), and writer (`-w`). For example: + + data> add via -s web -l csv + +Invalid transformer drivers are automatically skipped, so one could use: + + data> add via -sl web csv + +which would be equivalent to `add via -s web csv -l web csv`, but only `web` +will be reccognised as a valid storage backend and `csv` as a valid loader. +This works well in most cases, which is why `-sl` are the default flags. + +## Examples + + data> add iris from https://github.com/mwaskom/seaborn-data/blob/master/iris.csv + data> add iris via web csv from https://github.com/mwaskom/seaborn-data/blob/master/iris.csv + data> add iris via -s web -l csv from https://github.com/mwaskom/seaborn-data/blob/master/iris.csv + data> add \"from\" from.txt # add a data set with the name from +""" + +function add(input::AbstractString) + confirm_stack_nonempty() || begin + printstyled(" i ", color=:cyan, bold=true) + println("Consider creating a data collection first with 'init'") + return nothing + end + confirm_stack_first_writable() || return nothing + collection = first(STACK) + name, rest = if isnothing(match(r"^(?:v|via|f|from)\b|^\s*$|^https?://", input)) && + !isfile(first(peelword(input))) + peelword(input) + else + prompt(" Name: "), String(input) + end + if any(d -> d.name == name, collection.datasets) + confirm_yn(" '$name' names an existing data set, continue anyway?", false) || + return nothing + printstyled(" i ", color=:cyan, bold=true) + println("Consider setting additional attributes to disambiguate") + end + via = (; storage = Symbol[], + loaders = Symbol[], + writers = Symbol[]) + if first(peelword(rest)) ∈ ("v", "via") + targets = [:storage, :loaders] + while !isempty(rest) && first(peelword(rest)) ∉ ("f", "from") + viarg, rest = peelword(rest) + if first(viarg) == '-' + targets = [] + 's' in viarg && push!(targets, :storage) + 'l' in viarg && push!(targets, :loaders) + 'w' in viarg && push!(targets, :writers) + else + push!.(getfield.(Ref(via), targets), Symbol(viarg)) + end + end + else + push!(via.storage, :*) + push!(via.loaders, :*) + end + from = if first(peelword(rest)) ∈ ("f", "from") + last(peelword(rest)) + elseif !isempty(rest) + rest + else + prompt(" From: ", allowempty=true) + end |> String + spec = prompt_attributes() + dataset = create!(collection, DataSet, name, spec) + addtransformers!(dataset, from; via...) + iswritable(collection) && write(collection) +end + +""" + prompt_attributes() -> Dict{String, Any} + +Interactively prompt for a description and other arbitrary attributes, with +values interpreted using `TOML.parse`. +""" +function prompt_attributes() + spec = Dict{String, Any}() + description = prompt(" Description: ", allowempty=true) + if !isempty(description) + spec["description"] = description + end + while (attribute = prompt(" [Attribute]: ", allowempty=true)) |> !isempty + print("\e[A\e[G\e[K") + value = prompt(" $attribute: ") + if isnothing(match(r"^true|false|[.\d]+|\".*\"|\[.*\]|\{.*\}$", value)) + value = string('"', value, '"') + end + spec[attribute] = TOML.parse(string("value = ", value))["value"] + end + print("\e[A\e[G\e[K") + spec +end + +# Transformer creation + +""" + addtransformers!(dataset::DataSet; + storage::Vector{Symbol}=Symbol[], loaders::Vector{Symbol}=Symbol[], + writers::Vector{Symbol}=Symbol[], quiet::Bool=false) + +Create a new DataSet with a `name` and `spec`, and add it to `collection`. The +data transformers will be constructed with each of the backends listed in +`storage`, `loaders`, and `writers` from `source`. If the symbol `*` is given, +all possible drivers will be searched and the highest priority driver available +(according to `createpriority`) used. Should no transformer of the specified +driver and type exist, it will be skipped. +""" +function addtransformers!(dataset::DataSet, source::String; + storage::Vector{Symbol}=Symbol[], loaders::Vector{Symbol}=Symbol[], + writers::Vector{Symbol}=Symbol[], quiet::Bool=false) + for (transformer, slot, drivers) in ((DataStorage, :storage, storage), + (DataLoader, :loaders, loaders), + (DataWriter, :writers, writers)) + for driver in drivers + dt = trycreateauto(dataset, transformer, driver, source) + if isnothing(dt) + printstyled(" ! ", color=:yellow, bold=true) + println("Failed to create '$driver' $(string(nameof(transformer))[5:end])") + else + push!(getproperty(dataset, slot), dt) + end + end + end + quiet || printstyled(" ✓ Created '$name' ($(dataset.uuid))\n ", color=:green) + dataset +end diff --git a/REPL/ext/REPLMode/config.jl b/REPL/ext/REPLMode/config.jl new file mode 100644 index 000000000..77de98cbb --- /dev/null +++ b/REPL/ext/REPLMode/config.jl @@ -0,0 +1,147 @@ +const CONFIG_DOC = + "Inspect and modify the current configuration" + +""" + config_segments(input::AbstractString) +Parse a string representation of a TOML-style dotted path into path segments, +and any remaining content. +""" +function config_segments(input::AbstractString) + segments = String[] + rest = '.' * input + while !isempty(rest) && first(rest) == '.' + seg, rest = peelword(rest[2:end], allowdot=false) + !isempty(seg) && push!(segments, String(seg)) + end + segments, strip(rest) +end + +""" + config_get(input::AbstractString) +Parse and call the repl-format config getter command `input`. +""" +function config_get(input::AbstractString) + segments, rest = config_segments(input) + if !isempty(rest) + printstyled(" ! ", color=:yellow, bold=true) + println("Trailing garbage ignored in get command: \"$rest\"") + end + value = DataToolkitCore.config_get(segments) + if value isa Dict && isempty(value) + printstyled(" empty\n", color=:light_black) + elseif value isa Dict + TOML.print(value) + else + value + end +end + +""" + config_set(input::AbstractString) +Parse and call the repl-format config setter command `input`. +""" +function config_set(input::AbstractString) + segments, rest = config_segments(input) + if isempty(rest) + printstyled(" ! ", color=:red, bold=true) + println("Value missing") + else + if isnothing(match(r"^true|false|[.\d]+|\".*\"|\[.*\]|\{.*\}$", rest)) + rest = string('"', rest, '"') + end + value = TOML.parse(string("value = ", rest)) + DataToolkitCore.config_set(segments, value["value"]) + nothing + end +end + +""" + config_unset(input::AbstractString) +Parse and call the repl-format config un-setter command `input`. +""" +function config_unset(input::AbstractString) + segments, rest = config_segments(input) + if !isempty(rest) + printstyled(" ! ", color=:yellow, bold=true) + println("Trailing garbage ignored in unset command: \"$rest\"") + end + DataToolkitCore.config_unset(segments) + nothing +end + + +""" + complete_config(sofar::AbstractString; collection::DataCollection=first(STACK)) + +Provide completions for the existing TOML-style property path of `collections`'s +starting with `sofar`. +""" +function complete_config(sofar::AbstractString; collection::DataCollection=first(STACK)) + segments, rest = config_segments(sofar) + if !isempty(rest) # if past path completion + return String[] + end + if isempty(sofar) || last(sofar) == '.' + push!(segments, "") + end + config = collection.parameters + for segment in segments[1:end-1] + if haskey(config, segment) + config = config[segment] + else + return String[] + end + end + if haskey(config, last(segments)) && config[last(segments)] isa Dict + ('.' .* sort(keys(config[last(segments)]) |> collect, by=natkeygen), + "", true) + elseif config isa Dict + options = sort(keys(config) |> collect, by=natkeygen) + (filter(o -> startswith(o, last(segments)), + options), + String(last(segments)), + !isempty(options)) + else + String[] + end +end + +const CONFIG_SUBCOMMANDS = ReplCmd[ + ReplCmd( + "get", + md"""Get the current configuration + + The parameter to get the configuration of should be given using TOML-style + dot seperation. + + ## Examples + + data> get defaults.memorise + data> get my.\"special thing\".extra""", + config_get, complete_config), + ReplCmd( + "set", + md"""Set a configuration property + + The parameter to set the configuration of should be given using TOML-style + dot seperation. + + Similarly, the new value should be expressed using TOML syntax. + + ##Examples + + data> set defaults.memorise true + data> set my.\"special thing\".extra {a=1, b=2}""", + config_set, complete_config), + ReplCmd( + "unset", + md"""Remove a configuration property + + The parameter to be removed should be given using TOML-style dot seperation. + + ## Examples + + data> unset defaults.memorise + data> unset my.\"special thing\".extra""", + config_unset, complete_config), +] diff --git a/REPL/ext/REPLMode/edit.jl b/REPL/ext/REPLMode/edit.jl new file mode 100644 index 000000000..eb73ef48c --- /dev/null +++ b/REPL/ext/REPLMode/edit.jl @@ -0,0 +1,154 @@ +const EDIT_DOC = md""" +Edit the specification of a dataset + +Open the specified dataset as a TOML file for editing, +and reload the dataset from the edited contents. + +## Usage + + data> edit IDENTIFIER +""" + +function deep_diff(old::AbstractDict, new::AbstractDict, parents::Vector{String}=String[]) + new_keys = setdiff(keys(new), keys(old)) + for key in sort(new_keys |> collect) + print(" "^length(parents)) + printstyled(" + ", color=:light_green, bold=true) + print("Added ") + printstyled(key, '\n', color=:light_blue) + end + common_keys = keys(new) ∩ keys(old) + for key in sort(common_keys |> collect) + if new[key] != old[key] + print(" "^length(parents)) + printstyled(" ~ ", color=:light_yellow, bold=true) + print("Modified ") + printstyled(key, color=:light_blue) + print(":\n") + deep_diff(old[key], new[key], vcat(parents, key)) + end + end + removed_keys = setdiff(keys(old), keys(new)) + for key in sort(removed_keys |> collect) + print(" "^length(parents)) + printstyled(" - ", color=:light_red, bold=true) + print("Removed ") + printstyled(key, '\n', color=:light_blue) + end +end + +function deep_diff(old::Vector, new::Vector, parents::Vector{String}=String[]) + for (i, (o, n)) in enumerate(zip(old, new)) + if o != n + print(" "^length(parents)) + printstyled(" ~ ", color=:light_yellow, bold=true) + print("Modified ") + printstyled('[', i, ']', color=:light_blue) + print(":\n") + deep_diff(o, n, vcat(parents, "[$i]")) + end + end + if length(new) > length(old) + print(" "^length(parents)) + printstyled(" + ", color=:light_green, bold=true) + print("Added ") + if length(new) - length(old) == 1 + printstyled('[', length(new), ']', '\n', color=:light_blue) + else + printstyled('[', length(old)+1, '-', length(new), ']', + '\n', color=:light_blue) + end + elseif length(new) < length(old) + print(" "^length(parents)) + printstyled(" - ", color=:light_red, bold=true) + print("Removed ") + if length(old) - length(new) == 1 + printstyled('[', length(old), ']', '\n', color=:light_blue) + else + printstyled('[', length(new)+1, '-', length(old), ']', + '\n', color=:light_blue) + end + end +end + +function deep_diff(old::Any, new::Any, parents::Vector{String}=String[]) + print(" "^length(parents), ' ') + show(IOContext(stdout, :compact => true), old) + printstyled(" ~> ", color=:light_yellow) + show(IOContext(stdout, :compact => true), new) + print('\n') +end + +function repl_edit(input::AbstractString) + if all(isspace, input) + printstyled(" ! ", color=:yellow, bold=true) + println("Specify a DataSet to edit") + return + end + dataset = try resolve(input) catch err + printstyled(" ! ", color=:red, bold=true) + println("Could not resolve identifier: $input") + if err isa IdentifierException + print(' ') + showerror(stdout, err, backtrace(), backtrace = false) + print('\n') + return + else + rethrow() + end + end + if !iswritable(dataset.collection) + printstyled(" ! ", color=:red, bold=true) + println("The data collection $(dataset.name) belongs to is read-only") + return + end + dataspec = convert(Dict, dataset) + tomlfile = tempname(cleanup=false) * ".toml" + open(tomlfile, "w") do io + datakeygen(key) = if haskey(DataToolkitCore.DATA_CONFIG_KEY_SORT_MAPPING, key) + [DataToolkitCore.DATA_CONFIG_KEY_SORT_MAPPING[key]] + else natkeygen(key) end + intermediate = IOBuffer() + TOML.print(intermediate, Dict(dataset.name => [dataspec]), + sorted = true, by = datakeygen) + write(io, "data_config_version = ", + string(dataset.collection.version), '\n', + "# ╭─[extracted from '$(dataset.collection.name)' for modification]\n", + "# ╭───┴────────────────────────$('─'^textwidth(dataset.name))──╮\n", + "# │ *Editing the definition of $(dataset.name)* │\n", + "# ╰────────────────────────────$('─'^textwidth(dataset.name))──╯\n\n") + write(io, take!(DataToolkitCore.tomlreformat!(intermediate))) + end + edit(tomlfile, 8) + isfile(tomlfile) || return + newspec = let tomldata = open(TOML.parse, tomlfile) + dspecs = get(tomldata, dataset.name, Dict{String, Any}()) + if dspecs isa Vector && !isempty(dspecs) && first(dspecs) isa Dict + first(dspecs) + end + end + rm(tomlfile) + newspec isa Dict || return + if newspec == dataspec + printstyled(" No changes made\n", color=:light_black) + return + end + deep_diff(dataspec, newspec) + if !confirm_yn(" Does this look correct?") + printstyled(" ! ", color=:red, bold=true) + println("Cancelled") + return + end + index = findfirst(==(dataset), dataset.collection.datasets) + newdata = DataSet(dataset.collection, dataset.name, newspec) + newdata.collection.datasets[index] = newdata + lintreport = LintReport(newdata) + if !isempty(lintreport.results) + show(lintreport) + print("\n\n") + DataToolkitCore.lintfix(lintreport) + end + write(newdata.collection) + printstyled(" ✓ Edited '$(newdata.name)' ", color=:green) + printstyled('(', newdata.uuid, ')', '\n', color=:light_black) +end diff --git a/REPL/ext/REPLMode/help.jl b/REPL/ext/REPLMode/help.jl new file mode 100644 index 000000000..0d09a38c9 --- /dev/null +++ b/REPL/ext/REPLMode/help.jl @@ -0,0 +1,224 @@ +# Help command and related facilities + +""" + help(r::ReplCmd) + +Print the help string for `r`. + +When `r` has subcommands, the description will be followed by a table of its +subcommands. +""" +function help end + +function help(r::ReplCmd{Function}) + if r.description isa AbstractString + for line in eachsplit(rstrip(r.description), '\n') + println(" ", line) + end + else + display(r.description) + end +end + +function help(r::ReplCmd{Vector{ReplCmd}}) + if r.description isa AbstractString + for line in eachsplit(rstrip(r.description), '\n') + println(" ", line) + end + else + display(r.description) + end + print('\n') + help_cmd_table(commands = r.execute, sub=true) +end + +""" +The help-string for the help command itself. +This contains the template string \"\", which +is replaced with the relevant scope at runtime. +""" +const HELP_CMD_HELP = + """Display help information on the available commands + + For convenience, help information can also be accessed via '?', e.g. '?help'. + + Help for data transformers can also be accessed by asking for the help of the + transformer name prefixed by ':' (i.e. ':transformer'), and a list of documented + transformers can be pulled up with just ':'. + + Usage + ===== + + $REPL_PROMPT help + $REPL_PROMPT help CMD + $REPL_PROMPT help PARENT CMD + $REPL_PROMPT PARENT help CMD + $REPL_PROMPT help : + $REPL_PROMPT help :TRANSFORMER + """ + +""" + displaytable(rows::Vector{<:Vector}; + spacing::Integer=2, maxwidth::Int=80) + +Return a `vector` of strings, formed from each row in `rows`. + +Each string is of the same `displaywidth`, and individual values +are separated by `spacing` spaces. Values are truncated if necessary +to ensure the no row is no wider than `maxwidth`. +""" +function displaytable(rows::Vector{<:Vector}; + spacing::Integer=2, maxwidth::Int=80) + column_widths = min.(maxwidth, + maximum.(textwidth.(string.(getindex.(rows, i))) + for i in 1:length(rows[1]))) + if sum(column_widths) > maxwidth + # Resize columns according to the square root of their width + rootwidths = sqrt.(column_widths) + table_width = sum(column_widths) + spacing * length(column_widths) + rootcorrection = sum(column_widths) / sum(sqrt, column_widths) + rootwidths = rootcorrection .* sqrt.(column_widths) .* maxwidth/table_width + # Look for any expanded columns, and redistribute their excess space + # proportionally. + overwides = column_widths .< rootwidths + if any(overwides) + gap = sum((rootwidths .- column_widths)[overwides]) + rootwidths[overwides] = column_widths[overwides] + @. rootwidths[.!overwides] += gap * rootwidths[.!overwides]/sum(rootwidths[.!overwides]) + end + column_widths = max.(1, floor.(Int, rootwidths)) + end + makelen(content::String, len::Int) = + if length(content) <= len + rpad(content, len) + else + string(content[1:len-1], '…') + end + makelen(content::Any, len::Int) = makelen(string(content), len) + map(rows) do row + join([makelen(col, width) for (col, width) in zip(row, column_widths)], + ' '^spacing) + end +end + +""" + displaytable(headers::Vector, rows::Vector{<:Vector}; + spacing::Integer=2, maxwidth::Int=80) + +Prepend the `displaytable` for `rows` with a header row given by `headers`. +""" +function displaytable(headers::Vector, rows::Vector{<:Vector}; + spacing::Integer=2, maxwidth::Int=80) + rows = displaytable(vcat([headers], rows); spacing, maxwidth) + rule = '─'^length(rows[1]) + vcat("\e[1m" * rows[1] * "\e[0m", rule, rows[2:end]) +end + +""" + help_cmd_table(; maxwidth::Int=displaysize(stdout)[2], + commands::Vector{ReplCmd}=REPL_CMDS, + sub::Bool=false) + +Print a table showing the triggers and descriptions (limited to the first line) +of `commands`, under the headers "Command" and "Action" (or "Subcommand" if +`sub` is set). The table is truncated if necessary so it is no wider than +`maxwidth`. +""" +function help_cmd_table(; maxwidth::Int=displaysize(stdout)[2]-2, + commands::Vector{ReplCmd}=REPL_CMDS, + sub::Bool=false) + help_headings = [if sub "Subcommand" else "Command" end, "Action"] + help_lines = map(commands) do replcmd + String[replcmd.name, + first(split(string(replcmd.description), '\n'))] + end + push!(help_lines, ["help", "Display help text for commands and transformers"]) + map(displaytable(help_headings, help_lines; maxwidth)) do row + print(stderr, " ", row, '\n') + end +end + +""" + help_show(cmd::AbstractString; commands::Vector{ReplCmd}=REPL_CMDS) + +If `cmd` refers to a command in `commands`, show its help (via `help`). +If `cmd` is empty, list `commands` via `help_cmd_table`. +""" +function help_show(cmd::AbstractString; commands::Vector{ReplCmd}=REPL_CMDS) + if all(isspace, cmd) + help_cmd_table(; commands) + println("\n \e[2;3mCommands can also be triggered by unique prefixes or substrings.\e[22;23m") + else + repl_cmd = find_repl_cmd(strip(cmd); commands, warn=true) + if !isnothing(repl_cmd) + help(repl_cmd) + end + end + nothing +end + +""" + transformer_docs(name::Symbol, type::Symbol=:any) + +Return the documentation for the transformer identified by `name`, +or `nothing` if no documentation entry could be found. +""" +function transformer_docs(name::Symbol, type::Symbol=:any) + tindex = findfirst( + t -> first(t)[2] === name && (type === :any || first(t)[1] === type), + TRANSFORMER_DOCUMENTATION) + if !isnothing(tindex) + last(TRANSFORMER_DOCUMENTATION[tindex]) + end +end + +""" + transformers_printall() + +Print a list of all documented data transformers, by category. +""" +function transformers_printall() + docs = (storage = Pair{Symbol, Any}[], + loader = Pair{Symbol, Any}[], + writer = Pair{Symbol, Any}[]) + for ((type, name), doc) in TRANSFORMER_DOCUMENTATION + if type ∈ (:storage, :loader, :writer) + push!(getfield(docs, type), name => doc) + else + @warn "Documentation entry for $name gives invalid transformer type $type (should be 'storage', 'loader', or 'writer')" + end + end + sort!.(values(docs), by = first) + for type in (:storage, :loader, :writer) + entries = getfield(docs, type) + printstyled(" $type transformers ($(length(entries)))\n", + color=:blue, bold=true) + for (name, doc) in entries + printstyled(" • ", color=:blue) + println(name) + end + type === :writer || print('\n') + end +end + +""" + help_show(transformer::Symbol) + +Show documentation of a particular data `transformer` (should it exist). + +In the special case that `transformer` is `Symbol("")`, a list of all documented +transformers is printed. +""" +function help_show(transformer::Symbol) + if transformer === Symbol("") # List all documented transformers + transformers_printall() + else + tdocs = transformer_docs(transformer) + if isnothing(tdocs) + printstyled(" ! ", color=:red, bold=true) + println("There is no documentation for the '$transformer' transformer") + else + display(tdocs) + end + end +end diff --git a/REPL/ext/REPLMode/init.jl b/REPL/ext/REPLMode/init.jl new file mode 100644 index 000000000..78ffd3155 --- /dev/null +++ b/REPL/ext/REPLMode/init.jl @@ -0,0 +1,127 @@ +const INIT_DOC = md""" +Initialise a new data collection + +Optionally, a data collection name and path can be specified with the forms: + + data> init [NAME] + data> init [PATH] + data> init [NAME] [PATH] + data> init [NAME] at [PATH] + +Plugins can also be specified by adding a `with` argument, + + data> init [...] with PLUGINS... + +To omit the default set of plugins, put `with -n` instead, i.e. + + data> init [...] with -n PLUGINS... + +# Usage + + data> init + data> init /tmp/test + data> init test at /tmp/test + data> init test at /tmp/test with plugin1 plugin2 +""" + +""" + init(input::AbstractString) +Parse and call the repl-format init command `input`. +If required information is missing, the user will be interactively questioned. + +`input` should be of the following form: + +``` +[NAME] [[at] PATH] [with [-n] [PLUGINS...]] +``` +""" +function init(input::AbstractString) + rest = input + + name = if isempty(rest) + missing + elseif first(peelword(rest)) == "at" + _, rest = peelword(rest) + missing + elseif first(peelword(rest)) == "with" + missing + else + word, _ = peelword(rest) + if endswith(word, ".toml") || + ispath(expanduser(word)) || + (occursin('/', word) && isdir(dirname(expanduser(word)))) + missing + else + _, rest = peelword(rest) # remove $word + if first(peelword(rest)) == "at" + _, rest = peelword(rest) # remove "at" + end + word + end + end + + path = if isempty(rest) || first(peelword(rest)) == "with" + if !isnothing(Base.active_project(false)) && + !isfile(joinpath(dirname(Base.active_project(false)), "Data.toml")) && + confirm_yn(" Create Data.toml for current project?", true) + dirname(Base.active_project(false)) + else + prompt(" Path to Data TOML file: ", + joinpath(if !isnothing(Base.active_project(false)) + dirname(Base.active_project(false)) + else pwd() end, "$(coalesce(name, "Data")).toml")) + end + else + path, rest = peelword(rest) + path + end |> expanduser |> abspath + + plugins = copy(DataToolkitCore.DEFAULT_PLUGINS) + if ((_, rest) = peelword(rest)) |> first == "with" + extra_plugins = split(rest, r", *| +") + if "-n" in extra_plugins + plugins = String[] + deleteat!(extra_plugins, findfirst("-n" .== extra_plugins)::Int) + end + append!(plugins, extra_plugins) + end + + if !endswith(path, ".toml") + path = joinpath(path, "Data.toml") + end + + while !isdir(dirname(path)) + printstyled(" ! ", color=:yellow, bold=true) + println("Directory '$(dirname(path))' does not exist") + createp = confirm_yn(" Would you like to create this directory?", true) + if createp + mkpath(dirname(path)) + else + path = prompt(" Path to Data TOML file: ") |> expanduser |> abspath + if !endswith(path, ".toml") + path = joinpath(path, "Data.toml") + end + end + end + + if isfile(path) + printstyled(" ! ", color=:yellow, bold=true) + println("File '$path' already exists") + overwritep = confirm_yn(" Overwrite this file?", false) + if !overwritep + return nothing + end + end + + if ismissing(name) + name = if basename(path) == "Data.toml" + path |> dirname |> basename + else + first(splitext(basename(path))) + end + name = prompt(" Name: ", name) + end + + DataToolkitCore.init(name, path; plugins) + nothing +end diff --git a/REPL/ext/REPLMode/lint.jl b/REPL/ext/REPLMode/lint.jl new file mode 100644 index 000000000..a73e5f998 --- /dev/null +++ b/REPL/ext/REPLMode/lint.jl @@ -0,0 +1,89 @@ +const CHECK_DOC = md""" +Check the state for potential issues + +By default, this operates on the active collection, however it can +also be applied to any other collection or a specific data set. + +## Usage + + data> check (runs on the active collection) + data> check COLLECTION + data> check IDENTIFIER +""" + +function repl_lint(input::AbstractString) + function dolint(thing) + report = LintReport(thing) + show(report) + print("\n\n") + DataToolkitCore.lintfix(report) + end + if isempty(STACK) + printstyled(" ! ", color=:yellow, bold=true) + println("The data collection stack is empty") + elseif all(isspace, input) + dolint(first(STACK)) + else + try + collection = getlayer( + @something(tryparse(Int, input), + tryparse(UUID, input), + String(input))) + dolint(collection) + catch + dataset = resolve(input, resolvetype=false) + dolint(dataset) + end + end +end + +# Implements `../../../Core/src/interaction/lint.jl`. +function DataToolkitCore.linttryfix(fixprompt::Vector{Tuple{Int, DataToolkitCore.LintItem}}) + printstyled(length(fixprompt), color=:light_white) + print(ifelse(length(fixprompt) == 1, " issue (", " issues (")) + for fixitem in fixprompt + i, lintitem = fixitem + printstyled(i, color=first(DataToolkitCore.LINT_SEVERITY_MESSAGES[lintitem.severity])) + fixitem === last(fixprompt) || print(", ") + end + print(") can be manually fixed.\n") + if confirm_yn("Would you like to try?", true) + lastsource::Any = nothing + objinfo(c::DataCollection) = + printstyled("• ", c.name, '\n', color=:blue, bold=true) + function objinfo(d::DataSet) + printstyled("• ", d.name, color=:blue, bold=true) + printstyled(" ", d.uuid, "\n", color=:light_black) + end + objinfo(a::A) where {A <: DataTransformer} = + printstyled("• ", first(A.parameters), ' ', + join(lowercase.(split(string(nameof(A)), r"(?=[A-Z])")), ' '), + " for ", a.dataset.name, '\n', color=:blue, bold=true) + objinfo(::DataLoader{driver}) where {driver} = + printstyled("• ", driver, " loader\n", color=:blue, bold=true) + objinfo(::DataWriter{driver}) where {driver} = + printstyled("• ", driver, " writer\n", color=:blue, bold=true) + for (i, lintitem) in fixprompt + if lintitem.source !== lastsource + objinfo(lintitem.source) + lastsource = lintitem.source + end + printstyled(" [", i, "]: ", bold=true, + color=first(DataToolkitCore.LINT_SEVERITY_MESSAGES[lintitem.severity])) + print(first(split(lintitem.message, '\n')), '\n') + try + lintitem.fixer(lintitem) + catch e + if e isa InterruptException + printstyled("!", color=:red, bold=true) + print(" Aborted\n") + else + rethrow() + end + end + end + true + else + false + end +end diff --git a/REPL/ext/REPLMode/lint_rules.jl b/REPL/ext/REPLMode/lint_rules.jl new file mode 100644 index 000000000..5d1912d42 --- /dev/null +++ b/REPL/ext/REPLMode/lint_rules.jl @@ -0,0 +1,63 @@ +import DataToolkitCore.lint + +function lint(ds::DataSet, ::Val{:has_description}) + if isnothing(get(ds, "description")) + LintItem(ds, :suggestion, :has_description, + "Should be given a description", + lint_fix_has_description) + end +end + +function lint_fix_has_description(lintitem::LintItem{DataSet}) + if lintitem.source in lintitem.source.collection.datasets + description = prompt(" Description: ", allowempty=false) + lintitem.source.parameters["description"] = description + else + printstyled(" No longer in the data collection, skipping\n", color=:light_black) + end +end + +function lint(ds::DataSet, ::Val{:no_colon_in_name}) + if ':' in ds.name + LintItem(ds, :warning, :no_colon_in_name, + """Contains a colon in the name + This interferes with collection/type references, + as a result the data set can only be refered to by UUID.""", + lint_rename_dataset) + end +end + +function lint_rename_dataset(lintitem::LintItem{DataSet}) + ds = lintitem.source + dsindex = findfirst(==(ds), ds.collection.datasets) + if isnothing(dsindex) + printstyled(" No longer in the data collection, skipping\n", color=:light_black) + else + newname = prompt(" New name: ", allowempty=false) + while ':' in newname + newname = prompt(" New name (without a colon!): ", allowempty=false) + end + replace!(ds, name=newname) + end +end + +function lint(ds::DataSet, ::Val{:unique_uuid}) + matches = @. getfield(ds.collection.datasets, :uuid) == ds.uuid + if sum(matches) > 1 + LintItem(ds, :error, :unique_uuid, + "UUID is not unique", + lint_regenerate_uuid, true) + end +end + +function lint_regenerate_uuid(lintitem::LintItem{DataSet}) + replace!(lintitem.source, uuid = uuid4()) + true +end + +function lint(ds::DataSet, ::Val{:has_loader}) + if isempty(ds.loaders) + LintItem(ds, :warning, :has_loader, + "Cannot be loaded, as it has no loaders") + end +end diff --git a/REPL/ext/REPLMode/list.jl b/REPL/ext/REPLMode/list.jl new file mode 100644 index 000000000..9481e96aa --- /dev/null +++ b/REPL/ext/REPLMode/list.jl @@ -0,0 +1,37 @@ +const LIST_DOC = md""" +List the datasets in a certain collection + +By default, the datasets of the active collection are shown. + +## Usage + + data> list (lists dataset of the active collection) + data> list COLLECTION +""" + +function repl_list(collection_str::AbstractString; maxwidth::Int=displaysize(stdout)[2]) + if isempty(STACK) + printstyled(" ! ", color=:yellow, bold=true) + println("The data collection stack is empty") + else + collection = if isempty(collection_str) + getlayer() + else + getlayer(collection_str) + end + table_rows = displaytable( + ["Dataset", "Description"], + if isempty(collection.datasets) + Vector{Any}[] + else + map(sort(collection.datasets, by = d -> natkeygen(d.name))) do dataset + [dataset.name, + first(split(lstrip(get(dataset, "description", "")), + '\n', keepempty=true))] + end + end; maxwidth) + for row in table_rows + print(stderr, ' ', row, '\n') + end + end +end diff --git a/REPL/ext/REPLMode/make.jl b/REPL/ext/REPLMode/make.jl new file mode 100644 index 000000000..116bc4c35 --- /dev/null +++ b/REPL/ext/REPLMode/make.jl @@ -0,0 +1,361 @@ +const MAKE_DOC = md""" +Create a new data set from existing information + +This drops you into a sandbox where you can interactively develop +a script to produce a new data set. + +## Usage + + data> make + data> make new_dataset_name +""" + +const MAKE_INFO_BANNER = "\ +This is a sandbox where you can interacively develop the +new data set's creation script. Load any packages needed with +@require instead of import or using, but make sure they've been +registered with @addpkg(s) first. + +Press ^D to finish. You'll then have an oppotunity to edit the +final generating function, and the expected return type." + +function repl_make(input::AbstractString) + confirm_stack_nonempty() || begin + printstyled(" i ", color=:cyan, bold=true) + println("Consider creating a data collection first with 'init'") + return nothing + end + confirm_stack_first_writable() || return nothing + + name = if isempty(input) + prompt(" Data set name: ") + else input end + + while ':' in name + printstyled(" ! ", color=:yellow, bold=true) + println("Cannot contain ':'") + name = prompt(" Data set name: ") + end + + sandbox = create_sandbox() + delete!(sandbox.modes.julia.keymap_dict, ';') # Remove shell mode + println("\e[2m\n", join(" " .* split(MAKE_INFO_BANNER, '\n'), '\n'), "\e[0m\n") + + # Drop the user into the REPL + previous_repl_module = REPL.active_module() + try + REPL.activate(sandbox.mod) + run_sandbox_repl(sandbox) + + print("\e[F\e[2K") # Remove the last "julia>" prompt line + + if isempty(sandbox.modes.julia.hist.history) + printstyled("Did nothing\n", color=:light_black) + return + end + + (; scriptfn, datavars) = sandbox_to_function(sandbox) + scriptfile = string(tempname(), ".jl") + write(scriptfile, string(scriptfn)) + + if confirm_yn(" Would you like to edit the final script?", true) + edit(scriptfile) + end + + returntype = prompt(" What is the type of the returned value? ", + string(QualifiedType(sandbox.lasttype[]))) |> String + + collection = first(STACK) + dataset = sandbox_dataset(; collection, name, returntype, datavars, + scriptfn=read(scriptfile, String)) + + push!(collection.datasets, dataset) + write(collection) + printstyled(" ✓ Created '$name' ($(dataset.uuid))\n ", color=:green) + finally + REPL.activate(previous_repl_module) + end +end + +function create_sandbox() + mod = Module(:Scratch) + + isdefined(Main, Symbol("@import")) && + Core.eval(mod, + Expr(:toplevel, + quote + macro __localimport(args...) + # This seems hacky, but it also seems to work... + Base.macroexpand(Main, + Expr(:macrocall, Symbol("@import"), (), + args...)) |> esc + end + const var"@import" = var"@__localimport" + end)) + isdefined(Main, :dataset) && + Core.eval(mod, Expr(:toplevel, :(const dataset = $(Main.dataset)))) + isdefined(Main, Symbol("@d_str")) && + Core.eval(mod, Expr(:toplevel, :(const var"@d_str" = $(Main.var"@d_str")))) + + term_env = get(ENV, "TERM", @static Sys.iswindows() ? "" : "dumb") + term = REPL.Terminals.TTYTerminal(term_env, stdin, stdout, stderr) + repl = REPL.LineEditREPL(term, get(stdout, :color, false), true) + if repl.hascolor + repl.prompt_color = DataToolkitCore.REPL_PROMPTSTYLE + end + + repl.interface = REPL.setup_interface(repl) + julia_mode, shell_mode, help_mode, hist_mode, _ = repl.interface.modes + + julia_mode.prompt = "(data) julia> " + help_mode.prompt = "(data) help?> " + + hist_ignore = Int[] + lasttype = Ref(Any) + + # Run in `mod`, not `Main`, and do some input checking. + julia_mode.on_done = REPL.respond( + function (line) + expr = Base.parse_input_line(line, filename=REPL.repl_filename(repl, hist_mode.hp)) + if expr isa Expr && expr.head == :toplevel + expr = expr.args[2] + end + result = if !(expr isa Expr) + res = Core.eval(mod, expr) + lasttype[] = typeof(res) + Expr(:quote, res) + elseif expr.head ∈ (:const, :global) + printstyled("ERROR: ", color=:light_red, bold=true) + println("Disallowed: Global assignment is not permitted") + elseif expr.head ∈ (:import, :using) + printstyled("ERROR: ", color=:light_red, bold=true) + println("Dissalowed: Use @require instead of $(expr.head)") + elseif expr == :(exit()) + @info "Press ^D to exit" + else + try + res = Core.eval(mod, expr) + if res isa DataToolkitCore.PkgRequiredRerunNeeded + res = Core.eval(mod, expr) + end + lasttype[] = typeof(res) + return Expr(:quote, res) + catch err + push!(hist_ignore, length(julia_mode.hist.history)) + rethrow() + end + end + push!(hist_ignore, length(julia_mode.hist.history)) + result + end, + repl, + julia_mode) + + (; repl, hist_ignore, lasttype, mod, + modes = ( julia=julia_mode, shell=shell_mode, help=help_mode, hist=hist_mode)) +end + +@static if VERSION >= v"1.9" # when `MIState.active_module` was added + # Because `REPL.LineEdit.init_state` is hardcoded to set the module + # to `Main` we have to copy+tweak `run_repl`, `run_frontend`, and `init_state`. + # This is horibly icky and I don't like it one bit. + function run_sandbox_repl(sandbox) + function run_frontend(repl::REPL.LineEditREPL, backend::REPL.REPLBackendRef) + repl.frontend_task = current_task() + d = REPL.REPLDisplay(repl) + dopushdisplay = repl.specialdisplay === nothing && !in(d, Base.Multimedia.displays) + dopushdisplay && pushdisplay(d) + if !isdefined(repl, :interface) + interface = repl.interface = REPL.setup_interface(repl) + else + interface = repl.interface + end + repl.backendref = backend + repl.mistate = REPL.LineEdit.init_state(REPL.terminal(repl), interface) + # NOTE this is the key line that necessitates all this copypasta + repl.mistate.active_module = sandbox.mod + # ^^^ key line + REPL.run_interface(REPL.terminal(repl), interface, repl.mistate) + put!(backend.repl_channel, (nothing, -1)) + dopushdisplay && popdisplay(d) + nothing + end + backend = REPL.REPLBackend() + backend_ref = REPL.REPLBackendRef(backend) + cleanup = @task try + REPL.destroy(backend_ref, t) + catch e + Core.print(Core.stderr, "\nINTERNAL ERROR: ") + Core.println(Core.stderr, e) + Core.println(Core.stderr, catch_backtrace()) + end + get_module = () -> sandbox.mod + t = @async run_frontend(sandbox.repl, backend_ref) + errormonitor(t) + Base._wait2(t, cleanup) + REPL.start_repl_backend(backend, _ -> nothing; get_module) + return backend + end +else + const run_sandbox_repl = REPL.run_repl +end + +function sandbox_to_function(sandbox) + validhist = setdiff(axes(sandbox.modes.julia.hist.history, 1), sandbox.hist_ignore) + # Ensure the last value (i.e. return value) is part of the record. + if !isempty(validhist) && validhist[end] != length(sandbox.modes.julia.hist.history) + push!(validhist, length(sandbox.modes.julia.hist.history)) + end + histlines = sandbox.modes.julia.hist.history[validhist] + histmodes = sandbox.modes.julia.hist.modes[validhist] + + script = string("begin\n", + join( + Iterators.map( + first, + Iterators.filter( + ((_line, mode),) -> mode == :julia, + zip(histlines, histmodes))), + '\n'), + "\nend") |> Meta.parse + first(script.args) isa LineNumberNode && + deleteat!(script.args, 1) + + # Collect and organise results + + datavars = extract_datarefs!(script) + scriptfn = let args = if isempty(datavars) + Expr(:tuple) else + Expr(:tuple, Expr(:parameters, first.(datavars)...)) end + if length(script.args) == 1 && length(args.args) <= 2 + Expr(:->, args, first(script.args)) + else + Expr(:function, args, script) + end + end + + (; scriptfn, datavars) +end + +function sandbox_dataset(; collection::DataCollection=first(STACK), + spec = prompt_attributes(), name, + returntype::String, scriptfn::String, + datavars::Vector{<:NamedTuple}) + spec["uuid"] = uuid4() + spec["loader"] = [Dict{String, Any}("driver" => "julia", + "type" => returntype)] + dataset = @advise fromspec(DataSet, collection, String(name), spec) + loader = first(dataset.loaders) + + if !isempty(datavars) + args = Dict{String, Any}() + for (; var, identstr, type) in datavars + ident = @advise collection parse(Identifier, identstr) + if isnothing(type) + elseif type === :Any && isnothing(ident.type) + # Resolve `ident` then get the type the same way + # `read(dataset(...))` does. + refdataset = resolve(collection, ident, resolvetype=false) + as = nothing + for qtype in getproperty.(refdataset.loaders, :type) |> Iterators.flatten + as = typeify(qtype, mod=refdataset.collection.mod) + isnothing(as) || break + end + # Use the picked type, if possible, else fall back on `Any`. + ident = Identifier(ident.collection, ident.dataset, + QualifiedType(something(as, Any)), + ident.parameters) + else + dtype = parse(QualifiedType, string(type)) + ident = Identifier(ident.collection, ident.dataset, + dtype, ident.parameters) + end + args[String(var)] = ident + end + loader.parameters["arguments"] = args + end + + savefile = nothing + if prompt_char(" Should the script be inserted inline (i), or as a file (f)? ", + ['i', 'f']) == 'f' + savefile = prompt(" Save file: ", string(name, ".jl")) + while isfile(savefile) && !confirm_yn(" File already exists, overwrite?", false) + savefile = prompt(" Save file: ", string(name, ".jl")) + end + end + + if isnothing(savefile) + loader.parameters["function"] = scriptfn + else + loader.parameters["path"] = savefile + fullpath = abspath(dirname(collection.path), + expanduser(get(loader, "pathroot", "")), + expanduser(savefile)) + open(fullpath, "w") do io + timestamp = Dates.format(now(), dateformat"yyyy-mm-ddTH:M:S") + write(io, "# Generated by $(@__MODULE__)'s \"make\" command $timestamp\n") + write(io, scriptfn) + end + end + + dataset +end + +function extract_datarefs!(script::Expr) + datavars = NamedTuple{(:var, :identstr, :type), + Tuple{Symbol, String, Union{Symbol, Expr, Nothing}}}[] + + function datavar!(identstr::String, type::Union{Symbol, Expr, Nothing}=:Any) + var = if type == :Any + Symbol(string("data#", identstr)) + else + Symbol(string("data#", identstr, "::", type)) + end + if (; var, identstr, type) ∉ datavars + push!(datavars, (; var, identstr, type)) + end + var + end + + function rewrite!(expr::Expr) + if expr.head ∈ (:invoke, :block, :let, :if, :while, :for, :ref) + expr.args = rewrite!.(expr.args) + filter!(!isnothing, expr.args) + elseif expr.head == :(=) + expr.args[2] = rewrite!(expr.args[2]) + elseif expr.head ∈ (:const, :global) # no global bindings allowed + first(expr.args) + elseif expr.head == :macrocall + if first(expr.args) == Symbol("@d_str") + return datavar!(expr.args[3]) + else + expr.args = rewrite!.(expr.args) + end + elseif expr.head == :call + if first(expr.args) == :read && length(expr.args) > 1 && + expr.args[2] isa Expr && expr.args[2].head == :call && + first(expr.args[2].args) == :dataset + # Case: read(dataset(...), ...) + if length(expr.args[2].args) == 2 && expr.args[2].args[2] isa String + type = if length(expr.args) == 2 + :Any else expr.args[3] end + identstr = expr.args[2].args[2] + return datavar!(identstr, type) + else + @warn "Unsupported data form: $expr" + end + elseif first(expr.args) == :dataset && length(expr.args) == 2 + # Case: dataset(...) + return datavar!(expr.args[2], nothing) + else + expr.args = rewrite!.(expr.args) + end + end + expr + end + rewrite!(::LineNumberNode) = nothing + rewrite!(x::Any) = x + + rewrite!(script) + datavars +end diff --git a/REPL/ext/REPLMode/plugins.jl b/REPL/ext/REPLMode/plugins.jl new file mode 100644 index 000000000..5768e2154 --- /dev/null +++ b/REPL/ext/REPLMode/plugins.jl @@ -0,0 +1,164 @@ +const PLUGIN_DOC = + "Inspect and modify the set of plugins used" + +""" + plugin_add(input::AbstractString) +Parse and call the repl-format plugin add command `input`. + +`input` should consist of a list of plugin names. +""" +function plugin_add(input::AbstractString) + confirm_stack_first_writable() || return nothing + plugins = split(input, r", *| +") + nonexistant = filter(p -> p ∉ getfield.(PLUGINS, :name), plugins) + if !isempty(nonexistant) + printstyled(" ! ", color=:yellow) + println("Warning: the plugin$(ifelse(length(nonexistant) > 1, "s", "")) $(join(nonexistant, ", ", ", and ")) \ + are not known to exist") + if !confirm_yn(" Do you wish to continue anyway?") + return nothing + end + end + DataToolkitCore.plugin_add(plugins) + nothing +end + +""" + plugin_remove(input::AbstractString) +Parse and call the repl-format plugin removal command `input`. + +`input` should consist of a list of plugin names. +""" +function plugin_remove(input::AbstractString) + confirm_stack_first_writable() || return nothing + plugins = split(input, r", *| +") + DataToolkitCore.plugin_remove(plugins) + nothing +end + +""" + plugin_edit(::AbstractString) +Interactively edit the set of plugins used. +""" +function plugin_edit(::AbstractString) + confirm_stack_first_writable() || return nothing + original_plugins = copy(first(STACK).plugins) + availible_plugins = union(getfield.(PLUGINS, :name), first(STACK).plugins) + menu = REPL.TerminalMenus.MultiSelectMenu( + availible_plugins, + selected=indexin(first(STACK).plugins, availible_plugins), + checked = if get(stdout, :color, false) + string('[', Base.text_colors[REPL_USER_INPUT_COLOUR], + 'X', + Base.text_colors[REPL_QUESTION_COLOR], + ']') + else "X" end) + selected_plugins = availible_plugins[REPL.TerminalMenus.request( + if get(stdout, :color, false) + Base.text_colors[REPL_QUESTION_COLOR] + else "" end * + " Select plugins to use:", + menu) |> collect] + added_plugins = setdiff(selected_plugins, original_plugins) + removed_plugins = setdiff(original_plugins, selected_plugins) + # See commentary in `DataToolkitCore.add_plugin` for why + # we edit the plugin list via a Dict conversion. + let collection = first(STACK) + snapshot = convert(Dict, collection) + snapshot["plugins"] = sort(selected_plugins) + newcollection = + DataCollection(snapshot; path=collection.path, mod=collection.mod) + STACK[begin] = newcollection + iswritable(newcollection) && write(newcollection) + end + if isempty(added_plugins) && isempty(removed_plugins) + printstyled(" No change to plugins\n", color=:green) + else + if !isempty(added_plugins) + printstyled(" +", color=:light_green, bold=true) + print(" Added plugins: ") + printstyled(join(added_plugins, ", "), '\n', color=:green) + end + if !isempty(removed_plugins) + printstyled(" -", color=:light_red, bold=true) + print(" Removed plugins: ") + printstyled(join(removed_plugins, ", "), '\n', color=:green) + end + end +end + +""" + plugin_list(input::AbstractString) +Parse and call the repl-format plugin list command `input`. + +`input` should either be empty or '-a'/'--availible'. +""" +function plugin_list(input::AbstractString) + used_plugins = if isempty(STACK) String[] else first(STACK).plugins end + plugins = if strip(input) in ("-a", "--availible") + getfield.(PLUGINS, :name) + else + confirm_stack_nonempty() || return nothing + used_plugins + end + for plugin in plugins + if plugin in used_plugins + printstyled(" • ", color=:blue) + else + printstyled(" ∘ ", color=:light_black) + end + println(plugin) + end +end + +function complete_plugin_unused(sofar::AbstractString) + if !isempty(STACK) + plugins = split(sofar, r", *| +") + options = filter(p -> startswith(p, last(plugins)), + setdiff(getfield.(PLUGINS, :name), + first(STACK).plugins, + plugins)) + (Vector{String}(options), + String(last(plugins)), + !isempty(options)) + else + String[] + end +end + +function complete_plugin_used(sofar::AbstractString) + if !isempty(STACK) + plugins = split(sofar, r", *| +") + options = setdiff(filter(p -> startswith(p, last(plugins)), + first(STACK).plugins), + plugins) + (Vector{String}(options), + String(last(plugins)), + !isempty(options)) + else + String[] + end +end + +complete_plugin_all(sofar::AbstractString) = + [p.name for p in PLUGINS if startswith(p.name, sofar)] + +const PLUGIN_SUBCOMMANDS = ReplCmd[ + ReplCmd( + "add", "Add plugins to the first data collection", + plugin_add, complete_plugin_unused), + ReplCmd( + "remove", "Remove plugins from the first data collection", + plugin_remove, complete_plugin_used), + ReplCmd( + "edit", "Edit the plugins used by the first data collection", + plugin_edit), + ReplCmd( + "info", "Fetch the documentation of a plugin", + DataToolkitCore.plugin_info, complete_plugin_all), + ReplCmd("list", + """List the plugins used by the first data collection + + With '-a'/'--availible' all loaded plugins are listed instead.""", + plugin_list, ["--availible"]), +] diff --git a/REPL/ext/REPLMode/precompile.jl b/REPL/ext/REPLMode/precompile.jl new file mode 100644 index 000000000..b3a48fe10 --- /dev/null +++ b/REPL/ext/REPLMode/precompile.jl @@ -0,0 +1,69 @@ +using PrecompileTools + +precompile(__init__, ()) + +@setup_workload begin + struct FakeTerminal <: REPL.Terminals.UnixTerminal + in_stream::IOBuffer + out_stream::IOBuffer + err_stream::IOBuffer + hascolor::Bool + raw::Bool + FakeTerminal() = new(IOBuffer(), IOBuffer(), IOBuffer(), false, true) + end + REPL.raw!(::FakeTerminal, raw::Bool) = raw + term = FakeTerminal() + local repl + try + repl = REPL.LineEditREPL(term, true) + REPL.run_repl(repl) + catch _ + end + nulldisp = TextDisplay(devnull) + pushdisplay(nulldisp) + datatoml = """ + data_config_version = 0 + uuid = "84068d44-24db-4e28-b693-58d2e1f59d05" + name = "precompile" + plugins = [] + + [[dataset]] + uuid = "d9826666-5049-4051-8d2e-fe306c20802c" + + [[dataset.storage]] + driver = "raw" + value = 3 + type = "Int" + + [[dataset.loader]] + driver = "passthrough" + type = "Int" + """ + loadcollection!(IOBuffer(datatoml)) + @compile_workload begin + __init__() + init_repl(repl) + redirect_stdio(stdout=devnull, stderr=devnull) do + toplevel_execute_repl_cmd("?") + toplevel_execute_repl_cmd("?help") + toplevel_execute_repl_cmd("help help") + toplevel_execute_repl_cmd("help :") + end + complete_repl_cmd("help ") + redirect_stdio(stdout=devnull, stderr=devnull) do + config_set("defaults.something 1") + config_get("defaults") + config_unset("defaults") + repl_list("") + search("data") + # plugin_remove("defaults") + # plugin_add("defaults") + plugin_list("") + repl_show("dataset") + stack_list("") + stack_promote("") + stack_demote("") + end + end + popdisplay(nulldisp) +end diff --git a/REPL/ext/REPLMode/remove.jl b/REPL/ext/REPLMode/remove.jl new file mode 100644 index 000000000..0b5ee2e59 --- /dev/null +++ b/REPL/ext/REPLMode/remove.jl @@ -0,0 +1,40 @@ +const REMOVE_DOC = md""" +Remove a data set + +## Usage + + data> remove IDENTIFIER +""" + +""" + remove(input::AbstractString) + +Parse and call the repl-format remove command `input`. +""" +function remove(input::AbstractString) + if all(isspace, input) + printstyled(" ! ", color=:yellow, bold=true) + println("Specify a DataSet to remove") + return + end + ident = try parse(Identifier, input) catch _ + printstyled(" ! ", color=:red, bold=true) + println("Could not parse '$input' as an identifier") + return + end + dataset = try resolve(ident) catch err + printstyled(" ! ", color=:red, bold=true) + println("Could not resolve identifier: $input") + if err isa IdentifierException + print(' ') + showerror(stdout, err, backtrace(), backtrace = false) + print('\n') + return + else + rethrow() + end + end + confirm_yn(" Are you sure you want to remove $(dataset.name)?") || return nothing + delete!(dataset) + printstyled(" ✓ Done\n", color=:green) +end diff --git a/REPL/ext/REPLMode/search.jl b/REPL/ext/REPLMode/search.jl new file mode 100644 index 000000000..22bc4cf76 --- /dev/null +++ b/REPL/ext/REPLMode/search.jl @@ -0,0 +1,55 @@ +const SEARCH_DOC = md""" +Search for a particular data collection + +## Usage + + data> search TEXT... +""" + +function search(input::AbstractString) + if isempty(input) + printstyled(" ! ", color=:yellow, bold=true) + println("Provide a search string") + else + candidates = Tuple{DataSet, String, Int}[] + searchstack = STACK + caseinsensitive = all(!isuppercase, input) + if ':' in input + collection, _ = split(input, ':', limit=2) + searchstack = [getlayer(if !isempty(collection) collection end)] + end + for collection in STACK + for dataset in collection.datasets + identstr = @advise collection string(Identifier(dataset)) + identstr = replace(identstr, collection.name * ':' => "", count=1) + if caseinsensitive + identstr = lowercase(identstr) + end + score = DataToolkitCore.stringdist(input, identstr) - + max(0, length(identstr) - length(input)) + push!(candidates, (dataset, identstr, score)) + end + end + if isempty(candidates) + printstyled(" ! ", color=:yellow, bold=true) + println("No data sets to search") + else + sort!(candidates, by=c -> (last(c), length(c[2]))) + cutoff = if last(first(candidates)) == 0 + 0 + else + max(ceil(last(first(candidates)) * 1.25), + last(candidates[min(10, end÷3)])) + end + filter!(c -> last(c) <= cutoff, candidates) + print(" ", length(candidates), " result", + ifelse(length(candidates) == 1, "", "s"), ":") + for (dataset, _, _) in candidates + print("\n ") + show(IOContext(stdout, :data_collection => dataset.collection), + MIME("text/plain"), Identifier(dataset)) + end + print('\n') + end + end +end diff --git a/REPL/ext/REPLMode/setup.jl b/REPL/ext/REPLMode/setup.jl new file mode 100644 index 000000000..e3c616fd7 --- /dev/null +++ b/REPL/ext/REPLMode/setup.jl @@ -0,0 +1,319 @@ +# Initialisation and running of the `data>` REPL mode. + +""" + execute_repl_cmd(line::AbstractString; + commands::Vector{ReplCmd}=REPL_CMDS, + scope::String="Data REPL") + +Examine `line` and identify the leading command, then: +- Show an error if the command is not given in `commands` +- Show help, if help is asked for (see `help_show`) +- Call the command's execute function, if applicable +- Call `execute_repl_cmd` on the argument with `commands` + set to the command's subcommands and `scope` set to the command's name, + if applicable +""" +function execute_repl_cmd(line::AbstractString; + commands::Vector{ReplCmd}=REPL_CMDS, + scope::String="Data REPL") + cmd_parts = split(line, limit = 2) + cmd, rest = if length(cmd_parts) == 0 + "", "" + elseif length(cmd_parts) == 1 + cmd_parts[1], "" + else + cmd_parts + end + if startswith(cmd, "?") + execute_repl_cmd(string("help ", line[2:end]); commands, scope) + elseif startswith("help", cmd) && !isempty(cmd) # help is special + rest_parts = split(rest, limit=2) + if length(rest_parts) == 1 && startswith(first(rest_parts), ':') + help_show(Symbol(first(rest_parts)[2:end])) + elseif length(rest_parts) <= 1 + help_show(rest; commands) + elseif find_repl_cmd(rest_parts[1]; commands) isa ReplCmd{Vector{ReplCmd}} + execute_repl_cmd(string(rest_parts[1], " help ", rest_parts[2]); + commands, scope) + else + help_show(rest_parts[1]; commands) + end + else + repl_cmd = find_repl_cmd(cmd; warn=true, commands, scope) + if isnothing(repl_cmd) + elseif repl_cmd isa ReplCmd{Function} + repl_cmd.execute(rest) + elseif repl_cmd isa ReplCmd{Vector{ReplCmd}} + execute_repl_cmd(rest, commands = repl_cmd.execute, scope = repl_cmd.name) + end + end +end + +""" + toplevel_execute_repl_cmd(line::AbstractString) + +Call `execute_repl_cmd(line)`, but gracefully catch an InterruptException if +thrown. + +This is the main entrypoint for command execution. +""" +function toplevel_execute_repl_cmd(line::AbstractString) + try + execute_repl_cmd(line) + catch e + if e isa InterruptException + printstyled(" !", color=:red, bold=true) + print(" Aborted\n") + else + rethrow() + end + end +end + +""" + complete_repl_cmd(line::AbstractString; commands::Vector{ReplCmd}=REPL_CMDS) + +Return potential completion candidates for `line` provided by `commands`. + +More specifically, the command (`cmd`) being completed is identified and +`cmd.completions(sofar::AbstractString)` called. + +Special behaviour is implemented for the help command. +""" +function complete_repl_cmd(line::AbstractString; commands::Vector{ReplCmd}=REPL_CMDS) + if isempty(line) + cands = [c.name for c in commands] + push!(cands, "help") + (sort(cands), "", true) + else + cmd_parts = split(line, limit = 2) + cmd_name, rest = if length(cmd_parts) == 1 + cmd_parts[1], "" + else + cmd_parts + end + repl_cmd = find_repl_cmd(cmd_name; commands) + complete = if !isnothing(repl_cmd) && line != cmd_name + if repl_cmd.name == "help" + # This can't be a `repl_cmd.completions(...)` call because we + # need to access `commands`. + if startswith(rest, ':') # transformer help + filter(t -> startswith(t, rest), + string.(':', TRANSFORMER_DOCUMENTATION .|> + first .|> last |> unique)) + else # command help + [c.name for c in commands if startswith(c.name, rest)] + end + else + repl_cmd.completions(rest) + end + else + all_cmd_names = map(c -> c.name, commands) + push!(all_cmd_names, "help") + # Keep any ?-prefix if getting help, otherwise it would be nice + # to end with a space to get straight to the sub-command/argument. + all_cmd_names = if startswith(cmd_name, "?") + '?' .* all_cmd_names + else + all_cmd_names .* ' ' + end + cmds = filter(ns -> startswith(ns, cmd_name), all_cmd_names) + (sort(cmds), + String(line), + !isempty(cmds)) + end + if complete isa Tuple{Vector{String}, String, Bool} + complete + elseif complete isa Vector{String} + (sort(complete), + String(rest), + !isempty(complete)) + else + error("REPL completions for $cmd_name returned strange result, $(typeof(complete))") + end + end +end + +""" +A singleton to allow for for Data REPL specific completion dispatching. +""" +struct DataCompletionProvider <: REPL.LineEdit.CompletionProvider end + +if VERSION >= v"1.11-alpha1" + function REPL.complete_line(::DataCompletionProvider, state::REPL.LineEdit.PromptState; hint::Bool = false) + # See REPL.jl complete_line(c::REPLCompletionProvider, s::PromptState) + partial = REPL.beforecursor(state.input_buffer) + full = REPL.LineEdit.input_string(state) + if partial != full + # For now, only complete at end of line + return ([], "", false) + end + complete_repl_cmd(full) + end +else + function REPL.complete_line(::DataCompletionProvider, state::REPL.LineEdit.PromptState) + # See REPL.jl complete_line(c::REPLCompletionProvider, s::PromptState) + partial = REPL.beforecursor(state.input_buffer) + full = REPL.LineEdit.input_string(state) + if partial != full + # For now, only complete at end of line + return ([], "", false) + end + complete_repl_cmd(full) + end +end + +function create_data_mode(repl::REPL.AbstractREPL, base_mode::LineEdit.Prompt) + prompt_prefix, prompt_suffix = if repl.options.hascolor + REPL_PROMPTSTYLE, "\e[m" + else + "", "" + end + + data_mode = LineEdit.Prompt( + () -> if isempty(STACK) + "(⋅) $REPL_PROMPT " + else + "($(first(STACK).name)) $REPL_PROMPT " + end; + prompt_prefix, + prompt_suffix, + complete = DataCompletionProvider(), + sticky = true) + + data_mode.repl = repl + history_provider = base_mode.hist + history_provider.mode_mapping[REPL_NAME] = data_mode + data_mode.hist = history_provider + + main_keymap = REPL.mode_keymap(base_mode) + _, search_keymap = LineEdit.setup_search_keymap(history_provider) + _, prefix_keymap = LineEdit.setup_prefix_keymap(history_provider, data_mode) + + data_mode.on_done = + REPL.respond(toplevel_execute_repl_cmd, repl, data_mode) + + data_mode.keymap_dict = LineEdit.keymap(Dict{Any, Any}[ + search_keymap, + main_keymap, + prefix_keymap, + LineEdit.history_keymap, + LineEdit.default_keymap, + LineEdit.escape_defaults + ]) + + data_mode +end + +""" + init_repl(repl) + +Construct the Data REPL `LineEdit.Prompt` and configure it and the REPL to +behave appropriately. Other than boilerplate, this basically consists of: +- Setting the prompt style +- Setting the execution function (`toplevel_execute_repl_cmd`) +- Setting the completion to use `DataCompletionProvider` +""" +function init_repl(repl::REPL.AbstractREPL) + # With *heavy* inspiration from + # and Pkg.jl. + main_mode = repl.interface.modes[1] # Julia mode + data_mode = create_data_mode(repl, main_mode) + push!(repl.interface.modes, data_mode) + function key_action(state, args...) + if isempty(state) || position(LineEdit.buffer(state)) == 0 + buf = copy(LineEdit.buffer(state)) + LineEdit.transition(state, data_mode) do + LineEdit.state(state, data_mode).input_buffer = buf + end + else + LineEdit.edit_insert(state, REPL_KEY) + end + end + data_keymap = Dict{Any, Any}(REPL_KEY => key_action) + main_mode.keymap_dict = + LineEdit.keymap_merge(main_mode.keymap_dict, data_keymap) + nothing +end + +""" + find_repl_cmd(cmd::AbstractString; warn::Bool=false, + commands::Vector{ReplCmd}=REPL_CMDS, + scope::String="Data REPL") + +Examine the command string `cmd`, and look for a command from `commands` that is +uniquely identified. Either the identified command or `nothing` will be returned. + +Should `cmd` start with `help` or `?` then a `ReplCmd("help", ...)` command is returned. + +If `cmd` is ambiguous and `warn` is true, then a message listing all potentially +matching commands is printed. + +If `cmd` does not match any of `commands` and `warn` is true, then a warning +message is printed. Additionally, should the named command in `cmd` have more +than a 3/5th longest common subsequence overlap with any of `commands`, then +those commands are printed as suggestions. +""" +function find_repl_cmd(cmd::AbstractString; warn::Bool=false, + commands::Vector{ReplCmd}=REPL_CMDS, + scope::String="Data REPL") + replcmds = let candidates = filter(c -> startswith(c.name, cmd), commands) + if isempty(candidates) + candidates = filter(c -> issubseq(cmd, c.name), commands) + if !isempty(candidates) + char_filtered = filter(c -> startswith(c.name, first(cmd)), candidates) + if !isempty(char_filtered) + candidates = char_filtered + end + end + end + candidates + end + subcommands = Dict{String, Vector{String}}() + for command in commands + if command.execute isa Vector{ReplCmd} + for subcmd in command.execute + if haskey(subcommands, subcmd.name) + push!(subcommands[subcmd.name], command.name) + else + subcommands[subcmd.name] = [command.name] + end + end + end + end + all_cmd_names = map(c -> c.name, commands) + if cmd == "" && "" in all_cmd_names + replcmds[findfirst("" .== all_cmd_names)] + elseif length(replcmds) == 0 && (cmd == "?" || startswith("help", cmd)) || length(cmd) == 0 + ReplCmd("help", replace(HELP_CMD_HELP, "" => scope), + cmd -> help_show(cmd; commands)) + elseif length(replcmds) == 1 + first(replcmds) + elseif length(replcmds) > 1 && + sum(c -> cmd == c.name, replcmds) == 1 # single exact match + replcmds[findfirst(c -> c.name == cmd, replcmds)] + elseif warn && length(replcmds) > 1 + printstyled(" ! ", color=:red, bold=true) + print("Multiple matching $scope commands: ") + candidates = [c.name for c in replcmds if c.name != ""] + for cand in candidates + highlight_lcs(stdout, cand, String(cmd), before="\e[4m", after="\e[24m") + cand === last(candidates) || print(", ") + end + print('\n') + elseif warn && haskey(subcommands, cmd) + printstyled(" ! ", color=:red, bold=true) + println("The $scope command '$cmd' is not defined.") + printstyled(" i ", color=:cyan, bold=true) + println("Perhaps you want the '$(join(subcommands[cmd], '/')) $cmd' subcommand?") + elseif warn # no matching commands + printstyled(" ! ", color=:red, bold=true) + println("The $scope command '$cmd' is not defined.") + push!(all_cmd_names, "help") + cmdsims = stringsimilarity.(cmd, all_cmd_names) + if maximum(cmdsims, init=0) >= 0.5 + printstyled(" i ", color=:cyan, bold=true) + println("Perhaps you meant '$(all_cmd_names[argmax(cmdsims)])'?") + end + end +end diff --git a/REPL/ext/REPLMode/show.jl b/REPL/ext/REPLMode/show.jl new file mode 100644 index 000000000..eedb4f7f4 --- /dev/null +++ b/REPL/ext/REPLMode/show.jl @@ -0,0 +1,60 @@ +const SHOW_DOC = md""" +Show the dataset refered to by an identifier + +## Usage + + data> show IDENTIFIER +""" + +function repl_show(input::AbstractString) + if all(isspace, input) + printstyled(" ! ", color=:yellow, bold=true) + println("Specify a DataSet shown") + return + end + dataset = try resolve(input) catch err + printstyled(" ! ", color=:red, bold=true) + println("Could not resolve identifier: $input") + if err isa IdentifierException + print(' ') + showerror(stdout, err, backtrace(), backtrace = false) + print('\n') + return + else + rethrow() + end + end + display(dataset) + if dataset isa DataSet + print(" UUID: ") + printstyled(dataset.uuid, '\n', color=:light_magenta) + if !isempty(dataset.parameters) + println(" Parameters:") + pkeys = collect(keys(dataset.parameters)) + pkeypad = maximum(textwidth, pkeys) + for key in sort(pkeys, by=natkeygen) + print(" ", lpad(key, pkeypad), ' ') + printstyled(dataset.parameters[key], '\n', color=:light_cyan) + end + end + @advise show_extra(stdout, dataset) + end + nothing +end + +""" + show_extra(io::IO, dataset::DataSet) + +Print extra information (namely this description) about `dataset` to `io`. + +!!! info "Advice point" + This function call is advised within the `repl_show` invocation. +""" +function show_extra(io::IO, dataset::DataSet) + if haskey(dataset.parameters, "description") + desc = get(dataset, "description") |> Markdown.parse + print("\n\e[2;3m") + show(stdout, MIME("text/plain"), desc) + print("\e[m\n") + end +end diff --git a/REPL/ext/REPLMode/stack.jl b/REPL/ext/REPLMode/stack.jl new file mode 100644 index 000000000..bb64e0606 --- /dev/null +++ b/REPL/ext/REPLMode/stack.jl @@ -0,0 +1,236 @@ +const STACK_DOC = + "Operate on the data collection stack" + +""" + stack_list(::AbstractString; maxwidth::Int=displaysize(stdout)[2]) +Print a table listing all of the current data collections on the stack. +""" +function stack_list(::AbstractString; maxwidth::Int=displaysize(stdout)[2]) + table_rows = displaytable( + ["#", "Name", "Datasets", "Writable", "Plugins"], + map(enumerate(STACK)) do (i, collection) + [string(i), something(collection.name, ""), + length(collection.datasets), + ifelse(iswritable(collection), "yes", "no"), + join(collection.plugins, ", ")] + end; maxwidth) + for row in table_rows + print(stderr, ' ', row, '\n') + end +end + +""" + stack_promote(input::AbstractString) +Parse and call the repl-format stack promotion command `input`. + +`input` should consist of a data collection identifier and optionally a +promotion amount, either an integer or the character '*'. +""" +function stack_promote(input::AbstractString) + ident, repeat = match(r"^(.*?)((?: +-?\d+| +\*)?)$", input).captures + DataToolkitCore.stack_move( + @something(tryparse(Int, ident), + tryparse(UUID, ident), + String(ident)), + -if strip(repeat) == "*" + length(STACK) + else + something(tryparse(Int, repeat), 1) + end) + nothing +end + +""" + stack_demote(input::AbstractString) +Parse and call the repl-format stack demote command `input`. + +`input` should consist of a data collection identifier and optionally a +promotion amount, either an integer or the character '*'. +""" +function stack_demote(input::AbstractString) + ident, repeat = match(r"^(.*?)((?: +-?\d+| +\*)?)$", input).captures + DataToolkitCore.stack_move( + @something(tryparse(Int, ident), + tryparse(UUID, ident), + String(ident)), + if strip(repeat) == "*" + length(STACK) + else + something(tryparse(Int, repeat), 1) + end) + nothing +end + +""" + stack_load(input::AbstractString) +Parse and call the repl-format stack loader command `input`. + +`input` should consist of a path to a Data TOML file or a folder containing a +Data.toml file. The path may be preceeded by a position in the stack to be +loaded to, either an integer or the character '*'. + +`input` may also be the name of an existing data collection, in which case its +path is substituted. +""" +function stack_load(input::AbstractString) + position, path = match(r"^((?:\d+ +)?)(.*)$", input).captures + file = if !isempty(path) + if !endswith(path, ".toml") && !isdir(path) && + !isnothing(findfirst(c -> c.name == path, STACK)) + getlayer(path).path + else + abspath(expanduser(path)) + end + elseif !isnothing(Base.active_project(false)) && + isfile(joinpath(Base.active_project(false), "Data.toml")) + dirname(Base.active_project(false)) + elseif isfile("Data.toml") + "Data.toml" + else + printstyled(" ! ", color=:yellow, bold=true) + println("Provide a path to the Data TOML file to load") + return nothing + end + if isdir(file) + file = joinpath(file, "Data.toml") + end + if !isfile(file) + printstyled(" ! ", color=:red, bold=true) + println("File '$input' does not exist") + else + uuid = UUID(get(open(TOML.parse, file), "uuid", UUID(zero(UInt128)))) + existing = findfirst(c -> c.uuid == uuid, STACK) + mod = if isnothing(existing) Main else STACK[existing].mod end + loadcollection!(file, mod, index=something(tryparse(Int, position), 1)) + end +end + +""" + stack_remove(input::AbstractString) +Parse and call the repl-format stack removal command `input`. + +`input` should consist of a data collection identifier. +""" +function stack_remove(input::AbstractString) + if isempty(input) + printstyled(" ! ", color=:yellow, bold=true) + println("Identify the data collection that should be removed") + else + DataToolkitCore.stack_remove!( + @something(tryparse(Int, input), + tryparse(UUID, input), + String(input))) + nothing + end +end + +function complete_stack_load(sofar::AbstractString) + pathsofar = first(match(r"^(?:\d+ *)?(.*)$", sofar).captures) + currentsegment = reverse(first(split(reverse(pathsofar), '/', limit=2, keepempty=true))) + nextsegments = getfield.(first(REPL.REPLCompletions.complete_path(pathsofar, 0)), :path) + if all(isspace, sofar) || '/' ∉ sofar + append!(nextsegments, complete_collection(sofar)) + return Vector{String}(nextsegments) + elseif isempty(nextsegments) + return complete_collection(sofar) + end + (if !isempty(nextsegments) + nextsegments + else String[] end, + String(currentsegment), + !isempty(nextsegments)) +end + +# TODO `stack edit`, with some sort of nice interactively re-orderable list + +const STACK_SUBCOMMANDS = ReplCmd[ + ReplCmd( + "list", "List the data collections of the data stack", stack_list), + ReplCmd( + "promote", + md"""Move an entry up the stack + + An entry can be identified using any of the following: + - The current position in the stack + - The name of the data collection + - The UUID of the data collection + + The number of positions the entry should be promoted by defaults to 1, + but can optionally be specified by putting either an integer or the + character `*` after the identifier. When `*` is given, the entry will + be promoted to the top of the data stack. + + ## Examples with different identifier forms + + data> promote 2 + data> promote mydata + data> promote 853a9f6a-cd5e-4447-a0a4-b4b2793e0a48 + + ## Examples with different promotion degrees + + data> promote mydata + data> promote mydata 3 + data> promote mydata *""", + stack_promote, + complete_collection), + ReplCmd( + "demote", + md"""Move an entry down the stack + + An entry can be identified using any of the following: + - The current position in the stack + - The name of the data collection + - The UUID of the data collection + + The number of positions the entry should be demoted by defaults to 1, + but can optionally be specified by putting either an integer or the + character `*` after the identifier. When `*` is given, the entry will + be demoted to the bottom of the data stack. + + ## Examples with different identifier forms + + data> demote 2 + data> demote mydata + data> demote 853a9f6a-cd5e-4447-a0a4-b4b2793e0a48 + + ## Examples with different demotion degrees + + data> demote mydata + data> demote mydata 3 + data> demote mydata *""", + stack_demote, + complete_collection), + ReplCmd( + "load", + md"""Load a data collection onto the top of the stack + + The data collection should be given by a path to either: + - A Data TOML file + - A folder containing a 'Data.toml' file + + The path can be optionally preceeded by an position to insert the + loaded collection into the stack at. The default behaviour is to put + the new collection at the top of the stack. + + ## Examples + data> load path/to/mydata.toml + data> load 2 somefolder/""", + stack_load, + complete_stack_load), + ReplCmd( + "remove", + md"""Remove an entry from the stack + + An entry can be identified using any of the following: + - The current position in the stack + - The name of the data collection + - The UUID of the data collection + + ## Examples + + data> remove 2 + data> remove mydata + data> remove 853a9f6a-cd5e-4447-a0a4-b4b2793e0a48""", + stack_remove, + complete_collection), +] diff --git a/REPL/ext/REPLMode/utils.jl b/REPL/ext/REPLMode/utils.jl new file mode 100644 index 000000000..fa27a4ea6 --- /dev/null +++ b/REPL/ext/REPLMode/utils.jl @@ -0,0 +1,344 @@ +function complete_collection(sofar::AbstractString) + name_matches = filter(c -> startswith(c.name, sofar), STACK) + if !isempty(name_matches) + getproperty.(name_matches, :name) + else + uuid_matches = filter(c -> startswith(string(c.uuid), sofar), STACK) + getproperty.(uuid_matches, :name) + end |> Vector{String} +end + +function complete_dataset(sofar::AbstractString) + try # In case `resolve` or `getlayer` fail. + relevant_options = if !isnothing(match(r"^.+::", sofar)) + identifier = parse(Identifier, first(split(sofar, "::"))) + types = map(l -> l.type, resolve(identifier).loaders) |> + Iterators.flatten .|> string |> unique + string.(string(identifier), "::", types) + elseif !isnothing(match(r"^[^:]+:", sofar)) + layer, _ = split(sofar, ':', limit=2) + filter(o -> startswith(o, sofar), + string.(layer, ':', + unique(getproperty.( + getlayer(layer).datasets, :name)))) + else + filter(o -> startswith(o, sofar), + vcat(getproperty.(STACK, :name) .* ':', + getproperty.(getlayer().datasets, :name) |> unique)) + end + catch _ + String[] + end |> options -> sort(filter(o -> startswith(o, sofar), options), by=natkeygen) +end + +function complete_dataset_or_collection(sofar::AbstractString) + cands = complete_collection(sofar) + append!(cands, complete_dataset(sofar)) + sort!(cands, by=natkeygen) + cands +end + +""" + confirm_stack_nonempty(; quiet::Bool=false) +Return `true` if STACK is non-empty. + +Unless `quiet` is set, should the stack be empty a warning message is emmited. +""" +confirm_stack_nonempty(; quiet::Bool=false) = + !isempty(STACK) || begin + if !quiet + printstyled(" ! ", color=:red, bold=true) + println("The data collection stack is empty") + end + false + end + +""" + confirm_stack_first_writable(; quiet::Bool=false) +First call `confirm_stack_nonempty` then return `true` if the first collection +of STACK is writable. + +Unless `quiet` is set, should this not be the case a warning message is emmited. +""" +confirm_stack_first_writable(; quiet::Bool=false) = + confirm_stack_nonempty(; quiet) && + (iswritable(first(STACK)) || begin + if !quiet + printstyled(" ! ", color=:red, bold=true) + println("The first item on the data collection stack is not writable") + end + false + end) + +# ------------------ +# Interaction utilities +# ------------------ + +""" + prompt(question::AbstractString, default::AbstractString="", + allowempty::Bool=false, cleardefault::Bool=true, + multiline::Bool=false) + +Interactively ask `question` and return the response string, optionally +with a `default` value. If `multiline` is true, `RET` must be pressed +twice consecutively to submit a value. + +Unless `allowempty` is set an empty response is not accepted. +If `cleardefault` is set, then an initial backspace will clear the default value. + +The prompt supports the following line-edit-y keys: +- left arrow +- right arrow +- home +- end +- delete forwards +- delete backwards + +### Example + +```julia-repl +julia> prompt("What colour is the sky? ") +What colour is the sky? Blue +"Blue" +``` +""" +function prompt(question::AbstractString, default::AbstractString=""; + allowempty::Bool=false, cleardefault::Bool=true, + multiline::Bool=false) + firstinput = true + # Set `:color` to `false` in the stdout, so that the + # terminal doesn't report color support, and the + # prompt isn't bold. + term = REPL.Terminals.TTYTerminal( + get(ENV, "TERM", Sys.iswindows() ? "" : "dumb"), + stdin, IOContext(stdout, :color => false), stderr) + keymap = REPL.LineEdit.keymap([ + Dict{Any, Any}( + "^C" => (_...) -> throw(InterruptException()), + "^D" => (_...) -> throw(InterruptException()), + # Backspace + '\b' => function (s::REPL.LineEdit.MIState, o...) + if firstinput && cleardefault + REPL.LineEdit.edit_clear(s) + else + REPL.LineEdit.edit_backspace(s) + end + end, + # Delete + "\e[3~" => function (s::REPL.LineEdit.MIState, o...) + if firstinput && cleardefault + REPL.LineEdit.edit_clear(s) + else + REPL.LineEdit.edit_delete(s) + end + end, + # Return + '\r' => function (s::REPL.LineEdit.MIState, o...) + if multiline + if eof(REPL.LineEdit.buffer(s)) && s.key_repeats >= 1 + REPL.LineEdit.commit_line(s) + :done + else + REPL.LineEdit.edit_insert_newline(s) + end + else + if REPL.LineEdit.on_enter(s) && + (allowempty || REPL.LineEdit.buffer(s).size != 0) + REPL.LineEdit.commit_line(s) + :done + else + REPL.LineEdit.beep(s) + end + end + end), + REPL.LineEdit.default_keymap, + REPL.LineEdit.escape_defaults + ]) + prompt = REPL.LineEdit.Prompt( + question; + prompt_prefix = Base.text_colors[REPL_QUESTION_COLOR], + prompt_suffix = Base.text_colors[ifelse( + isempty(default), REPL_USER_INPUT_COLOUR, :light_black)], + keymap_dict = keymap, + complete = REPL.LatexCompletions(), + on_enter = _ -> true) + interface = REPL.LineEdit.ModalInterface([prompt]) + istate = REPL.LineEdit.init_state(term, interface) + pstate = istate.mode_state[prompt] + if !isempty(default) + write(pstate.input_buffer, default) + end + Base.reseteof(term) + REPL.LineEdit.raw!(term, true) + REPL.LineEdit.enable_bracketed_paste(term) + try + pstate.ias = REPL.LineEdit.InputAreaState(0, 0) + REPL.LineEdit.refresh_multi_line(term, pstate) + while true + kmap = REPL.LineEdit.keymap(pstate, prompt) + matchfn = REPL.LineEdit.match_input(kmap, istate) + kdata = REPL.LineEdit.keymap_data(pstate, prompt) + status = matchfn(istate, kdata) + if status === :ok + elseif status === :ignore + istate.last_action = istate.current_action + elseif status === :done + print("\e[F") + if firstinput + pstate.p.prompt_suffix = Base.text_colors[REPL_USER_INPUT_COLOUR] + REPL.LineEdit.refresh_multi_line(term, pstate) + end + print("\e[39m\n") + return String(rstrip(REPL.LineEdit.input_string(pstate), '\n')) + else + return nothing + end + if firstinput + pstate.p.prompt_suffix = Base.text_colors[REPL_USER_INPUT_COLOUR] + REPL.LineEdit.refresh_multi_line(term, pstate) + firstinput = false + end + end + finally + REPL.LineEdit.raw!(term, false) && + REPL.LineEdit.disable_bracketed_paste(term) + end +end + +""" + prompt_char(question::AbstractString, options::Vector{Char}, + default::Union{Char, Nothing}=nothing) + +Interactively ask `question`, only accepting `options` keys as answers. +All keys are converted to lower case on input. If `default` is not nothing and +'RET' is hit, then `default` will be returned. + +Should '^C' be pressed, an InterruptException will be thrown. +""" +function prompt_char(question::AbstractString, options::Vector{Char}, + default::Union{Char, Nothing}=nothing) + printstyled(question, color=REPL_QUESTION_COLOR) + term_env = get(ENV, "TERM", @static Sys.iswindows() ? "" : "dumb") + term = REPL.Terminals.TTYTerminal(term_env, stdin, stdout, stderr) + REPL.Terminals.raw!(term, true) + char = '\x01' + while char ∉ options + char = lowercase(Char(REPL.TerminalMenus.readkey(stdin))) + if char == '\r' && !isnothing(default) + char = default + elseif char == '\x03' # ^C + print("\e[m^C\n") + throw(InterruptException()) + end + end + REPL.Terminals.raw!(term, false) + get(stdout, :color, false) && print(Base.text_colors[REPL_USER_INPUT_COLOUR]) + print(stdout, char, '\n') + get(stdout, :color, false) && print("\e[m") + char +end + +""" + confirm_yn(question::AbstractString, default::Bool=false) + +Interactively ask `question` and accept y/Y/n/N as the response. +If any other key is pressed, then `default` will be taken as the response. +A " [y/n]: " string will be appended to the question, with y/n capitalised +to indicate the default value. + +### Example + +```julia-repl +julia> confirm_yn("Do you like chocolate?", true) +Do you like chocolate? [Y/n]: y +true +``` +""" +function confirm_yn(question::AbstractString, default::Bool=false) + char = prompt_char(question * (" [y/N]: ", " [Y/n]: ")[1+ default], + ['y', 'n'], ('n', 'y')[1+default]) + char == 'y' +end + +""" + peelword(input::AbstractString) + +Read the next 'word' from `input`. If `input` starts with a quote, this is the +unescaped text between the opening and closing quote. Other wise this is simply +the next word. + +Returns a tuple of the form `(word, rest)`. + +### Example + +```julia-repl +julia> peelword("one two") +("one", "two") + +julia> peelword("\"one two\" three") +("one two", "three") +``` +""" +function peelword(input::AbstractString; allowdot::Bool=true) + if isempty(input) + ("", "") + elseif first(lstrip(input)) != '"' || count(==('"'), input) < 2 + Tuple(match(ifelse(allowdot, + r"^\s*([^\s][^\s]*)\s*(.*?|)$", + r"^\s*([^\s][^\s.]*)\s*(.*?|)$"), + input).captures .|> String) + else # Starts with " and at least two " in `input`. + start = findfirst(!isspace, input)::Int + stop = nextind(input, start) + maxstop = lastindex(input) + word = Char[] + while input[stop] != '"' && stop <= maxstop + push!(word, input[stop + Int(input[stop] == '\\')]) + stop = nextind(input, stop, 1 + Int(input[stop] == '\\')) + end + stop = nextind(input, stop) + if stop <= maxstop && isspace(input[stop]) + stop = nextind(input, stop) + end + (String(word), input[stop:end]) + end +end + +# ------------------ + +function DataToolkitCore.interactiveparams(::REPL.REPLDisplay, spec::Vector, driver::Symbol) + final_spec = Dict{String, Any}() + function expand_value(key::String, value::Any) + if value isa Function + value = value(final_spec) + end + final_value = if value isa TOML.Internals.Printer.TOMLValue + value + elseif value isa NamedTuple + type = get(value, :type, String) + vprompt = " $(string(nameof(T))[5])($driver) " * + get(value, :prompt, "$key: ") + result = if type == Bool + confirm_yn(vprompt, get(value, :default, false)) + elseif type == String + res = prompt(vprompt, get(value, :default, ""); + allowempty = get(value, :optional, false)) + if !isempty(res) res end + elseif type <: Number + parse(type, prompt(vprompt, string(get(value, :default, zero(type))))) + end |> get(value, :post, identity) + if get(value, :optional, false) && get(value, :skipvalue, nothing) === true && result + else + result + end + end + if !isnothing(final_value) + final_spec[key] = final_value + end + end + for (key, value) in spec + expand_value(key, value) + end + final_spec["driver"] = string(driver) + final_spec +end diff --git a/REPL/src/DataToolkitREPL.jl b/REPL/src/DataToolkitREPL.jl new file mode 100644 index 000000000..01d005268 --- /dev/null +++ b/REPL/src/DataToolkitREPL.jl @@ -0,0 +1,156 @@ +module DataToolkitREPL + +using PrecompileTools + +using Markdown + +export ReplCmd, REPL_CMDS, add_repl_cmd!, help, + prompt, prompt_char, confirm_yn, peelword + +""" + REPL_KEY + +The key that is used to enter the data REPL. +""" +const REPL_KEY = '}' + +""" + REPL_NAME + +A symbol identifying the Data REPL. This is used in a few places, +such as the command history. +""" +const REPL_NAME = :data_toolkit + +""" + REPL_PROMPT + +The REPL prompt shown. +""" +const REPL_PROMPT = "data>" + +""" + REPL_PROMPTSTYLE + +An ANSI control sequence string that sets the style of the "$REPL_PROMPT" +REPL prompt. +""" +const REPL_PROMPTSTYLE = Base.text_colors[:magenta] + +""" + REPL_QUESTION_COLOR + +The color that should be used for question text presented in a REPL context. +This should be a symbol present in `Base.text_colors`. +""" +const REPL_QUESTION_COLOR = :light_magenta + +""" + REPL_USER_INPUT_COLOUR + +The color that should be set for user response text in a REPL context. +This should be a symbol present in `Base.text_colors`. +""" +const REPL_USER_INPUT_COLOUR = :light_yellow + +""" +A command that can be used in the Data REPL (accessible through '$REPL_KEY'). + +A `ReplCmd` consists of the following fields: + +- `name`, a string that designates the command, and triggers it in the repl +- `description`, a short overview of the functionality as a `string` or `display`able object. +- `execute`, either a list of sub-ReplCmds, or a function which will perform the + command's action. The function must take a single argument, the rest of the + command as an `AbstractString` (for example, 'cmd arg1 arg2' will call the + execute function with "arg1 arg2"). +- `completions` (optional), a function that takes a partial argument string + and returns a list of candidate completions. + +```julia +ReplCmd(name::String, description::String, execute::Function, [completions::Function]) +ReplCmd(name::String, description::String, execute::Vector{<:ReplCmd}) +``` + +# Examples + +```julia +ReplCmd("echo", "print the argument", identity) + +ReplCmd("math", "A collection of basic integer arithmetic", + [ReplCmd("add", "a + b + ...", nums -> sum(parse.(Int, split(nums))))], + ReplCmd("mul", "a * b * ...", nums -> prod(parse.(Int, split(nums))))) +``` +""" +struct ReplCmd{E <: Union{Function, Vector}} + name::String + description::Any + execute::E + completions::Function +end + +function ReplCmd(name::String, description::Any, + execute::Union{Function, Vector{<:ReplCmd}}, + completions::Function = if execute isa Vector + sofar -> complete_repl_cmd(sofar, commands = execute) + else + Returns(String[]) + end) + if execute isa Function + ReplCmd{Function}( + name, description, execute, completions) + else + ReplCmd{Vector{ReplCmd}}( + name, description, Vector{ReplCmd}(execute), completions) + end +end + +function ReplCmd(name, description, execute, completions::Vector{String}) + ReplCmd(name, description, execute, + sofar -> filter(c -> startswith(c, sofar), completions)) +end + +function add_repl_cmd!(cmd::ReplCmd) + pos = searchsortedfirst(REPL_CMDS, cmd, by = c -> c.name) + insert!(REPL_CMDS, pos, cmd) +end + +precompile(add_repl_cmd!, (ReplCmd{Function},)) +precompile(add_repl_cmd!, (ReplCmd{Vector{ReplCmd}},)) + +""" +The set of commands available directly in the Data REPL. +""" +const REPL_CMDS = ReplCmd[] + +# ------------------ +# Setting up the Data REPL and framework +# ------------------ + +function help end +function find_repl_cmd end +function execute_repl_cmd end +function toplevel_execute_repl_cmd end +function complete_repl_cmd end +function init_repl end + +# Interaction utilities + +function prompt end +function prompt_char end +function confirm_yn end +function peelword end + +# Extensible API + +function show_extra end + +# Private functions, but might as well + +function displaytable end +function help_cmd_table end +function help_show end +function transformer_docs end +function transformers_printall end + +end diff --git a/REPL/test/runtests.jl b/REPL/test/runtests.jl new file mode 100644 index 000000000..65920cce9 --- /dev/null +++ b/REPL/test/runtests.jl @@ -0,0 +1,2 @@ +using DataToolkitREPL, REPL +using Test diff --git a/Store/.gitignore b/Store/.gitignore new file mode 100644 index 000000000..ca0d674f5 --- /dev/null +++ b/Store/.gitignore @@ -0,0 +1,3 @@ +/Manifest.toml +/docs/src/**.md +/docs/build diff --git a/Store/Project.toml b/Store/Project.toml new file mode 100644 index 000000000..fcfd5adc5 --- /dev/null +++ b/Store/Project.toml @@ -0,0 +1,45 @@ +name = "DataToolkitStore" +uuid = "082ec3c2-3fb3-458f-ad22-5e5e31d4377a" +authors = ["TEC "] +version = "0.10.0" + +[deps] +BaseDirs = "18cc8868-cbac-4acf-b575-c8ff214dc66f" +Compat = "34da2185-b29b-5c13-b0c7-acf172513d20" +DataToolkitCore = "caac3e55-418c-402e-a061-64d454aa8f4f" +Dates = "ade2ca70-3891-5945-98fb-dc099432e06a" +PrecompileTools = "aea7be01-6a6a-4083-8856-8a6e6704d82a" +Serialization = "9e88b42a-f829-5b0c-bbe9-9e923198166b" +TOML = "fa267f1f-6049-4f14-aa54-33bafae1ed76" +UUIDs = "cf7118a7-6976-5b1a-9a39-7adc72f591a4" + +[weakdeps] +AbstractTrees = "1520ce14-60c1-5f80-bbc7-55ef81b5835c" +DataToolkitREPL = "c58528a0-97a2-40a0-9a44-056fe1196995" +REPL = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb" + +[extensions] +StoreREPL = ["DataToolkitREPL", "REPL"] +AbstractTreesExt = "AbstractTrees" + +[compat] +BaseDirs = "1" +Compat = "4.10" +DataToolkitCore = "~0.10" +DataToolkitREPL = "~0.10" +Dates = "1.9" +PrecompileTools = "1.2" +Serialization = "1.9" +TOML = "1" +UUIDs = "1.9" +julia = "1.9" + +[extras] +CRC32c = "8bf52ea8-c179-5cab-976a-9e18b702a9bc" +KangarooTwelve = "2a5dabf5-6a39-42aa-818d-ce8a58d1b312" +MD5 = "6ac74813-4b46-53a4-afec-0b5dc9d7885c" +SHA = "ea8e919c-243c-51af-8825-aaa63cd721ce" +Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40" + +[targets] +test = ["CRC32c", "KangarooTwelve", "MD5", "SHA", "Test"] diff --git a/Store/docs/Project.toml b/Store/docs/Project.toml new file mode 100644 index 000000000..594de166e --- /dev/null +++ b/Store/docs/Project.toml @@ -0,0 +1,8 @@ +[deps] +DocInventories = "43dc2714-ed3b-44b5-b226-857eda1aa7de" +Documenter = "e30172f5-a6a5-5a46-863b-614d45cd2de4" +DocumenterInterLinks = "d12716ef-a0f6-4df4-a9f1-a5a34e75c656" +LiveServer = "16fef848-5104-11e9-1b77-fb7a48bbb589" +Markdown = "d6f4376e-aef5-505a-96c1-9c027394607a" +Org = "587fedb0-ad84-11e9-2bd6-d15ea4be1f9e" +REPL = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb" diff --git a/Store/docs/dev.jl b/Store/docs/dev.jl new file mode 100644 index 000000000..9e425c79e --- /dev/null +++ b/Store/docs/dev.jl @@ -0,0 +1,25 @@ +#!/usr/bin/env -S julia --startup-file=no + +using Pkg +Pkg.activate(@__DIR__) + +function cleanup() + rm(joinpath(@__DIR__, "build"), force=true, recursive=true) + for (root, _, files) in walkdir(joinpath(@__DIR__, "src")) + for file in files + if endswith(file, ".md") + rm(joinpath(root, file)) + end + end + end +end +cleanup() + +using LiveServer + +Base.exit_on_sigint(false) +try + servedocs(doc_env=true, foldername=@__DIR__) +finally + cleanup() +end diff --git a/Store/docs/make.jl b/Store/docs/make.jl new file mode 100755 index 000000000..50f78f8a1 --- /dev/null +++ b/Store/docs/make.jl @@ -0,0 +1,46 @@ +#!/usr/bin/env -S julia --startup-file=no + +include("../../Core/docs/setup.jl") + +@setupdev "../../Core" "../../REPL" ".." +@get_interlinks + +using Org +org2md(joinpath(@__DIR__, "src")) + +using Documenter +using DataToolkitStore +using DataToolkitREPL, REPL +using Markdown + +Core.eval(DataToolkitStore, + quote + pdocs(name) = DataToolkitCore.plugin_info(name) |> string |> $Markdown.parse + end) + +makedocs(; + modules=[DataToolkitStore], + format=Documenter.HTML(assets = ["assets/favicon.ico"]), + pages=[ + "Introduction" => "index.md", + "The Inventory" => "inventory.md", + "REPL Commands" => "repl.md", + "Plugins" => Any[ + "plugin_store.md", + "plugin_cache.md", + ], + ], + repo="https://github.com/tecosaur/DataToolkit.jl/blob/{commit}{path}#L{line}", + sitename="DataToolkitStore.jl", + authors = "tecosaur and contributors: https://github.com/tecosaur/DataToolkit.jl/graphs/contributors", + warnonly = [:missing_docs, INTERLINKS_WARN], + plugins = [INTERLINKS], +) + +md2rm() + +deploydocs(; + repo="github.com/tecosaur/DataToolkit.jl", + devbranch = "main", + dirname = "Store", +) diff --git a/Store/docs/src/assets/favicon.ico b/Store/docs/src/assets/favicon.ico new file mode 100644 index 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z9Cm@mtw*Q)_n3(N+u_~<)MKmraiL|-vZhP@>ibOSckP{RQN5x>|)r;J6tPc19{Ab=?L zi5j+xa;c2O=vt2#GnJKo63%}uaRcMFBp-{L3sRbN;PH6JZ*A&;x+Nec@2ND+I1Uquuh!?Kdhl_WAB%%#dF34O + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/Store/docs/src/index.org b/Store/docs/src/index.org new file mode 100644 index 000000000..9d5b11e79 --- /dev/null +++ b/Store/docs/src/index.org @@ -0,0 +1,23 @@ +#+title: DataToolkitStore + +Together, [[https://tecosaur.github.io/DataToolkit.jl/core/][DataToolkitCore]] and [[https://tecosaur.github.io/DataToolkit.jl/common/][DataToolkitCommon]] provide a convenient way of +obtaining data. However, what about the second and third time you want to access +the same data set? What if you have a large data set referenced in multiple +projects, do you really want several identical copies? + +These are the concerns that =DataToolkitStore= sets out to address, by providing +an central (managed) content/recipe-addressed store of data sources. + +* Design + +The management will be based on an "Inventory file" that contains all the +requisite information on the data collections being stored. Management will +occur automatically when the interacting with the store, but management +functions will also be made available in the form of an API, and REPL commands. + +* API + +#+begin_src @docs +DataToolkitStore.load_inventory +DataToolkitStore.fetch! +#+end_src diff --git a/Store/docs/src/inventory.org b/Store/docs/src/inventory.org new file mode 100644 index 000000000..a03c68774 --- /dev/null +++ b/Store/docs/src/inventory.org @@ -0,0 +1,77 @@ +#+title: The Inventory + +The store needs a way of keeping track of which data sources are actively being +used, and which are orphaned. To do this, we need to keep track of two things: +1. The data sources being stored +2. The data collections using those data sources + +Essentially we need a "stock list" for our data sources, or a "data inventory", +and this is what the =Inventory.toml= file functions as. + +* Format of the Inventory file +The inventory file needs to contain three categories of information: ++ Configuration (e.g. how long data should "expire" after): =config= ++ Known data collections: =collections= ++ Stored entries: =store= and =cache= + +Configuration is stored in a simple TOML table, and currently recognises the +following attributes: ++ =auto_gc= ++ =max_age= ++ =max_size= ++ =recency_beta= ++ =store_dir= ++ =cache_dir= + +Known collections are also stored in a TOML table, using the collection UUIDs as +keys. The name, collection source path, and a timestamp of the last access are +recorded under the keys =name=, =path=, and =seen= respectively. + +Entries of the inventory are recorded in two arrays of tables: =store= and =cache=. +These tables share three common attributes: ++ =recipie=, a (fairly stable) hash of the inputs and parameters that lead to the + object being stored ++ =accessed=, a time stamp of the last access time ++ =references=, a list of collections that reference the object, by UUID + +The =store= tables extend the common trio with an optional =checksum= attribute, as +well as an optional file =extension= attribute. + +The =cache= tables extend the common trio with a list of the =types= involved, +=typehashes= of their structure, and =packages= involved. + +* Example Inventory file + +#+begin_src toml +inventory_version = 1 + +[config] +max_age = 30 +# ... + +[collections.d0c50be9-f198-43c6-9411-63aaecb83ed0] +name = "known-collection" +path = "/absolute/path/to/Data.toml" +seen = 2023-08-12T17:34:56.816Z +# ... + +[[store]] +recipe = "15edb3448b1460c8" +accessed = 2023-08-12T17:34:56.816Z +references = ["d0c50be9-f198-43c6-9411-63aaecb83ed0"] +checksum = "k12:d8e04889edd692e1f36dfac9cc7e73b0" +extension = "csv" +# ... + +[[cache]] +recipe = "e41acbb05ac155d1" +accessed = 2024-06-04T19:35:57.074Z +references = ["d0c50be9-f198-43c6-9411-63aaecb83ed0"] +types = ["Array{Any,2}", "InlineStrings.String15"] +typehashes = ["5420e006bc4fe707", "ad994c6b8c7e2324"] + + [[cache.packages]] + name = "InlineStrings" + uuid = "842dd82b-1e85-43dc-bf29-5d0ee9dffc48" +# ... +#+end_src diff --git a/Store/docs/src/plugin_cache.org b/Store/docs/src/plugin_cache.org new file mode 100644 index 000000000..b8fbfe726 --- /dev/null +++ b/Store/docs/src/plugin_cache.org @@ -0,0 +1,5 @@ +#+title: Cache + +#+begin_src @eval +Main.DataToolkitStore.pdocs("cache") +#+end_src diff --git a/Store/docs/src/plugin_store.org b/Store/docs/src/plugin_store.org new file mode 100644 index 000000000..d1c73f958 --- /dev/null +++ b/Store/docs/src/plugin_store.org @@ -0,0 +1,5 @@ +#+title: Store + +#+begin_src @eval +Main.DataToolkitStore.pdocs("store") +#+end_src diff --git a/Store/docs/src/repl.org b/Store/docs/src/repl.org new file mode 100644 index 000000000..da5f42968 --- /dev/null +++ b/Store/docs/src/repl.org @@ -0,0 +1,12 @@ +#+title: REPL Commands + +#+begin_src @datarepl +?store +#+end_src + +#+begin_src @datareplhelp +store config +store expunge +store gc +store stats +#+end_src diff --git a/Store/ext/AbstractTreesExt.jl b/Store/ext/AbstractTreesExt.jl new file mode 100644 index 000000000..c97c1c6dd --- /dev/null +++ b/Store/ext/AbstractTreesExt.jl @@ -0,0 +1,23 @@ +module AbstractTreesExt + +using DataToolkitStore: MerkleTree +using AbstractTrees + +function AbstractTrees.children(mt::MerkleTree) + if isnothing(mt.children) + MerkleTree[] + else + mt.children + end +end + +function AbstractTrees.printnode(io::IO, mt::MerkleTree) + print(io, escape_string(mt.path)) + if !isnothing(mt.children) + print(io, "/") + end + print(io, " ") + printstyled(io, string(mt.checksum), color=:light_black) +end + +end diff --git a/Store/ext/StoreREPL.jl b/Store/ext/StoreREPL.jl new file mode 100644 index 000000000..78463e5ab --- /dev/null +++ b/Store/ext/StoreREPL.jl @@ -0,0 +1,378 @@ +module StoreREPL + +import DataToolkitCore: STACK, DataCollection, DataSet, config_set, + init, getlayer, resolve + +using DataToolkitREPL: Markdown, REPL_CMDS, ReplCmd, add_repl_cmd!, + show_extra, confirm_yn +using .Markdown: MD, @md_str + +import REPL.TerminalMenus: request, RadioMenu + +using DataToolkitStore: STORE_GC_CONFIG_INFO, + DEFAULT_INVENTORY_CONFIG, INVENTORIES, + getinventory, update_inventory!, garbage_collect!, expunge!, fetch!, + shouldstore, storefile, printstats, humansize + +import DataToolkitStore: should_overwrite, store_init_checksum_a, + store_extra_info_a, cache_extra_info_a + +# For use in `../src/store/storage.jl` + +function should_overwrite(name::String, old::String, new::String) + printstyled(" ! ", color=:yellow, bold=true) + print("Checksum mismatch with $name's url storage.\n", + " Expected the checksum to be $old, got $new.\n", + " How would you like to proceed?\n\n") + options = ["(o) Overwrite checksum to $new", "(a) Abort and throw an error"] + choice = request(RadioMenu(options, keybindings=['o', 'a'])) + print('\n') + choice == 1 +end + +# Implementing methods in `../src/plugins.jl` + +""" + store_init_checksum_a( ) + +This advice prompts the user to enable checksums by default when run +interactively with the defaults package active. + +Part of `STORE_PLUGIN`. +""" +function store_init_checksum_a(f::typeof(init), dc::DataCollection) + if "defaults" in dc.plugins && isinteractive() && + confirm_yn(" Use checksums by default?", true) + dc = config_set( + dc, ["defaults", "storage", "_", "checksum"], "auto"; + quiet = true) + end + (f, (dc,)) +end + +""" + store_extra_info_a( ) + +This advice adds information about stored files when showing `dataset` +in the Data REPL. + +Part of `STORE_PLUGIN`. +""" +function store_extra_info_a(f::typeof(show_extra), io::IO, dataset::DataSet) + if any(shouldstore, dataset.storage) + print(io, " Stored: ") + inventory = getinventory(dataset.collection) |> update_inventory! + files = map(s -> if shouldstore(s) storefile(inventory, s) end, + dataset.storage) + filter!(!isnothing, files) + filter!(isfile, files) + if isempty(files) + printstyled(io, "no", color=:yellow) + else + printstyled("yes", color=:green) + if length(files) > 1 + printstyled('(', length(files), ')', color=:green) + end + print(' ', join(humansize(sum(filesize, files)), ' ')) + end + print(io, '\n') + end + (f, (io, dataset)) +end + +""" + cache_extra_info_a( ) + +This advice adds information about cached files when showing a dataset. + +Part of `CACHE_PLUGIN`. +""" +function cache_extra_info_a(f::typeof(show_extra), io::IO, dataset::DataSet) + forms = [(s, t) for s in dataset.loaders for t in typeify.(s.type) + if !isnothing(t)] + filter!(Base.splat(shouldstore), forms) + if !isempty(forms) + print(io, " Cached: ") + inventory = getinventory(dataset.collection) |> update_inventory! + files = map(((s, t),) -> storefile(inventory, getsource(inventory, s, t)), + forms) + filter!(!isnothing, files) + filter!(isfile, files) + if isempty(files) + printstyled(io, "no", color=:yellow) + else + printstyled("yes", color=:green) + if length(files) > 1 + printstyled('(', length(files), ')', color=:green) + end + print(' ', join(humansize(sum(filesize, files)), ' ')) + end + print(io, '\n') + end + (f, (io, dataset)) +end + +# The `store` REPL command + +const REPL_CONFIG_KEYS = + ["auto_gc", + "max_age", + "max_size", + "recency_beta", + "store_dir", + "cache_dir"] + +function repl_config_get(input::AbstractString) + inventory = if isempty(STACK) + getinventory() + else + getinventory(first(STACK)) + end |> update_inventory! + value_sets = [(:auto_gc, "hours"), + (:max_age, "days"), + (:max_size, s -> + if isnothing(s) "-" else join(humansize(s)) end), + (:recency_beta, ""), + (:store_dir, ""), + (:cache_dir, "")] + if !isempty(input) + filter!((v, _)::Tuple -> String(v) == input, value_sets) + if isempty(value_sets) + printstyled(" ! ", color=:red, bold=true) + println("'$input' is not a valid configuration parameter") + return + end + end + for (param, printer) in value_sets + printstyled(" ", param, color=:cyan) + value = getproperty(inventory.config, param) + default = getproperty(DEFAULT_INVENTORY_CONFIG, param) + if printer isa Function + print(' ', printer(value)) + elseif isempty(printer) + print(' ', value) + else + print(" $value $printer") + end + if value == default + printstyled(" (default)", color=:light_black) + else + dstr = if printer isa Function + printer(default) + else default end + printstyled(" ($dstr by default)", color=:light_black) + end + print('\n') + end +end + +function repl_config_set(input::AbstractString) + inventory = if isempty(STACK) + getinventory() + else + getinventory(first(STACK)) + end + if !inventory.file.writable + printstyled(" ! ", color=:red, bold=true) + println("inventory is not writable") + return + end + if !any(isspace, input) + printstyled(" ! ", color=:red, bold=true) + println("must provide a \"{parameter} {value}\" form") + return + end + setters = Dict( + "auto_gc" => (field = :auto_gc, type = Int, noval = "-"), + "max_age" => (field = :max_age, type = Int, noval = "-"), + "max_size" => (field = :max_size, type = :bytes, noval = "-"), + "recency_beta" => (field = :recency_beta, type = Number), + "store_dir" => (field = :store_dir, type = String), + "cache_dir" => (field = :cache_dir, type = String)) + param, value = split(input, limit=2) + if haskey(setters, param) + setter = setters[param] + setval = if hasproperty(setter, :noval) && value == setter.noval + Some(nothing) + elseif setter.type == String + value + elseif setter.type == Int + tryparse(Int, value) + elseif setter.type == Number + something(tryparse(Int, value), parse(Float64, value)) + elseif setter.type == :bytes + try + parsebytesize(value) + catch err + if !(err isa ArgumentError) + rethrow() + end + end + end + if !isnothing(setval) + update_inventory!(inventory) + setproperty!(inventory.config, setter.field, something(setval)) + write(inventory) + printstyled(" ✓ Done\n", color=:green) + else + printstyled(" ! ", color=:red, bold=true) + println(if setter.type == :bytes + "must be a byte size (e.g. '5GiB', '100kB')" + elseif setter.type == Int + "must be an integer" + elseif setter.type == Number + "must be a number" + end) + end + else + printstyled(" ! ", color=:red, bold=true) + println("unrecognised parameter: $param") + end +end + +function repl_config_reset(input::AbstractString) + inventory = if isempty(STACK) + getinventory() + else + getinventory(first(STACK)) + end + printers = Dict( + "auto_gc" => v -> if v <= 0 "off" else string(v, " hours") end, + "max_age" => v -> string(v, " days"), + "max_size" => v -> if isnothing(v) "unlimited" else join(humansize(v)) end) + if input in REPL_CONFIG_KEYS + printer = get(printers, input, identity) + update_inventory!(inventory) + default_value = getproperty(DEFAULT_INVENTORY_CONFIG, Symbol(input)) + setproperty!(inventory.config, Symbol(input), default_value) + write(inventory) + printstyled(" ✓ ", color=:green) + println("Set to ", printer(default_value)) + else + printstyled(" ! ", color=:red, bold=true) + println("unrecognised parameter: $input") + return + end +end + +function repl_gc(input::AbstractString) + flags = split(input) + dryrun = "-d" in flags || "--dryrun" in flags + if "-a" in flags || "--all" in flags + garbage_collect!(; dryrun) + else + inventory = if isempty(STACK) getinventory() + else getinventory(first(STACK)) end |> update_inventory! + garbage_collect!(inventory; dryrun) + end +end + +function repl_expunge(input::AbstractString) + inventory = if isempty(STACK) getinventory() + else getinventory(first(STACK)) end |> update_inventory! + collection = nothing + for cltn in inventory.collections + if cltn.name == input + collection = cltn + elseif string(cltn.uuid) == input + collection = cltn + end + isnothing(collection) || break + end + if isnothing(collection) + printstyled(" ! ", color=:red, bold=true) + println("could not find collection in store: $input") + return + end + removed = expunge!(inventory, collection) + printstyled(" i ", color=:cyan, bold=true) + println("removed $(length(removed)) items from the store") +end + +function repl_expunge_complete(sofar::AbstractString) + inventory = if isempty(STACK) getinventory() + else getinventory(first(STACK)) end + [c.name for c in inventory.collection if startswith(c.name, sofar)] +end + +function repl_fetch(input::AbstractString) + if isempty(STACK) + printstyled(" ! ", color=:yellow, bold=true) + println("The data collection stack is empty") + elseif isempty(input) + foreach(fetch!, STACK) + else + try + collection = getlayer( + @something(tryparse(Int, input), + tryparse(UUID, input), + String(input))) + fetch!(collection) + catch + dataset = resolve(input, resolvetype=false) + fetch!(dataset) + end + end +end + +const STORE_SUBCMDS = + ReplCmd[ + ReplCmd("config", + "Manage configuration", + ReplCmd[ + ReplCmd("get", + MD(md"Get the current configuration", + STORE_GC_CONFIG_INFO), + repl_config_get, + REPL_CONFIG_KEYS), + ReplCmd("set", + MD(md"Set a configuration parameter", + STORE_GC_CONFIG_INFO), + repl_config_set, + REPL_CONFIG_KEYS), + ReplCmd("reset", + MD(md"Set a configuration parameter", + STORE_GC_CONFIG_INFO), + repl_config_reset, + REPL_CONFIG_KEYS)]), + ReplCmd("expunge", + md"""Remove a data collection from the store + ## Usage + + data> expunge [collection name or UUID]""", + repl_expunge, + repl_expunge_complete), + ReplCmd("fetch", + md"""Fetch data storage sources + + A particular collection or data set can be specified with + + data> fetch [collection or data set name or UUID] + + Without specifying a particular target, all data sets + are fetched.""", + repl_fetch), + ReplCmd("gc", + md"""Garbage Collect + + Scan the inventory and perform a garbage collection sweep. + + Optionally provide the `-d`/`--dryrun` flag to prevent + file deletion.""", + repl_gc, + ["-d", "--dryrun", "-a", "--all"]), + ReplCmd("stats", + "Show statistics about the data store", + function (_) + foreach(update_inventory!, INVENTORIES) + printstats() + end)] + +const STORE_REPL_CMD = + ReplCmd("store", "Manipulate the data store", STORE_SUBCMDS) + +# For some reason without the try-catch this triggers +# sporadic precompilation failures. +__init__() = add_repl_cmd!(STORE_REPL_CMD) + +end diff --git a/Store/src/DataToolkitStore.jl b/Store/src/DataToolkitStore.jl new file mode 100644 index 000000000..00d8a40e8 --- /dev/null +++ b/Store/src/DataToolkitStore.jl @@ -0,0 +1,87 @@ +module DataToolkitStore + +using DataToolkitCore +using BaseDirs +using Dates +using Serialization +using TOML +using UUIDs +using Compat + +@compat public load_inventory, fetch! + +include("types.jl") + +const INVENTORY_VERSION = 0 + +const INVENTORIES = Vector{Inventory}() + +const DEFAULT_INVENTORY_CONFIG = + InventoryConfig(2, 30, 50*1024^3, 1, "store", "cache") +const MSG_LABEL_WIDTH = 10 + +const INVENTORY_FILENAME = "Inventory.toml" +USER_STORE::String = "" +USER_INVENTORY::String = "" + +const PROJECT_SUBPATH = # Handle as const to avoid invalidations (for /some/ reason). + BaseDirs.projectpath(BaseDirs.Project("DataToolkit")) + +const MERKLE_FILENAME = "Merkles.txt" + +""" +The checksum scheme used when `auto` is specified. Must be recognised by `checksum`. +""" +const CHECKSUM_DEFAULT_SCHEME = :k12 + +function init_user_inventory!() + global USER_STORE = if haskey(ENV, "DATATOOLKIT_STORE") + mkpath(ENV["DATATOOLKIT_STORE"]) + else + BaseDirs.User.cache(PROJECT_SUBPATH) + end + global USER_INVENTORY = joinpath(USER_STORE, INVENTORY_FILENAME) +end + +include("rhash.jl") +include("invtoml.jl") +include("merkle.jl") +include("inventory.jl") +include("storage.jl") +include("plugins.jl") + +""" + __init__() + +Initialise the data store by: +- Registering the plugins `STORE_PLUGIN` and `CACHE_PLUGIN` +- Loading the user inventory +- Registering the GC-on-exit hook +""" +function __init__() + # Hashing packages + @addpkg KangarooTwelve "2a5dabf5-6a39-42aa-818d-ce8a58d1b312" + @addpkg CRC32c "8bf52ea8-c179-5cab-976a-9e18b702a9bc" + @addpkg MD5 "6ac74813-4b46-53a4-afec-0b5dc9d7885c" + @addpkg SHA "ea8e919c-243c-51af-8825-aaa63cd721ce" + # Plugins + @dataplugin STORE_PLUGIN :default + @dataplugin CACHE_PLUGIN + # Inventory loading + init_user_inventory!() + push!(INVENTORIES, load_inventory(USER_INVENTORY)) + atexit() do + for inv in INVENTORIES + hours_since = (now() - inv.last_gc).value / (1000 * 60 * 60) + if inv.config.auto_gc > 0 && hours_since > inv.config.auto_gc + @log_do("store:gc", + "Garbage collecting inventory ($(dirname(inv.file.path)))", + garbage_collect!(inv; log=false, trimmsg=true)) + end + end + end +end + +include("precompile.jl") + +end diff --git a/Store/src/inventory.jl b/Store/src/inventory.jl new file mode 100644 index 000000000..df70b9410 --- /dev/null +++ b/Store/src/inventory.jl @@ -0,0 +1,663 @@ +# Management of inventories + +""" + load_inventory(path::String, create::Bool=true) + +Load the inventory at `path`. If it does not exist, it will be created +so long as `create` is set to `true`. +""" +function load_inventory(path::String, create::Bool=true) + if isfile(path) + data = open(io -> TOML.parse(io), path) + if !haskey(data, "inventory_version") + if create && all(isspace, read(path, String)) + rm(path) + load_inventory(path, create) + else + error("$path does not seem to be an inventory file") + end + elseif data["inventory_version"] != INVENTORY_VERSION + error("Incompatible inventory version!") + end + file = MonitoredFile(path) + last_gc = get(data, "inventory_last_gc", unix2datetime(0)) + config = convert(InventoryConfig, get(data, "config", Dict{String, Any}())) + cmerkle = CachedMerkles(MonitoredFile( + joinpath(dirname(path), config.store_dir, MERKLE_FILENAME)), []) + cmerkle.file.mtime = 0.0 # To trigger refresh + collections = [convert(CollectionInfo, key => val) + for (key, val) in get(data, "collections", Dict{String, Any}[])] + stores = map(s -> convert(StoreSource, s), get(data, "store", Dict{String, Any}[])) + caches = map(c -> convert(CacheSource, c), get(data, "cache", Dict{String, Any}[])) + Inventory(file, cmerkle, config, collections, stores, caches, last_gc) + elseif create + inventory = Inventory( + MonitoredFile(path), + CachedMerkles(MonitoredFile( + joinpath(dirname(path), DEFAULT_INVENTORY_CONFIG.store_dir, MERKLE_FILENAME)), []), + convert(InventoryConfig, Dict{String, Any}()), + CollectionInfo[], StoreSource[], + CacheSource[], now()) + isdir(dirname(path)) || mkpath(dirname(path)) + write(inventory) + inventory + else + error("No inventory exists at $path") + end +end + +""" + update_inventory!(path::String) + update_inventory!(inventory::Inventory) + +Find the inventory specified by `path`/`inventory` in the `INVENTORIES` +collection, and update it in-place. Should the inventory specified not be part +of `INVENTORIES`, it is added. + +Returns the up-to-date `Inventory`. +""" +function update_inventory!(path::String) + index = findfirst(inv -> inv.file.path == path, INVENTORIES) + if isnothing(index) + push!(INVENTORIES, load_inventory(path)) |> last + else + update_inventory!(INVENTORIES[index]) + end +end + +function update_inventory!(inventory::Inventory) + inv_mtime = mtime(inventory.file.path) + if mtime(inventory.file.path) > inventory.file.mtime + (; config, collections, stores, caches, last_gc) = + load_inventory(inventory.file.path) + inventory.config = config + inventory.collections = collections + inventory.stores = stores + inventory.caches = caches + inventory.last_gc = last_gc + inventory.file.mtime = inv_mtime + end + inventory +end + +""" + modify_inventory!(modify_fn::Function (::Inventory) -> ::Any, inventory::Inventory) + +Update `inventory`, modify it in-place with `modify_fn`, and the save the +modified `inventory`. +""" +function modify_inventory!(modify_fn::Function, inventory::Inventory) + update_inventory!(inventory) + modify_fn(inventory) + write(inventory) +end + +""" + getinventory(collection::DataCollection) + +Find the `Inventory` that is responsible for `collection`, creating it if +necessary. +""" +function getinventory(collection::DataCollection) + storepath = get(get(collection, "store", Dict{String, Any}()), + "path", nothing) + storepathabs = if isnothing(storepath) + USER_STORE + else + cdir = if isnothing(collection.path) + pwd() + elseif collection.path |> dirname |> basename == "Data.d" + collection.path |> dirname |> dirname + else + collection.path |> dirname + end + joinpath(cdir, storepath) + end + invpath = joinpath(storepathabs, INVENTORY_FILENAME) + index = findfirst(inv -> inv.file.path == invpath, INVENTORIES) + if isnothing(index) + push!(INVENTORIES, load_inventory(invpath)) |> last + else + INVENTORIES[index] + end +end + +""" + getinventory() + +Find the default user `Inventory`. +""" +function getinventory() + if !isempty(INVENTORIES) && first(INVENTORIES).file.path == USER_INVENTORY + first(INVENTORIES) + else + for inv in INVENTORIES + if inv.file.path == USER_INVENTORY + return inv + end + end + push!(INVENTORIES, load_inventory(USER_INVENTORY)) |> last + end +end + +# Garbage Collection + +""" + files(inventory::Inventory) + +Return all files referenced by `inventory`. +""" +function files(inv::Inventory) + fs = [inv.file.path, + joinpath(dirname(inv.file.path), inv.config.store_dir), + joinpath(dirname(inv.file.path), inv.config.cache_dir), + joinpath(dirname(inv.file.path), inv.config.store_dir, MERKLE_FILENAME)] + append!(fs, map(Base.Fix1(storefile, inv), inv.stores)) + append!(fs, map(Base.Fix1(storefile, inv), inv.caches)) + fs +end + +""" + parsebytesize(size::AbstractString) + +Parse a string representation of `size` bytes into an integer. + +This accepts any decimal value before an SI-prefixed "B" / "iB" unit +(case-insensitive) with the "B" optionally omitted, separated and surrounded by +any amount of whitespace. + +Note that the SI prefixes are case sensitive, e.g. "kiB" and "MiB" are +recognised, but "KiB" and "miB" are not. + +## Examples + +```jldoctest; setup = :(import DataToolkitStore.parsebytesize) +julia> parsebytesize("123B") +123 + +julia> parsebytesize("44 kiB") +45056 + +julia> parsebytesize("1.2 Mb") +1200000 +``` +""" +function parsebytesize(size::AbstractString) + m = match(r"^\s*(\d+(?:\.\d*)?)\s*(|k|M|G|T|P)(|i|I)[bB]?\s*$", size) + !isnothing(m) || throw(ArgumentError("Invalid byte size $(sprint(show, size))")) + num, multiplier, ibi = m.captures + exponent = findfirst(==(multiplier), ("", "k", "M", "G", "T", "P")) - 1 + if '.' in size + round(Int, parse(Float64, num) * ifelse(isempty(ibi), 1000, 1024)^exponent) + else + parse(Int, num) * ifelse(isempty(ibi), 1000, 1024)^exponent + end +end + +""" + humansize(bytes::Integer; digits::Int=2) -> (Int, String) + +Copied from `DataToolkitCommon`, which see. +""" +function humansize(bytes::Integer; digits::Int=2) + units = ("B", "KiB", "MiB", "GiB", "TiB", "PiB") + magnitude = floor(Int, log(1024, max(1, bytes))) + if 1024 <= bytes < 10.0^(digits-1) * 1024^magnitude + magdigits = floor(Int, log10(bytes / 1024^magnitude)) + 1 + round(bytes / 1024^magnitude; digits = digits - magdigits) + else + round(Int, bytes / 1024^magnitude) + end, units[1+magnitude] +end + +""" + printstats(inv::Inventory) + printstats() # All inventories + +Print statistics about `inv`. + +TODO elaborate +""" +function printstats(inv::Inventory) + function storesize(store) + file = storefile(inv, store) + Int(isfile(file) && filesize(file)) + end + printstyled(lpad("Tracking", MSG_LABEL_WIDTH), bold=true, color=:green) + println(' ', length(inv.collections), " collection", + ifelse(length(inv.collections) == 1, "", "s")) + storesizes = map(storesize, inv.stores) + printstyled(lpad("Stored", MSG_LABEL_WIDTH), bold=true, color=:green) + println(' ', length(inv.stores), " files, taking up $(join(humansize(sum(storesizes))))") + cachesizes = map(storesize, inv.caches) + printstyled(lpad("Cached", MSG_LABEL_WIDTH), bold=true, color=:green) + println(' ', length(inv.caches), " data sets, taking up $(join(humansize(sum(cachesizes))))") + printstyled(lpad("Largest", MSG_LABEL_WIDTH), bold=true, color=:green) + println(" stored file is $(join(humansize(maximum(storesizes, init=0))))", + ", cache file is $(join(humansize(maximum(cachesizes, init=0))))") + printstyled(lpad("Total", MSG_LABEL_WIDTH), bold=true, color=:green) + totalsize = sum(storesizes) + sum(cachesizes) + print(' ', join(humansize(totalsize))) + if !isnothing(inv.config.max_size) + print(" / ", join(humansize(inv.config.max_size)), + " (", floor(Int, 100 * totalsize / inv.config.max_size), "%)") + end + print('\n') +end + +function printstats() + if length(INVENTORIES) == 1 + printstats(first(INVENTORIES)) + else + for inv in INVENTORIES + printstyled("Store: ", + if dirname(inv.file.path) == USER_STORE + "(user)" + else + dirname(inv.file.path) + end, '\n', color=:magenta, bold=true) + printstats(inv) + end + end +end + +""" + garbage_collect!(inv::Inventory; log::Bool=true, dryrun::Bool=false, trimmsg::Bool=false) + +Examine `inv`, and garbage collect old entries. + +If `log` is set, an informative message is printed giving an overview +of actions taken. + +If `dryrun` is set, no actions are taken. + +If `trimmsg` is set, a message about any sources removed by trimming is emitted. +""" +function garbage_collect!(inv::Inventory; log::Bool=true, dryrun::Bool=false, trimmsg::Bool=false) + inv.file.writable || return + (; active_collections, live_collections, ghost_collections, dead_collections) = + scan_collections(inv) + dryrun || deleteat!(inv.collections, Vector{Int}(indexin(dead_collections, getfield.(inv.collections, :uuid)))) + inactive_collections = live_collections ∪ ghost_collections + (; orphan_sources, num_recipe_checks) = + refresh_sources!(inv; active_collections, inactive_collections, dryrun) + if log + printstyled(lpad("Scanned", MSG_LABEL_WIDTH), bold=true, color=:green) + num_scanned_collections = length(active_collections) + length(live_collections) + println(' ', num_scanned_collections, " collection", + ifelse(num_scanned_collections == 1, "", "s")) + if !isempty(ghost_collections) || !isempty(dead_collections) + printstyled(lpad("Inactive", MSG_LABEL_WIDTH), bold=true, color=:green) + print(" collections: ", + length(ghost_collections) + length(dead_collections), + " found") + if !isempty(dead_collections) + print(", ", length(dead_collections), " beyond the maximum age") + end + print('\n') + end + nsources = length(inv.stores) + length(inv.caches) + length(orphan_sources) + printstyled(lpad("Checked", MSG_LABEL_WIDTH), bold=true, color=:green) + println(' ', nsources, " cached item", + ifelse(nsources == 1, "", "s"), + " (", num_recipe_checks, " recipe check", + ifelse(num_recipe_checks == 1, "", "s"), ")") + end + orphan_files = let fs = readdir(dirname(inv.file.path), join=true) + storedir = joinpath(dirname(inv.file.path), inv.config.store_dir) + isdir(storedir) && append!(fs, readdir(storedir, join=true)) + cachedir = joinpath(dirname(inv.file.path), inv.config.cache_dir) + isdir(cachedir) && append!(fs, readdir(cachedir, join=true)) + setdiff(fs, files(inv)) + end + deleted_bytes = 0 + for f in orphan_files + if dirname(f) == dirname(inv.file.path) + @warn "Found an unexpected $(ifelse(isdir(f), "subfolder", "file")) in the inventory folder, \ + this is quite irregular ($(relpath(f, inv.file.path))) \ + — $(ifelse(dryrun, "would remove", "removing"))" + end + if isdir(f) + dryrun || rm(f, force=true, recursive=true) + else + deleted_bytes += stat(f).size + dryrun || rm(f, force=true) + end + end + truncated_sources, truncsource_bytes = garbage_trim_size!(inv; dryrun) + dryrun || for source in truncated_sources + file = storefile(inv, source) + isfile(file) && rm(file, force=true) + end + if log + if !isempty(truncated_sources) && trimmsg + printstyled("Data Toolkit Store", color=:magenta, bold=true) + println(" trimmed ", length(truncated_sources), " items (", + join(humansize(truncsource_bytes)), ") to avoid going over the maximum size") + end + deleted_bytes += truncsource_bytes + printstyled(lpad(ifelse(dryrun, "Would remove", "Removed"), MSG_LABEL_WIDTH), + bold=true, color=:green) + if isempty(dead_collections) && isempty(orphan_sources) && isempty(orphan_files) && isempty(truncated_sources) + println(" nothing") + else + length(dead_collections) > 0 && + print(' ', length(dead_collections), " collection", + ifelse(length(dead_collections) == 1, "", "s")) + length(orphan_sources) > 0 && + print(ifelse(!isempty(dead_collections), ", ", " "), + length(orphan_sources), " cached item", + ifelse(length(orphan_sources) == 1, "", "s")) + orphan_delta = length(orphan_files) - length(orphan_sources) + orphan_delta > 0 && + print(ifelse(!isempty(dead_collections) || !isempty(orphan_sources), + ", ", " "), + orphan_delta, " orphan file", + ifelse(orphan_delta == 1, "", "s")) + !isempty(truncated_sources) && + print(ifelse(!isempty(dead_collections) || !isempty(orphan_sources) || orphan_delta > 0, + ", ", " "), + length(truncated_sources), " large item", + ifelse(length(truncated_sources) == 1, "", "s")) + if deleted_bytes > 0 + print('\n') + removedsize, removedunits = humansize(deleted_bytes) + printstyled(lpad(ifelse(dryrun, "Would free", "Freed"), MSG_LABEL_WIDTH), + bold=true, color=:green) + print(" $removedsize$removedunits") + end + print('\n') + end + end + if !dryrun + inv.last_gc = now() + write(inv) + end +end + +""" + garbage_collect!(; log::Bool=true, kwargs...) + +Garbage collect all inventories. +""" +function garbage_collect!(; log::Bool=true, kwargs...) + if length(INVENTORIES) == 1 + garbage_collect!(first(INVENTORIES); log, kwargs...) + else + for inv in INVENTORIES + log && printstyled( + "Store: ", + if dirname(inv.file.path) == USER_STORE + "(user)" else dirname(inv.file.path) end, + '\n', color=:magenta, bold=true) + garbage_collect!(inv; log, kwargs...) + end + end +end + +""" + garbage_trim_size!(inv::Inventory; dryrun::Bool=false) + +If the sources in `inv` exceed the maximum size, remove sources in order of +their `size_recency_scores` until `inv` returns below its maximum size. + +If `dryrun` is set, no action is taken. +""" +function garbage_trim_size!(inv::Inventory; dryrun::Bool=false) + !isnothing(inv.config.max_size) || return (SourceInfo[], 0) + allsources = vcat(inv.stores, inv.caches) + allsizes = map(f -> Int(isfile(f) && stat(f).size), storefile.(Ref(inv), allsources)) + if sum(allsizes, init=0) > inv.config.max_size + allscores = size_recency_scores(inv, allsources, inv.config.recency_beta) + totalsize = sum(allsizes) + removed = SourceInfo[] + for (source, source_size) in zip(allsources[sortperm(allscores, rev=true)], + allsizes[sortperm(allscores, rev=true)]) + totalsize > inv.config.max_size || break + push!(removed, source) + totalsize -= source_size + dryrun || if source isa StoreSource + index = findfirst(==(source), inv.stores) + deleteat!(inv.stores, index) + else # CacheSource + index = findfirst(==(source), inv.caches) + deleteat!(inv.caches, index) + end + end + removed, sum(allsizes) - totalsize + else + SourceInfo[], 0 + end +end + +""" + size_recency_scores(inventory::Inventory, sources::Vector{SourceInfo}, β::Number=1) + +Produce a combined score for each of `sources` in `inventory` based on the size +and (access) recency of the source, with small recent files scored higher than +large older files. Files that do not exist are given a score of 0.0. + +The combined score is a weighted harmonic mean, inspired by the F-score. More +specifically, the combined score is ``(1 + \\beta^2) \\cdot \\frac{t \\cdot +s}{\\beta^2 t + s}`` where ``\\beta`` is the recency factor, ``t \\in [0, 1]`` +is the time score, and ``s \\in [0, 1]`` is the size score. When `β` is +negative, the ``\\beta^2`` weighting is applied to ``s`` instead. +""" +function size_recency_scores(inventory::Inventory, sources::Vector{SourceInfo}, β::Number=1) + sizes = Int[] + times = Float64[] + for source in sources + push!(times, datetime2unix(source.accessed)) + file = storefile(inventory, source) + if isfile(file) + fstat = stat(file) + push!(sizes, fstat.size) + else + push!(sizes, 0) + end + end + largest = maximum(sizes) + time_min, time_max = extrema(times) + sscores = sizes ./ largest + tscores = @. (time_max - times) / (time_max - time_min) + map(if β >= 0 + (s, t)::Tuple -> (1 + β^2) * (s * t) / (s + β^2 * t) + else + (s, t)::Tuple -> (1 + β^2) * (s * t) / (β^2 * s + t) + end, + zip(sscores, tscores)) +end + +""" + scan_collections(inv::Inventory) + +Examine each collection in `inv`, and sort them into the following categories: +- `active_collections`: data collections which are part of the current `STACK` +- `live_collections`: data collections who still exist, but are not part of `STACK` +- `ghost_collections`: collections that do not exist, but have been seen within the maximum age +- `dead_collections`: collections that have not been seen within the maximum age + +These categories are returned with a named tuple of the following form: + +```julia +(; active_collections::Dict{UUID, Set{UInt64}}, + live_collections::Set{UUID}, + ghost_collections::Set{UUID}, + dead_collections::Vector{UUID}) +``` + +The `active_collections` value gives both the data collection UUIDs, as well +as all known recipe hashes. +""" +function scan_collections(inv::Inventory) + active_collections = Dict{UUID, Set{UInt64}}() + live_collections = Set{UUID}() + ghost_collections = Set{UUID}() + dead_collections = Vector{UUID}() + days_since(t::DateTime) = convert(Millisecond, now() - t).value / (1000*60*60*24) + for collection in inv.collections + if !isnothing(collection.path) && isfile(collection.path) + cdata = try + open(TOML.parse, collection.path) + catch err + @warn "Unable to parse $(collection.path)" err + continue + end + if haskey(cdata, "uuid") && parse(UUID, cdata["uuid"]) == collection.uuid + if collection.uuid ∈ getfield.(STACK, :uuid) + ids = Set{UInt64}() + for dataset in getlayer(collection.uuid).datasets + for storage in dataset.storage + push!(ids, rhash(storage)) + end + for loader in dataset.loaders + push!(ids, rhash(loader)) + end + end + active_collections[collection.uuid] = ids + else + push!(live_collections, collection.uuid) + end + elseif isnothing(inv.config.max_age) || days_since(collection.seen) <= inv.config.max_age + push!(ghost_collections, collection.uuid) + else + push!(dead_collections, collection.uuid) + end + elseif days_since(collection.seen) <= inv.config.max_age + push!(ghost_collections, collection.uuid) + else + push!(dead_collections, collection.uuid) + end + end + (; active_collections, live_collections, ghost_collections, dead_collections) +end + +""" + refresh_sources!(inv::Inventory; inactive_collections::Set{UUID}, + active_collections::Dict{UUID, Set{UInt64}}) + +Update the listed `references` of each source in `inv`, such that +only references that are part of either `inactive_collections` or +`active_collections` are retained. + +References to `active_collections` also are checked against the given recipe +hash and the known recipe hashes. + +Sources with no references after this update are considered orphaned and removed. + +The result is a named tuple giving a list of orphaned sources and the number of +recipe checks that occurred. +""" +function refresh_sources!(inv::Inventory; active_collections::Dict{UUID, Set{UInt64}}, + inactive_collections::Set{UUID}, dryrun::Bool=false) + orphan_sources = SourceInfo[] + num_recipe_checks = 0 + for sources in (inv.stores, inv.caches) + let i = 1; while i <= length(sources) + source = sources[i] + # TODO avoid permanantly modifying during dryrun + filter!(source.references) do r + if haskey(active_collections, r) + num_recipe_checks += 1 + source.recipe ∈ active_collections[r] && + if source isa StoreSource + true + elseif all(Base.root_module_exists, source.packages) + true + else + all(@. rhash(typeify(first(source.types))) == last(source.types)) + end + else + r ∈ inactive_collections + end + end + if isempty(source.references) || !isfile(storefile(inv, source)) + push!(orphan_sources, source) + if dryrun + i += 1 + else + deleteat!(sources, i) + end + else + i += 1 + end + end end + end + (; orphan_sources, num_recipe_checks) +end + +""" + expunge!(inventory::Inventory, collection::CollectionInfo; dryrun::Bool=false) + +Remove `collection` and all sources only used by `collection` from `inventory`. + +If `dryrun` is set, no action is taken. +""" +function expunge!(inventory::Inventory, collection::CollectionInfo; dryrun::Bool=false) + cindex = findfirst(==(collection), inventory.collections) + isnothing(cindex) || deleteat!(inventory.collections, cindex) + removed_sources = SourceInfo[] + inventory.file.writable || return removed_sources + for sources in (inventory.stores, inventory.caches) + i = 1; while i <= length(sources) + source = sources[i] + if (index = findfirst(collection.uuid .== source.references)) |> !isnothing + dryrun || deleteat!(source.references, index) + if isempty(source.references) + push!(removed_sources, source) + dryrun || deleteat!(sources, i) + file = storefile(inventory, source) + dryrun || isfile(file) && rm(file, force=true) + else + i += 1 + end + else + i += 1 + end + end + end + dryrun || write(inventory) + removed_sources +end + +""" + fetch!(storer::DataStorage) + +If `storer` is storable (either by default, or explicitly enabled), open it, and +presumably save it in the Store along the way. +""" +function fetch!(@nospecialize(storer::DataStorage)) + if shouldstore(storer) || @getparam(storage."save"::Bool, false) === true + for type in (FilePath, IO, IOStream) + if QualifiedType(type) in storer.type + handle = @advise storage(storer, type, write=false) + if handle isa IO + close(handle) + return true + elseif !isnothing(handle) + return true + end + end + end + end + false +end + +""" + fetch!(dataset::DataSet) + +Call `fetch!` on each storage backend of `dataset`. +""" +fetch!(dataset::DataSet) = foreach(fetch!, dataset.storage) + +""" + fetch!(collection::DataCollection) + +When `collection` uses the `store` plugin, call `fetch!` on all of its +data sets. +""" +function fetch!(collection::DataCollection) + if "store" in collection.plugins + foreach(fetch!, collection.datasets) + end +end diff --git a/Store/src/invtoml.jl b/Store/src/invtoml.jl new file mode 100644 index 000000000..719ffb457 --- /dev/null +++ b/Store/src/invtoml.jl @@ -0,0 +1,203 @@ +# Parsing from and serialising to an Inventory TOML file + +function Base.convert(::Type{InventoryConfig}, spec::Dict{String, Any}) + getkey(key::Symbol, T::Type, noth::Bool=false) = if haskey(spec, String(key)) + if spec[String(key)] isa T; spec[String(key)] + elseif spec[String(key)] === "nothing"; nothing + else getfield(DEFAULT_INVENTORY_CONFIG, key) end + else getfield(DEFAULT_INVENTORY_CONFIG, key) end + InventoryConfig(getkey(:auto_gc, Int), + getkey(:max_age, Int, true), + getkey(:max_size, Int, true), + getkey(:recency_beta, Number), + getkey(:store_dir, String), + getkey(:cache_dir, String)) +end + +function Base.convert(::Type{CollectionInfo}, (uuid, spec)::Pair{String, Dict{String, Any}}) + for (key, type) in (("path", String), + ("seen", DateTime)) + if !haskey(spec, key) + throw(ArgumentError("Spec dict does not contain the required key: $key")) + elseif !(spec[key] isa type) + throw(ArgumentError("Spec dict key $key is a $(typeof(spec[key])) not a $type")) + end + end + CollectionInfo(parse(UUID, uuid), get(spec, "path", nothing), + get(spec, "name", nothing), spec["seen"]) +end + +""" + parse(Checksum, checksum::String) + +Parse a string representation of a checksum in the format `"type:value"`. + +### Example + +```jldoctest; setup = :(import DataToolkitStore.Checksum) +julia> parse(Checksum, "k12:cfb9a6a302f58e5a9b0c815bb7e8efb4") +Checksum(k12:cfb9a6a302f58e5a9b0c815bb7e8efb4) +``` +""" +function Base.parse(::Type{Checksum}, checksum::String) + typestr, valstr = split(checksum, ':', limit=2) + hash = map(byte -> parse(UInt8, byte, base=16), Iterators.partition(valstr, 2)) + Checksum(Symbol(typestr), hash) +end + +function Base.tryparse(::Type{Checksum}, checksum::String) + count(':', checksum) == 1 || return + typestr, valstr = split(checksum, ':', limit=2) + all(c -> '0' <= c <= '9' || 'a' <= c <= 'f', valstr) + ncodeunits(valstr) % 2 == 0 || return + hash = map(byteind -> parse(UInt8, view(valstr, byteind), base=16), + Iterators.partition(1:ncodeunits(valstr), 2)) + Checksum(Symbol(typestr), hash) +end + +function Base.string(checksum::Checksum) + iob = IOBuffer() + print(iob, checksum.alg, ':') + for b in checksum.hash + print(iob, lpad(string(b, base=16), 2, '0')) + end + String(take!(iob)) +end + +function Base.show(io::IO, ::MIME"text/plain", checksum::Checksum) + show(io, Checksum) + print(io, "(", string(checksum), ')') +end + +function Base.convert(::Type{StoreSource}, spec::Dict{String, Any}) + for (key, type) in (("recipe", String), + ("references", Vector{String}), + ("accessed", DateTime), + ("extension", String)) + if !haskey(spec, key) + throw(ArgumentError("Spec dict does not contain the required key: $key")) + elseif type <: Vector && isempty(spec[key]) + elseif !(spec[key] isa type) + throw(ArgumentError("Spec dict key '$key' is a $(typeof(spec[key])) not a $type")) + end + end + checksum = if haskey(spec, "checksum") + tryparse(Checksum, spec["checksum"]) end + StoreSource(parse(UInt64, spec["recipe"], base=16), + map(UUID, spec["references"]), + spec["accessed"], checksum, + spec["extension"]) +end + +function Base.convert(::Type{CacheSource}, spec::Dict{String, Any}) + for (key, type) in (("recipe", String), + ("references", Vector{String}), + ("accessed", DateTime), + ("types", Vector{String}), + ("typehashes", Vector{String}), + ("packages", Vector)) + if !haskey(spec, key) + throw(ArgumentError("Spec dict does not contain the required key: $key")) + elseif type <: Vector && isempty(spec[key]) + elseif !(spec[key] isa type) + throw(ArgumentError("Spec dict key $key is a $(typeof(spec[key])) not a $type")) + end + end + packages = map(pkg -> Base.PkgId(parse(UUID, pkg["uuid"]), pkg["name"]), + spec["packages"]) + CacheSource(parse(UInt64, spec["recipe"], base=16), + map(UUID, spec["references"]), + spec["accessed"], + parse.(QualifiedType, spec["types"]) .=> + parse.(UInt64, spec["typehashes"], base=16), + packages) +end + +function Base.convert(::Type{Dict}, conf::InventoryConfig) + d = Dict{String, Any}() + for key in (:auto_gc, :max_age, :max_size, :recency_beta, :store_dir, :cache_dir) + if getfield(conf, key) != getfield(DEFAULT_INVENTORY_CONFIG, key) + value = getfield(conf, key) + d[String(key)] = if isnothing(value) "nothing" else value end + end + end + d +end + +function Base.convert(::Type{Pair}, cinfo::CollectionInfo) + d = Dict{String, Any}("seen" => cinfo.seen) + if !isnothing(cinfo.path) + d["path"] = cinfo.path + end + if !isnothing(cinfo.name) + d["name"] = cinfo.name + end + string(cinfo.uuid) => d +end + +function Base.convert(::Type{Dict}, sinfo::StoreSource) + d = Dict{String, Any}( + "recipe" => string(sinfo.recipe, base=16), + "references" => map(string, sinfo.references), + "accessed" => sinfo.accessed, + "extension" => sinfo.extension) + if !isnothing(sinfo.checksum) + d["checksum"] = string(sinfo.checksum) + end + d +end + +function Base.convert(::Type{Dict}, cinfo::CacheSource) + Dict{String, Any}( + "recipe" => string(cinfo.recipe, base=16), + "references" => map(string, cinfo.references), + "accessed" => cinfo.accessed, + # FIXME the below line causes load time increases with Julia 1.11+: + "types" => map(string ∘ first, cinfo.types), + "typehashes" => map(t -> string(t, base=16), map(last, cinfo.types)), + "packages" => + map(p -> Dict{String, Any}("name" => p.name, "uuid" => string(p.uuid)), + cinfo.packages)) +end + +function Base.convert(::Type{Dict}, inv::Inventory) + Dict{String, Any}( + "inventory_version" => INVENTORY_VERSION, + "inventory_last_gc" => inv.last_gc, + "config" => convert(Dict, inv.config), + "collections" => Dict{String, Any}( + convert(Pair, cinfo) for cinfo in inv.collections), + "store" => map(s -> convert(Dict, s), inv.stores), + "cache" => map(c -> convert(Dict, c), inv.caches)) +end + +""" +A set of associations between keys that appear in the $INVENTORY_FILENAME +and alternative strings they will be sorted as. +""" +const INVENTORY_TOML_SORT_MAPPING = + Dict(# top level + "inventory_version" => "\0x01", + "inventory_last_gc" => "\0x02", + "config" => "\0x03", + "collections" => "\0x04", + "store" => "\0x05", + "cache" => "\0x06", + # store/cache item + "recipe" => "\0x01", + "accessed" => "\0x02", + "references" => "\0x03", + "types" => "\0x04", + "typehashes" => "\0x05", + "checksum" => "\0x06", + "extension" => "\0x07", + # packages + "name" => "\0x01", + "uuid" => "\0x02") + +function Base.write(io::IO, inv::Inventory) + keygen(key) = get(INVENTORY_TOML_SORT_MAPPING, key, key) + TOML.print(io, convert(Dict, inv), sorted=true, by=keygen) +end + +Base.write(inv::Inventory) = write(inv.file.path, inv) diff --git a/Store/src/merkle.jl b/Store/src/merkle.jl new file mode 100644 index 000000000..f7ffb78c8 --- /dev/null +++ b/Store/src/merkle.jl @@ -0,0 +1,489 @@ +# Serialisation/deserialisation + +using Base.Threads # For the hashing + +""" + read_merkles(io::IO) -> Vector{MerkleTree} + +Read all `MerkleTree` representations contained in `io`. +""" +function read_merkles(io::IO) + merkles = MerkleTree[] + buf = IOBuffer() + node = nothing + while !eof(io) + while isnothing(node) && !eof(io) + node = try_read_merkle_line(io, buf) + end + tree, node = read_tree(io, buf, 0, node) + isnothing(tree) || push!(merkles, tree) + end + merkles +end + +""" + write_merkle(dest::IO, node::MerkleTree, indent::Int = 0) + +Write the merkle tree `node` to `dest`, with an initial indent of `indent`. +""" +function write_merkle(dest::IO, node::MerkleTree, indent::Int = 0) + print(dest, ' '^indent, ifelse(isnothing(node.children), 'f', 'd'), + ' ', string(reinterpret(UInt64, node.mtime), base=36), + ' ', string(node.checksum), + ' ', escape_newlines(node.path), '\n') + if !isnothing(node.children) + for child in node.children + write_merkle(dest, child, indent + 2) + end + end +end + +""" + write_merkle([dest::IO], cm::CachedMerkles) + +Write all Merkle trees contained in `cm` to `dest`, defaulting to its file. +""" +function write_merkle(dest::IO, cm::CachedMerkles) + print(dest, "# Cache of directory Merkle Trees\n") + for mt in cm.merkles + print(dest, '\n') + write_merkle(dest, mt) + end +end + +function write_merkle(cm::CachedMerkles) + dir = dirname(cm.file.path) + isdir(dir) || mkpath(dir) + tempfile = cm.file.path * ".new" + open(Base.Fix2(write_merkle, cm), tempfile, "w") + mv(tempfile, cm.file.path; force=true) + cm.file.mtime = mtime(cm.file.path) +end + +function Base.get(mt::MerkleTree, path::AbstractString, default) + pathcomponents = splitpath(path) + for component in splitpath(mt.path) + isempty(pathcomponents) && return default + popfirst!(pathcomponents) == component || return default + end + isempty(mt.children) && return mt + for component in pathcomponents + found = false + for subtree in mt.children + if subtree.path == component + mt = subtree + found = true + end + end + found || return default + end + mt +end + +function Base.get(mt::MerkleTree, checksum::Checksum, default) + if mt.checksum == checksum + mt + elseif !isnothing(mt.children) + for child in mt.children + res = get(child, checksum, nothing) + isnothing(res) || return res + end + else + default + end +end + +function Base.get(cm::CachedMerkles, checksum::Checksum, default) + for mt in cm.merkles + entry = get(mt, checksum, nothing) + isnothing(entry) || return entry + end + default +end + +function Base.length(mt::MerkleTree) + if isnothing(mt.children) + 1 + else + sum(length, mt.children, init=0) + 1 + end +end + +# Actually calculating Merkle trees + +""" + merkle([cache], [root::String], path::String, algorithm::Symbol) + +Relative to a certain `root` directory, create a `MerkleTree` of `path`. + +If the path could not be resolved, or points to a special filesystem object, +`nothing` is returned. + +The constructed `MerkleTree` can use any hashing `algorithm` recognised +by `checksum`. +""" +function merkle(root::String, path::String, algorithm::Symbol = CHECKSUM_DEFAULT_SCHEME) + _merkle(String(rstrip(root, ('/', '\\'))), String(rstrip(path, ('/', '\\'))), algorithm, checksum(algorithm), + (Dict{String, Union{MerkleTree, Nothing, ReentrantLock}}(), ReentrantLock()), String[]) +end + +merkle(path::String, algorithm::Symbol) = merkle("", path, algorithm) + +""" + _merkle(root::String, path::String, algorithm::Symbol, checksum_fn::F) where {F <: Function} + +Internal function to create a Merkle tree for a `path` relative to a `root` directory. + +The checksum function `checksum_fn` is used to calculate the checksums of files, +and should return `Checksum`s for the given `algorithm`. + +Returns the constructed `MerkleTree` or `nothing` if the path does not exist, +or cannot be checksummed for some reason. +""" +function _merkle(root::String, path::String, algorithm::Symbol, checksum_fn::F, + (symlinks, symlinks_lock)::Tuple{Dict{String, Union{MerkleTree, Nothing, ReentrantLock}}, ReentrantLock}, + symlink_descent::Vector{String}) where {F <: Function} + fullpath = joinpath(root, path) + pathstat = stat(fullpath) + if !isreadable(fullpath) + nothing + elseif islink(lstat(fullpath)) + target = abspath(dirname(fullpath), readlink(fullpath)) + tindex = findfirst(==(target), symlink_descent) + if !isnothing(tindex) + cycle_io = IOBuffer() + for i in tindex:length(symlink_descent) + println(cycle_io, symlink_descent[i], UInt8(i - tindex)) + end + return MerkleTree(path, mtime(pathstat), checksum_fn(seekstart(cycle_io)), MerkleTree[]) + end + lock(symlinks_lock) + if haskey(symlinks, target) + mtree = symlinks[target] + unlock(symlinks_lock) + if mtree isa ReentrantLock + @lock mtree symlinks[target] + elseif mtree isa MerkleTree + MerkleTree(path, mtree.mtime, mtree.checksum, mtree.children) + end + else + mlock = ReentrantLock() + lock(mlock) + symlinks[target] = mlock + unlock(symlinks_lock) + mtree = _merkle("", target, algorithm, checksum_fn, (symlinks, symlinks_lock), vcat(symlink_descent, target)) + symlinks[target] = mtree + unlock(mlock) + if mtree isa MerkleTree + MerkleTree(path, mtree.mtime, mtree.checksum, mtree.children) + end + end + elseif isfile(pathstat) + MerkleTree(path, mtime(fullpath), open(checksum_fn, fullpath), nothing) + elseif isdir(pathstat) + childnames = collect(enumerate(readdir(fullpath))) + childtrees = Tuple{Int, MerkleTree}[] + ctreelock = SpinLock() + @threads for (i, child) in childnames + ctree = _merkle(fullpath, child, algorithm, checksum_fn, (symlinks, symlinks_lock), symlink_descent) + isnothing(ctree) || @lock ctreelock push!(childtrees, (i, ctree)) + end + children = MerkleTree[] + dirgestive = IOBuffer() + write(dirgestive, path) + for (_, ctree) in sort(childtrees, by=first) + isnothing(ctree) && continue + push!(children, ctree) + write(dirgestive, ctree.path, ctree.checksum.hash) + end + MerkleTree(path, mtime(pathstat), checksum_fn(seekstart(dirgestive)), children) + end +end + +function merkle(original::MerkleTree, root::String, path::String, algorithm::Symbol = original.checksum.alg) + if original.checksum.alg == algorithm + _merkle(original, String(rstrip(root, ('/', '\\'))), String(rstrip(path, ('/', '\\'))), + original.checksum.alg, checksum(original.checksum.alg), + (Dict{String, Union{MerkleTree, Nothing, ReentrantLock}}(), ReentrantLock()), String[]) + else + merkle(root, path, original.checksum.alg) + end +end + +merkle(original::MerkleTree, path::String, algorithm::Symbol) = merkle(original, "", path, algorithm) + +function _merkle(original::MerkleTree, root::String, path::String, algorithm::Symbol, checksum_fn::F, + (symlinks, symlinks_lock)::Tuple{Dict{String, Union{MerkleTree, Nothing, ReentrantLock}}, ReentrantLock}, + symlink_descent::Vector{String}) where {F <: Function} + fullpath = joinpath(root, path) + pathstat = stat(fullpath) + if !isreadable(fullpath) + nothing, true + elseif isfile(pathstat) + if original.path == path && original.mtime == mtime(pathstat) + original, false + else + csum = open(checksum_fn, fullpath) + # @warn "- changed: $fullpath" + MerkleTree(path, mtime(fullpath), csum, nothing), true + end + elseif isdir(pathstat) + childnames = collect(enumerate(readdir(fullpath))) + childtrees = Tuple{Int, MerkleTree, Bool}[] + ctreelock = SpinLock() + @threads for (i, child) in childnames + origchild = nothing + for ochild in original.children + if ochild.path == child + origchild = ochild + break + end + end + if isnothing(origchild) + for ochild in original.children + childstat = stat(joinpath(fullpath, child)) + if ochild.mtime == mtime(childstat) && isdir(childstat) + origchild = ochild + break + end + end + end + ctree, changed = if !isnothing(origchild) + _merkle(origchild, fullpath, child, algorithm, checksum_fn, (symlinks, symlinks_lock), symlink_descent) + else + _merkle(fullpath, child, algorithm, checksum_fn, (symlinks, symlinks_lock), symlink_descent), true + end + isnothing(ctree) || @lock ctreelock push!(childtrees, (i, ctree, changed)) + end + if original.path == path && length(original.children) == length(childtrees) && all(!last, childtrees) + return original, false + end + children = MerkleTree[] + dirgestive = IOBuffer() + write(dirgestive, path) + for (_, ctree, _) in sort(childtrees, by=first) + isnothing(ctree) && continue + push!(children, ctree) + write(dirgestive, ctree.path, ctree.checksum.hash) + end + csum = checksum_fn(seekstart(dirgestive)) + MerkleTree(path, mtime(fullpath), csum, children), true + else + nothing, true + end +end + +function merkle(cm::CachedMerkles, root::String, path::String, algorithm::Symbol; + last_checksum::Union{Checksum, Nothing} = nothing) + refresh_cache!(cm) + for (i, mt) in enumerate(cm.merkles) + entry = get(mt, path, nothing) + if isnothing(entry) && !isnothing(last_checksum) + entry = get(mt, last_checksum, nothing) + end + isnothing(entry) && continue + entry, updated = @log_do( + "store:merkle:check", + "Checking MerkleTree hash of $path", + merkle(entry, root, path)) + if updated + if isnothing(entry) + deleteat!(cm.merkles, i) + else + cm.merkles[i] = entry + end + write_merkle(cm) + end + return entry + end + entry = @log_do "store:merkle:create" "Creating MerkleTree hash of $path" merkle(root, path, algorithm) + isnothing(entry) && return + push!(cm.merkles, entry) + write_merkle(cm) + entry +end + +function merkle(cm::CachedMerkles, path::String, algorithm::Symbol; + last_checksum::Union{Checksum, Nothing} = nothing) + cmdir = dirname(cm.file.path) + if startswith(path, cmdir) + merkle(cm, cmdir, relpath(path, cmdir), algorithm; last_checksum) + else + merkle(cm, "", abspath(path), algorithm; last_checksum) + end +end + +function refresh_cache!(cm::CachedMerkles) + cmtime = mtime(cm.file.path) + if cmtime > cm.file.mtime + empty!(cm.merkles) + @log_do "store:merkle:read" "Reading MerkleTree cache" append!(cm.merkles, open(read_merkles, cm.file.path)) + cm.file.mtime = cmtime + else + cm + end +end + +# Helper functions + +""" + read_tree(io::IO, buf::IO, minimum_indent::Int, node) -> + (Union{MerkleTree, Nothing}, Union{typeof(node), Nothing}) + +Read the `MerkleTree` that stems from `node`, if sensible. + +The `node` argument must be a return value of `try_read_merkle_line`. +Reads from `io` are buffered by reuse of `buf`. + +The return values consist of: +- The constructed `MerkleTree`, if sensible to do so (i.e. was preceded by + an indent of at least `minimum_indent`). +- The next node not contained in the constructed `MerkleTree`, if applicable. +""" +function read_tree(io::IO, buf::IO, minimum_indent::Int, node) + if isnothing(node) || node.indent < minimum_indent + nothing, node + elseif node.kind == :file + MerkleTree(node.path, node.mtime, node.checksum, nothing), nothing + elseif node.kind == :dir + children = Vector{MerkleTree}() + while true + seekstart(buf) + child, next_node = read_tree( + io, buf, node.indent + 1, try_read_merkle_line(io, buf)) + while !isnothing(next_node) + isnothing(child) || push!(children, child) + if next_node.indent <= minimum_indent + 1 + return MerkleTree(node.path, node.mtime, node.checksum, children), next_node + else + child, next_node = read_tree(io, buf, node.indent + 1, next_node) + end + end + if child isa MerkleTree + push!(children, child) + elseif isnothing(child) + return MerkleTree(node.path, node.mtime, node.checksum, children), next_node + end + end + end +end + +""" + try_read_merkle_line(io::IO, [buf::IO]) + +Read a single line from `io` representing an entry of a `MerkleTree`. + +If this is not possible, for whatever reason, `nothing` is returned. +Optionally, reading can be buffered by providing `buf`. + +The line should be of the format: + +```text + +``` + +Here are some examples: + +# Examples + +```julia-repl +julia> try_read_merkle_line(IOBuffer("d 101t3scp5ey9w alg:1234 some/dir")) +(indent = 0, kind = :dir, checksum = Checksum(:alg, UInt8[0x12, 0x34]), mtime = 1.718190355243043e9, path = "some/dir") + +julia> try_read_merkle_line(IOBuffer(" f 101t3scouw0l3 alg:2345 file")) +(indent = 2, kind = :file, checksum = Checksum(:alg, UInt8[0x23, 0x45]), mtime = 1.718190351027891e9, path = "file") +``` +""" +function try_read_merkle_line(io::IO) + eof(io) && return + char1 = read(io, UInt8) + indent = 0 + if char1 == UInt8('\n') + return + elseif char1 == UInt8('#') + readuntil(io, UInt8('\n')) + return + end + while char1 == UInt8(' ') + indent += 1 + char1 = read(io, UInt8) + eof(io) && return + end + kind = if char1 == UInt8('f') + :file + elseif char1 == UInt8('d') + :dir + else + return + end + read(io, UInt8) == UInt8(' ') || return + eof(io) && return + mtime_u = tryparse(UInt64, readuntil(io, ' '), base=36) + isnothing(mtime_u) && return + mtime = reinterpret(Float64, mtime_u) + checksum = tryparse(Checksum, readuntil(io, ' ')) + isnothing(checksum) && return + eof(io) && return + path = String(unescape_newlines!(readuntil(io, UInt8('\n')))) + (; indent, kind, checksum, mtime, path) +end + +function try_read_merkle_line(io::IO, buf::IO) + eof(io) && return + copyuntil(seekstart(buf), io, UInt8('\n'), keep=true) |> + seekstart |> try_read_merkle_line +end + +""" + unescape_newlines!(content::Vector{UInt8}) -> content + +Modify `content` in-place to replace escaped newlines with actual newlines. +""" +function unescape_newlines!(bytes::Vector{UInt8}) + if UInt8('\\') ∉ bytes + bytes + else + i = firstindex(bytes) + delinds = Int[] + while i < length(bytes) + if bytes[i] == UInt8('\\') + if bytes[i + 1] == UInt8('n') + bytes[i] = UInt8('\n') + push!(delinds, i += 1) + elseif bytes[i + 1] == UInt8('\\') + push!(delinds, i += 1) + end + end + i += 1 + end + deleteat!(bytes, delinds) + end + bytes +end + +""" + escape_newlines(content::AbstractVector{UInt8}) -> Vector{UInt8} + escape_newlines(content::String) -> String + +Replace newlines and backslashes in `content` with escaped versions. +""" +function escape_newlines(bytes::AbstractVector{UInt8}) + newbytes = UInt8[] + sizehint!(newbytes, length(bytes) + count(==(UInt8('\n')), bytes)) + for b in bytes + if b == UInt8('\n') + push!(newbytes, UInt8('\\'), UInt8('n')) + elseif b == UInt8('\\') + push!(newbytes, UInt8('\\'), UInt8('\\')) + else + push!(newbytes, b) + end + end + newbytes +end + +function escape_newlines(s::String) + if '\n' ∈ s + String(escape_newlines(codeunits(s))) + else s end +end diff --git a/Store/src/plugins.jl b/Store/src/plugins.jl new file mode 100644 index 000000000..f61bc3f14 --- /dev/null +++ b/Store/src/plugins.jl @@ -0,0 +1,374 @@ +const STORE_GC_CONFIG_INFO = """ +A few (system-wide) settings determine garbage collection behaviour: +- `auto_gc` (default $(DEFAULT_INVENTORY_CONFIG.auto_gc)): How often to + automatically run garbage collection (in hours). Set to a non-positive value + to disable. +- `max_age` (default $(DEFAULT_INVENTORY_CONFIG.max_age)): The maximum number + of days since a collection was last seen before it is removed from + consideration. +- `max_size` (default $(DEFAULT_INVENTORY_CONFIG.max_size)): The maximum + (total) size of the store. +- `recency_beta` (default $(DEFAULT_INVENTORY_CONFIG.recency_beta)): When + removing items to avoid going over `max_size`, how much recency should be + valued. Can be set to any value in (-∞, ∞). Larger (positive) values weight + recency more, and negative values weight size more. -1 and 1 are equivalent. +- `store_dir` (default $(DEFAULT_INVENTORY_CONFIG.store_dir)): The directory + (either as an absolute path, or relative to the inventory file) that should be + used for storage (IO) cache files. +- `cache_dir` (default $(DEFAULT_INVENTORY_CONFIG.cache_dir)): The directory + (either as an absolute path, or relative to the inventory file) that should be + used for Julia cache files. +""" + +# ------------ +# Store plugin +# ------------ + +""" + store_get_a( ) + +This advice ensures that data is added to and retrieved from the store +appropriately. + +Part of `STORE_PLUGIN`. +""" +function store_get_a(f::typeof(storage), @nospecialize(storer::DataStorage), as::Type; write::Bool) + inventory = getinventory(storer.dataset.collection) |> update_inventory! + # Get any applicable cache file + source = getsource(inventory, storer) + file = storefile(inventory, storer) + if !isnothing(file) && isfile(file) && haskey(storer.parameters, "lifetime") + if epoch(storer) > epoch(storer, ctime(file)) + rm(file, force=true) + end + end + if !(shouldstore(storer) || @getparam(storer."save"::Bool, false)) || write + # If the store is invalid (should not be stored, or about to be + # written to), then it should be removed before proceeding as + # normal. + if !isnothing(source) && inventory.file.writable + index = findfirst(==(source), inventory.stores) + !isnothing(index) && deleteat!(inventory.stores, index) + Base.write(inventory) + end + (f, (storer, as), (; write)) + elseif !isnothing(file) && isfile(file) + # If using a cache file, ensure the parent collection is registered + # as a reference. + update_source!(inventory, source, storer.dataset.collection) + if as === IO || as === IOStream + @log_do "store:open" "Opening $as for $(sprint(show, storer.dataset.name)) from the store" + (identity, (open(file, "r"),)) + elseif as === FilePath + @log_do "store:open" "Opening $as for $(sprint(show, storer.dataset.name)) from the store" + (identity, (FilePath(file),)) + elseif as === Vector{UInt8} + @log_do "store:open" "Opening $as for $(sprint(show, storer.dataset.name)) from the store" + (identity, (read(file),)) + elseif as === String + @log_do "store:open" "Opening $as for $(sprint(show, storer.dataset.name)) from the store" + (identity, (read(file, String),)) + else + (f, (storer, as), (; write)) + end + elseif as <: SystemPath + (storesave(inventory, storer, as), f, (storer, as), (; write)) + elseif as ∈ (IO, IOStream, Vector{UInt8}, String) + # Try to get it as a file, because that avoids + # some potential memory issues (e.g. large downloads + # which exceed memory limits). + tryfile = invokepkglatest(storage, storer, FilePath; write) + if !isnothing(tryfile) + io = open(storesave(inventory, storer, FilePath, tryfile).path, "r") + (identity, (if as ∈ (IO, IOStream) + io + elseif as == Vector{UInt8} + read(io) + elseif as == String + read(io, String) + end,)) + else + (storesave(inventory, storer, as), f, (storer, as), (; write)) + end + else + (f, (storer, as), (; write)) + end +end + +""" + store_epoch_param_a( ) + +The ensures that the epoch of the lifetime parameter, but not the lifetime +value itself affects the `rhash` of the storage. + +Part of `STORE_PLUGIN`. +""" +function store_epoch_param_a(f::typeof(rhash), @nospecialize(storage::DataStorage), parameters::Dict{String}, h::UInt) + delete!(parameters, "save") # Does not impact the final result + if haskey(parameters, "lifetime") + delete!(parameters, "lifetime") # Does not impact the final result + parameters["__epoch"] = epoch(storage) + end + (f, (storage, parameters, h)) +end + +function store_init_checksum_a end + +function store_extra_info_a end + +""" +Cache IO from data storage backends, by saving the contents to the disk. + +## Configuration + +#### Store path + +The directory the the store is maintained in can be set via the `store.path` +configuration parameter. + +```toml +config.store.path = "relative/to/datatoml" +``` + +The system default is `$(Base.Filesystem.contractuser(BaseDirs.User.cache(BaseDirs.Project("DataToolkit"))))`, +which can be overriden with the `DATATOOLKIT_STORE` environment variable. + +#### Disabling on a per-storage basis + +Saving of individual storage sources can be disabled by setting the "save" +parameter to `false`, i.e. + +```toml +[[somedata.storage]] +save = false +``` + +#### Checksums + +To ensure data integrity, a checksum can be specified, and checked when saving +to the store. For example, + +```toml +[[iris.storage]] +checksum = "k12:cfb9a6a302f58e5a9b0c815bb7e8efb4" +``` + +If you do not have a checksum, but wish for one to be calculated upon accessing +the data, the checksum parameter can be set to the special value `"auto"`. When +the data is first accessed, a checksum will be generated and replace the "auto" +value. + +Instead of `"auto"`, a particular checksum algorithm can be specified, by naming +it, e.g. `"sha256"`. The currently supported algorithms are: `k12` (Kangaroo +Twelve), `sha512`, `sha384`, `sha256`, `sha224`, `sha1`, `md5`, and `crc32c`. + +To explicitly specify no checksum, set the parameter to `false`. + +For data sets with `lifetime` set (see *Expiry/Lifecycle*), `"auto"` interpreted +as `false`. + +#### Expiry/Lifecycle + +After a storage source is saved, the cache file can be made to expire after a +certain period. This is done by setting the "`lifetime`" parameter of the storage, +i.e. + +```toml +[[updatingdata.storage]] +lifetime = "3 days" +``` + +The lifetime parameter accepts a few formats, namely: + +**ISO8061 periods** (with whole numbers only), both forms +1. `P[n]Y[n]M[n]DT[n]H[n]M[n]S`, e.g. + - `P3Y6M4DT12H30M5S` represents a duration of "3 years, 6 months, 4 days, + 12 hours, 30 minutes, and 5 seconds" + - `P23DT23H` represents a duration of "23 days, 23 hours" + - `P4Y` represents a duration of "4 years" +2. `PYYYYMMDDThhmmss` / `P[YYYY]-[MM]-[DD]T[hh]:[mm]:[ss]`, e.g. + - `P0003-06-04T12:30:05` + - `P00030604T123005` + +**"Prose style" period strings**, which are a repeated pattern of `[number] [unit]`, +where `unit` matches `year|y|month|week|wk|w|day|d|hour|h|minute|min|second|sec|` +optionally followed by an "s", comma, or whitespace. E.g. + +- `3 years 6 months 4 days 12 hours 30 minutes 5 seconds` +- `23 days, 23 hours` +- `4d12h` + +By default, the first lifetime period begins at the Unix epoch. This means a +daily lifetime will tick over at `00:00 UTC`. The "`lifetime_offset`" parameter +can be used to shift this. It can be set to a lifetime string, date/time-stamp, +or number of seconds. + +For example, to have the lifetime expire at `03:00 UTC` instead, the lifetime +offset could be set to three hours. + +```toml +[[updatingdata.storage]] +lifetime = "1 day" +lifetime_offset = "3h" +``` + +We can produce the same effect by specifying a different reference point for the +lifetime. + +```toml +[[updatingdata.storage]] +lifetime = "1 day" +lifetime_offset = 1970-01-01T03:00:00 +``` + +#### Store management + +System-wide configuration can be set via the `store config set` REPL command, or +directly modifying the `$(@__MODULE__).getinventory().config` struct. + +$STORE_GC_CONFIG_INFO +""" +const STORE_PLUGIN = + Plugin("store", [ + store_get_a, + store_epoch_param_a, + store_init_checksum_a, + store_extra_info_a]) + +# ------------ +# Cache plugin +# ------------ + +""" + cache_get_a( ) + +Store and retrieve information from the cache, as appropriate. + +Part of `CACHE_PLUGIN`. +""" +function cache_get_a(f::typeof(load), @nospecialize(loader::DataLoader), source::Any, as::Type) + if shouldstore(loader, as) || @getparam(loader."cache"::Bool, false) === true + # Get any applicable cache file + inventory = getinventory(loader.dataset.collection) |> update_inventory! + cache = getsource(inventory, loader, as) + file = storefile(inventory, cache) + # Ensure all needed packages are loaded, and all relevant + # types have the same structure, before loading. + if !isnothing(file) + for pkg in cache.packages + DataToolkitCore.get_package(pkg) + end + if !all(@. rhash(typeify(first(cache.types))) == last(cache.types)) + file = nothing + end + end + if !isnothing(file) && isfile(file) + ds_name = sprint(io -> show( + IOContext(io, :data_collection => loader.dataset.collection), + MIME("text/plain"), Identifier(loader.dataset))) + update_source!(inventory, cache, loader.dataset.collection) + info = @log_do( + "cache:load", + "Loading $as form of $(ds_name) from the store", + Base.invokelatest(deserialize, file)) + (identity, (info,)) + else + (storesave(inventory, loader), f, (loader, source, as)) + end + else + (f, (loader, source, as)) + end +end + +""" + cache_rhash_omit_a( ) + +The ensures that the cache parameter does not affect the `rhash` of the loader. + +Part of `CACHE_PLUGIN`. +""" +function cache_rhash_omit_a(f::typeof(rhash), @nospecialize(loader::DataLoader), parameters::Dict{String}, h::UInt) + delete!(parameters, "cache") # Does not impact the final result + (f, (loader, parameters, h)) +end + +function cache_extra_info_a end + +""" +Cache the results of data loaders using the `Serialisation` standard library. Cache keys +are determined by the loader "recipe" and the type requested. + +It is important to note that not all data types can be cached effectively, such +as an `IOStream`. + +## Recipe hashing + +The driver, parameters, type(s), of a loader and the storage drivers of a dataset +are all combined into the "recipe hash" of a loader. + +``` +╭─────────╮ ╭──────╮ +│ Storage │ │ Type │ +╰───┬─────╯ ╰───┬──╯ + │ ╭╌╌╌╌╌╌╌╌╌╮ ╭───┴────╮ ╭────────╮ + ├╌╌╌╌┤ DataSet ├╌╌╌╌┤ Loader ├─┤ Driver │ + │ ╰╌╌╌╌╌╌╌╌╌╯ ╰───┬────╯ ╰────────╯ +╭───┴─────╮ ╭───┴───────╮ +│ Storage ├─╼ │ Parmeters ├─╼ +╰─────┬───╯ ╰───────┬───╯ + ╽ ╽ +``` + +Since the parameters of the loader (and each storage backend) can reference +other data sets (indicated with `╼` and `╽`), this hash is computed recursively, +forming a Merkle Tree. In this manner the entire "recipe" leading to the final +result is hashed. + +``` + ╭───╮ + │ E │ + ╭───╮ ╰─┬─╯ + │ B ├──▶──┤ +╭───╮ ╰─┬─╯ ╭─┴─╮ +│ A ├──▶──┤ │ D │ +╰───╯ ╭─┴─╮ ╰───╯ + │ C ├──▶──┐ + ╰───╯ ╭─┴─╮ + │ D │ + ╰───╯ +``` + +In this example, the hash for a loader of data set "A" relies on the data sets +"B" and "C", and so their hashes are calculated and included. "D" is required by +both "B" and "C", and so is included in each. "E" is also used in "D". + +## Configuration + +#### Store path + +This uses the same `store.path` configuration variable as the `store` plugin +(which see). + +#### Disabling on a per-loader basis + +Caching of individual loaders can be disabled by setting the "cache" parameter +to `false`, i.e. + +```toml +[[somedata.loader]] +cache = false +... +``` + +#### Store management + +System-wide configuration can be set via the `store config set` REPL command, or +directly modifying the `$(@__MODULE__).getinventory().config` struct. + +$STORE_GC_CONFIG_INFO +""" +const CACHE_PLUGIN = + Plugin("cache", [ + cache_get_a, + cache_rhash_omit_a, + cache_extra_info_a]) diff --git a/Store/src/precompile.jl b/Store/src/precompile.jl new file mode 100644 index 000000000..10e1fd535 --- /dev/null +++ b/Store/src/precompile.jl @@ -0,0 +1,44 @@ +using PrecompileTools + +@setup_workload begin + invtoml = """ + inventory_version = $INVENTORY_VERSION + inventory_last_gc = 1970-01-01T00:00:00.000Z + + [collections.00000000-0000-0000-0000-000000000001] + name = "demo" + path = "nonexistant" + seen = $(now()) + + [[store]] + recipe = "0000000000000002" + accessed = $(now()) + references = ["00000000-0000-0000-0000-000000000001"] + checksum = "crc32c:00000000" + extension = "txt" + + [[cache]] + recipe = "0000000000000003" + accessed = $(now()) + references = ["00000000-0000-0000-0000-000000000001"] + types = ["Int"] + typehashes = ["$(string(rhash(Int), base=16))"] + + [[cache.packages]] + name = "InlineStrings" + uuid = "842dd82b-1e85-43dc-bf29-5d0ee9dffc48" + """ + @compile_workload begin + __init__() + tempfile, tempio = mktemp() + write(tempio, invtoml) + close(tempio) + push!(INVENTORIES, load_inventory(tempfile)) + write(devnull, last(INVENTORIES)) + garbage_collect!(; log=false, trimmsg=false, dryrun=true) + rhash(Inventory) + rhash(first(INVENTORIES)) + pop!(INVENTORIES) + end + empty!(INVENTORIES) +end diff --git a/Store/src/rhash.jl b/Store/src/rhash.jl new file mode 100644 index 000000000..dd6ef895f --- /dev/null +++ b/Store/src/rhash.jl @@ -0,0 +1,135 @@ +""" + rhash(loader::DataLoader{driver}, h::UInt=zero(UInt)) where {driver} + +Hash the *recipe* specified by `loader`, or more specifically the various +aspects of `storage` that could affect the loaded result. + +The hash should be consistent across sessions and cosmetic changes. +""" +function rhash(@nospecialize(loader::DataLoader{driver}), h::UInt=zero(UInt)) where {driver} + h = hash(driver, h) + h = @advise rhash(loader, copy(loader.parameters), h) + # The only field of the parent data set that should affect the loaded + # result is the storage drivers used, so let's just hash all of them. + # This is likely over-zealous, but it's better to be overly cautions. + # We still skip the priority though. + for storage in loader.dataset.storage + h = rhash(storage, h) + end + for qtype in loader.type + h = rhash(qtype, h) + end + h +end + +""" + rhash(storage::DataStorage{driver}, h::UInt=zero(UInt)) where {driver} + +Hash the *recipe* specified by `storage`, or more specifically the various +aspects of `storage` that could affect the result. +""" +function rhash(@nospecialize(storage::DataStorage{driver}), h::UInt=zero(UInt)) where {driver} + h = hash(driver, h) + h = @advise rhash(storage, copy(storage.parameters), h) + # The result of the storage driver should /not/ be materially affected by + # the parent dataset, or it's priority, and so we skip those fields. + for qtype in storage.type + h = rhash(qtype, h) + end + h +end + +rhash(::DataCollection, dt::DataTransformer, h::UInt=zero(UInt)) = + rhash(dt, h) + +@doc """ + rhash(collection::DataCollection, x, h::UInt) + +Hash `x` with respect to `collection`, with special behaviour for +the following types: +- `Dict` +- `Vector` +- `Pair` +- `Type` +- `QualifiedType` +""" rhash + +""" + rhash(collection::DataCollection, dict::Dict, h::UInt=zero(UInt)) # Helper method + +Individually hash each entry in `dict`, and then `xor` the results so the +final value is independant of the ordering. +""" +rhash(collection::DataCollection, dict::Dict, h::UInt=zero(UInt)) = + reduce(xor, (rhash(collection, kv, zero(UInt)) for kv in dict), + init=h) + +# For advising +rhash(@nospecialize(transformer::DataStorage), @nospecialize(dict::Dict), h::UInt) = + rhash(transformer.dataset.collection, dict, h) +rhash(@nospecialize(transformer::DataLoader), @nospecialize(dict::Dict), h::UInt) = + rhash(transformer.dataset.collection, dict, h) + +rhash(collection::DataCollection, pair::Pair, h::UInt) = + rhash(collection, pair.second, rhash(collection, pair.first, h)) + +function rhash(collection::DataCollection, vec::Vector, h::UInt) + for v in vec + h = rhash(collection, v, h) + end + h +end + +rhash(::DataCollection, obj::String, h::UInt) = hash(obj, h) +rhash(::DataCollection, str::SubString, h::UInt) = hash(String(str), h) +rhash(::DataCollection, obj::Number, h::UInt) = hash(obj, h) +rhash(::DataCollection, obj::Symbol, h::UInt) = hash(obj, h) + +""" + rhash(::Type{T}, h::UInt) # Helper method + +Hash the field names and types of `T` recursively, +or `T` is a primitive type hash the name and parent module name. +""" +function rhash(::Type{T}, h::UInt=zero(UInt)) where {T} + if !isconcretetype(T) + h = hash(T, h) + else + h = hash(nameof(T), h) + for param in Base.unwrap_unionall(T).parameters + h = rhash(param, h) + end + for fname in fieldnames(T) + h = hash(fname, h) + end + for ftype in fieldtypes(T) + h = rhash(ftype, h) + end + end + h +end +rhash(::DataCollection, obj::Type, h::UInt) = rhash(obj, h) + +function rhash(qt::QualifiedType, h::UInt=zero(UInt)) + for p in qt.parents + h = hash(p, h) + end + for p in rhash.(qt.parameters) + h = hash(p, h) + end + hash(qt.root, hash(qt.name, h)) +end + +# Fallbacks +function rhash(c::DataCollection, obj::T, h::UInt) where {T} + if isprimitivetype(T) + hash(obj, rhash(T, h)) + else + reduce(xor, + (rhash(c, getfield(obj, f), zero(UInt)) + for f in fieldnames(T)), + init=rhash(QualifiedType(T), h)) + end +end + +rhash(obj::Any, h::UInt=zero(UInt)) = hash(obj, h) diff --git a/Store/src/storage.jl b/Store/src/storage.jl new file mode 100644 index 000000000..bd9be2e06 --- /dev/null +++ b/Store/src/storage.jl @@ -0,0 +1,648 @@ +""" + fileextension(storage::DataStorage) + +Determine the appropriate file extension for a file caching the contents of +`storage`, "cache" by default. +""" +fileextension(@nospecialize(::DataStorage)) = "cache" + +fileextension(s::StoreSource) = s.extension +fileextension(s::CacheSource) = "jls" + +""" + shouldstore(storage::DataStorage) + shouldstore(loader::DataLoader, T::Type) + +Returns `true` if `storage`/`loader` should be stored/cached, `false` otherwise. +""" +shouldstore(@nospecialize(storage::DataStorage)) = + @getparam(storage."save"::Bool, true) === true + +function shouldstore(@nospecialize(loader::DataLoader), T::Type) + unstorable = T <: IO || T <: Function || + QualifiedType(Base.typename(T).wrapper) == + QualifiedType(:TranscodingStreams, :TranscodingStream) + @getparam(loader."cache"::Bool, true) === true && !unstorable +end + +""" + getsource(inventory::Inventory, storage::DataStorage) + +Look for the source in `inventory` that backs `storage`, +returning the source or `nothing` if none could be found. +""" +function getsource(inventory::Inventory, @nospecialize(storage::DataStorage)) + recipe = rhash(storage) + checksum = @getparam storage."checksum"::Union{Bool, String} false + if checksum === false || checksum == "auto" && haskey(storage.parameters, "lifetime") + for record in inventory.stores + if record.recipe == recipe + return record + end + end + else + thechecksum = tryparse(Checksum, checksum) + isnothing(thechecksum) && return + for record in inventory.stores + if record.recipe === recipe && record.checksum == thechecksum + return record + end + end + end +end + +""" + getsource(inventory::Inventory, loader::DataLoader, as::Type) + +Look for the source in `inventory` that backs the `as` form of `loader`, +returning the source or `nothing` if none could be found. +""" +function getsource(inventory::Inventory, @nospecialize(loader::DataLoader), as::Type) + recipe = rhash(loader) + for record in inventory.caches + if record.recipe == recipe + type, thash = first(record.types) + rtype = typeify(type) + if !isnothing(rtype) && rtype <: as && rhash(rtype) == thash + return record + end + end + end +end + +""" + storefile(inventory::Inventory, source::SourceInfo) + +Returns the full path for `source` in `inventory`, regardless of whether the +path exists or not. +""" +function storefile(inventory::Inventory, source::StoreSource) + basename = if isnothing(source.checksum) + string("R-", string(source.recipe, base=16)) + else + string(source.checksum) + end + ext = fileextension(source) + joinpath(dirname(inventory.file.path), inventory.config.store_dir, + if ext == "/" # dir + basename + else + string(basename, '.', ext) + end) +end + +function storefile(inventory::Inventory, source::CacheSource) + joinpath(dirname(inventory.file.path), inventory.config.cache_dir, + string("R-", string(source.recipe, base=16), + "-T", string(last(first(source.types)), base=16), + '-', ifelse(Base.ENDIAN_BOM == 0x04030201, "L", "B"), + Sys.WORD_SIZE, '.', fileextension(source))) +end + +# For convenient chaning with `getsource` +storefile(::Inventory, ::Nothing) = nothing + +""" + storefile(inventory::Inventory, storage::DataStorage) + storefile(inventory, loader::DataLoader, as::Type) + +Returns a path for the source of `storage`/`loader`, or `nothing` if either the +source or the path does not exist. + +Should a source exist, but the file not, the source is removed from `inventory`. +""" +function storefile(inventory::Inventory, @nospecialize(storage::DataStorage)) + source = getsource(inventory, storage) + if !isnothing(source) + file = storefile(inventory, source) + if isfile(file) + file + else + @info "Deleting store" + # If the cache file has been removed, remove the associated + # source info. + index = findfirst(==(source), inventory.stores) + !isnothing(index) && deleteat!(inventory.stores, index) + nothing + end + end +end + +function storefile(inventory::Inventory, @nospecialize(loader::DataLoader), as::Type) + source = getsource(inventory, loader, as) + if !isnothing(source) + file = storefile(inventory, source) + if isfile(file) + file + else + # If the cache file has been removed, remove the associated + # source info. + index = findfirst(==(source), inventory.caches) + !isnothing(index) && deleteat!(inventory.caches, index) + nothing + end + end +end + +""" + checksum(algorithm::Symbol, data::Union{<:IO, Vector{UInt8}, String}) + +Calculate the checksum of `data` with `algorithm`, returning the `Checksum` result. + +This function can be curried with the method `checksum(algorithm::Symbol)`. + +The specified algorithm should be one of: +- `auto` (alias of `$CHECKSUM_DEFAULT_SCHEME`) +- `k12` +- `sha512` +- `sha384` +- `sha256` +- `sha224` +- `sha1` +- `md5` +- `crc32c` + +Should `algorithm` not be recognised, `nothing` is returned. +""" +function checksum end + +function checksum(algorithm::Symbol, data::Union{<:IO, Vector{UInt8}, String}) + func = checksum(algorithm) + isnothing(func) && return + func(data)::Checksum +end + +function checksum(algorithm::Symbol) + invokepkglatest(_checksum, algorithm)::Union{Function, Nothing} +end + +function _checksum(algorithm::Symbol) + algorithm === :auto && return _checksum(CHECKSUM_DEFAULT_SCHEME, data) + hash = if algorithm === :k12 + @require KangarooTwelve + let k12 = KangarooTwelve.k12 + data -> Checksum(algorithm, reinterpret( + UInt8, [hton(invokelatest(k12, data)::UInt128)]) |> collect) + end + elseif algorithm === :sha512 + @require SHA + let sha512 = SHA.sha512 + data -> Checksum(algorithm, invokelatest(sha512, data)::Vector{UInt8}) + end + elseif algorithm === :sha384 + @require SHA + let sha384 = SHA.sha384 + data -> Checksum(algorithm, invokelatest(sha384, data)::Vector{UInt8}) + end + elseif algorithm === :sha256 + @require SHA + let sha256 = SHA.sha256 + data -> Checksum(algorithm, invokelatest(sha256, data)::Vector{UInt8}) + end + elseif algorithm === :sha224 + @require SHA + let sha224 = SHA.sha224 + data -> Checksum(algorithm, invokelatest(sha224, data)::Vector{UInt8}) + end + elseif algorithm === :sha1 + @require SHA + let sha1 = SHA.sha1 + data -> Checksum(algorithm, invokelatest(sha1, data)::Vector{UInt8}) + end + elseif algorithm === :md5 + @require MD5 + let md5 = MD5.md5 + data -> Checksum(algorithm, invokelatest(md5, data)::Vector{UInt8}) + end + elseif algorithm === :crc32c + @require CRC32c + let crc32c = CRC32c.crc32c + data -> Checksum(algorithm, reinterpret( + UInt8, [hton(invokelatest(crc32c, data)::UInt32)]) |> collect) + end + end +end + +struct ChecksumMismatch <: Exception + target::String + expected::Checksum + actual::Checksum +end + +function Base.showerror(io::IO, e::ChecksumMismatch) + println(io, "Expected $target checksum $(string(e.expected)), got $(string(e.actual))") +end + +function checksumalgorithm(@nospecialize(storage::DataStorage)) + csumval = @getparam storage."checksum"::Union{Bool, String} false + csumval == false && return + csumval == "auto" && + return if !haskey(storage.parameters, "lifetime") + CHECKSUM_DEFAULT_SCHEME end + schecksum = tryparse(Checksum, csumval) + if !isnothing(schecksum) + schecksum.alg + elseif csumval isa String && !occursin(':', csumval) + Symbol(csumval) + end +end + +""" + getchecksum(inventory::Inventory, storage::DataStorage, path::Union{FilePath, DirPath}) + +Returns the `Checksum` for the `path` backing `storage`, or `nothing` if there +is no checksum. + +The checksum of `path` is checked against the recorded checksum in `storage`, if +it exists. +""" +function getchecksum(inventory::Inventory, @nospecialize(storage::DataStorage), path::Union{FilePath, DirPath}) + alg = checksumalgorithm(storage) + isnothing(alg) && return + if !ispath(string(path)) + @warn "Path $(path) does not exist" + return + end + csumval = @getparam storage."checksum"::Union{Bool, String} false + if csumval isa String && !occursin(':', csumval) # name of method, or auto + if !iswritable(storage.dataset.collection) + @warn "Could not update checksum, data collection is not writable" + return + end + schecksum = @log_do( + "store:checksum", + "Calculating checksum of $(storage.dataset.name)'s source", + if path isa FilePath + open(checksum(alg), path.path) + else # path isa DirPath + mtree = merkle(inventory.merkles, path.path, alg) + isnothing(mtree) && return + mtree.checksum + end) + if isnothing(schecksum) + @warn "Checksum scheme '$csumval' is not known, skipping" + return + end + storage.parameters["checksum"] = string(schecksum) + write(storage) + return schecksum + end + schecksum = tryparse(Checksum, csumval) + if isnothing(schecksum) + @warn "Checksum value '$schecksum' is invalid, ignoring" + return + end + if schecksum.alg === :auto + schecksum = Checksum(CHECKSUM_DEFAULT_SCHEME, schecksum.hash) + end + actual_checksum = @log_do( + "store:checksum", + "Calculating checksum of $(storage.dataset.name)'s source", + if path isa FilePath + open(checksum(alg), path.path) + else # path isa DirPath + mtree = merkle(inventory.merkles, path.path, alg; + last_checksum = schecksum) + isnothing(mtree) && return + mtree.checksum + end) + if isnothing(actual_checksum) + @warn "Checksum scheme '$(alg)' is not known, skipping" + return + end + if schecksum == actual_checksum + actual_checksum + elseif isinteractive() && iswritable(storage.dataset.collection) + if hasmethod(should_overwrite, Tuple{String, String, String}) && + should_overwrite(storage.dataset.name, string(schecksum), string(actual_checksum)) + storage.parameters["checksum"] = string(actual_checksum) + write(storage) + actual_checksum + else + throw(ChecksumMismatch(storage.dataset.name, schecksum, actual_checksum)) + end + else + throw(ChecksumMismatch(storage.dataset.name, schecksum, actual_checksum)) + end +end + +function should_overwrite end # Implemented in `../../ext/StorageREPL.jl` + +""" + storesave(inventory::Inventory, storage::DataStorage, ::Type{typeof(path)}, path::SystemPath) + +Save the `path` representing `storage` into `inventory`. +""" +function storesave(inventory::Inventory, @nospecialize(storage::DataStorage), ::Type{T}, path::T) where {T <: SystemPath} + inventory.file.writable || return path + # The checksum must be calculated first because it will likely affect the + # `rhash` result, should the checksum property be modified and included + # in the hashing. + checksum = getchecksum(inventory, storage, path) + ext = if T == DirPath "/" else fileextension(storage) end + newsource = StoreSource( + rhash(storage), + [storage.dataset.collection.uuid], + now(), checksum, ext) + dest = storefile(inventory, newsource) + @log_do "store:save" "Transferring $(sprint(show, storage.dataset.name)) to storage" + isdir(dirname(dest)) || mkpath(dirname(dest)) + if startswith(path.path, tempdir()) + mv(path.path, dest, force=true) + else + cp(path.path, dest, force=true) + end + chmod(dest, 0o100444 & filemode(inventory.file.path)) # Make read-only + update_source!(inventory, newsource, storage.dataset.collection) + FilePath(dest) +end + +""" + storesave(inventory::Inventory, storage::DataStorage, ::Union{Type{IO}, Type{IOStream}}, from::IO) + +Save the IO in `from` representing `storage` into `inventory`. +""" +function storesave(inventory::Inventory, @nospecialize(storage::DataStorage), ::Union{Type{IO}, Type{IOStream}}, from::IO) + # We could create a tempfile, however there it is near certain that the `storesave` + # invocation at the end will result in moving the file to the storage dir, which + # may not be on the same filesystem as the tempdir. In such an event, the file must + # be copied, which is a needless overhead. We can avoid this eventuality by simply + # seeing where a similar file to the final `StoreSource` would go according to `inventory`, + # and create a uniquely named file in the same directory. This ensures that the likely + # renaming remains just a rename, not a copy. + newsource = StoreSource( + rhash(storage), + [storage.dataset.collection.uuid], + now(), nothing, fileextension(storage)) + refdest = storefile(inventory, newsource) + miliseconds = round(Int, 1000 * time()) + partfile = string(refdest, '-', miliseconds, ".part") + dumpfile = string(refdest, '-', miliseconds, ".dump") + @log_do("store:save", + "Writing $(sprint(show, storage.dataset.name)) to the store", + atomic_write(dumpfile, from)) + open(storesave(inventory, storage, FilePath, FilePath(dumpfile)).path, "r") +end + +""" + storesave(inventory::Inventory, storage::DataStorage, as::Type) + +Partially apply the first three arguments of `storesave`. +""" +storesave(inventory::Inventory, @nospecialize(storage::DataStorage), as::Type) = + result -> storesave(inventory, storage, as, result) + +""" + epoch(storage::DataStorage, seconds::Real) + +Return the epoch that `seconds` lies in, according to the lifetime +specification of `storage`. +""" +function epoch(@nospecialize(storage::DataStorage), seconds::Real) + if haskey(storage.parameters, "lifetime") + span = interpret_lifetime(get(storage, "lifetime")) + offset = get(storage, "lifetime_offset", 0) + offset_seconds = if offset isa Union{Int, Float64} + offset + elseif offset isa String + interpret_lifetime(offset) + elseif offset isa Time + DateTime(Date(1970, 1, 1), offset) |> datetime2unix + elseif offset isa DateTime + offset |> datetime2unix + else + @warn "Invalid lifetime_offset, ignoring" offset + 0 + end + (seconds - offset) ÷ span + end +end + +""" + epoch(storage::DataStorage) + +Return the current epoch, according to the lifetime specification of `storage`. +""" +epoch(@nospecialize(storage::DataStorage)) = epoch(storage, time()) + +""" + interpret_lifetime(lifetime::String) + +Return the number of seconds in the interval specified by `lifetime`, which is +in one of two formats: + +**ISO8061 periods** (with whole numbers only), both forms +1. `P[n]Y[n]M[n]DT[n]H[n]M[n]S`, e.g. + - `P3Y6M4DT12H30M5S` represents a duration of "3 years, 6 months, 4 days, + 12 hours, 30 minutes, and 5 seconds" + - `P23DT23H` represents a duration of "23 days, 23 hours" + - `P4Y` represents a duration of "4 years" +2. `PYYYYMMDDThhmmss` / `P[YYYY]-[MM]-[DD]T[hh]:[mm]:[ss]`, e.g. + - `P0003-06-04T12:30:05` + - `P00030604T123005` + +**"Prose style" period strings**, which are a repeated pattern of `[number] [unit]`, +where `unit` matches `year|y|month|week|wk|w|day|d|hour|h|minute|min|second|sec|` +optionally followed by an "s", comma, or whitespace. E.g. + +- `3 years 6 months 4 days 12 hours 30 minutes 5 seconds` +- `23 days, 23 hours` +- `4d12h` +""" +function interpret_lifetime(lifetime::String) + period = Dict("years" => 0.0, "months" => 0.0, "weeks" => 0.0, "days" => 0.0, + "hours" => 0.0, "minutes" => 0.0, "seconds" => 0.0) + iso8061_duration_1 = r"^P(?:(?P\d+)Y)?(?:(?P\d+)M)?(?:(?P\d+)D)?(?:T(?:(?P\d+)H)?(?:(?P\d+)M)?(?:(?P\d+)S)?)?$" + iso8061_duration_2 = r"^P(?P\d\d\d\d)-?(?P\d\d)-?(?P\d\d)(?:T(?P\d\d):?(?P\d\d)?:?(?P\d\d)?)?$" + iso_period = @something(match(iso8061_duration_1, lifetime), + match(iso8061_duration_2, lifetime), + Some(nothing)) + if !isnothing(iso_period) + for unit in keys(iso_period) + if !isnothing(iso_period[unit]) + period[unit] = parse(Int, iso_period[unit]) |> Float64 + end + end + else + humanperiod = r"(?P\d+(?:\.\d*)?)\s*(?Pyear|y|month|week|wk|w|day|d|hour|h|minute|min|second|sec|)s?,?\s*"i + unitmap = Dict("year" => "years", "y" => "years", + "month" => "months", + "week" => "weeks", "wk" => "weeks", "w" => "weeks", + "day" => "days", "d" => "days", + "hour" => "hours", "h" => "hours", + "minute" => "minutes", "min" => "minutes", + "second" => "seconds", "sec" => "seconds", "" => "seconds") + while (m = match(humanperiod, lifetime)) |> !isnothing + period[unitmap[m["unit"]]] = parse(Float64, m["quantity"]) + lifetime = string(lifetime[1:m.match.offset], + lifetime[m.match.ncodeunits+1:end]) + end + if !isempty(lifetime) + @warn "Unmatched content in period string: $(sprint(show, lifetime))" + end + end + period["years"] * 365.2422 * 24 * 60 * 60 + + period["months"] * 30.437 * 24 * 60 * 60 + + period["weeks"] * 7 * 24 * 60 * 60 + + period["days"] * 24 * 60 * 60 + + period["hours"] * 60 * 60 + + period["minutes"] * 60 + + period["seconds"] +end + +function pkgtypes!(types::Vector{Type}, seen::Set{UInt}, x::T) where {T} + if objectid(x) in seen + return + else + push!(seen, objectid(x)) + end + M = parentmodule(T) + if M ∉ (Base, Core) && !isnothing(pkgdir(M)) && + !startswith(pkgdir(M), Sys.STDLIB) && T ∉ types + push!(types, T) + end + if isconcretetype(T) + for field in fieldnames(T) + isdefined(x, field) && + pkgtypes!(types, seen, getfield(x, field)) + end + end +end + +function pkgtypes!(types::Vector{Type}, seen::Set{UInt}, x::T) where {T <: AbstractArray} + if objectid(x) in seen + return + else + push!(seen, objectid(x)) + end + M = parentmodule(T) + if M ∉ (Base, Core) && !isnothing(pkgdir(M)) && + !startswith(pkgdir(M), Sys.STDLIB) && T ∉ types + push!(types, T) + end + if isconcretetype(eltype(T)) + if parentmodule(eltype(T)) ∈ (Base, Core) + elseif isnothing(pkgdir(parentmodule(eltype(T)))) + elseif startswith(pkgdir(parentmodule(eltype(T))), Sys.STDLIB) + elseif eltype(T) ∈ types + elseif !isempty(x) && isassigned(x, firstindex(x)) + pkgtypes!(types, seen, first(x)) + end + else + for index in eachindex(x) + isassigned(x, index) && pkgtypes!(types, seen, x[index]) + end + end +end + +function pkgtypes!(::Vector{Type}, seen::Set{UInt}, x::Union{Function, Type}) + objectid(x) in seen || push!(seen, objectid(x)) +end + +function pkgtypes(x) + types = Type[] + seen = Set{UInt}() + pkgtypes!(types, seen, x) + types +end + +""" + storesave(inventory::Inventory, loader::DataLoader, value::T) + +Save the `value` produced by `loader` into `inventory`. +""" +function storesave(inventory::Inventory, @nospecialize(loader::DataLoader), value::T) where {T} + inventory.file.writable || return value + ptypes = pkgtypes(value) + modules = parentmodule.(ptypes) + for i in eachindex(modules) + while modules[i] !== parentmodule(modules[i]) + modules[i] = parentmodule(modules[i]) + end + end + unique!(modules) + pkgs = @lock Base.require_lock map(m -> Base.module_keys[m], modules) + !isempty(ptypes) && first(ptypes) == T || + pushfirst!(ptypes, T) + newsource = CacheSource( + rhash(loader), + [loader.dataset.collection.uuid], + now(), QualifiedType.(ptypes) .=> rhash.(ptypes), + pkgs) + dest = storefile(inventory, newsource) + # Writing directly to `dest` may be the obvious behaviour, but that + # risks an abort-during-write creating a corrupt file. As such, we + # first write to a temporary file and then rename it to `dest` once + # the operation is complete. To ensure that the rename operation does + # not become a copy, we should avoid using `tempdir` since it may lie + # on a different filesystem. + tempdest = string(dest, '-', round(Int, 1000 * time()), ".part") + isdir(dirname(dest)) || mkpath(dirname(dest)) + isfile(dest) && rm(dest, force=true) + isfile(tempdest) && rm(tempdest, force=true) + @log_do("cache:save", + "Saving $T form of $(sprint(show, loader.dataset.name)) to the store", + Base.invokelatest(serialize, tempdest, value)) + chmod(tempdest, 0o100444 & filemode(inventory.file.path)) # Make read-only + mv(tempdest, dest, force=true) + update_source!(inventory, newsource, loader.dataset.collection) + value +end + +""" + storesave(inventory::Inventory, loader::DataLoader) + +Partially apply the first two arguments of `storesave`. +""" +storesave(inventory::Inventory, @nospecialize(loader::DataLoader)) = + value -> storesave(inventory, loader, value) + +""" + update_source!(inventory::Inventory, + source::Union{StoreSource, CacheSource}, + collection::DataCollection) + +Update the record for `source` in `inventory`, based on it having just been used +by `collection`. + +This will update the atime of the source, and add `collection` as a reference if +it is not already listed. + +Should the `inventory` file not be writable, nothing will be done. +""" +function update_source!(inventory::Inventory, + source::Union{StoreSource, CacheSource}, + collection::DataCollection) + inventory.file.writable || return + update_atime(s::StoreSource) = + StoreSource(s.recipe, s.references, now(), s.checksum, s.extension) + update_atime(s::CacheSource) = + CacheSource(s.recipe, s.references, now(), s.types, s.packages) + inventory = update_inventory!(inventory) + cinfo = CollectionInfo(collection.uuid, collection.path, collection.name, now()) + # While two collections are only really considered the same if the UUIDs match, + # if `inventory` exists at a path which a previously known collection existed at, + # it has doubtless been replaced, and so replacing it is appropriate. + cindex = findfirst(Base.Fix1((a, b) -> a.uuid == b.uuid || a.path == b.path, collection), + inventory.collections) + if isnothing(cindex) + push!(inventory.collections, cinfo) + else + inventory.collections[cindex] = cinfo + end + if collection.uuid ∉ source.references + push!(source.references, collection.uuid) + end + sources = if source isa StoreSource + inventory.stores + else + inventory.caches + end + sindex = findfirst(Base.Fix1(≃, source), sources) + if isnothing(sindex) + push!(sources, source) + else + sources[sindex] = update_atime(source) + end + write(inventory) +end diff --git a/Store/src/types.jl b/Store/src/types.jl new file mode 100644 index 000000000..cac7baa69 --- /dev/null +++ b/Store/src/types.jl @@ -0,0 +1,97 @@ +mutable struct MonitoredFile + const path::String + mtime::Float64 + writable::Bool +end + +mutable struct InventoryConfig + auto_gc::Int + max_age::Union{Int, Nothing} # Days + max_size::Union{Int, Nothing} # Bytes + recency_beta::Number + store_dir::String + cache_dir::String +end + +struct CollectionInfo + uuid::UUID + path::Union{String, Nothing} + name::Union{String, Nothing} + seen::DateTime +end + +abstract type SourceInfo end + +struct Checksum + alg::Symbol + hash::Vector{UInt8} # REVIEW Use static Memory{UInt8} when possible +end + +struct StoreSource <: SourceInfo + recipe::UInt64 + references::Vector{UUID} + accessed::DateTime + checksum::Union{Nothing, Checksum} + extension::String +end + +struct CacheSource <: SourceInfo + recipe::UInt64 + references::Vector{UUID} + accessed::DateTime + types::Vector{Pair{QualifiedType, UInt64}} + packages::Vector{Base.PkgId} +end + +struct MerkleTree + path::String + mtime::Float64 + checksum::Checksum + children::Union{Nothing, Vector{MerkleTree}} +end + +struct CachedMerkles + file::MonitoredFile + merkles::Vector{MerkleTree} +end + +mutable struct Inventory + const file::MonitoredFile + const merkles::CachedMerkles + config::InventoryConfig + collections::Vector{CollectionInfo} + stores::Vector{StoreSource} + caches::Vector{CacheSource} + last_gc::DateTime +end + +Base.:(==)(a::Checksum, b::Checksum) = + a.alg == b.alg && a.hash == b.hash + +Base.hash(c::Checksum, h::UInt) = + hash(c.alg, hash(c.hash, h)) + +≃(a::CollectionInfo, b::CollectionInfo) = a.uuid == b.uuid +≃(a::DataCollection, b::CollectionInfo) = a.uuid == b.uuid +≃(a::CollectionInfo, b::DataCollection) = b ≃ a + +≃(a::SourceInfo, b::SourceInfo) = false +≃(a::StoreSource, b::StoreSource) = + a.recipe == b.recipe && a.checksum == b.checksum && + a.extension == b.extension +≃(a::CacheSource, b::CacheSource) = + a.recipe == b.recipe && a.types == b.types + +function MonitoredFile(path) + recency = if isfile(path) mtime(path) else time() end + writable = !isfile(path) || try + open(io -> iswritable(io), path, "a") + catch e + if e isa SystemError + false + else + rethrow() + end + end + MonitoredFile(abspath(path), recency, writable) +end diff --git a/Store/test/runtests.jl b/Store/test/runtests.jl new file mode 100644 index 000000000..4a977d463 --- /dev/null +++ b/Store/test/runtests.jl @@ -0,0 +1,24 @@ +using Test + +using DataToolkitStore: DataToolkitStore, MonitoredFile, InventoryConfig, + CollectionInfo, SourceInfo, Checksum, StoreSource, CacheSource, Inventory, + checksum + +@testset "Checksums" begin + @test checksum(:k12, "DataToolkitStore") == + Checksum(:k12, UInt8[0xec, 0xd8, 0x57, 0xba, 0x30, 0xf4, 0x70, 0x68, 0xa2, 0x45, 0x1f, 0x97, 0xa9, 0x22, 0x42, 0x01]) + @test checksum(:sha512, "DataToolkitStore") == + Checksum(:sha512, UInt8[0x67, 0x10, 0xd5, 0x9c, 0xfc, 0xf9, 0x89, 0x15, 0x74, 0x61, 0x1b, 0x97, 0xb4, 0x19, 0x8a, 0x8f, 0xa3, 0xb3, 0x0a, 0x5b, 0x5a, 0x81, 0x17, 0xb9, 0x9e, 0x61, 0xed, 0x92, 0x68, 0xe2, 0xb5, 0x4c, 0xaa, 0x12, 0xb1, 0x14, 0x22, 0x4b, 0x8f, 0x1e, 0x54, 0xe6, 0x98, 0x7b, 0x21, 0xe7, 0x1b, 0x28, 0xb7, 0x94, 0x20, 0x2e, 0x44, 0xcd, 0x78, 0xf0, 0x54, 0x60, 0x5f, 0x83, 0xac, 0x43, 0xae, 0x9f]) + @test checksum(:sha384, "DataToolkitStore") == + Checksum(:sha384, UInt8[0x81, 0xb6, 0x09, 0xfa, 0x56, 0xc5, 0x25, 0x5f, 0xb8, 0x75, 0xd0, 0xe9, 0x1d, 0x3d, 0x16, 0xb7, 0x94, 0xaa, 0x2f, 0xda, 0x16, 0xf9, 0x37, 0x06, 0x5f, 0x4d, 0x41, 0xbf, 0xd9, 0x21, 0x59, 0x5a, 0xfa, 0x2b, 0x9d, 0xec, 0xa1, 0x91, 0x05, 0x8a, 0xc0, 0x4e, 0x6d, 0x73, 0xc2, 0x52, 0xfd, 0x9b]) + @test checksum(:sha256, "DataToolkitStore") == + Checksum(:sha256, UInt8[0x7e, 0x73, 0x08, 0x35, 0xc1, 0x17, 0x0f, 0xa0, 0xa5, 0xfb, 0x7b, 0xf0, 0xd2, 0x26, 0xfa, 0x77, 0x4b, 0xd6, 0xe0, 0x11, 0x82, 0xcb, 0xca, 0xe8, 0x77, 0xc2, 0x54, 0xf8, 0x74, 0x30, 0x27, 0x68]) + @test checksum(:sha224, "DataToolkitStore") == + Checksum(:sha224, UInt8[0xb6, 0xd9, 0x3d, 0x0f, 0xae, 0xe0, 0x4f, 0x9e, 0x8f, 0x3e, 0x06, 0x22, 0x50, 0x7c, 0x00, 0x9b, 0x68, 0x9b, 0x84, 0xc2, 0x27, 0xf3, 0xd3, 0xee, 0xcd, 0xdf, 0x63, 0x9d]) + @test checksum(:sha1, "DataToolkitStore") == + Checksum(:sha1, UInt8[0x34, 0xc9, 0xf8, 0x3f, 0x10, 0x11, 0x77, 0xdc, 0x2e, 0x40, 0x9f, 0xaa, 0x88, 0xad, 0xa8, 0xb2, 0x38, 0x58, 0xe2, 0x7b]) + @test checksum(:md5, "DataToolkitStore") == + Checksum(:md5, UInt8[0x2c, 0xd6, 0x92, 0x26, 0xc8, 0xe9, 0x15, 0xe9, 0xda, 0xbb, 0x7f, 0xaa, 0xaa, 0x58, 0x7f, 0x6d]) + @test checksum(:crc32c, "DataToolkitStore") == + Checksum(:crc32c, UInt8[0xea, 0xbc, 0x8a, 0x08]) +end diff --git a/docs/.nojekyll b/docs/.nojekyll new file mode 100644 index 000000000..e69de29bb diff --git a/docs/assets/default/flexsearch.bundle.js b/docs/assets/default/flexsearch.bundle.js new file mode 100644 index 000000000..4f6893ccb --- /dev/null +++ b/docs/assets/default/flexsearch.bundle.js @@ -0,0 +1,33 @@ +/**! + * FlexSearch.js v0.7.2 (Bundle) + * Copyright 2018-2021 Nextapps GmbH + * Author: Thomas Wilkerling + * Licence: Apache-2.0 + * https://github.com/nextapps-de/flexsearch + */ + (function _f(self){'use strict';try{if(module)self=module}catch(e){}self._factory=_f;var t;function u(a){return"undefined"!==typeof a?a:!0}function aa(a){const b=Array(a);for(let c=0;c=this.B&&(w||!n[l])){var f=L(q,d,r),g="";switch(this.G){case "full":if(3f;h--)if(h-f>=this.B){var k=L(q,d,r,e,f);g=l.substring(f,h);M(this,n,g,k,a,c)}break}case "reverse":if(2=this.B&&M(this,n, + g,L(q,d,r,e,h),a,c);g=""}case "forward":if(1=this.B&&M(this,n,g,f,a,c);break}default:if(this.C&&(f=Math.min(f/this.C(b,l,r)|0,q-1)),M(this,n,l,f,a,c),w&&1=this.B&&!e[l]){e[l]=1;const p=this.l&&l>f;M(this,m,p?f:l,L(g+(d/2>g?0:1),d,r,h-1,k-1),a,c,p?l:f)}}}}this.m||(this.register[a]=1)}}return this}; + function L(a,b,c,d,e){return c&&1=this.B&&!c[q])if(this.s||f||this.map[q])k[w++]=q,c[q]=1;else return d;a=k;e=a.length}if(!e)return d;b||(b=100);h=this.depth&&1=d)))break;if(n){if(f)return ta(k,d,0);b[b.length]=k;return}}return!c&&k}function ta(a,b,c){a=1===a.length?a[0]:[].concat.apply([],a);return c||a.length>b?a.slice(c,c+b):a} + function ua(a,b,c,d){c?(d=d&&b>c,a=(a=a[d?b:c])&&a[d?c:b]):a=a[b];return a}t.contain=function(a){return!!this.register[a]};t.update=function(a,b){return this.remove(a).add(a,b)}; + t.remove=function(a,b){const c=this.register[a];if(c){if(this.m)for(let d=0,e;db||c)e=e.slice(c,c+b);d&&(e=za.call(this,e));return{tag:a,result:e}}}function za(a){const b=Array(a.length);for(let c=0,d;c { + return new Promise((resolve, reject) => { + fetch(`${rootPath}search-data/${key}.json`).then(r => { + if (r && r.ok) { + r.json().then(idx => { + flexsearchIdx.import(key, idx) + resolve() + }).catch(() => { + reject() + }) + } else { + reject() + } + }).catch(() => { + reject() + }) + }) + }) + + Promise.all(promises).then(() => { + input.setAttribute('placeholder', 'Search...') + successfullyLoadedIndex = true + }).catch(() => { + input.setAttribute('placeholder', 'Error loading search data...') + successfullyLoadedIndex = false + }) + } + + function registerSearchListener() { + const input = document.getElementById('search-input') + const suggestions = document.getElementById('search-result-container') + + let lastQuery = '' + + function runSearch() { + if (successfullyLoadedIndex === null) { + loadIndex(flexsearchIdx) + } else if (successfullyLoadedIndex === false) { + return + } + const query = input.value + + if (flexsearchIdx && query !== lastQuery) { + lastQuery = query + + console.time('search') + let results = flexsearchIdx.search(query, { + limit: MAX_RESULTS, + enrich: true + }) + console.timeEnd('search') + + if (results.length > 0) { + buildResults(results[0].result.map(r => r.doc)) + } else { + suggestions.classList.add('hidden') + } + } + } + + input.addEventListener('keyup', ev => { + runSearch() + }) + + input.addEventListener('keydown', ev => { + if (ev.key === 'ArrowDown') { + suggestions.firstChild.firstChild.focus() + ev.preventDefault() + return + } else if (ev.key === 'ArrowUp') { + suggestions.lastChild.firstChild.focus() + ev.preventDefault() + return + } + }) + + suggestions.addEventListener('keydown', ev => { + if (ev.target.dataset.index !== undefined) { + const li = ev.target.parentElement + if (ev.key === 'ArrowDown') { + const el = li.nextSibling + if (el) { + el.firstChild.focus() + ev.preventDefault() + } else { + input.focus() + } + } else if (ev.key === 'ArrowUp') { + const el = li.previousSibling + if (el) { + el.firstChild.focus() + ev.preventDefault() + } else { + input.focus() + } + } + } + }) + + input.addEventListener('focus', ev => { + runSearch() + }) + } + + function buildResults(results) { + const suggestions = document.getElementById('search-result-container') + + suggestions.classList.remove('hidden') + + console.log(results) + + const children = results.slice(0, MAX_RESULTS - 1).map((r, i) => { + const entry = document.createElement('li') + entry.classList.add('suggestion') + const link = document.createElement('a') + link.setAttribute('href', r.ref) + link.dataset.index = i + const page = document.createElement('span') + page.classList.add('page-title') + page.innerText = r.pagetitle + const section = document.createElement('span') + section.innerText = ' > ' + r.title + section.classList.add('section-title') + link.appendChild(page) + link.appendChild(section) + entry.appendChild(link) + return entry + }) + suggestions.replaceChildren( + ...children + ) + } + + function initialize() { + registerSearchListener() + + document.body.addEventListener('keydown', ev => { + if (document.activeElement === document.body && (ev.key === '/' || ev.key === 's')) { + document.getElementById('search-input').focus() + ev.preventDefault() + } + }) + } + + if (document.readyState === 'loading') { + document.addEventListener('DOMContentLoaded', initialize) + } else { + initialize() + }; +})() diff --git a/docs/assets/default/multidoc.css b/docs/assets/default/multidoc.css new file mode 100644 index 000000000..29472c196 --- /dev/null +++ b/docs/assets/default/multidoc.css @@ -0,0 +1,266 @@ +html { + --navbar-height: 55px; + scroll-padding-top: calc(var(--navbar-height) + 1rem); +} + +#multi-page-nav { + width: 100%; + height: var(--navbar-height); + z-index: 10; + padding: 0 1rem; + position: sticky; + display: flex; + top: 0; + background-color: whitesmoke; + border-bottom: 1px solid #dbdbdb; +} + +html.theme--documenter-dark #multi-page-nav { + background-color: #282f2f; + border-bottom: 1px solid #5e6d6f; +} + +#multi-page-nav #nav-items { + display: flex; + flex-grow: 1; + flex-wrap: wrap; +} + +#multi-page-nav #multidoc-toggler { + display: none; + margin-left: auto; + font-size: 24px; + height: var(--navbar-height); + padding: 0; + fill: white; + cursor: pointer; + border: none; + background: none; + padding-inline: none; +} + +#multi-page-nav #multidoc-toggler > svg { + line-height: unset; + width: 24px; + height: 24px; +} + +#multi-page-nav>* { + display: inline-block; +} + +#multi-page-nav .brand { + margin-right: 1.5rem; + height: var(--navbar-height); +} + +#multi-page-nav .brand img { + position: relative; + top: 50%; + transform: translateY(-50%); + max-height: calc(var(--navbar-height) - 15px); +} + +#multi-page-nav .nav-item { + padding: 0 0.75rem; + line-height: var(--navbar-height); + font-size: 1.1em; + display: inline-block; + margin: 0; +} + +#multi-page-nav .dropdown-label { + cursor: pointer; + color: inherit; + opacity: 0.75; + border: none; + text-align: left; + background: none; + padding: 0 12px; +} + +#multi-page-nav .nav-expanded .dropdown-label { + text-decoration: underline; +} + +#multi-page-nav .dropdown-label::after { + content: ""; + margin-left: 5px; + + /* caret down */ + display: inline-block; + vertical-align: 0.2em; + border-top: .3em solid; + border-right: .3em solid transparent; + border-bottom: 0; + border-left: .3em solid transparent; +} + +#multi-page-nav .nav-expanded .dropdown-label::after { + /* caret up */ + border-top: 0; + border-bottom: .3em solid; +} + +#multi-page-nav .dropdown-label:hover { + color: inherit; + opacity: 1; +} + +#multi-page-nav .nav-dropdown-container { + background-color: #485353; + border: 1px solid #5e6d6f; + border-radius: 5px; + margin-top: -5px; + line-height: 30px; + padding: 5px 0; + + position: absolute; + display: none; +} + +#multi-page-nav .nav-dropdown-container .nav-item:hover { + background-color: #282f2f; +} + +#multi-page-nav .nav-expanded .nav-dropdown-container { + display: block; +} + +#multi-page-nav .nav-mega-dropdown-container { + width: 100vw; + left: 0; + padding: 1em 2em; + border-radius: 0; + border: none; + margin-top: 0; + grid-template-columns: repeat(auto-fill, minmax(300px, 1fr)); +} + +#multi-page-nav .nav-mega-dropdown-container .nav-mega-column { + margin: 1em 2em; +} + +#multi-page-nav .nav-mega-dropdown-container .column-header { + color: inherit; + opacity: 1; + font-size: 16px; + padding: 5px; + margin: 0; +} + +#multi-page-nav .nav-expanded .nav-mega-dropdown-container { + display: grid; +} + +#multi-page-nav .nav-dropdown-container a.nav-link { + color: inherit; + opacity: 0.75; + line-height: 30px; + padding: 0 1em; + text-transform: none; + width: 100%; +} + +#multi-page-nav .nav-dropdown-container a.nav-link:hover { + color: inherit; + opacity: 1; +} + +#multi-page-nav a.nav-link { + color: inherit; + opacity: 0.75; +} + +#multi-page-nav a.nav-link:hover { + color: inherit; + opacity: 1; +} + +#multi-page-nav a.active.nav-link { + color: inherit; + opacity: 1; + font-weight: bold; +} + +#multi-page-nav .column-content { + padding: 0; +} + +/* Documenter css tweaks */ +.docs-sidebar { + padding-top: calc(var(--navbar-height) + 1rem) !important; +} + +.docs-sidebar { + top: 0; +} + +@media screen and (max-width: 1055px) { + #multi-page-nav { + position: sticky; + top: 0; + padding: 0 1rem; + height: unset; + min-height: var(--navbar-height); + transition-property: top, box-shadow; + -webkit-transition-property: top, box-shadow; + transition-duration: 0.3s; + -webkit-transition-duration: 0.3s; + } + + #multi-page-nav #nav-items { + flex-direction: column; + margin-top: 1.5em; + flex-wrap: nowrap; + } + + #multi-page-nav .hidden-on-mobile { + display: none!important; + } + + #multi-page-nav .nav-item { + line-height: unset; + padding: 0 0 1em 0; + width: 100%; + } + + #multi-page-nav #multidoc-toggler { + display: inline-block; + } + + #multi-page-nav.headroom--not-top { + box-shadow: 0.2rem 0rem 0.4rem #bbb; + transition-duration: 0.7s; + -webkit-transition-duration: 0.7s; + } + + #multi-page-nav.headroom--unpinned.headroom--not-top.headroom--not-bottom { + top: -100vh; + transition-duration: 0.7s; + -webkit-transition-duration: 0.7s; + } + + #multi-page-nav .nav-dropdown-container { + position: relative; + margin-bottom: 1em; + } + + #multi-page-nav .nav-mega-dropdown-container { + width: unset; + padding: 1em; + } + + #multi-page-nav .nav-mega-dropdown-container .nav-mega-column { + margin: 1em; + } + + #documenter .docs-main header.docs-navbar.headroom--unpinned.headroom--not-top.headroom--not-bottom { + top: -100vh; + } + + #documenter .docs-main header.docs-navbar { + top: var(--navbar-height); + } +} + diff --git a/docs/assets/default/multidoc_injector.js b/docs/assets/default/multidoc_injector.js new file mode 100644 index 000000000..6866f41e7 --- /dev/null +++ b/docs/assets/default/multidoc_injector.js @@ -0,0 +1,31 @@ +function multidocInjector() { + document + .getElementById("multidoc-toggler") + .addEventListener("click", function () { + document.getElementById("nav-items").classList.toggle("hidden-on-mobile"); + }); + document.body.addEventListener("click", function (ev) { + const thisIsExpanded = ev.target.matches(".nav-expanded > .dropdown-label"); + if (!ev.target.matches(".nav-dropdown-container")) { + Array.prototype.forEach.call( + document.getElementsByClassName("dropdown-label"), + function (el) { + el.parentElement.classList.remove("nav-expanded"); + } + ); + } + if (!thisIsExpanded && ev.target.matches(".dropdown-label")) { + ev.target.parentElement.classList.add("nav-expanded"); + } + }); +} + +if ( + document.readyState === "complete" || + document.readyState === "interactive" +) { + // call on next available tick + setTimeout(multidocInjector, 1); +} else { + document.addEventListener("DOMContentLoaded", multidocInjector); +} diff --git a/docs/assets/default/stork.css b/docs/assets/default/stork.css new file mode 100644 index 000000000..ddc0cdda4 --- /dev/null +++ b/docs/assets/default/stork.css @@ -0,0 +1,219 @@ +#multi-page-nav .search { + margin-left: auto; + font-size: 16px; +} + +.stork-wrapper { + position: relative; + font-family: inherit; + box-sizing: border-box; + font-size: 1em; + + display: inline-block; + line-height: initial; + + --stork-blue-2: #a5d8ff; + --stork-blue-3: #74c0fc; + --stork-blue-4: #4dabf7; + --stork-blue-5: #339af0; + --stork-blue-7: #1c7ed6; + --stork-gray-8: #343a40; + --stork-gray-9: #212529; + --stork-yellow-2: #ffec99; + + --stork-border-color: #666; + --stork-background-color: hsla(0, 0%, 97%); + --stork-text-color: var(--stork-gray-9); + + --stork-input-border-radius: 3px; +} + +.stork-wrapper *, +.stork-wrapper *:before, +.stork-wrapper *:after { + box-sizing: border-box; +} + +.stork-wrapper .stork-input { + width: 100%; + font-size: 1em; + padding: 0.2em 0.6em; + position: relative; + box-shadow: inset 0 0.1em 0.3em hsla(0, 0%, 0%, 0.1); + border: 1px solid var(--stork-border-color); + border-radius: var(--stork-input-border-radius); + background-color: unset; + color: var(--stork-text-color); + font-family: inherit; +} + +.stork-wrapper .stork-input::placeholder { + color: #999; +} +.stork-wrapper:focus-within .stork-input { + background-color: var(--stork-background-color); +} + +.stork-wrapper .stork-input:focus { + outline: none; +} + +.stork-wrapper .stork-progress { + position: absolute; + display: block; + content: ""; + bottom: 1px; + background-color: var(--stork-blue-5); + box-shadow: 0 0 8px var(--stork-blue-4); + height: 1px; + transition: width 0.25s ease, opacity 0.4s ease 0.4s; + margin-left: var(--stork-input-border-radius); + max-width: calc(100% - 2 * var(--stork-input-border-radius)); +} + +.stork-wrapper .stork-output { + line-height: initial; + position: absolute; + width: max(50vw, 100%); + right: 0; + margin-top: 0.5em; + border-radius: 4px; + display: flex; + flex-direction: column; + z-index: 100; + color: var(--stork-text-color); + font-weight: 400; + font-family: inherit; +} + +.stork-wrapper .stork-attribution a:link, +.stork-wrapper .stork-attribution a:visited { + color: var(--stork-blue-7); +} + +.stork-wrapper .stork-output-visible { + border: 1px solid var(--stork-border-color); + box-shadow: 0px 0.4px 2.2px rgba(0, 0, 0, 0.011), + 0px 1px 5.3px rgba(0, 0, 0, 0.016), 0px 1.9px 10px rgba(0, 0, 0, 0.02), + 0px 3.4px 17.9px rgba(0, 0, 0, 0.024), 0px 6.2px 33.4px rgba(0, 0, 0, 0.029), + 0px 15px 80px rgba(0, 0, 0, 0.04); + background: var(--stork-background-color); +} + +.stork-wrapper .stork-message { + width: 100%; + padding: 0.5em 1em; + color: var(--stork-text-color); +} + +.stork-wrapper .stork-attribution { + width: 100%; + padding: 0.5em 1em; + font-size: 0.8em; + color: var(--stork-text-color); +} + +.stork-wrapper .stork-results { + margin: 0; + padding: 0; + width: 100%; + list-style-type: none; + max-height: 25em; + overflow-y: scroll; + border-top: 1px solid var(--stork-border-color); + border-bottom: 1px solid var(--stork-border-color); + box-shadow: inset 0em 0.7em 0.2em -0.5em hsla(0, 0%, 0%, 0.08), + inset 0em -0.7em 0.2em -0.5em hsla(0, 0%, 0%, 0.08); +} + +.stork-wrapper .stork-result:not(:last-child) { + border-bottom: 1px solid var(--stork-border-color); +} + +.stork-wrapper .stork-result.selected { + background: var(--stork-blue-2); +} + +.stork-wrapper .stork-result a:link { + padding: 1em; + display: block; + color: currentcolor; + text-decoration: none; +} + +.stork-wrapper .stork-result p { + margin: 0; +} + +.stork-wrapper .stork-title { + font-weight: bold; + font-size: 0.95em; + margin: 0; + color: var(--stork-text-color); + + /* Flexbox container for the title and the score, when debugging */ + display: flex; + justify-content: space-between; +} + +.stork-wrapper .stork-excerpt-container { + margin-top: 0.75em; +} + +.stork-wrapper .stork-excerpt { + font-size: 0.8em; + line-height: 1; + margin: 0; + color: var(--stork-gray-8); + + /* Flexbox container for the title and the score, when debugging */ + display: flex; + justify-content: space-between; +} + +.stork-wrapper .stork-excerpt:not(:last-of-type) { + margin-bottom: 0.6em; +} + +.stork-wrapper .stork-highlight { + background-color: var(--stork-yellow-2); + padding: 0 0.1em; +} + +.stork-wrapper .stork-error { + outline: 2px solid #c92a2a; +} + +.stork-wrapper .stork-close-button { + position: absolute; + right: 0; + margin: 0 0.3em; + height: 1.2em; + width: 1.2em; + padding: 0px; + background: linear-gradient(to bottom, + hsl(0, 0%, 85%) 0%, + hsl(0, 0%, 83%) 100%); + border: 1px solid hsla(0, 0%, 50%, 0.3); + font-size: 1em; + color: hsl(0, 0%, 50%); + border-radius: 15%; + line-height: 1; + top: 50%; + transform: translateY(-50%); +} + +.stork-wrapper .stork-close-button svg { + width: 0.8em; + position: relative; + top: 1px; +} + +.stork-wrapper .stork-close-button:hover { + background: hsla(0, 0%, 78%); + cursor: pointer; +} + +.stork-wrapper .stork-close-button:active { + background: hsla(0, 0%, 65%); +} \ No newline at end of file diff --git a/docs/assets/default/stork.js b/docs/assets/default/stork.js new file mode 100644 index 000000000..b464ecd54 --- /dev/null +++ b/docs/assets/default/stork.js @@ -0,0 +1,2 @@ +var stork;(()=>{"use strict";var e={214:(e,t,n)=>{let r;n.r(t),n.d(t,{default:()=>_,wasm_register_index:()=>v,wasm_search:()=>y,wasm_stork_version:()=>w});const o=new Array(32).fill(void 0);function s(e){return o[e]}o.push(void 0,null,!0,!1);let i=o.length;let a=0,l=null;function u(){return 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b/docs/common/.documenter-siteinfo.json @@ -0,0 +1 @@ +{"documenter":{"julia_version":"1.10.5","generation_timestamp":"2024-09-29T08:40:37","documenter_version":"1.7.0"}} \ No newline at end of file diff --git a/docs/common/assets/documenter.js b/docs/common/assets/documenter.js new file mode 100644 index 000000000..82252a11d --- /dev/null +++ b/docs/common/assets/documenter.js @@ -0,0 +1,1064 @@ +// Generated by Documenter.jl +requirejs.config({ + paths: { + 'highlight-julia': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/languages/julia.min', + 'headroom': 'https://cdnjs.cloudflare.com/ajax/libs/headroom/0.12.0/headroom.min', + 'jqueryui': 'https://cdnjs.cloudflare.com/ajax/libs/jqueryui/1.13.2/jquery-ui.min', + 'katex-auto-render': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/contrib/auto-render.min', + 'jquery': 'https://cdnjs.cloudflare.com/ajax/libs/jquery/3.7.0/jquery.min', + 'headroom-jquery': 'https://cdnjs.cloudflare.com/ajax/libs/headroom/0.12.0/jQuery.headroom.min', + 'katex': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min', + 'highlight': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/highlight.min', + 'highlight-julia-repl': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/languages/julia-repl.min', + }, + shim: { + "highlight-julia": { + "deps": [ + "highlight" + ] + }, + "katex-auto-render": { + "deps": [ + "katex" + ] + }, + "headroom-jquery": { + "deps": [ + "jquery", + "headroom" + ] + }, + "highlight-julia-repl": { + "deps": [ + "highlight" + ] + } +} +}); +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'katex', 'katex-auto-render'], function($, katex, renderMathInElement) { +$(document).ready(function() { + renderMathInElement( + document.body, + { + "delimiters": [ + { + "left": "$", + "right": "$", + "display": false + }, + { + "left": "$$", + "right": "$$", + "display": true + }, + { + "left": "\\[", + "right": "\\]", + "display": true + } + ] +} + + ); +}) + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'highlight', 'highlight-julia', 'highlight-julia-repl'], function($) { +$(document).ready(function() { + hljs.highlightAll(); +}) + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +let timer = 0; +var isExpanded = true; + +$(document).on( + "click", + ".docstring .docstring-article-toggle-button", + function () { + let articleToggleTitle = "Expand docstring"; + const parent = $(this).parent(); + + debounce(() => { + if (parent.siblings("section").is(":visible")) { + parent + .find("a.docstring-article-toggle-button") + .removeClass("fa-chevron-down") + .addClass("fa-chevron-right"); + } else { + parent + .find("a.docstring-article-toggle-button") + .removeClass("fa-chevron-right") + .addClass("fa-chevron-down"); + + articleToggleTitle = "Collapse docstring"; + } + + parent + .children(".docstring-article-toggle-button") + .prop("title", articleToggleTitle); + parent.siblings("section").slideToggle(); + }); + } +); + +$(document).on("click", ".docs-article-toggle-button", function (event) { + let articleToggleTitle = "Expand docstring"; + let navArticleToggleTitle = "Expand all docstrings"; + let animationSpeed = event.noToggleAnimation ? 0 : 400; + + debounce(() => { + if (isExpanded) { + $(this).removeClass("fa-chevron-up").addClass("fa-chevron-down"); + $("a.docstring-article-toggle-button") + .removeClass("fa-chevron-down") + .addClass("fa-chevron-right"); + + isExpanded = false; + + $(".docstring section").slideUp(animationSpeed); + } else { + $(this).removeClass("fa-chevron-down").addClass("fa-chevron-up"); + $("a.docstring-article-toggle-button") + .removeClass("fa-chevron-right") + .addClass("fa-chevron-down"); + + isExpanded = true; + articleToggleTitle = "Collapse docstring"; + navArticleToggleTitle = "Collapse all docstrings"; + + $(".docstring section").slideDown(animationSpeed); + } + + $(this).prop("title", navArticleToggleTitle); + $(".docstring-article-toggle-button").prop("title", articleToggleTitle); + }); +}); + +function debounce(callback, timeout = 300) { + if (Date.now() - timer > timeout) { + callback(); + } + + clearTimeout(timer); + + timer = Date.now(); +} + +}) +//////////////////////////////////////////////////////////////////////////////// +require([], function() { +function addCopyButtonCallbacks() { + for (const el of document.getElementsByTagName("pre")) { + const button = document.createElement("button"); + button.classList.add("copy-button", "fa-solid", "fa-copy"); + button.setAttribute("aria-label", "Copy this code block"); + button.setAttribute("title", "Copy"); + + el.appendChild(button); + + const success = function () { + button.classList.add("success", "fa-check"); + button.classList.remove("fa-copy"); + }; + + const failure = function () { + button.classList.add("error", "fa-xmark"); + button.classList.remove("fa-copy"); + }; + + button.addEventListener("click", function () { + copyToClipboard(el.innerText).then(success, failure); + + setTimeout(function () { + button.classList.add("fa-copy"); + button.classList.remove("success", "fa-check", "fa-xmark"); + }, 5000); + }); + } +} + +function copyToClipboard(text) { + // clipboard API is only available in secure contexts + if (window.navigator && window.navigator.clipboard) { + return window.navigator.clipboard.writeText(text); + } else { + return new Promise(function (resolve, reject) { + try { + const el = document.createElement("textarea"); + el.textContent = text; + el.style.position = "fixed"; + el.style.opacity = 0; + document.body.appendChild(el); + el.select(); + document.execCommand("copy"); + + resolve(); + } catch (err) { + reject(err); + } finally { + document.body.removeChild(el); + } + }); + } +} + +if (document.readyState === "loading") { + document.addEventListener("DOMContentLoaded", addCopyButtonCallbacks); +} else { + addCopyButtonCallbacks(); +} + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'headroom', 'headroom-jquery'], function($, Headroom) { + +// Manages the top navigation bar (hides it when the user starts scrolling down on the +// mobile). +window.Headroom = Headroom; // work around buggy module loading? +$(document).ready(function () { + $("#documenter .docs-navbar").headroom({ + tolerance: { up: 10, down: 10 }, + }); +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +$(document).ready(function () { + let meta = $("div[data-docstringscollapsed]").data(); + + if (meta?.docstringscollapsed) { + $("#documenter-article-toggle-button").trigger({ + type: "click", + noToggleAnimation: true, + }); + } +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +/* +To get an in-depth about the thought process you can refer: https://hetarth02.hashnode.dev/series/gsoc + +PSEUDOCODE: + +Searching happens automatically as the user types or adjusts the selected filters. +To preserve responsiveness, as much as possible of the slow parts of the search are done +in a web worker. Searching and result generation are done in the worker, and filtering and +DOM updates are done in the main thread. The filters are in the main thread as they should +be very quick to apply. This lets filters be changed without re-searching with minisearch +(which is possible even if filtering is on the worker thread) and also lets filters be +changed _while_ the worker is searching and without message passing (neither of which are +possible if filtering is on the worker thread) + +SEARCH WORKER: + +Import minisearch + +Build index + +On message from main thread + run search + find the first 200 unique results from each category, and compute their divs for display + note that this is necessary and sufficient information for the main thread to find the + first 200 unique results from any given filter set + post results to main thread + +MAIN: + +Launch worker + +Declare nonconstant globals (worker_is_running, last_search_text, unfiltered_results) + +On text update + if worker is not running, launch_search() + +launch_search + set worker_is_running to true, set last_search_text to the search text + post the search query to worker + +on message from worker + if last_search_text is not the same as the text in the search field, + the latest search result is not reflective of the latest search query, so update again + launch_search() + otherwise + set worker_is_running to false + + regardless, display the new search results to the user + save the unfiltered_results as a global + update_search() + +on filter click + adjust the filter selection + update_search() + +update_search + apply search filters by looping through the unfiltered_results and finding the first 200 + unique results that match the filters + + Update the DOM +*/ + +/////// SEARCH WORKER /////// + +function worker_function(documenterSearchIndex, documenterBaseURL, filters) { + importScripts( + "https://cdn.jsdelivr.net/npm/minisearch@6.1.0/dist/umd/index.min.js" + ); + + let data = documenterSearchIndex.map((x, key) => { + x["id"] = key; // minisearch requires a unique for each object + return x; + }); + + // list below is the lunr 2.1.3 list minus the intersect with names(Base) + // (all, any, get, in, is, only, which) and (do, else, for, let, where, while, with) + // ideally we'd just filter the original list but it's not available as a variable + const stopWords = new Set([ + "a", + "able", + "about", + "across", + "after", + "almost", + "also", + "am", + "among", + "an", + "and", + "are", + "as", + "at", + "be", + "because", + "been", + "but", + "by", + "can", + "cannot", + "could", + "dear", + "did", + "does", + "either", + "ever", + "every", + "from", + "got", + "had", + "has", + "have", + "he", + "her", + "hers", + "him", + "his", + "how", + "however", + "i", + "if", + "into", + "it", + "its", + "just", + "least", + "like", + "likely", + "may", + "me", + "might", + "most", + "must", + "my", + "neither", + "no", + "nor", + "not", + "of", + "off", + "often", + "on", + "or", + "other", + "our", + "own", + "rather", + "said", + "say", + "says", + "she", + "should", + "since", + "so", + "some", + "than", + "that", + "the", + "their", + "them", + "then", + "there", + "these", + "they", + "this", + "tis", + "to", + "too", + "twas", + "us", + "wants", + "was", + "we", + "were", + "what", + "when", + "who", + "whom", + "why", + "will", + "would", + "yet", + "you", + "your", + ]); + + let index = new MiniSearch({ + fields: ["title", "text"], // fields to index for full-text search + storeFields: ["location", "title", "text", "category", "page"], // fields to return with results + processTerm: (term) => { + let word = stopWords.has(term) ? null : term; + if (word) { + // custom trimmer that doesn't strip @ and !, which are used in julia macro and function names + word = word + .replace(/^[^a-zA-Z0-9@!]+/, "") + .replace(/[^a-zA-Z0-9@!]+$/, ""); + + word = word.toLowerCase(); + } + + return word ?? null; + }, + // add . as a separator, because otherwise "title": "Documenter.Anchors.add!", would not + // find anything if searching for "add!", only for the entire qualification + tokenize: (string) => string.split(/[\s\-\.]+/), + // options which will be applied during the search + searchOptions: { + prefix: true, + boost: { title: 100 }, + fuzzy: 2, + }, + }); + + index.addAll(data); + + /** + * Used to map characters to HTML entities. + * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts + */ + const htmlEscapes = { + "&": "&", + "<": "<", + ">": ">", + '"': """, + "'": "'", + }; + + /** + * Used to match HTML entities and HTML characters. + * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts + */ + const reUnescapedHtml = /[&<>"']/g; + const reHasUnescapedHtml = RegExp(reUnescapedHtml.source); + + /** + * Escape function from lodash + * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts + */ + function escape(string) { + return string && reHasUnescapedHtml.test(string) + ? string.replace(reUnescapedHtml, (chr) => htmlEscapes[chr]) + : string || ""; + } + + /** + * RegX escape function from MDN + * Refer: https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Regular_Expressions#escaping + */ + function escapeRegExp(string) { + return string.replace(/[.*+?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string + } + + /** + * Make the result component given a minisearch result data object and the value + * of the search input as queryString. To view the result object structure, refer: + * https://lucaong.github.io/minisearch/modules/_minisearch_.html#searchresult + * + * @param {object} result + * @param {string} querystring + * @returns string + */ + function make_search_result(result, querystring) { + let search_divider = `
        `; + let display_link = + result.location.slice(Math.max(0), Math.min(50, result.location.length)) + + (result.location.length > 30 ? "..." : ""); // To cut-off the link because it messes with the overflow of the whole div + + if (result.page !== "") { + display_link += ` (${result.page})`; + } + searchstring = escapeRegExp(querystring); + let textindex = new RegExp(`${searchstring}`, "i").exec(result.text); + let text = + textindex !== null + ? result.text.slice( + Math.max(textindex.index - 100, 0), + Math.min( + textindex.index + querystring.length + 100, + result.text.length + ) + ) + : ""; // cut-off text before and after from the match + + text = text.length ? escape(text) : ""; + + let display_result = text.length + ? "..." + + text.replace( + new RegExp(`${escape(searchstring)}`, "i"), // For first occurrence + '$&' + ) + + "..." + : ""; // highlights the match + + let in_code = false; + if (!["page", "section"].includes(result.category.toLowerCase())) { + in_code = true; + } + + // We encode the full url to escape some special characters which can lead to broken links + let result_div = ` + +
        +
        ${escape(result.title)}
        +
        ${result.category}
        +
        +

        + ${display_result} +

        +
        + ${display_link} +
        +         + ${search_divider} + `; + + return result_div; + } + + self.onmessage = function (e) { + let query = e.data; + let results = index.search(query, { + filter: (result) => { + // Only return relevant results + return result.score >= 1; + }, + combineWith: "AND", + }); + + // Pre-filter to deduplicate and limit to 200 per category to the extent + // possible without knowing what the filters are. + let filtered_results = []; + let counts = {}; + for (let filter of filters) { + counts[filter] = 0; + } + let present = {}; + + for (let result of results) { + cat = result.category; + cnt = counts[cat]; + if (cnt < 200) { + id = cat + "---" + result.location; + if (present[id]) { + continue; + } + present[id] = true; + filtered_results.push({ + location: result.location, + category: cat, + div: make_search_result(result, query), + }); + } + } + + postMessage(filtered_results); + }; +} + +// `worker = Threads.@spawn worker_function(documenterSearchIndex)`, but in JavaScript! +const filters = [ + ...new Set(documenterSearchIndex["docs"].map((x) => x.category)), +]; +const worker_str = + "(" + + worker_function.toString() + + ")(" + + JSON.stringify(documenterSearchIndex["docs"]) + + "," + + JSON.stringify(documenterBaseURL) + + "," + + JSON.stringify(filters) + + ")"; +const worker_blob = new Blob([worker_str], { type: "text/javascript" }); +const worker = new Worker(URL.createObjectURL(worker_blob)); + +/////// SEARCH MAIN /////// + +// Whether the worker is currently handling a search. This is a boolean +// as the worker only ever handles 1 or 0 searches at a time. +var worker_is_running = false; + +// The last search text that was sent to the worker. This is used to determine +// if the worker should be launched again when it reports back results. +var last_search_text = ""; + +// The results of the last search. This, in combination with the state of the filters +// in the DOM, is used compute the results to display on calls to update_search. +var unfiltered_results = []; + +// Which filter is currently selected +var selected_filter = ""; + +$(document).on("input", ".documenter-search-input", function (event) { + if (!worker_is_running) { + launch_search(); + } +}); + +function launch_search() { + worker_is_running = true; + last_search_text = $(".documenter-search-input").val(); + worker.postMessage(last_search_text); +} + +worker.onmessage = function (e) { + if (last_search_text !== $(".documenter-search-input").val()) { + launch_search(); + } else { + worker_is_running = false; + } + + unfiltered_results = e.data; + update_search(); +}; + +$(document).on("click", ".search-filter", function () { + if ($(this).hasClass("search-filter-selected")) { + selected_filter = ""; + } else { + selected_filter = $(this).text().toLowerCase(); + } + + // This updates search results and toggles classes for UI: + update_search(); +}); + +/** + * Make/Update the search component + */ +function update_search() { + let querystring = $(".documenter-search-input").val(); + + if (querystring.trim()) { + if (selected_filter == "") { + results = unfiltered_results; + } else { + results = unfiltered_results.filter((result) => { + return selected_filter == result.category.toLowerCase(); + }); + } + + let search_result_container = ``; + let modal_filters = make_modal_body_filters(); + let search_divider = `
        `; + + if (results.length) { + let links = []; + let count = 0; + let search_results = ""; + + for (var i = 0, n = results.length; i < n && count < 200; ++i) { + let result = results[i]; + if (result.location && !links.includes(result.location)) { + search_results += result.div; + count++; + links.push(result.location); + } + } + + if (count == 1) { + count_str = "1 result"; + } else if (count == 200) { + count_str = "200+ results"; + } else { + count_str = count + " results"; + } + let result_count = `
        ${count_str}
        `; + + search_result_container = ` +
        + ${modal_filters} + ${search_divider} + ${result_count} +
        + ${search_results} +
        +
        + `; + } else { + search_result_container = ` +
        + ${modal_filters} + ${search_divider} +
        0 result(s)
        +
        +
        No result found!
        + `; + } + + if ($(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").removeClass("is-justify-content-center"); + } + + $(".search-modal-card-body").html(search_result_container); + } else { + if (!$(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").addClass("is-justify-content-center"); + } + + $(".search-modal-card-body").html(` +
        Type something to get started!
        + `); + } +} + +/** + * Make the modal filter html + * + * @returns string + */ +function make_modal_body_filters() { + let str = filters + .map((val) => { + if (selected_filter == val.toLowerCase()) { + return `${val}`; + } else { + return `${val}`; + } + }) + .join(""); + + return ` +
        + Filters: + ${str} +
        `; +} + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// Modal settings dialog +$(document).ready(function () { + var settings = $("#documenter-settings"); + $("#documenter-settings-button").click(function () { + settings.toggleClass("is-active"); + }); + // Close the dialog if X is clicked + $("#documenter-settings button.delete").click(function () { + settings.removeClass("is-active"); + }); + // Close dialog if ESC is pressed + $(document).keyup(function (e) { + if (e.keyCode == 27) settings.removeClass("is-active"); + }); +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +$(document).ready(function () { + let search_modal_header = ` +
        +
        +

        + + + + +

        +
        +
        + +
        +
        + `; + + let initial_search_body = ` +
        Type something to get started!
        + `; + + let search_modal_footer = ` +
        + + Ctrl + + / to search + + esc to close +
        + `; + + $(document.body).append( + ` + + ` + ); + + document.querySelector(".docs-search-query").addEventListener("click", () => { + openModal(); + }); + + document + .querySelector(".close-search-modal") + .addEventListener("click", () => { + closeModal(); + }); + + $(document).on("click", ".search-result-link", function () { + closeModal(); + }); + + document.addEventListener("keydown", (event) => { + if ((event.ctrlKey || event.metaKey) && event.key === "/") { + openModal(); + } else if (event.key === "Escape") { + closeModal(); + } + + return false; + }); + + // Functions to open and close a modal + function openModal() { + let searchModal = document.querySelector("#search-modal"); + + searchModal.classList.add("is-active"); + document.querySelector(".documenter-search-input").focus(); + } + + function closeModal() { + let searchModal = document.querySelector("#search-modal"); + let initial_search_body = ` +
        Type something to get started!
        + `; + + searchModal.classList.remove("is-active"); + document.querySelector(".documenter-search-input").blur(); + + if (!$(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").addClass("is-justify-content-center"); + } + + $(".documenter-search-input").val(""); + $(".search-modal-card-body").html(initial_search_body); + } + + document + .querySelector("#search-modal .modal-background") + .addEventListener("click", () => { + closeModal(); + }); +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// Manages the showing and hiding of the sidebar. +$(document).ready(function () { + var sidebar = $("#documenter > .docs-sidebar"); + var sidebar_button = $("#documenter-sidebar-button"); + sidebar_button.click(function (ev) { + ev.preventDefault(); + sidebar.toggleClass("visible"); + if (sidebar.hasClass("visible")) { + // Makes sure that the current menu item is visible in the sidebar. + $("#documenter .docs-menu a.is-active").focus(); + } + }); + $("#documenter > .docs-main").bind("click", function (ev) { + if ($(ev.target).is(sidebar_button)) { + return; + } + if (sidebar.hasClass("visible")) { + sidebar.removeClass("visible"); + } + }); +}); + +// Resizes the package name / sitename in the sidebar if it is too wide. +// Inspired by: https://github.com/davatron5000/FitText.js +$(document).ready(function () { + e = $("#documenter .docs-autofit"); + function resize() { + var L = parseInt(e.css("max-width"), 10); + var L0 = e.width(); + if (L0 > L) { + var h0 = parseInt(e.css("font-size"), 10); + e.css("font-size", (L * h0) / L0); + // TODO: make sure it survives resizes? + } + } + // call once and then register events + resize(); + $(window).resize(resize); + $(window).on("orientationchange", resize); +}); + +// Scroll the navigation bar to the currently selected menu item +$(document).ready(function () { + var sidebar = $("#documenter .docs-menu").get(0); + var active = $("#documenter .docs-menu .is-active").get(0); + if (typeof active !== "undefined") { + sidebar.scrollTop = active.offsetTop - sidebar.offsetTop - 15; + } +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// Theme picker setup +$(document).ready(function () { + // onchange callback + $("#documenter-themepicker").change(function themepick_callback(ev) { + var themename = $("#documenter-themepicker option:selected").attr("value"); + if (themename === "auto") { + // set_theme(window.matchMedia('(prefers-color-scheme: dark)').matches ? 'dark' : 'light'); + window.localStorage.removeItem("documenter-theme"); + } else { + // set_theme(themename); + window.localStorage.setItem("documenter-theme", themename); + } + // We re-use the global function from themeswap.js to actually do the swapping. + set_theme_from_local_storage(); + }); + + // Make sure that the themepicker displays the correct theme when the theme is retrieved + // from localStorage + if (typeof window.localStorage !== "undefined") { + var theme = window.localStorage.getItem("documenter-theme"); + if (theme !== null) { + $("#documenter-themepicker option").each(function (i, e) { + e.selected = e.value === theme; + }); + } + } +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// update the version selector with info from the siteinfo.js and ../versions.js files +$(document).ready(function () { + // If the version selector is disabled with DOCUMENTER_VERSION_SELECTOR_DISABLED in the + // siteinfo.js file, we just return immediately and not display the version selector. + if ( + typeof DOCUMENTER_VERSION_SELECTOR_DISABLED === "boolean" && + DOCUMENTER_VERSION_SELECTOR_DISABLED + ) { + return; + } + + var version_selector = $("#documenter .docs-version-selector"); + var version_selector_select = $("#documenter .docs-version-selector select"); + + version_selector_select.change(function (x) { + target_href = version_selector_select + .children("option:selected") + .get(0).value; + window.location.href = target_href; + }); + + // add the current version to the selector based on siteinfo.js, but only if the selector is empty + if ( + typeof DOCUMENTER_CURRENT_VERSION !== "undefined" && + $("#version-selector > option").length == 0 + ) { + var option = $( + "" + ); + version_selector_select.append(option); + } + + if (typeof DOC_VERSIONS !== "undefined") { + var existing_versions = version_selector_select.children("option"); + var existing_versions_texts = 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kbd.button.is-inverted{background-color:#fff;color:#414559}html.theme--catppuccin-frappe .button.is-dark.is-inverted:hover,html.theme--catppuccin-frappe .content kbd.button.is-inverted:hover,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-hovered,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-frappe .button.is-dark.is-inverted[disabled],html.theme--catppuccin-frappe .content kbd.button.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-dark.is-inverted,fieldset[disabled] html.theme--catppuccin-frappe .content kbd.button.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#414559}html.theme--catppuccin-frappe .button.is-dark.is-loading::after,html.theme--catppuccin-frappe .content kbd.button.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe 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html.theme--catppuccin-frappe .content kbd.button.is-outlined{background-color:transparent;border-color:#414559;box-shadow:none;color:#414559}html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined.is-focused{background-color:#fff;color:#414559}html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #414559 #414559 !important}html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined[disabled],html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined,fieldset[disabled] html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-frappe .button.is-primary,html.theme--catppuccin-frappe .docstring>section>a.button.docs-sourcelink{background-color:#8caaee;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-primary:hover,html.theme--catppuccin-frappe .docstring>section>a.button.docs-sourcelink:hover,html.theme--catppuccin-frappe .button.is-primary.is-hovered,html.theme--catppuccin-frappe .docstring>section>a.button.is-hovered.docs-sourcelink{background-color:#81a2ec;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-primary:focus,html.theme--catppuccin-frappe 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!important}html.theme--catppuccin-frappe .button.is-info.is-outlined{background-color:transparent;border-color:#81c8be;color:#81c8be}html.theme--catppuccin-frappe .button.is-info.is-outlined:hover,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-info.is-outlined:focus,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-focused{background-color:#81c8be;border-color:#81c8be;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading::after{border-color:transparent transparent #81c8be #81c8be !important}html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) 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.button.is-success{background-color:#a6d189;border-color:#a6d189;box-shadow:none}html.theme--catppuccin-frappe .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-inverted:hover,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-success.is-outlined{background-color:transparent;border-color:#a6d189;color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-outlined:hover,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-success.is-outlined:focus,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-focused{background-color:#a6d189;border-color:#a6d189;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #a6d189 #a6d189 !important}html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-success.is-outlined{background-color:transparent;border-color:#a6d189;box-shadow:none;color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #a6d189 #a6d189 !important}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-light{background-color:#f4f9f0;color:#446a29}html.theme--catppuccin-frappe .button.is-success.is-light:hover,html.theme--catppuccin-frappe .button.is-success.is-light.is-hovered{background-color:#edf6e7;border-color:transparent;color:#446a29}html.theme--catppuccin-frappe .button.is-success.is-light:active,html.theme--catppuccin-frappe .button.is-success.is-light.is-active{background-color:#e6f2de;border-color:transparent;color:#446a29}html.theme--catppuccin-frappe 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.button.is-warning.is-outlined{background-color:transparent;border-color:#e5c890;box-shadow:none;color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe 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.button.is-danger.is-outlined.is-focused{background-color:#e78284;border-color:#e78284;color:#fff}html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #e78284 #e78284 !important}html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger.is-outlined{background-color:transparent;border-color:#e78284;box-shadow:none;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #e78284 #e78284 !important}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-frappe .button.is-danger.is-light{background-color:#fceeee;color:#9a1e20}html.theme--catppuccin-frappe .button.is-danger.is-light:hover,html.theme--catppuccin-frappe .button.is-danger.is-light.is-hovered{background-color:#fae3e4;border-color:transparent;color:#9a1e20}html.theme--catppuccin-frappe .button.is-danger.is-light:active,html.theme--catppuccin-frappe .button.is-danger.is-light.is-active{background-color:#f8d8d9;border-color:transparent;color:#9a1e20}html.theme--catppuccin-frappe .button.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-frappe .button.is-small:not(.is-rounded),html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-frappe .button.is-normal{font-size:1rem}html.theme--catppuccin-frappe .button.is-medium{font-size:1.25rem}html.theme--catppuccin-frappe .button.is-large{font-size:1.5rem}html.theme--catppuccin-frappe .button[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button{background-color:#737994;border-color:#626880;box-shadow:none;opacity:.5}html.theme--catppuccin-frappe .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-frappe .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-frappe .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-frappe .button.is-static{background-color:#292c3c;border-color:#626880;color:#838ba7;box-shadow:none;pointer-events:none}html.theme--catppuccin-frappe .button.is-rounded,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-frappe .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-frappe .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-frappe .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-frappe .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-frappe .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-frappe .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-frappe .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-frappe .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-frappe .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-frappe .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-frappe .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-frappe .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-frappe .buttons.has-addons .button:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-frappe .buttons.has-addons .button:focus,html.theme--catppuccin-frappe .buttons.has-addons .button.is-focused,html.theme--catppuccin-frappe .buttons.has-addons .button:active,html.theme--catppuccin-frappe .buttons.has-addons .button.is-active,html.theme--catppuccin-frappe .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-frappe .buttons.has-addons .button:focus:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-frappe .buttons.has-addons .button:active:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-frappe .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-frappe .buttons.is-centered{justify-content:center}html.theme--catppuccin-frappe .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-frappe .buttons.is-right{justify-content:flex-end}html.theme--catppuccin-frappe .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--catppuccin-frappe .button.is-responsive.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--catppuccin-frappe .button.is-responsive,html.theme--catppuccin-frappe .button.is-responsive.is-normal{font-size:.65625rem}html.theme--catppuccin-frappe .button.is-responsive.is-medium{font-size:.75rem}html.theme--catppuccin-frappe .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--catppuccin-frappe .button.is-responsive.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--catppuccin-frappe .button.is-responsive,html.theme--catppuccin-frappe .button.is-responsive.is-normal{font-size:.75rem}html.theme--catppuccin-frappe .button.is-responsive.is-medium{font-size:1rem}html.theme--catppuccin-frappe .button.is-responsive.is-large{font-size:1.25rem}}html.theme--catppuccin-frappe .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--catppuccin-frappe .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--catppuccin-frappe .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--catppuccin-frappe .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--catppuccin-frappe .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--catppuccin-frappe .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-frappe .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-frappe .content li+li{margin-top:0.25em}html.theme--catppuccin-frappe .content p:not(:last-child),html.theme--catppuccin-frappe .content dl:not(:last-child),html.theme--catppuccin-frappe .content ol:not(:last-child),html.theme--catppuccin-frappe .content ul:not(:last-child),html.theme--catppuccin-frappe .content blockquote:not(:last-child),html.theme--catppuccin-frappe .content pre:not(:last-child),html.theme--catppuccin-frappe .content table:not(:last-child){margin-bottom:1em}html.theme--catppuccin-frappe .content h1,html.theme--catppuccin-frappe .content h2,html.theme--catppuccin-frappe .content h3,html.theme--catppuccin-frappe .content h4,html.theme--catppuccin-frappe .content h5,html.theme--catppuccin-frappe .content h6{color:#c6d0f5;font-weight:600;line-height:1.125}html.theme--catppuccin-frappe .content h1{font-size:2em;margin-bottom:0.5em}html.theme--catppuccin-frappe .content h1:not(:first-child){margin-top:1em}html.theme--catppuccin-frappe .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--catppuccin-frappe .content h2:not(:first-child){margin-top:1.1428em}html.theme--catppuccin-frappe .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--catppuccin-frappe .content h3:not(:first-child){margin-top:1.3333em}html.theme--catppuccin-frappe .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--catppuccin-frappe .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--catppuccin-frappe .content h6{font-size:1em;margin-bottom:1em}html.theme--catppuccin-frappe .content blockquote{background-color:#292c3c;border-left:5px solid #626880;padding:1.25em 1.5em}html.theme--catppuccin-frappe .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-frappe .content ol:not([type]){list-style-type:decimal}html.theme--catppuccin-frappe .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--catppuccin-frappe .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--catppuccin-frappe .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--catppuccin-frappe .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--catppuccin-frappe .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-frappe .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--catppuccin-frappe .content ul ul ul{list-style-type:square}html.theme--catppuccin-frappe .content dd{margin-left:2em}html.theme--catppuccin-frappe .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--catppuccin-frappe .content figure:not(:first-child){margin-top:2em}html.theme--catppuccin-frappe .content figure:not(:last-child){margin-bottom:2em}html.theme--catppuccin-frappe .content figure img{display:inline-block}html.theme--catppuccin-frappe .content figure figcaption{font-style:italic}html.theme--catppuccin-frappe .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--catppuccin-frappe .content sup,html.theme--catppuccin-frappe .content sub{font-size:75%}html.theme--catppuccin-frappe .content table{width:100%}html.theme--catppuccin-frappe .content table td,html.theme--catppuccin-frappe .content table th{border:1px solid #626880;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--catppuccin-frappe .content table th{color:#b0bef1}html.theme--catppuccin-frappe .content table th:not([align]){text-align:inherit}html.theme--catppuccin-frappe .content table thead td,html.theme--catppuccin-frappe .content table thead th{border-width:0 0 2px;color:#b0bef1}html.theme--catppuccin-frappe .content table tfoot td,html.theme--catppuccin-frappe .content table tfoot th{border-width:2px 0 0;color:#b0bef1}html.theme--catppuccin-frappe .content table tbody tr:last-child td,html.theme--catppuccin-frappe .content table tbody tr:last-child th{border-bottom-width:0}html.theme--catppuccin-frappe .content .tabs li+li{margin-top:0}html.theme--catppuccin-frappe .content.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.content{font-size:.75rem}html.theme--catppuccin-frappe .content.is-normal{font-size:1rem}html.theme--catppuccin-frappe .content.is-medium{font-size:1.25rem}html.theme--catppuccin-frappe .content.is-large{font-size:1.5rem}html.theme--catppuccin-frappe .icon{align-items:center;display:inline-flex;justify-content:center;height:1.5rem;width:1.5rem}html.theme--catppuccin-frappe .icon.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.icon{height:1rem;width:1rem}html.theme--catppuccin-frappe .icon.is-medium{height:2rem;width:2rem}html.theme--catppuccin-frappe .icon.is-large{height:3rem;width:3rem}html.theme--catppuccin-frappe .icon-text{align-items:flex-start;color:inherit;display:inline-flex;flex-wrap:wrap;line-height:1.5rem;vertical-align:top}html.theme--catppuccin-frappe .icon-text .icon{flex-grow:0;flex-shrink:0}html.theme--catppuccin-frappe .icon-text .icon:not(:last-child){margin-right:.25em}html.theme--catppuccin-frappe .icon-text .icon:not(:first-child){margin-left:.25em}html.theme--catppuccin-frappe div.icon-text{display:flex}html.theme--catppuccin-frappe .image,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img{display:block;position:relative}html.theme--catppuccin-frappe .image img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img img{display:block;height:auto;width:100%}html.theme--catppuccin-frappe .image img.is-rounded,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img img.is-rounded{border-radius:9999px}html.theme--catppuccin-frappe .image.is-fullwidth,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-fullwidth{width:100%}html.theme--catppuccin-frappe .image.is-square img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-square img,html.theme--catppuccin-frappe .image.is-square .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-square .has-ratio,html.theme--catppuccin-frappe .image.is-1by1 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-1by1 img,html.theme--catppuccin-frappe .image.is-1by1 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-1by1 .has-ratio,html.theme--catppuccin-frappe .image.is-5by4 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-5by4 img,html.theme--catppuccin-frappe .image.is-5by4 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-5by4 .has-ratio,html.theme--catppuccin-frappe .image.is-4by3 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-4by3 img,html.theme--catppuccin-frappe .image.is-4by3 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-4by3 .has-ratio,html.theme--catppuccin-frappe .image.is-3by2 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-3by2 img,html.theme--catppuccin-frappe .image.is-3by2 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-3by2 .has-ratio,html.theme--catppuccin-frappe .image.is-5by3 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-5by3 img,html.theme--catppuccin-frappe .image.is-5by3 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-5by3 .has-ratio,html.theme--catppuccin-frappe .image.is-16by9 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-16by9 img,html.theme--catppuccin-frappe .image.is-16by9 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-16by9 .has-ratio,html.theme--catppuccin-frappe .image.is-2by1 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-2by1 img,html.theme--catppuccin-frappe .image.is-2by1 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-2by1 .has-ratio,html.theme--catppuccin-frappe .image.is-3by1 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-3by1 img,html.theme--catppuccin-frappe .image.is-3by1 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-3by1 .has-ratio,html.theme--catppuccin-frappe .image.is-4by5 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-4by5 img,html.theme--catppuccin-frappe .image.is-4by5 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-4by5 .has-ratio,html.theme--catppuccin-frappe .image.is-3by4 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-3by4 img,html.theme--catppuccin-frappe .image.is-3by4 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-3by4 .has-ratio,html.theme--catppuccin-frappe .image.is-2by3 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-2by3 img,html.theme--catppuccin-frappe .image.is-2by3 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-2by3 .has-ratio,html.theme--catppuccin-frappe .image.is-3by5 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-3by5 img,html.theme--catppuccin-frappe .image.is-3by5 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-3by5 .has-ratio,html.theme--catppuccin-frappe .image.is-9by16 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-9by16 img,html.theme--catppuccin-frappe .image.is-9by16 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-9by16 .has-ratio,html.theme--catppuccin-frappe .image.is-1by2 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-1by2 img,html.theme--catppuccin-frappe .image.is-1by2 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-1by2 .has-ratio,html.theme--catppuccin-frappe .image.is-1by3 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-1by3 img,html.theme--catppuccin-frappe .image.is-1by3 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-1by3 .has-ratio{height:100%;width:100%}html.theme--catppuccin-frappe .image.is-square,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-square,html.theme--catppuccin-frappe .image.is-1by1,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-1by1{padding-top:100%}html.theme--catppuccin-frappe .image.is-5by4,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-5by4{padding-top:80%}html.theme--catppuccin-frappe .image.is-4by3,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-4by3{padding-top:75%}html.theme--catppuccin-frappe 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.docs-logo>img.is-3by4{padding-top:133.3333%}html.theme--catppuccin-frappe .image.is-2by3,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-2by3{padding-top:150%}html.theme--catppuccin-frappe .image.is-3by5,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-3by5{padding-top:166.6666%}html.theme--catppuccin-frappe .image.is-9by16,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-9by16{padding-top:177.7777%}html.theme--catppuccin-frappe .image.is-1by2,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-1by2{padding-top:200%}html.theme--catppuccin-frappe .image.is-1by3,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-1by3{padding-top:300%}html.theme--catppuccin-frappe .image.is-16x16,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-16x16{height:16px;width:16px}html.theme--catppuccin-frappe .image.is-24x24,html.theme--catppuccin-frappe #documenter 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.button.is-dark.is-outlined,fieldset[disabled] html.theme--catppuccin-latte .content kbd.button.is-outlined{background-color:transparent;border-color:#ccd0da;box-shadow:none;color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #ccd0da #ccd0da !important}html.theme--catppuccin-latte 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.button.is-link.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-link.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-link.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#1e66f5}html.theme--catppuccin-latte .button.is-link.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-link.is-outlined{background-color:transparent;border-color:#1e66f5;color:#1e66f5}html.theme--catppuccin-latte .button.is-link.is-outlined:hover,html.theme--catppuccin-latte .button.is-link.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-link.is-outlined:focus,html.theme--catppuccin-latte .button.is-link.is-outlined.is-focused{background-color:#1e66f5;border-color:#1e66f5;color:#fff}html.theme--catppuccin-latte .button.is-link.is-outlined.is-loading::after{border-color:transparent transparent #1e66f5 #1e66f5 !important}html.theme--catppuccin-latte .button.is-link.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-link.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-link.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-link.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-link.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-link.is-outlined{background-color:transparent;border-color:#1e66f5;box-shadow:none;color:#1e66f5}html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined.is-focused{background-color:#fff;color:#1e66f5}html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #1e66f5 #1e66f5 !important}html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-link.is-light{background-color:#ebf2fe;color:#0a52e1}html.theme--catppuccin-latte .button.is-link.is-light:hover,html.theme--catppuccin-latte .button.is-link.is-light.is-hovered{background-color:#dfe9fe;border-color:transparent;color:#0a52e1}html.theme--catppuccin-latte .button.is-link.is-light:active,html.theme--catppuccin-latte .button.is-link.is-light.is-active{background-color:#d3e1fd;border-color:transparent;color:#0a52e1}html.theme--catppuccin-latte .button.is-info{background-color:#179299;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-info:hover,html.theme--catppuccin-latte .button.is-info.is-hovered{background-color:#15878e;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-info:focus,html.theme--catppuccin-latte .button.is-info.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-info:focus:not(:active),html.theme--catppuccin-latte .button.is-info.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(23,146,153,0.25)}html.theme--catppuccin-latte .button.is-info:active,html.theme--catppuccin-latte .button.is-info.is-active{background-color:#147d83;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-info[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-info{background-color:#179299;border-color:#179299;box-shadow:none}html.theme--catppuccin-latte .button.is-info.is-inverted{background-color:#fff;color:#179299}html.theme--catppuccin-latte .button.is-info.is-inverted:hover,html.theme--catppuccin-latte .button.is-info.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-info.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-info.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#179299}html.theme--catppuccin-latte .button.is-info.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-info.is-outlined{background-color:transparent;border-color:#179299;color:#179299}html.theme--catppuccin-latte .button.is-info.is-outlined:hover,html.theme--catppuccin-latte .button.is-info.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-info.is-outlined:focus,html.theme--catppuccin-latte .button.is-info.is-outlined.is-focused{background-color:#179299;border-color:#179299;color:#fff}html.theme--catppuccin-latte .button.is-info.is-outlined.is-loading::after{border-color:transparent transparent #179299 #179299 !important}html.theme--catppuccin-latte .button.is-info.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-info.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-info.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-info.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-info.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-info.is-outlined{background-color:transparent;border-color:#179299;box-shadow:none;color:#179299}html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined.is-focused{background-color:#fff;color:#179299}html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #179299 #179299 !important}html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-info.is-light{background-color:#edfcfc;color:#1cb2ba}html.theme--catppuccin-latte .button.is-info.is-light:hover,html.theme--catppuccin-latte .button.is-info.is-light.is-hovered{background-color:#e2f9fb;border-color:transparent;color:#1cb2ba}html.theme--catppuccin-latte .button.is-info.is-light:active,html.theme--catppuccin-latte .button.is-info.is-light.is-active{background-color:#d7f7f9;border-color:transparent;color:#1cb2ba}html.theme--catppuccin-latte .button.is-success{background-color:#40a02b;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-success:hover,html.theme--catppuccin-latte .button.is-success.is-hovered{background-color:#3c9628;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-success:focus,html.theme--catppuccin-latte .button.is-success.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-success:focus:not(:active),html.theme--catppuccin-latte .button.is-success.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(64,160,43,0.25)}html.theme--catppuccin-latte .button.is-success:active,html.theme--catppuccin-latte .button.is-success.is-active{background-color:#388c26;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-success[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-success{background-color:#40a02b;border-color:#40a02b;box-shadow:none}html.theme--catppuccin-latte .button.is-success.is-inverted{background-color:#fff;color:#40a02b}html.theme--catppuccin-latte .button.is-success.is-inverted:hover,html.theme--catppuccin-latte .button.is-success.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-success.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-success.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#40a02b}html.theme--catppuccin-latte .button.is-success.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-success.is-outlined{background-color:transparent;border-color:#40a02b;color:#40a02b}html.theme--catppuccin-latte .button.is-success.is-outlined:hover,html.theme--catppuccin-latte .button.is-success.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-success.is-outlined:focus,html.theme--catppuccin-latte .button.is-success.is-outlined.is-focused{background-color:#40a02b;border-color:#40a02b;color:#fff}html.theme--catppuccin-latte .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #40a02b #40a02b !important}html.theme--catppuccin-latte .button.is-success.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-success.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-success.is-outlined{background-color:transparent;border-color:#40a02b;box-shadow:none;color:#40a02b}html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-focused{background-color:#fff;color:#40a02b}html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #40a02b #40a02b !important}html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-success.is-light{background-color:#f1fbef;color:#40a12b}html.theme--catppuccin-latte .button.is-success.is-light:hover,html.theme--catppuccin-latte .button.is-success.is-light.is-hovered{background-color:#e8f8e5;border-color:transparent;color:#40a12b}html.theme--catppuccin-latte .button.is-success.is-light:active,html.theme--catppuccin-latte .button.is-success.is-light.is-active{background-color:#e0f5db;border-color:transparent;color:#40a12b}html.theme--catppuccin-latte .button.is-warning{background-color:#df8e1d;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning:hover,html.theme--catppuccin-latte .button.is-warning.is-hovered{background-color:#d4871c;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning:focus,html.theme--catppuccin-latte .button.is-warning.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning:focus:not(:active),html.theme--catppuccin-latte .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(223,142,29,0.25)}html.theme--catppuccin-latte .button.is-warning:active,html.theme--catppuccin-latte .button.is-warning.is-active{background-color:#c8801a;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning{background-color:#df8e1d;border-color:#df8e1d;box-shadow:none}html.theme--catppuccin-latte .button.is-warning.is-inverted{background-color:#fff;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-inverted:hover,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-warning.is-outlined{background-color:transparent;border-color:#df8e1d;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-outlined:hover,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-warning.is-outlined:focus,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-focused{background-color:#df8e1d;border-color:#df8e1d;color:#fff}html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #df8e1d #df8e1d !important}html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning.is-outlined{background-color:transparent;border-color:#df8e1d;box-shadow:none;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-focused{background-color:#fff;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #df8e1d #df8e1d !important}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-warning.is-light{background-color:#fdf6ed;color:#9e6515}html.theme--catppuccin-latte .button.is-warning.is-light:hover,html.theme--catppuccin-latte .button.is-warning.is-light.is-hovered{background-color:#fbf1e2;border-color:transparent;color:#9e6515}html.theme--catppuccin-latte .button.is-warning.is-light:active,html.theme--catppuccin-latte .button.is-warning.is-light.is-active{background-color:#faebd6;border-color:transparent;color:#9e6515}html.theme--catppuccin-latte .button.is-danger{background-color:#d20f39;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger:hover,html.theme--catppuccin-latte .button.is-danger.is-hovered{background-color:#c60e36;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger:focus,html.theme--catppuccin-latte .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger:focus:not(:active),html.theme--catppuccin-latte .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(210,15,57,0.25)}html.theme--catppuccin-latte .button.is-danger:active,html.theme--catppuccin-latte .button.is-danger.is-active{background-color:#ba0d33;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger{background-color:#d20f39;border-color:#d20f39;box-shadow:none}html.theme--catppuccin-latte .button.is-danger.is-inverted{background-color:#fff;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-inverted:hover,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-danger.is-outlined{background-color:transparent;border-color:#d20f39;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-outlined:hover,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-danger.is-outlined:focus,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-focused{background-color:#d20f39;border-color:#d20f39;color:#fff}html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #d20f39 #d20f39 !important}html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger.is-outlined{background-color:transparent;border-color:#d20f39;box-shadow:none;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #d20f39 #d20f39 !important}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-danger.is-light{background-color:#feecf0;color:#e9113f}html.theme--catppuccin-latte .button.is-danger.is-light:hover,html.theme--catppuccin-latte .button.is-danger.is-light.is-hovered{background-color:#fde0e6;border-color:transparent;color:#e9113f}html.theme--catppuccin-latte .button.is-danger.is-light:active,html.theme--catppuccin-latte .button.is-danger.is-light.is-active{background-color:#fcd4dd;border-color:transparent;color:#e9113f}html.theme--catppuccin-latte .button.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-latte .button.is-small:not(.is-rounded),html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-latte .button.is-normal{font-size:1rem}html.theme--catppuccin-latte .button.is-medium{font-size:1.25rem}html.theme--catppuccin-latte .button.is-large{font-size:1.5rem}html.theme--catppuccin-latte .button[disabled],fieldset[disabled] html.theme--catppuccin-latte .button{background-color:#9ca0b0;border-color:#acb0be;box-shadow:none;opacity:.5}html.theme--catppuccin-latte .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-latte .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-latte .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-latte .button.is-static{background-color:#e6e9ef;border-color:#acb0be;color:#8c8fa1;box-shadow:none;pointer-events:none}html.theme--catppuccin-latte .button.is-rounded,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-latte .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-latte .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-latte .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-latte .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-latte .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-latte .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-latte .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-latte .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-latte .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-latte .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-latte .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-latte .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-latte .buttons.has-addons .button:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-latte .buttons.has-addons .button:focus,html.theme--catppuccin-latte .buttons.has-addons .button.is-focused,html.theme--catppuccin-latte .buttons.has-addons .button:active,html.theme--catppuccin-latte .buttons.has-addons .button.is-active,html.theme--catppuccin-latte .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-latte .buttons.has-addons .button:focus:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-latte .buttons.has-addons .button:active:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-latte .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-latte .buttons.is-centered{justify-content:center}html.theme--catppuccin-latte .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-latte .buttons.is-right{justify-content:flex-end}html.theme--catppuccin-latte .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--catppuccin-latte .button.is-responsive.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--catppuccin-latte .button.is-responsive,html.theme--catppuccin-latte .button.is-responsive.is-normal{font-size:.65625rem}html.theme--catppuccin-latte .button.is-responsive.is-medium{font-size:.75rem}html.theme--catppuccin-latte .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--catppuccin-latte .button.is-responsive.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--catppuccin-latte .button.is-responsive,html.theme--catppuccin-latte .button.is-responsive.is-normal{font-size:.75rem}html.theme--catppuccin-latte .button.is-responsive.is-medium{font-size:1rem}html.theme--catppuccin-latte .button.is-responsive.is-large{font-size:1.25rem}}html.theme--catppuccin-latte .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--catppuccin-latte .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--catppuccin-latte .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--catppuccin-latte .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--catppuccin-latte .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--catppuccin-latte .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-latte .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-latte .content li+li{margin-top:0.25em}html.theme--catppuccin-latte .content p:not(:last-child),html.theme--catppuccin-latte .content dl:not(:last-child),html.theme--catppuccin-latte .content ol:not(:last-child),html.theme--catppuccin-latte .content ul:not(:last-child),html.theme--catppuccin-latte .content blockquote:not(:last-child),html.theme--catppuccin-latte .content pre:not(:last-child),html.theme--catppuccin-latte .content table:not(:last-child){margin-bottom:1em}html.theme--catppuccin-latte .content h1,html.theme--catppuccin-latte .content h2,html.theme--catppuccin-latte .content h3,html.theme--catppuccin-latte .content h4,html.theme--catppuccin-latte .content h5,html.theme--catppuccin-latte .content h6{color:#4c4f69;font-weight:600;line-height:1.125}html.theme--catppuccin-latte .content h1{font-size:2em;margin-bottom:0.5em}html.theme--catppuccin-latte .content h1:not(:first-child){margin-top:1em}html.theme--catppuccin-latte .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--catppuccin-latte .content h2:not(:first-child){margin-top:1.1428em}html.theme--catppuccin-latte .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--catppuccin-latte .content h3:not(:first-child){margin-top:1.3333em}html.theme--catppuccin-latte .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--catppuccin-latte .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--catppuccin-latte .content h6{font-size:1em;margin-bottom:1em}html.theme--catppuccin-latte .content blockquote{background-color:#e6e9ef;border-left:5px solid #acb0be;padding:1.25em 1.5em}html.theme--catppuccin-latte .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-latte .content ol:not([type]){list-style-type:decimal}html.theme--catppuccin-latte .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--catppuccin-latte .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--catppuccin-latte .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--catppuccin-latte .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--catppuccin-latte .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-latte .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--catppuccin-latte .content ul ul ul{list-style-type:square}html.theme--catppuccin-latte .content dd{margin-left:2em}html.theme--catppuccin-latte .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--catppuccin-latte .content figure:not(:first-child){margin-top:2em}html.theme--catppuccin-latte .content figure:not(:last-child){margin-bottom:2em}html.theme--catppuccin-latte .content figure img{display:inline-block}html.theme--catppuccin-latte .content figure figcaption{font-style:italic}html.theme--catppuccin-latte .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--catppuccin-latte .content sup,html.theme--catppuccin-latte .content sub{font-size:75%}html.theme--catppuccin-latte .content table{width:100%}html.theme--catppuccin-latte .content table td,html.theme--catppuccin-latte .content table th{border:1px solid #acb0be;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--catppuccin-latte .content table th{color:#41445a}html.theme--catppuccin-latte .content table th:not([align]){text-align:inherit}html.theme--catppuccin-latte .content table thead td,html.theme--catppuccin-latte .content table thead th{border-width:0 0 2px;color:#41445a}html.theme--catppuccin-latte .content table tfoot td,html.theme--catppuccin-latte .content table tfoot th{border-width:2px 0 0;color:#41445a}html.theme--catppuccin-latte .content table tbody tr:last-child td,html.theme--catppuccin-latte .content table tbody tr:last-child th{border-bottom-width:0}html.theme--catppuccin-latte .content .tabs li+li{margin-top:0}html.theme--catppuccin-latte .content.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.content{font-size:.75rem}html.theme--catppuccin-latte .content.is-normal{font-size:1rem}html.theme--catppuccin-latte .content.is-medium{font-size:1.25rem}html.theme--catppuccin-latte .content.is-large{font-size:1.5rem}html.theme--catppuccin-latte .icon{align-items:center;display:inline-flex;justify-content:center;height:1.5rem;width:1.5rem}html.theme--catppuccin-latte .icon.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.icon{height:1rem;width:1rem}html.theme--catppuccin-latte .icon.is-medium{height:2rem;width:2rem}html.theme--catppuccin-latte .icon.is-large{height:3rem;width:3rem}html.theme--catppuccin-latte .icon-text{align-items:flex-start;color:inherit;display:inline-flex;flex-wrap:wrap;line-height:1.5rem;vertical-align:top}html.theme--catppuccin-latte .icon-text .icon{flex-grow:0;flex-shrink:0}html.theme--catppuccin-latte .icon-text .icon:not(:last-child){margin-right:.25em}html.theme--catppuccin-latte .icon-text .icon:not(:first-child){margin-left:.25em}html.theme--catppuccin-latte div.icon-text{display:flex}html.theme--catppuccin-latte .image,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img{display:block;position:relative}html.theme--catppuccin-latte .image img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img img{display:block;height:auto;width:100%}html.theme--catppuccin-latte .image img.is-rounded,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img img.is-rounded{border-radius:9999px}html.theme--catppuccin-latte .image.is-fullwidth,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-fullwidth{width:100%}html.theme--catppuccin-latte .image.is-square img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-square img,html.theme--catppuccin-latte .image.is-square .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-square .has-ratio,html.theme--catppuccin-latte .image.is-1by1 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-1by1 img,html.theme--catppuccin-latte .image.is-1by1 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-1by1 .has-ratio,html.theme--catppuccin-latte .image.is-5by4 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-5by4 img,html.theme--catppuccin-latte .image.is-5by4 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-5by4 .has-ratio,html.theme--catppuccin-latte .image.is-4by3 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-4by3 img,html.theme--catppuccin-latte .image.is-4by3 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-4by3 .has-ratio,html.theme--catppuccin-latte .image.is-3by2 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-3by2 img,html.theme--catppuccin-latte .image.is-3by2 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-3by2 .has-ratio,html.theme--catppuccin-latte .image.is-5by3 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-5by3 img,html.theme--catppuccin-latte .image.is-5by3 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-5by3 .has-ratio,html.theme--catppuccin-latte .image.is-16by9 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-16by9 img,html.theme--catppuccin-latte .image.is-16by9 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-16by9 .has-ratio,html.theme--catppuccin-latte .image.is-2by1 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-2by1 img,html.theme--catppuccin-latte .image.is-2by1 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-2by1 .has-ratio,html.theme--catppuccin-latte .image.is-3by1 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-3by1 img,html.theme--catppuccin-latte .image.is-3by1 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-3by1 .has-ratio,html.theme--catppuccin-latte .image.is-4by5 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-4by5 img,html.theme--catppuccin-latte .image.is-4by5 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-4by5 .has-ratio,html.theme--catppuccin-latte .image.is-3by4 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-3by4 img,html.theme--catppuccin-latte .image.is-3by4 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-3by4 .has-ratio,html.theme--catppuccin-latte .image.is-2by3 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-2by3 img,html.theme--catppuccin-latte .image.is-2by3 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-2by3 .has-ratio,html.theme--catppuccin-latte .image.is-3by5 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-3by5 img,html.theme--catppuccin-latte .image.is-3by5 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-3by5 .has-ratio,html.theme--catppuccin-latte .image.is-9by16 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-9by16 img,html.theme--catppuccin-latte .image.is-9by16 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-9by16 .has-ratio,html.theme--catppuccin-latte .image.is-1by2 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-1by2 img,html.theme--catppuccin-latte .image.is-1by2 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-1by2 .has-ratio,html.theme--catppuccin-latte .image.is-1by3 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-1by3 img,html.theme--catppuccin-latte .image.is-1by3 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-1by3 .has-ratio{height:100%;width:100%}html.theme--catppuccin-latte .image.is-square,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-square,html.theme--catppuccin-latte .image.is-1by1,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-1by1{padding-top:100%}html.theme--catppuccin-latte .image.is-5by4,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-5by4{padding-top:80%}html.theme--catppuccin-latte .image.is-4by3,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-4by3{padding-top:75%}html.theme--catppuccin-latte .image.is-3by2,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-3by2{padding-top:66.6666%}html.theme--catppuccin-latte .image.is-5by3,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-5by3{padding-top:60%}html.theme--catppuccin-latte .image.is-16by9,html.theme--catppuccin-latte #documenter 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.control:first-child:not(:only-child) #documenter .docs-sidebar form.docs-search>input,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control:first-child:not(:only-child) form.docs-search>input,html.theme--catppuccin-latte .field.has-addons .control:first-child:not(:only-child) .select select{border-bottom-right-radius:0;border-top-right-radius:0}html.theme--catppuccin-latte .field.has-addons .control:last-child:not(:only-child) .button,html.theme--catppuccin-latte .field.has-addons .control:last-child:not(:only-child) .input,html.theme--catppuccin-latte .field.has-addons .control:last-child:not(:only-child) #documenter .docs-sidebar form.docs-search>input,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control:last-child:not(:only-child) form.docs-search>input,html.theme--catppuccin-latte .field.has-addons .control:last-child:not(:only-child) .select 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.icon:only-child,html.theme--catppuccin-latte .navbar-link .icon:only-child{margin-left:-0.25rem;margin-right:-0.25rem}html.theme--catppuccin-latte a.navbar-item,html.theme--catppuccin-latte .navbar-link{cursor:pointer}html.theme--catppuccin-latte a.navbar-item:focus,html.theme--catppuccin-latte a.navbar-item:focus-within,html.theme--catppuccin-latte a.navbar-item:hover,html.theme--catppuccin-latte a.navbar-item.is-active,html.theme--catppuccin-latte .navbar-link:focus,html.theme--catppuccin-latte .navbar-link:focus-within,html.theme--catppuccin-latte .navbar-link:hover,html.theme--catppuccin-latte .navbar-link.is-active{background-color:rgba(0,0,0,0);color:#1e66f5}html.theme--catppuccin-latte .navbar-item{flex-grow:0;flex-shrink:0}html.theme--catppuccin-latte .navbar-item img{max-height:1.75rem}html.theme--catppuccin-latte .navbar-item.has-dropdown{padding:0}html.theme--catppuccin-latte .navbar-item.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-latte .navbar-item.is-tab{border-bottom:1px solid transparent;min-height:4rem;padding-bottom:calc(0.5rem - 1px)}html.theme--catppuccin-latte .navbar-item.is-tab:focus,html.theme--catppuccin-latte .navbar-item.is-tab:hover{background-color:rgba(0,0,0,0);border-bottom-color:#1e66f5}html.theme--catppuccin-latte .navbar-item.is-tab.is-active{background-color:rgba(0,0,0,0);border-bottom-color:#1e66f5;border-bottom-style:solid;border-bottom-width:3px;color:#1e66f5;padding-bottom:calc(0.5rem - 3px)}html.theme--catppuccin-latte .navbar-content{flex-grow:1;flex-shrink:1}html.theme--catppuccin-latte .navbar-link:not(.is-arrowless){padding-right:2.5em}html.theme--catppuccin-latte .navbar-link:not(.is-arrowless)::after{border-color:#fff;margin-top:-0.375em;right:1.125em}html.theme--catppuccin-latte .navbar-dropdown{font-size:0.875rem;padding-bottom:0.5rem;padding-top:0.5rem}html.theme--catppuccin-latte .navbar-dropdown .navbar-item{padding-left:1.5rem;padding-right:1.5rem}html.theme--catppuccin-latte .navbar-divider{background-color:rgba(0,0,0,0.2);border:none;display:none;height:2px;margin:0.5rem 0}@media screen and (max-width: 1055px){html.theme--catppuccin-latte .navbar>.container{display:block}html.theme--catppuccin-latte .navbar-brand .navbar-item,html.theme--catppuccin-latte .navbar-tabs .navbar-item{align-items:center;display:flex}html.theme--catppuccin-latte .navbar-link::after{display:none}html.theme--catppuccin-latte .navbar-menu{background-color:#1e66f5;box-shadow:0 8px 16px rgba(10,10,10,0.1);padding:0.5rem 0}html.theme--catppuccin-latte .navbar-menu.is-active{display:block}html.theme--catppuccin-latte .navbar.is-fixed-bottom-touch,html.theme--catppuccin-latte .navbar.is-fixed-top-touch{left:0;position:fixed;right:0;z-index:30}html.theme--catppuccin-latte .navbar.is-fixed-bottom-touch{bottom:0}html.theme--catppuccin-latte .navbar.is-fixed-bottom-touch.has-shadow{box-shadow:0 -2px 3px rgba(10,10,10,0.1)}html.theme--catppuccin-latte 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a.navbar-item{padding-right:3rem}html.theme--catppuccin-latte .navbar-dropdown a.navbar-item:focus,html.theme--catppuccin-latte .navbar-dropdown a.navbar-item:hover{background-color:rgba(0,0,0,0);color:#8c8fa1}html.theme--catppuccin-latte .navbar-dropdown a.navbar-item.is-active{background-color:rgba(0,0,0,0);color:#1e66f5}.navbar.is-spaced html.theme--catppuccin-latte .navbar-dropdown,html.theme--catppuccin-latte .navbar-dropdown.is-boxed{border-radius:8px;border-top:none;box-shadow:0 8px 8px rgba(10,10,10,0.1), 0 0 0 1px rgba(10,10,10,0.1);display:block;opacity:0;pointer-events:none;top:calc(100% + (-4px));transform:translateY(-5px);transition-duration:86ms;transition-property:opacity, transform}html.theme--catppuccin-latte .navbar-dropdown.is-right{left:auto;right:0}html.theme--catppuccin-latte .navbar-divider{display:block}html.theme--catppuccin-latte .navbar>.container .navbar-brand,html.theme--catppuccin-latte .container>.navbar .navbar-brand{margin-left:-.75rem}html.theme--catppuccin-latte .navbar>.container .navbar-menu,html.theme--catppuccin-latte .container>.navbar .navbar-menu{margin-right:-.75rem}html.theme--catppuccin-latte .navbar.is-fixed-bottom-desktop,html.theme--catppuccin-latte .navbar.is-fixed-top-desktop{left:0;position:fixed;right:0;z-index:30}html.theme--catppuccin-latte .navbar.is-fixed-bottom-desktop{bottom:0}html.theme--catppuccin-latte .navbar.is-fixed-bottom-desktop.has-shadow{box-shadow:0 -2px 3px rgba(10,10,10,0.1)}html.theme--catppuccin-latte .navbar.is-fixed-top-desktop{top:0}html.theme--catppuccin-latte html.has-navbar-fixed-top-desktop,html.theme--catppuccin-latte body.has-navbar-fixed-top-desktop{padding-top:4rem}html.theme--catppuccin-latte html.has-navbar-fixed-bottom-desktop,html.theme--catppuccin-latte body.has-navbar-fixed-bottom-desktop{padding-bottom:4rem}html.theme--catppuccin-latte html.has-spaced-navbar-fixed-top,html.theme--catppuccin-latte body.has-spaced-navbar-fixed-top{padding-top:6rem}html.theme--catppuccin-latte html.has-spaced-navbar-fixed-bottom,html.theme--catppuccin-latte body.has-spaced-navbar-fixed-bottom{padding-bottom:6rem}html.theme--catppuccin-latte a.navbar-item.is-active,html.theme--catppuccin-latte .navbar-link.is-active{color:#1e66f5}html.theme--catppuccin-latte a.navbar-item.is-active:not(:focus):not(:hover),html.theme--catppuccin-latte .navbar-link.is-active:not(:focus):not(:hover){background-color:rgba(0,0,0,0)}html.theme--catppuccin-latte .navbar-item.has-dropdown:focus .navbar-link,html.theme--catppuccin-latte .navbar-item.has-dropdown:hover .navbar-link,html.theme--catppuccin-latte .navbar-item.has-dropdown.is-active .navbar-link{background-color:rgba(0,0,0,0)}}html.theme--catppuccin-latte .hero.is-fullheight-with-navbar{min-height:calc(100vh - 4rem)}html.theme--catppuccin-latte .pagination{font-size:1rem;margin:-.25rem}html.theme--catppuccin-latte .pagination.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.pagination{font-size:.75rem}html.theme--catppuccin-latte .pagination.is-medium{font-size:1.25rem}html.theme--catppuccin-latte .pagination.is-large{font-size:1.5rem}html.theme--catppuccin-latte .pagination.is-rounded .pagination-previous,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.pagination .pagination-previous,html.theme--catppuccin-latte .pagination.is-rounded .pagination-next,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.pagination .pagination-next{padding-left:1em;padding-right:1em;border-radius:9999px}html.theme--catppuccin-latte .pagination.is-rounded .pagination-link,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.pagination .pagination-link{border-radius:9999px}html.theme--catppuccin-latte .pagination,html.theme--catppuccin-latte 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.button.is-black[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-black{background-color:#0a0a0a;border-color:#0a0a0a;box-shadow:none}html.theme--catppuccin-macchiato .button.is-black.is-inverted{background-color:#fff;color:#0a0a0a}html.theme--catppuccin-macchiato .button.is-black.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-macchiato .button.is-black.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-black.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#0a0a0a}html.theme--catppuccin-macchiato .button.is-black.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-black.is-outlined{background-color:transparent;border-color:#0a0a0a;color:#0a0a0a}html.theme--catppuccin-macchiato .button.is-black.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-black.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-black.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-black.is-outlined.is-focused{background-color:#0a0a0a;border-color:#0a0a0a;color:#fff}html.theme--catppuccin-macchiato .button.is-black.is-outlined.is-loading::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--catppuccin-macchiato .button.is-black.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-black.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-black.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-black.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-black.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-black.is-outlined{background-color:transparent;border-color:#0a0a0a;box-shadow:none;color:#0a0a0a}html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined.is-focused{background-color:#fff;color:#0a0a0a}html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-macchiato .button.is-light{background-color:#f5f5f5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-light:hover,html.theme--catppuccin-macchiato .button.is-light.is-hovered{background-color:#eee;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-light:focus,html.theme--catppuccin-macchiato .button.is-light.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-light:focus:not(:active),html.theme--catppuccin-macchiato .button.is-light.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(245,245,245,0.25)}html.theme--catppuccin-macchiato .button.is-light:active,html.theme--catppuccin-macchiato .button.is-light.is-active{background-color:#e8e8e8;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-light[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-light{background-color:#f5f5f5;border-color:#f5f5f5;box-shadow:none}html.theme--catppuccin-macchiato .button.is-light.is-inverted{background-color:rgba(0,0,0,0.7);color:#f5f5f5}html.theme--catppuccin-macchiato .button.is-light.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-light.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-light.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-light.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#f5f5f5}html.theme--catppuccin-macchiato .button.is-light.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-light.is-outlined{background-color:transparent;border-color:#f5f5f5;color:#f5f5f5}html.theme--catppuccin-macchiato .button.is-light.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-light.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-light.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-light.is-outlined.is-focused{background-color:#f5f5f5;border-color:#f5f5f5;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-light.is-outlined.is-loading::after{border-color:transparent transparent #f5f5f5 #f5f5f5 !important}html.theme--catppuccin-macchiato .button.is-light.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-light.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-light.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-light.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-light.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-light.is-outlined{background-color:transparent;border-color:#f5f5f5;box-shadow:none;color:#f5f5f5}html.theme--catppuccin-macchiato .button.is-light.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-light.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-light.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato 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.content kbd.button{background-color:#363a4f;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-dark:hover,html.theme--catppuccin-macchiato .content kbd.button:hover,html.theme--catppuccin-macchiato .button.is-dark.is-hovered,html.theme--catppuccin-macchiato .content kbd.button.is-hovered{background-color:#313447;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-dark:focus,html.theme--catppuccin-macchiato .content kbd.button:focus,html.theme--catppuccin-macchiato .button.is-dark.is-focused,html.theme--catppuccin-macchiato .content kbd.button.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-dark:focus:not(:active),html.theme--catppuccin-macchiato .content kbd.button:focus:not(:active),html.theme--catppuccin-macchiato .button.is-dark.is-focused:not(:active),html.theme--catppuccin-macchiato .content kbd.button.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(54,58,79,0.25)}html.theme--catppuccin-macchiato .button.is-dark:active,html.theme--catppuccin-macchiato .content kbd.button:active,html.theme--catppuccin-macchiato .button.is-dark.is-active,html.theme--catppuccin-macchiato .content kbd.button.is-active{background-color:#2c2f40;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-dark[disabled],html.theme--catppuccin-macchiato .content kbd.button[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-dark,fieldset[disabled] html.theme--catppuccin-macchiato .content kbd.button{background-color:#363a4f;border-color:#363a4f;box-shadow:none}html.theme--catppuccin-macchiato .button.is-dark.is-inverted,html.theme--catppuccin-macchiato .content kbd.button.is-inverted{background-color:#fff;color:#363a4f}html.theme--catppuccin-macchiato .button.is-dark.is-inverted:hover,html.theme--catppuccin-macchiato .content kbd.button.is-inverted:hover,html.theme--catppuccin-macchiato 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kbd.button.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-dark.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .content kbd.button.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-dark.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .content kbd.button.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-dark.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-macchiato .content kbd.button.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-dark.is-outlined[disabled],html.theme--catppuccin-macchiato .content kbd.button.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-dark.is-outlined,fieldset[disabled] html.theme--catppuccin-macchiato .content kbd.button.is-outlined{background-color:transparent;border-color:#363a4f;box-shadow:none;color:#363a4f}html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined.is-focused{background-color:#fff;color:#363a4f}html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #363a4f #363a4f !important}html.theme--catppuccin-macchiato 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.button.is-success.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-success.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-focused{background-color:#a6da95;border-color:#a6da95;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #a6da95 #a6da95 !important}html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success.is-outlined{background-color:transparent;border-color:#a6da95;box-shadow:none;color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #a6da95 #a6da95 !important}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-light{background-color:#f2faf0;color:#386e26}html.theme--catppuccin-macchiato .button.is-success.is-light:hover,html.theme--catppuccin-macchiato .button.is-success.is-light.is-hovered{background-color:#eaf6e6;border-color:transparent;color:#386e26}html.theme--catppuccin-macchiato .button.is-success.is-light:active,html.theme--catppuccin-macchiato .button.is-success.is-light.is-active{background-color:#e2f3dd;border-color:transparent;color:#386e26}html.theme--catppuccin-macchiato .button.is-warning{background-color:#eed49f;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning:hover,html.theme--catppuccin-macchiato .button.is-warning.is-hovered{background-color:#eccf94;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning:focus,html.theme--catppuccin-macchiato .button.is-warning.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning:focus:not(:active),html.theme--catppuccin-macchiato .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(238,212,159,0.25)}html.theme--catppuccin-macchiato .button.is-warning:active,html.theme--catppuccin-macchiato .button.is-warning.is-active{background-color:#eaca89;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning{background-color:#eed49f;border-color:#eed49f;box-shadow:none}html.theme--catppuccin-macchiato .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-warning.is-outlined{background-color:transparent;border-color:#eed49f;color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-warning.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-focused{background-color:#eed49f;border-color:#eed49f;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #eed49f #eed49f !important}html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning.is-outlined{background-color:transparent;border-color:#eed49f;box-shadow:none;color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #eed49f #eed49f !important}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-light{background-color:#fcf7ee;color:#7e5c16}html.theme--catppuccin-macchiato .button.is-warning.is-light:hover,html.theme--catppuccin-macchiato .button.is-warning.is-light.is-hovered{background-color:#faf2e3;border-color:transparent;color:#7e5c16}html.theme--catppuccin-macchiato .button.is-warning.is-light:active,html.theme--catppuccin-macchiato .button.is-warning.is-light.is-active{background-color:#f8eed8;border-color:transparent;color:#7e5c16}html.theme--catppuccin-macchiato .button.is-danger{background-color:#ed8796;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger:hover,html.theme--catppuccin-macchiato .button.is-danger.is-hovered{background-color:#eb7c8c;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger:focus,html.theme--catppuccin-macchiato .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger:focus:not(:active),html.theme--catppuccin-macchiato .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(237,135,150,0.25)}html.theme--catppuccin-macchiato .button.is-danger:active,html.theme--catppuccin-macchiato .button.is-danger.is-active{background-color:#ea7183;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger{background-color:#ed8796;border-color:#ed8796;box-shadow:none}html.theme--catppuccin-macchiato .button.is-danger.is-inverted{background-color:#fff;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-macchiato .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-danger.is-outlined{background-color:transparent;border-color:#ed8796;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-danger.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-focused{background-color:#ed8796;border-color:#ed8796;color:#fff}html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #ed8796 #ed8796 !important}html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger.is-outlined{background-color:transparent;border-color:#ed8796;box-shadow:none;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #ed8796 #ed8796 !important}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-macchiato .button.is-danger.is-light{background-color:#fcedef;color:#971729}html.theme--catppuccin-macchiato .button.is-danger.is-light:hover,html.theme--catppuccin-macchiato .button.is-danger.is-light.is-hovered{background-color:#fbe2e6;border-color:transparent;color:#971729}html.theme--catppuccin-macchiato .button.is-danger.is-light:active,html.theme--catppuccin-macchiato .button.is-danger.is-light.is-active{background-color:#f9d7dc;border-color:transparent;color:#971729}html.theme--catppuccin-macchiato .button.is-small,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-macchiato .button.is-small:not(.is-rounded),html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-macchiato .button.is-normal{font-size:1rem}html.theme--catppuccin-macchiato .button.is-medium{font-size:1.25rem}html.theme--catppuccin-macchiato .button.is-large{font-size:1.5rem}html.theme--catppuccin-macchiato .button[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button{background-color:#6e738d;border-color:#5b6078;box-shadow:none;opacity:.5}html.theme--catppuccin-macchiato .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-macchiato .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-macchiato .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-macchiato .button.is-static{background-color:#1e2030;border-color:#5b6078;color:#8087a2;box-shadow:none;pointer-events:none}html.theme--catppuccin-macchiato .button.is-rounded,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-macchiato .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-macchiato .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-macchiato .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-macchiato .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-macchiato .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-macchiato .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-macchiato .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-macchiato .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-macchiato .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-macchiato .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-macchiato .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-macchiato .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-macchiato .buttons.has-addons .button:hover,html.theme--catppuccin-macchiato .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-macchiato .buttons.has-addons .button:focus,html.theme--catppuccin-macchiato .buttons.has-addons .button.is-focused,html.theme--catppuccin-macchiato .buttons.has-addons .button:active,html.theme--catppuccin-macchiato .buttons.has-addons .button.is-active,html.theme--catppuccin-macchiato .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-macchiato .buttons.has-addons .button:focus:hover,html.theme--catppuccin-macchiato .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-macchiato .buttons.has-addons .button:active:hover,html.theme--catppuccin-macchiato .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-macchiato .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-macchiato .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-macchiato .buttons.is-centered{justify-content:center}html.theme--catppuccin-macchiato .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-macchiato .buttons.is-right{justify-content:flex-end}html.theme--catppuccin-macchiato .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--catppuccin-macchiato .button.is-responsive.is-small,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--catppuccin-macchiato .button.is-responsive,html.theme--catppuccin-macchiato .button.is-responsive.is-normal{font-size:.65625rem}html.theme--catppuccin-macchiato .button.is-responsive.is-medium{font-size:.75rem}html.theme--catppuccin-macchiato .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--catppuccin-macchiato .button.is-responsive.is-small,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--catppuccin-macchiato 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.button.is-white.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-white.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-mocha .button.is-white.is-inverted.is-outlined{background-color:transparent;border-color:#0a0a0a;color:#0a0a0a}html.theme--catppuccin-mocha .button.is-white.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-white.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-white.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-white.is-inverted.is-outlined.is-focused{background-color:#0a0a0a;color:#fff}html.theme--catppuccin-mocha .button.is-white.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-white.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-white.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-white.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-mocha .button.is-white.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-white.is-inverted.is-outlined{background-color:transparent;border-color:#0a0a0a;box-shadow:none;color:#0a0a0a}html.theme--catppuccin-mocha .button.is-black{background-color:#0a0a0a;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-black:hover,html.theme--catppuccin-mocha .button.is-black.is-hovered{background-color:#040404;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-black:focus,html.theme--catppuccin-mocha .button.is-black.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-black:focus:not(:active),html.theme--catppuccin-mocha .button.is-black.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(10,10,10,0.25)}html.theme--catppuccin-mocha .button.is-black:active,html.theme--catppuccin-mocha .button.is-black.is-active{background-color:#000;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-black[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-black{background-color:#0a0a0a;border-color:#0a0a0a;box-shadow:none}html.theme--catppuccin-mocha .button.is-black.is-inverted{background-color:#fff;color:#0a0a0a}html.theme--catppuccin-mocha .button.is-black.is-inverted:hover,html.theme--catppuccin-mocha .button.is-black.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-mocha .button.is-black.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-black.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#0a0a0a}html.theme--catppuccin-mocha .button.is-black.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-mocha .button.is-black.is-outlined{background-color:transparent;border-color:#0a0a0a;color:#0a0a0a}html.theme--catppuccin-mocha .button.is-black.is-outlined:hover,html.theme--catppuccin-mocha .button.is-black.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-black.is-outlined:focus,html.theme--catppuccin-mocha .button.is-black.is-outlined.is-focused{background-color:#0a0a0a;border-color:#0a0a0a;color:#fff}html.theme--catppuccin-mocha .button.is-black.is-outlined.is-loading::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--catppuccin-mocha .button.is-black.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-black.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-black.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-black.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-mocha .button.is-black.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-black.is-outlined{background-color:transparent;border-color:#0a0a0a;box-shadow:none;color:#0a0a0a}html.theme--catppuccin-mocha .button.is-black.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-mocha .button.is-black.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-black.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-black.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-black.is-inverted.is-outlined.is-focused{background-color:#fff;color:#0a0a0a}html.theme--catppuccin-mocha .button.is-black.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-black.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-black.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-black.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--catppuccin-mocha .button.is-black.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-black.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-mocha .button.is-light{background-color:#f5f5f5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-light:hover,html.theme--catppuccin-mocha .button.is-light.is-hovered{background-color:#eee;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-light:focus,html.theme--catppuccin-mocha .button.is-light.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-light:focus:not(:active),html.theme--catppuccin-mocha .button.is-light.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(245,245,245,0.25)}html.theme--catppuccin-mocha .button.is-light:active,html.theme--catppuccin-mocha .button.is-light.is-active{background-color:#e8e8e8;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-light[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-light{background-color:#f5f5f5;border-color:#f5f5f5;box-shadow:none}html.theme--catppuccin-mocha .button.is-light.is-inverted{background-color:rgba(0,0,0,0.7);color:#f5f5f5}html.theme--catppuccin-mocha .button.is-light.is-inverted:hover,html.theme--catppuccin-mocha .button.is-light.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-light.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-light.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#f5f5f5}html.theme--catppuccin-mocha .button.is-light.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-light.is-outlined{background-color:transparent;border-color:#f5f5f5;color:#f5f5f5}html.theme--catppuccin-mocha .button.is-light.is-outlined:hover,html.theme--catppuccin-mocha .button.is-light.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-light.is-outlined:focus,html.theme--catppuccin-mocha .button.is-light.is-outlined.is-focused{background-color:#f5f5f5;border-color:#f5f5f5;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-light.is-outlined.is-loading::after{border-color:transparent transparent #f5f5f5 #f5f5f5 !important}html.theme--catppuccin-mocha .button.is-light.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-light.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-light.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-light.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-light.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-light.is-outlined{background-color:transparent;border-color:#f5f5f5;box-shadow:none;color:#f5f5f5}html.theme--catppuccin-mocha .button.is-light.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-light.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-light.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-light.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-light.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#f5f5f5}html.theme--catppuccin-mocha .button.is-light.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-light.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-light.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-light.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f5f5f5 #f5f5f5 !important}html.theme--catppuccin-mocha .button.is-light.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-light.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-dark,html.theme--catppuccin-mocha .content kbd.button{background-color:#313244;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-dark:hover,html.theme--catppuccin-mocha .content kbd.button:hover,html.theme--catppuccin-mocha .button.is-dark.is-hovered,html.theme--catppuccin-mocha .content kbd.button.is-hovered{background-color:#2c2d3d;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-dark:focus,html.theme--catppuccin-mocha .content kbd.button:focus,html.theme--catppuccin-mocha .button.is-dark.is-focused,html.theme--catppuccin-mocha .content kbd.button.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-dark:focus:not(:active),html.theme--catppuccin-mocha .content kbd.button:focus:not(:active),html.theme--catppuccin-mocha .button.is-dark.is-focused:not(:active),html.theme--catppuccin-mocha .content kbd.button.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(49,50,68,0.25)}html.theme--catppuccin-mocha .button.is-dark:active,html.theme--catppuccin-mocha .content kbd.button:active,html.theme--catppuccin-mocha .button.is-dark.is-active,html.theme--catppuccin-mocha .content kbd.button.is-active{background-color:#262735;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-dark[disabled],html.theme--catppuccin-mocha .content kbd.button[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-dark,fieldset[disabled] html.theme--catppuccin-mocha .content kbd.button{background-color:#313244;border-color:#313244;box-shadow:none}html.theme--catppuccin-mocha .button.is-dark.is-inverted,html.theme--catppuccin-mocha .content kbd.button.is-inverted{background-color:#fff;color:#313244}html.theme--catppuccin-mocha .button.is-dark.is-inverted:hover,html.theme--catppuccin-mocha .content kbd.button.is-inverted:hover,html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-hovered,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-mocha .button.is-dark.is-inverted[disabled],html.theme--catppuccin-mocha .content kbd.button.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-dark.is-inverted,fieldset[disabled] html.theme--catppuccin-mocha .content kbd.button.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#313244}html.theme--catppuccin-mocha .button.is-dark.is-loading::after,html.theme--catppuccin-mocha .content kbd.button.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-mocha .button.is-dark.is-outlined,html.theme--catppuccin-mocha .content kbd.button.is-outlined{background-color:transparent;border-color:#313244;color:#313244}html.theme--catppuccin-mocha .button.is-dark.is-outlined:hover,html.theme--catppuccin-mocha .content kbd.button.is-outlined:hover,html.theme--catppuccin-mocha .button.is-dark.is-outlined.is-hovered,html.theme--catppuccin-mocha .content kbd.button.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-dark.is-outlined:focus,html.theme--catppuccin-mocha .content kbd.button.is-outlined:focus,html.theme--catppuccin-mocha .button.is-dark.is-outlined.is-focused,html.theme--catppuccin-mocha .content kbd.button.is-outlined.is-focused{background-color:#313244;border-color:#313244;color:#fff}html.theme--catppuccin-mocha .button.is-dark.is-outlined.is-loading::after,html.theme--catppuccin-mocha .content kbd.button.is-outlined.is-loading::after{border-color:transparent transparent #313244 #313244 !important}html.theme--catppuccin-mocha .button.is-dark.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .content kbd.button.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-dark.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .content kbd.button.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-dark.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .content kbd.button.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-dark.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-mocha .content kbd.button.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-mocha .button.is-dark.is-outlined[disabled],html.theme--catppuccin-mocha .content kbd.button.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-dark.is-outlined,fieldset[disabled] html.theme--catppuccin-mocha .content kbd.button.is-outlined{background-color:transparent;border-color:#313244;box-shadow:none;color:#313244}html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined.is-focused{background-color:#fff;color:#313244}html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #313244 #313244 !important}html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined[disabled],html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined,fieldset[disabled] html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-mocha .button.is-primary,html.theme--catppuccin-mocha .docstring>section>a.button.docs-sourcelink{background-color:#89b4fa;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-primary:hover,html.theme--catppuccin-mocha .docstring>section>a.button.docs-sourcelink:hover,html.theme--catppuccin-mocha .button.is-primary.is-hovered,html.theme--catppuccin-mocha .docstring>section>a.button.is-hovered.docs-sourcelink{background-color:#7dacf9;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-primary:focus,html.theme--catppuccin-mocha .docstring>section>a.button.docs-sourcelink:focus,html.theme--catppuccin-mocha .button.is-primary.is-focused,html.theme--catppuccin-mocha .docstring>section>a.button.is-focused.docs-sourcelink{border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-primary:focus:not(:active),html.theme--catppuccin-mocha .docstring>section>a.button.docs-sourcelink:focus:not(:active),html.theme--catppuccin-mocha .button.is-primary.is-focused:not(:active),html.theme--catppuccin-mocha .docstring>section>a.button.is-focused.docs-sourcelink:not(:active){box-shadow:0 0 0 0.125em rgba(137,180,250,0.25)}html.theme--catppuccin-mocha .button.is-primary:active,html.theme--catppuccin-mocha .docstring>section>a.button.docs-sourcelink:active,html.theme--catppuccin-mocha .button.is-primary.is-active,html.theme--catppuccin-mocha .docstring>section>a.button.is-active.docs-sourcelink{background-color:#71a4f9;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-primary[disabled],html.theme--catppuccin-mocha .docstring>section>a.button.docs-sourcelink[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-primary,fieldset[disabled] html.theme--catppuccin-mocha .docstring>section>a.button.docs-sourcelink{background-color:#89b4fa;border-color:#89b4fa;box-shadow:none}html.theme--catppuccin-mocha .button.is-primary.is-inverted,html.theme--catppuccin-mocha .docstring>section>a.button.is-inverted.docs-sourcelink{background-color:#fff;color:#89b4fa}html.theme--catppuccin-mocha .button.is-primary.is-inverted:hover,html.theme--catppuccin-mocha .docstring>section>a.button.is-inverted.docs-sourcelink:hover,html.theme--catppuccin-mocha .button.is-primary.is-inverted.is-hovered,html.theme--catppuccin-mocha .docstring>section>a.button.is-inverted.is-hovered.docs-sourcelink{background-color:#f2f2f2}html.theme--catppuccin-mocha .button.is-primary.is-inverted[disabled],html.theme--catppuccin-mocha .docstring>section>a.button.is-inverted.docs-sourcelink[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-primary.is-inverted,fieldset[disabled] html.theme--catppuccin-mocha .docstring>section>a.button.is-inverted.docs-sourcelink{background-color:#fff;border-color:transparent;box-shadow:none;color:#89b4fa}html.theme--catppuccin-mocha .button.is-primary.is-loading::after,html.theme--catppuccin-mocha .docstring>section>a.button.is-loading.docs-sourcelink::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-mocha .button.is-primary.is-outlined,html.theme--catppuccin-mocha 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html.theme--catppuccin-mocha .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-mocha .button.is-link.is-light{background-color:#ebf3fe;color:#063c93}html.theme--catppuccin-mocha .button.is-link.is-light:hover,html.theme--catppuccin-mocha .button.is-link.is-light.is-hovered{background-color:#dfebfe;border-color:transparent;color:#063c93}html.theme--catppuccin-mocha .button.is-link.is-light:active,html.theme--catppuccin-mocha .button.is-link.is-light.is-active{background-color:#d3e3fd;border-color:transparent;color:#063c93}html.theme--catppuccin-mocha .button.is-info{background-color:#94e2d5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info:hover,html.theme--catppuccin-mocha .button.is-info.is-hovered{background-color:#8adfd1;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info:focus,html.theme--catppuccin-mocha 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!important}html.theme--catppuccin-mocha .button.is-success.is-outlined{background-color:transparent;border-color:#a6e3a1;color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-outlined:hover,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-success.is-outlined:focus,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-focused{background-color:#a6e3a1;border-color:#a6e3a1;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #a6e3a1 #a6e3a1 !important}html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success.is-outlined{background-color:transparent;border-color:#a6e3a1;box-shadow:none;color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #a6e3a1 #a6e3a1 !important}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-light{background-color:#f0faef;color:#287222}html.theme--catppuccin-mocha .button.is-success.is-light:hover,html.theme--catppuccin-mocha .button.is-success.is-light.is-hovered{background-color:#e7f7e5;border-color:transparent;color:#287222}html.theme--catppuccin-mocha .button.is-success.is-light:active,html.theme--catppuccin-mocha .button.is-success.is-light.is-active{background-color:#def4dc;border-color:transparent;color:#287222}html.theme--catppuccin-mocha .button.is-warning{background-color:#f9e2af;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning:hover,html.theme--catppuccin-mocha .button.is-warning.is-hovered{background-color:#f8dea3;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning:focus,html.theme--catppuccin-mocha .button.is-warning.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning:focus:not(:active),html.theme--catppuccin-mocha .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(249,226,175,0.25)}html.theme--catppuccin-mocha .button.is-warning:active,html.theme--catppuccin-mocha .button.is-warning.is-active{background-color:#f7d997;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning{background-color:#f9e2af;border-color:#f9e2af;box-shadow:none}html.theme--catppuccin-mocha .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-inverted:hover,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-warning.is-outlined{background-color:transparent;border-color:#f9e2af;color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-outlined:hover,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-warning.is-outlined:focus,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-focused{background-color:#f9e2af;border-color:#f9e2af;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #f9e2af #f9e2af !important}html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning.is-outlined{background-color:transparent;border-color:#f9e2af;box-shadow:none;color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f9e2af #f9e2af !important}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-light{background-color:#fef8ec;color:#8a620a}html.theme--catppuccin-mocha .button.is-warning.is-light:hover,html.theme--catppuccin-mocha .button.is-warning.is-light.is-hovered{background-color:#fdf4e0;border-color:transparent;color:#8a620a}html.theme--catppuccin-mocha .button.is-warning.is-light:active,html.theme--catppuccin-mocha .button.is-warning.is-light.is-active{background-color:#fcf0d4;border-color:transparent;color:#8a620a}html.theme--catppuccin-mocha .button.is-danger{background-color:#f38ba8;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger:hover,html.theme--catppuccin-mocha .button.is-danger.is-hovered{background-color:#f27f9f;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger:focus,html.theme--catppuccin-mocha .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger:focus:not(:active),html.theme--catppuccin-mocha .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(243,139,168,0.25)}html.theme--catppuccin-mocha .button.is-danger:active,html.theme--catppuccin-mocha .button.is-danger.is-active{background-color:#f17497;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger{background-color:#f38ba8;border-color:#f38ba8;box-shadow:none}html.theme--catppuccin-mocha .button.is-danger.is-inverted{background-color:#fff;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-inverted:hover,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-mocha .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-mocha .button.is-danger.is-outlined{background-color:transparent;border-color:#f38ba8;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-outlined:hover,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-danger.is-outlined:focus,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-focused{background-color:#f38ba8;border-color:#f38ba8;color:#fff}html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #f38ba8 #f38ba8 !important}html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-mocha .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger.is-outlined{background-color:transparent;border-color:#f38ba8;box-shadow:none;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f38ba8 #f38ba8 !important}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-mocha .button.is-danger.is-light{background-color:#fdedf1;color:#991036}html.theme--catppuccin-mocha .button.is-danger.is-light:hover,html.theme--catppuccin-mocha .button.is-danger.is-light.is-hovered{background-color:#fce1e8;border-color:transparent;color:#991036}html.theme--catppuccin-mocha .button.is-danger.is-light:active,html.theme--catppuccin-mocha .button.is-danger.is-light.is-active{background-color:#fbd5e0;border-color:transparent;color:#991036}html.theme--catppuccin-mocha .button.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-mocha .button.is-small:not(.is-rounded),html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-mocha .button.is-normal{font-size:1rem}html.theme--catppuccin-mocha .button.is-medium{font-size:1.25rem}html.theme--catppuccin-mocha .button.is-large{font-size:1.5rem}html.theme--catppuccin-mocha .button[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button{background-color:#6c7086;border-color:#585b70;box-shadow:none;opacity:.5}html.theme--catppuccin-mocha .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-mocha .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-mocha .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-mocha .button.is-static{background-color:#181825;border-color:#585b70;color:#7f849c;box-shadow:none;pointer-events:none}html.theme--catppuccin-mocha .button.is-rounded,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-mocha .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-mocha .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-mocha .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-mocha .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-mocha .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-mocha .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-mocha .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-mocha .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-mocha .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-mocha .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-mocha .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-mocha .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-mocha .buttons.has-addons .button:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-mocha .buttons.has-addons .button:focus,html.theme--catppuccin-mocha .buttons.has-addons .button.is-focused,html.theme--catppuccin-mocha .buttons.has-addons .button:active,html.theme--catppuccin-mocha .buttons.has-addons .button.is-active,html.theme--catppuccin-mocha .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-mocha .buttons.has-addons .button:focus:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-mocha .buttons.has-addons .button:active:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-mocha .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-mocha .buttons.is-centered{justify-content:center}html.theme--catppuccin-mocha .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-mocha .buttons.is-right{justify-content:flex-end}html.theme--catppuccin-mocha .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--catppuccin-mocha .button.is-responsive.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--catppuccin-mocha .button.is-responsive,html.theme--catppuccin-mocha .button.is-responsive.is-normal{font-size:.65625rem}html.theme--catppuccin-mocha .button.is-responsive.is-medium{font-size:.75rem}html.theme--catppuccin-mocha .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--catppuccin-mocha .button.is-responsive.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--catppuccin-mocha .button.is-responsive,html.theme--catppuccin-mocha .button.is-responsive.is-normal{font-size:.75rem}html.theme--catppuccin-mocha .button.is-responsive.is-medium{font-size:1rem}html.theme--catppuccin-mocha .button.is-responsive.is-large{font-size:1.25rem}}html.theme--catppuccin-mocha .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--catppuccin-mocha .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--catppuccin-mocha .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--catppuccin-mocha .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--catppuccin-mocha .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--catppuccin-mocha .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-mocha .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-mocha .content li+li{margin-top:0.25em}html.theme--catppuccin-mocha .content p:not(:last-child),html.theme--catppuccin-mocha .content dl:not(:last-child),html.theme--catppuccin-mocha .content ol:not(:last-child),html.theme--catppuccin-mocha .content ul:not(:last-child),html.theme--catppuccin-mocha .content blockquote:not(:last-child),html.theme--catppuccin-mocha .content pre:not(:last-child),html.theme--catppuccin-mocha .content table:not(:last-child){margin-bottom:1em}html.theme--catppuccin-mocha .content h1,html.theme--catppuccin-mocha .content h2,html.theme--catppuccin-mocha .content h3,html.theme--catppuccin-mocha .content h4,html.theme--catppuccin-mocha .content h5,html.theme--catppuccin-mocha .content h6{color:#cdd6f4;font-weight:600;line-height:1.125}html.theme--catppuccin-mocha .content h1{font-size:2em;margin-bottom:0.5em}html.theme--catppuccin-mocha .content h1:not(:first-child){margin-top:1em}html.theme--catppuccin-mocha .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--catppuccin-mocha .content h2:not(:first-child){margin-top:1.1428em}html.theme--catppuccin-mocha .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--catppuccin-mocha .content 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kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-primary,html.theme--documenter-dark .docstring>section>a.button.docs-sourcelink{background-color:#375a7f;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-primary:hover,html.theme--documenter-dark .docstring>section>a.button.docs-sourcelink:hover,html.theme--documenter-dark .button.is-primary.is-hovered,html.theme--documenter-dark .docstring>section>a.button.is-hovered.docs-sourcelink{background-color:#335476;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-primary:focus,html.theme--documenter-dark .docstring>section>a.button.docs-sourcelink:focus,html.theme--documenter-dark .button.is-primary.is-focused,html.theme--documenter-dark .docstring>section>a.button.is-focused.docs-sourcelink{border-color:transparent;color:#fff}html.theme--documenter-dark 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html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-danger.is-light{background-color:#fbefef;color:#c03930}html.theme--documenter-dark .button.is-danger.is-light:hover,html.theme--documenter-dark .button.is-danger.is-light.is-hovered{background-color:#f8e6e5;border-color:transparent;color:#c03930}html.theme--documenter-dark .button.is-danger.is-light:active,html.theme--documenter-dark .button.is-danger.is-light.is-active{background-color:#f6dcda;border-color:transparent;color:#c03930}html.theme--documenter-dark .button.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--documenter-dark .button.is-small:not(.is-rounded),html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--documenter-dark 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.navbar-link .icon:only-child{margin-left:-0.25rem;margin-right:-0.25rem}html.theme--documenter-dark a.navbar-item,html.theme--documenter-dark .navbar-link{cursor:pointer}html.theme--documenter-dark a.navbar-item:focus,html.theme--documenter-dark a.navbar-item:focus-within,html.theme--documenter-dark a.navbar-item:hover,html.theme--documenter-dark a.navbar-item.is-active,html.theme--documenter-dark .navbar-link:focus,html.theme--documenter-dark .navbar-link:focus-within,html.theme--documenter-dark .navbar-link:hover,html.theme--documenter-dark .navbar-link.is-active{background-color:rgba(0,0,0,0);color:#1abc9c}html.theme--documenter-dark .navbar-item{flex-grow:0;flex-shrink:0}html.theme--documenter-dark .navbar-item img{max-height:1.75rem}html.theme--documenter-dark .navbar-item.has-dropdown{padding:0}html.theme--documenter-dark .navbar-item.is-expanded{flex-grow:1;flex-shrink:1}html.theme--documenter-dark .navbar-item.is-tab{border-bottom:1px solid 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body.has-spaced-navbar-fixed-bottom{padding-bottom:6rem}html.theme--documenter-dark a.navbar-item.is-active,html.theme--documenter-dark .navbar-link.is-active{color:#1abc9c}html.theme--documenter-dark a.navbar-item.is-active:not(:focus):not(:hover),html.theme--documenter-dark .navbar-link.is-active:not(:focus):not(:hover){background-color:rgba(0,0,0,0)}html.theme--documenter-dark .navbar-item.has-dropdown:focus .navbar-link,html.theme--documenter-dark .navbar-item.has-dropdown:hover .navbar-link,html.theme--documenter-dark .navbar-item.has-dropdown.is-active .navbar-link{background-color:rgba(0,0,0,0)}}html.theme--documenter-dark .hero.is-fullheight-with-navbar{min-height:calc(100vh - 4rem)}html.theme--documenter-dark .pagination{font-size:1rem;margin:-.25rem}html.theme--documenter-dark .pagination.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.pagination{font-size:.75rem}html.theme--documenter-dark 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Gets put into the tag.. +function set_theme_from_local_storage() { + // Initialize the theme to null, which means default + var theme = null; + // If the browser supports the localstorage and is not disabled then try to get the + // documenter theme + if (window.localStorage != null) { + // Get the user-picked theme from localStorage. May be `null`, which means the default + // theme. + theme = window.localStorage.getItem("documenter-theme"); + } + // Check if the users preference is for dark color scheme + var darkPreference = + window.matchMedia("(prefers-color-scheme: dark)").matches === true; + // Initialize a few variables for the loop: + // + // - active: will contain the index of the theme that should be active. Note that there + // is no guarantee that localStorage contains sane values. If `active` stays `null` + // we either could not find the theme or it is the default (primary) theme anyway. + // Either way, we then need to stick to the primary theme. + // + // - disabled: style sheets that should be disabled (i.e. all the theme style sheets + // that are not the currently active theme) + var active = null; + var disabled = []; + var primaryLightTheme = null; + var primaryDarkTheme = null; + for (var i = 0; i < document.styleSheets.length; i++) { + var ss = document.styleSheets[i]; + // The tag of each style sheet is expected to have a data-theme-name attribute + // which must contain the name of the theme. The names in localStorage much match this. + var themename = ss.ownerNode.getAttribute("data-theme-name"); + // attribute not set => non-theme stylesheet => ignore + if (themename === null) continue; + // To distinguish the default (primary) theme, it needs to have the data-theme-primary + // attribute set. + if (ss.ownerNode.getAttribute("data-theme-primary") !== null) { + primaryLightTheme = themename; + } + // Check if the theme is primary dark theme so that we could store its name in darkTheme + if (ss.ownerNode.getAttribute("data-theme-primary-dark") !== null) { + primaryDarkTheme = themename; + } + // If we find a matching theme (and it's not the default), we'll set active to non-null + if (themename === theme) active = i; + // Store the style sheets of inactive themes so that we could disable them + if (themename !== theme) disabled.push(ss); + } + var activeTheme = null; + if (active !== null) { + // If we did find an active theme, we'll (1) add the theme--$(theme) class to + document.getElementsByTagName("html")[0].className = "theme--" + theme; + activeTheme = theme; + } else { + // If we did _not_ find an active theme, then we need to fall back to the primary theme + // which can either be dark or light, depending on the user's OS preference. + var activeTheme = darkPreference ? primaryDarkTheme : primaryLightTheme; + // In case it somehow happens that the relevant primary theme was not found in the + // preceding loop, we abort without doing anything. + if (activeTheme === null) { + console.error("Unable to determine primary theme."); + return; + } + // When switching to the primary light theme, then we must not have a class name + // for the tag. That's only for non-primary or the primary dark theme. + if (darkPreference) { + document.getElementsByTagName("html")[0].className = + "theme--" + activeTheme; + } else { + document.getElementsByTagName("html")[0].className = ""; + } + } + for (var i = 0; i < document.styleSheets.length; i++) { + var ss = document.styleSheets[i]; + // The tag of each style sheet is expected to have a data-theme-name attribute + // which must contain the name of the theme. The names in localStorage much match this. + var themename = ss.ownerNode.getAttribute("data-theme-name"); + // attribute not set => non-theme stylesheet => ignore + if (themename === null) continue; + // we'll disable all the stylesheets, except for the active one + ss.disabled = !(themename == activeTheme); + } +} +set_theme_from_local_storage(); diff --git a/docs/common/assets/warner.js b/docs/common/assets/warner.js new file mode 100644 index 000000000..3f6f5d008 --- /dev/null +++ b/docs/common/assets/warner.js @@ -0,0 +1,52 @@ +function maybeAddWarning() { + // DOCUMENTER_NEWEST is defined in versions.js, DOCUMENTER_CURRENT_VERSION and DOCUMENTER_STABLE + // in siteinfo.js. + // If either of these are undefined something went horribly wrong, so we abort. + if ( + window.DOCUMENTER_NEWEST === undefined || + window.DOCUMENTER_CURRENT_VERSION === undefined || + window.DOCUMENTER_STABLE === undefined + ) { + return; + } + + // Current version is not a version number, so we can't tell if it's the newest version. 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        Click here to go to the documentation for the latest stable release.'; + div.appendChild(closer); + document.body.appendChild(div); +} + +if (document.readyState === "loading") { + document.addEventListener("DOMContentLoaded", maybeAddWarning); +} else { + maybeAddWarning(); +} diff --git a/docs/common/contributing.org b/docs/common/contributing.org new file mode 100644 index 000000000..0457608d7 --- /dev/null +++ b/docs/common/contributing.org @@ -0,0 +1,83 @@ +#+title: Contributing + +This is a guide for contributing to DataToolkitCommon. It is intended to make it +easier to contribute new transformers and plugins, but may also be of some +general interest. + +* Creating a new transformer + +Say there's a format you're familiar with or need to work with that's relatively +common and not (yet) supported out-of-the-box by =DataToolkitCommon=. This is a +great oppotunity to spin up a PR adding support 😉. If you get stuck on +anything, just open an issue or DM me (=@tecosaur= on Zulip, Slack, and more) and +I'll happily see if I can help 🙂. + +I always appreciate the value of a good example. Here are some transformers that +I think might be helpful as a point of reference: ++ The [[@ref storage-filesystem][=filesystem=]] storage ++ The [[@ref saveload-arrow][=arrow=]] loader and writer + +** Loader + +1. Create a new file =src/transformers/saveload/{name}.jl= +2. Add an ~include("src/transformers/saveload/{name}.jl")~ line to + =src/DataToolkitCommon.jl= (maintaining the sorted order) +3. Decide whether you want to use an extra package, if so: + a. With =DataToolkitCommon= as the current project, in the Pkg repl run ~add --weak {MyPkg}~ + b. Modify the =Project.toml= to add a ={MyPkg}Ext= to the =[extensions]= section + c. Create =ext/{MyPkg}Ext.jl= + d. Add a stub method to =saveload/{name}.jl=, and implement it in =ext/{MyPkg}Ext.jl= + e. Use ~@require {MyPkg}~ at the start of your [[@extref DataToolkitCore.load][~load~]] method implementation + f. Add a ~@addpkg {MyPkg} {UUID}~ line to the ~__init__~ method in + =src/DataToolkitCommon.jl= (maintaining the sorted order) +4. Implement one or more [[@extref DataToolkitCore.load][~load~]] methods for ~DataLoader{:name}~. Use [[@extref DataToolkitCore.@getparam][~@getparam~]] + if you want to access parameters of the loader or dataset. +5. If you implemented multiple ~load~ methods, consider whether it would also be + appropriate to implement a specialised [[@extref DataToolkitCore.supportedtypes][~supportedtypes~]] method. +6. Consider whether there is a reasonable implementation of [[@extref DataToolkitCore.createauto][~createauto~]] you + could write. +7. At the end of the file, assign a docstring to a const using the form ~const {name}_DOC = md"""..."""~, + and update the ~append!(DataToolkitCore.TRANSFORMER_DOCUMENTATION, [...])~ call + in =src/DataToolkitCommon.jl='s ~__init__~ method appropriately. +8. Add ~"{name}"~ to the ~DocSaveload~ list in =docs/make.jl= +9. For brownie points: find a test file for the new loader and PR it to + [[https://github.com/tecosaur/DataToolkitTestAssets][DataToolkitTestAssets]] and write a test using it. + +** Storage + +The same as the loader steps, except: ++ You want to create the file =src/transformers/storage/{name}.jl= ++ You want to implement either: + - [[@extref DataToolkitCore.storage][~storage~]] + - [[@extref DataToolkitCore.getstorage][~getstorage~]] and/or [[@extref DataToolkitCore.putstorage][~putstorage~]] ++ Add ~"{name}"~ to ~DocStorage~ instead of ~DocSaveload~ in =docs/make.jl= + +** Writer + +The same as the loader steps, except: ++ You want to implement [[@extref DataToolkitCore.save][~save~]] + +* Creating a new plugin + +If you feel like DataToolkit lacks something, not support for a certain +support/storage provider, but some more fundamental behaviour --- +it's entirely likely this behaviour can be added in via a [[@extref DataToolkitCore Plugins-and-Advice][/Plugin/]]. + +Depending on the behaviour you have in mind, implementing a plugin can take five +minutes and be just a dozen or two lines total, or something much larger (like +=DataToolkitStore=). Feel free to reach out to me for a chat if you're not sure +whether or how something can be done 🙂. + +The plugins in =src/plugins/= should provide an indication of what implementing a +plugin /can/ look like. The broad strokes look something like this though: +1. Compare the behaviour in your mind to the [[@extref DataToolkitCore Index-of-advised-calls-(join-points)][join points]] currently available, + and contemplate which of them would need to be changed to accomidate your + target behaviour +2. Create =src/plugins/{name}.jl=, and implement advice functions that modify the + identified join points +3. Construct a ~Plugin~ and assign it to a ~const~ variable with a docstring +4. Add a ~include("plugins/myplugin.jl")~ line to =src/DataToolkitCommon.jl=, and + ~@dataplugin MY_PLUGIN~ line to the ~__init__~ function (around the middle, with + the other plugins). +5. Add the plugin to the ~DocPlugins~ list in =docs/make.jl=, providing a mapping + from the display name to the actual name. diff --git a/docs/common/contributing/index.html b/docs/common/contributing/index.html new file mode 100644 index 000000000..498c12bdb --- /dev/null +++ b/docs/common/contributing/index.html @@ -0,0 +1 @@ +Contributing · DataToolkitCommon.jl

        Contributing

        This is a guide for contributing to DataToolkitCommon. It is intended to make it easier to contribute new transformers and plugins, but may also be of some general interest.

        Creating a new transformer

        Say there's a format you're familiar with or need to work with that's relatively common and not (yet) supported out-of-the-box by DataToolkitCommon. This is a great oppotunity to spin up a PR adding support 😉. If you get stuck on anything, just open an issue or DM me (@tecosaur on Zulip, Slack, and more) and I'll happily see if I can help 🙂.

        I always appreciate the value of a good example. Here are some transformers that I think might be helpful as a point of reference:

        Loader

        1. Create a new file src/transformers/saveload/{name}.jl
        2. Add an include("src/transformers/saveload/{name}.jl") line to src/DataToolkitCommon.jl (maintaining the sorted order)
        3. Decide whether you want to use an extra package, if so: a. With DataToolkitCommon as the current project, in the Pkg repl run add --weak {MyPkg} b. Modify the Project.toml to add a {MyPkg}Ext to the [extensions] section c. Create ext/{MyPkg}Ext.jl d. Add a stub method to saveload/{name}.jl, and implement it in ext/{MyPkg}Ext.jl e. Use @require {MyPkg} at the start of your load method implementation f. Add a @addpkg {MyPkg} {UUID} line to the __init__ method in src/DataToolkitCommon.jl (maintaining the sorted order)
        4. Implement one or more load methods for DataLoader{:name}. Use @getparam if you want to access parameters of the loader or dataset.
        5. If you implemented multiple load methods, consider whether it would also be appropriate to implement a specialised supportedtypes method.
        6. Consider whether there is a reasonable implementation of createauto you could write.
        7. At the end of the file, assign a docstring to a const using the form const {name}_DOC = md"""...""", and update the append!(DataToolkitCore.TRANSFORMER_DOCUMENTATION, [...]) call in src/DataToolkitCommon.jl's __init__ method appropriately.
        8. Add "{name}" to the DocSaveload list in docs/make.jl
        9. For brownie points: find a test file for the new loader and PR it to DataToolkitTestAssets and write a test using it.

        Storage

        The same as the loader steps, except:

        • You want to create the file src/transformers/storage/{name}.jl
        • You want to implement either:
        • Add "{name}" to DocStorage instead of DocSaveload in docs/make.jl

        Writer

        The same as the loader steps, except:

        • You want to implement save

        Creating a new plugin

        If you feel like DataToolkit lacks something, not support for a certain support/storage provider, but some more fundamental behaviour — it's entirely likely this behaviour can be added in via a Plugin.

        Depending on the behaviour you have in mind, implementing a plugin can take five minutes and be just a dozen or two lines total, or something much larger (like DataToolkitStore). Feel free to reach out to me for a chat if you're not sure whether or how something can be done 🙂.

        The plugins in src/plugins/ should provide an indication of what implementing a plugin can look like. The broad strokes look something like this though:

        1. Compare the behaviour in your mind to the join points currently available, and contemplate which of them would need to be changed to accomidate your target behaviour
        2. Create src/plugins/{name}.jl, and implement advice functions that modify the identified join points
        3. Construct a Plugin and assign it to a const variable with a docstring
        4. Add a include("plugins/myplugin.jl") line to src/DataToolkitCommon.jl, and @dataplugin MY_PLUGIN line to the __init__ function (around the middle, with the other plugins).
        5. Add the plugin to the DocPlugins list in docs/make.jl, providing a mapping from the display name to the actual name.
        \ No newline at end of file diff --git a/docs/common/index.html b/docs/common/index.html new file mode 100644 index 000000000..ad9c78dbb --- /dev/null +++ b/docs/common/index.html @@ -0,0 +1,11 @@ +Introduction · DataToolkitCommon.jl

        Introduction

        DataToolkitCommon takes the skeleton provided by DataToolkitCore and builds the basic functionality needed to make DataToolkit actually useful.

        To gain an understanding of how these two components fit together, it is recommended the DataToolkitCore docs be looked at first to understand the system, and then these docs for useful transformers and plugins to actually work with your data.

        Note that in addition to being displayed here, you can also view the documentation of the various drivers in the data> REPL like so:

        data> ?: # See a list of all known drivers
+ storage transformers (<count>)
+   [...]
+ loader transformers (<count>)
+   [...]
+ writer transformers (<count>)
+   [...]
+
+data> ?:csv # View the CSV loader documentation
+  Parse and serialize CSV data
+  [...]
        \ No newline at end of file diff --git a/docs/common/index.org b/docs/common/index.org new file mode 100644 index 000000000..759076564 --- /dev/null +++ b/docs/common/index.org @@ -0,0 +1,28 @@ +#+title: Introduction + +DataToolkitCommon takes the skeleton provided by [[https://tecosaur.github.io/DataToolkit.jl/core/][DataToolkitCore]] and builds the +basic functionality needed to make [[https://tecosaur.github.io/DataToolkit.jl/main/][DataToolkit]] actually useful. + +To gain an understanding of how these two components fit together, it is +recommended the [[https://tecosaur.github.io/DataToolkit.jl/core/][DataToolkitCore]] docs be looked at first to understand the +system, and then these docs for useful transformers and plugins to actually work +with your data. + +------ + +Note that in addition to being displayed here, you can also view the +documentation of the various drivers in the =data>= REPL like so: + +#+begin_example +data> ?: # See a list of all known drivers + storage transformers () + [...] + loader transformers () + [...] + writer transformers () + [...] + +data> ?:csv # View the CSV loader documentation + Parse and serialize CSV data + [...] +#+end_example diff --git a/docs/common/objects.inv b/docs/common/objects.inv new file mode 100644 index 0000000000000000000000000000000000000000..37f25d4cd2beb1e41dddcaf688e483c09a36541e GIT binary patch literal 1324 zcmV+{1=IQ?AX9K?X>NERX>N99Zgg*Qc_4OWa&u{KZXhxWBOp+6Z)#;@bUGkJVRT_s zZ*OdCX>>zxZEbIEE^2HFBOq2~a&u{KZaN?^E-^4JFbX3eRA^-&a%F8{X>Md?av*PJ zAarPHb0B7EY-J#6b0A}HZE$jBb8}^6Aa!$TZf78RY-wUH3V58IS50%#bua9(SC?t=uG&8ze#!T8dx*P`3K(y9?rr1SF@uh!plcVgc;OgX~-JLX2&H zY1M|%p9#6|tyb;0u~PNTM!`S19l(~lGqSplpl7kJpbG;niW# z!WhxkNzsg_9Nsg!Io5gR2!z$=glt784^^zQFmj8Jgx|?+6%FGU0^5X?$|?+}Dm)k& zx&K70au9t993Kha z3p=dqn>m>v^xZR2&P9L4z6k$_=-6D&dBddCZze^Nn1a-$plH` zo{3_)uHs>wkteP*q}(P5xSSjk_@y&1RWKSD`TDT>n!x|a`iEhh zk#BNnhHl)+-Z0*_!{0lTgBK>q_O^Y5m&j?wmXDpSl7bCWYkG^cgE%NHji}Lrjgb%j zEz*uc8|Vtv*@BIc&;G4>*YkA;ErD+MW{*#`rJT0hawDel-to2Qs*}HYO9GvEI#FA~ ziKoZ?r7gau% zonqlrJVzkKlMFt^23R=dS|Ctd6Z8}1Ay&*2f($qz%)%_8T@{mH!vcKXvS_Mil@oFG z43ETBvl8&hcTuiozPK~w1PpuXA!8O;L zr3i|QnG6CvZ9Z^2#rpb0eM;1KJLU^UnkSL6RpRU{h-xZu`JE-cr)2qAa zHyg3dlNN$Xv!`3759VTk2PkpS5LC0OaB-cnGQ`D&E?+u}ect8NHp{8GSgE8|k}H^D znPBmOyljKTO7lJlpQv?0nzi531>b-%@un7>>*+bi1x);^RMaXOg-rS7C}n_`iJ8^p z`D=mc6Xz9FN@BD0cCKJBg>wx5%g<2B#D_4^==$MLYpk&aqOv})u zo=g0spIvi61^sSvjgF>>ib|#TXyVXmzD$^1I-?-Ye0KS(Pmxq``9bh?|+#C4K_AQ$9CEWdt9i(725wCo-W zAIxsD_x&(h_Gz^6I9ILQjqHs>{&e-;W3wbom$|d#w~GrMjY77hI4L`I>me>MTx*M! z;l&ofc(u)s?Md_AVEu)f&=fxGo5C=T;Bo( i&KW4)(X6AddPkgs · DataToolkitCommon.jl

        AddPkgs

        Using this plugin

        To use the plugin, either modify the plugins entry of the collection's Data.toml to include "addpkgs", or use the Data REPL's plugin add/plugin remove subcommands.

        Register required packages of the Data Collection that needs them.

        When using DataToolkit.@addpkgs in an interactive session, the named packages will be automatically added to the Data.toml of applicable currently-loaded data collections — avoiding the nead to manually look up the package's UUID and edit the configuration yourself.

        Example usage

        [config.packages]
+CSV = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b"

        With the above configuration and this plugin, upon loading the data collection, the CSV package will be registered under the data collection's module.

        \ No newline at end of file diff --git a/docs/common/plugins/defaults/index.html b/docs/common/plugins/defaults/index.html new file mode 100644 index 000000000..d787e46d2 --- /dev/null +++ b/docs/common/plugins/defaults/index.html @@ -0,0 +1,6 @@ +Defaults · DataToolkitCommon.jl

        Defaults

        Using this plugin

        To use the plugin, either modify the plugins entry of the collection's Data.toml to include "defaults", or use the Data REPL's plugin add/plugin remove subcommands.

        Apply default values from the "defaults" data collection property. This works with both DataSets and DataTransformers.

        Default DataSet property

        [config.defaults]
+description="Oh no, nobody bothered to describe this dataset."

        Default DataTransformer property

        This is scoped to a particular transformer, and a particular driver. One may also affect all drivers with the special "all drivers" key _. Specific-driver defaults always override all-driver defaults.

        [config.defaults.storage._]
+priority=0
+
+[config.defaults.storage.filesystem]
+priority=2
        \ No newline at end of file diff --git a/docs/common/plugins/memorise/index.html b/docs/common/plugins/memorise/index.html new file mode 100644 index 000000000..b675fc068 --- /dev/null +++ b/docs/common/plugins/memorise/index.html @@ -0,0 +1,2 @@ +Memorise · DataToolkitCommon.jl

        Memorise

        Using this plugin

        To use the plugin, either modify the plugins entry of the collection's Data.toml to include "memorise", or use the Data REPL's plugin add/plugin remove subcommands.

        Cache the results of data loaders in memory. This requires (dataset::DataSet, as::Type) to consistently identify the same loaded information.

        Enabling caching of a dataset

        [[mydata]]
+memorise = true

        memorise can be a boolean value, a type that should be memorised, or a list of types to be memorised.

        \ No newline at end of file diff --git a/docs/common/plugins/versions/index.html b/docs/common/plugins/versions/index.html new file mode 100644 index 000000000..f9defaaeb --- /dev/null +++ b/docs/common/plugins/versions/index.html @@ -0,0 +1,10 @@ +Versions · DataToolkitCommon.jl

        Versions

        Using this plugin

        To use the plugin, either modify the plugins entry of the collection's Data.toml to include "versions", or use the Data REPL's plugin add/plugin remove subcommands.

        Give data sets versions, and identify them by version.

        Giving data sets a version

        Multiple editions of a data set can be described by using the same name, but setting the version parameter to differentiate them.

        For instance, say that Ronald Fisher released a second version of the "Iris" data set, with more flowers. We could specify this as:

        [[iris]]
+version = "1"
+...
+
+[[iris]]
+version = "2"
+...

        Matching by version

        Version matching is done via the Identifier parameter "version". As shorthand, instead of providing the "version" parameter manually, the version can be tacked onto the end of an identifier with @, e.g. iris@1 or iris@2.

        The version matching re-uses machinery from Pkg, and so all Pkg-style version specifications are supported. In addition to this, one can simply request the "latest" version.

        The following are all valid identifiers, using the @-shorthand:

        iris@1
+iris@~1
+iris@>=2
+iris@latest

        When multiple data sets match the version specification, the one with the highest matching version is used.

        \ No newline at end of file diff --git a/docs/common/saveload/arrow/index.html b/docs/common/saveload/arrow/index.html new file mode 100644 index 000000000..7edc3337d --- /dev/null +++ b/docs/common/saveload/arrow/index.html @@ -0,0 +1,2 @@ +Arrow · DataToolkitCommon.jl

        Arrow

        Parse and serialize arrow files

        Input/output

        The arrow driver expects data to be provided via IO.

        By default this driver supports parsing to two data types:

        • DataFrame
        • Arrow.Table

        Required packages

        • Arrow

        Parameters

        • convert: controls whether certain arrow primitive types will be converted to more friendly Julia defaults
        • The writer mirrors the arguments available in Arrow.write.

        Usage examples

        [[iris.loader]]
+driver = "arrow"
        \ No newline at end of file diff --git a/docs/common/saveload/chain/index.html b/docs/common/saveload/chain/index.html new file mode 100644 index 000000000..24a233822 --- /dev/null +++ b/docs/common/saveload/chain/index.html @@ -0,0 +1,18 @@ +Chain · DataToolkitCommon.jl

        Chain

        Chain multiple transformers together

        Input/Output

        The chain loader can accept any form of input, and produce any form of output.

        In passes the initial input through a chain of other loaders, via the loader property. A list of loader driver names can be given to chain together those loaders with no properties. To provide properties, use a TOML array of tables and specify the full (driver = "name", ...) form.

        Writing is not currently supported.

        Usage examples

        [[iris.loader]]
+driver = "chain"
+loaders = ["gzip", "csv"]
        [[iris.loader]]
+driver = "chain"
+loaders = ["gzip", { driver = "tar", file = "iris.csv" }, "csv"]
        [[chained.loader]]
+driver = "chain"
+
+    [[chained.loader.loaders]]
+    driver = "gzip"
+
+    [[chained.loader.loaders]]
+    driver = "csv"
+
+    [[chained.loader.loaders]]
+    driver = "julia"
+    input = "DataFrame"
+    path = "scripts/custom_postprocessing.jl"
+    type = "DataFrame"
        \ No newline at end of file diff --git a/docs/common/saveload/compressed/index.html b/docs/common/saveload/compressed/index.html new file mode 100644 index 000000000..7b965506a --- /dev/null +++ b/docs/common/saveload/compressed/index.html @@ -0,0 +1,2 @@ +Compressed · DataToolkitCommon.jl

        Compressed

        Load and write a variety of compressed formats

        Description

        This is a collection of drivers which enable transparent compression and decompression of data, specifically the following eponymous drivers:

        • gzip
        • zlib
        • deflate
        • bzip2
        • xz
        • zstd

        Input/output

        It is assumed that during reading decompression is the desired operation, compression desired when writing.

        In both cases, IO \to IO is the recommended pair of input/output formats, but IO or String to Vector{UInt8} or String are also supported.

        Required packages

        • CodecZlib, for the following drivers:

          • gzip
          • zlib
          • deflate

        • CodecBzip2 for the bzip2 driver

        • CodecXz for the xz driver

        • CodecZstd for the zstd driver

        Usage examples

        [[iris-raw.loader]]
+driver = "gzip"
        \ No newline at end of file diff --git a/docs/common/saveload/csv/index.html b/docs/common/saveload/csv/index.html new file mode 100644 index 000000000..e6635b10e --- /dev/null +++ b/docs/common/saveload/csv/index.html @@ -0,0 +1,5 @@ +CSV · DataToolkitCommon.jl

        CSV

        Parse and serialize CSV data

        While this is the csv driver, any format that CSV.jl can work with is supported (as this is merely a thin layer around CSV.jl)

        Input/output

        The csv driver expects data to be provided via IO.

        By default this driver announces support for parsing to three data types:

        • DataFrame
        • Matrix
        • CSV.File

        Other Tables compatible types are of course supported, and can be used directly (i.e. without having to use the CSV.File result) by specifying the type with the type transformer keyword.

        When writing, any type compatible with CSV.write can be used directly, to any storage backend supporting IO.

        Required packages

        • CSV

        Parameters

        • args: keyword arguments to be provided to CSV.File, see https://csv.juliadata.org/stable/reading.html#CSV.File.

        As a quick-reference, some arguments of particular interest are:

        • header: Either,

          • the row number to parse for column names
          • the list of column names

        • delim: the column delimiter

        • types: a single type, or vector of types to be used for the columns

        Usage examples

        [[iris.loader]]
+driver = "csv"
+
+    [iris.loader.args]
+    key = value...
        \ No newline at end of file diff --git a/docs/common/saveload/delim/index.html b/docs/common/saveload/delim/index.html new file mode 100644 index 000000000..5ab458530 --- /dev/null +++ b/docs/common/saveload/delim/index.html @@ -0,0 +1,2 @@ +Delim · DataToolkitCommon.jl

        Delim

        Parse and serialize delimited data

        Input/output

        The delim driver expects data to be provided via IO.

        It presents the parsed information as a Matrix, and can write Matrix and Vector types to an IO-supporting storage backend.

        Required packages

        • DelimitedFiles (the stdlib)

        Parameters

        • dtype: The element type of the matrix
        • delim: The character used to separate entries
        • eol: The character separating each line of input
        • header: Whether the first row of data should be read as a header
        • skipstart: The number of initial lines of input to ignore
        • skipblanks: Whether to ignore blank lines
        • quotes: Whether to allow quoted strings to contain column and line delimiters

        Usage examples

        [[iris.loader]]
+driver = "delim"
        \ No newline at end of file diff --git a/docs/common/saveload/gif/index.html b/docs/common/saveload/gif/index.html new file mode 100644 index 000000000..392b84a31 --- /dev/null +++ b/docs/common/saveload/gif/index.html @@ -0,0 +1,2 @@ +Gif · DataToolkitCommon.jl
        \ No newline at end of file diff --git a/docs/common/saveload/iotofile/index.html b/docs/common/saveload/iotofile/index.html new file mode 100644 index 000000000..4e4cc8942 --- /dev/null +++ b/docs/common/saveload/iotofile/index.html @@ -0,0 +1 @@ +IO to File · DataToolkitCommon.jl

        IO to File

        Obtain an IO as a FilePath

        The io->file loader serves as a bridge between and backends that produce IO but not a file path, and any subsequent transformers that require a file.

        If a FilePath can be provided directly, io->file will be sneaky and just create a symlink.

        Warn

        If a file with the given path already exists, it is possible for the content to become out of date, set rewrite to write the file every access and so avoid this potential issue. This is not a risk in the symlink case.

        Input/output

        The io->file driver accepts IO and produces a FilePath.

        Parameters

        • path: A path to save the file to. If not set, a tempfile will be used.
        • rewrite: Whether the any existing file should be overwritten afresh on each access.
        \ No newline at end of file diff --git a/docs/common/saveload/jld2/index.html b/docs/common/saveload/jld2/index.html new file mode 100644 index 000000000..01e095f4f --- /dev/null +++ b/docs/common/saveload/jld2/index.html @@ -0,0 +1,2 @@ +JLD2 · DataToolkitCommon.jl
        \ No newline at end of file diff --git a/docs/common/saveload/jpeg/index.html b/docs/common/saveload/jpeg/index.html new file mode 100644 index 000000000..09cc8b7d9 --- /dev/null +++ b/docs/common/saveload/jpeg/index.html @@ -0,0 +1,2 @@ +Jpeg · DataToolkitCommon.jl

        Jpeg

        Encode and decode JPEG images

        Input/output

        The jpeg driver expects data to be provided via IO.

        It will parse to a Matrix{<:Colorant}.

        Required packages

        • JpegTurbo

        Parameters

        Reader

        • transpose: Whether to permute the image's width and height dimension
        • scale_ratio: scale the image this ratio in M/8 with M ∈ 1:16 (values will be mapped to the closest value)
        • grayscale: Whether to process the image in grayscale

        Writer

        • transpose: Whether to permute the image's width and height dimension
        • quality: The IJG-scale JPEG quality value, between 0 and 100.

        Usage examples

        [[someimage.loader]]
+driver = "jpeg"
        \ No newline at end of file diff --git a/docs/common/saveload/json/index.html b/docs/common/saveload/json/index.html new file mode 100644 index 000000000..7190f7589 --- /dev/null +++ b/docs/common/saveload/json/index.html @@ -0,0 +1,2 @@ +Json · DataToolkitCommon.jl

        Json

        Parse and serialize JSON data

        Input/output

        The json driver expects data to be provided via IO.

        It will parse to a number of types depending on the input:

        • JSON3.Object
        • JSON3.Array
        • String
        • Number
        • Boolean
        • Nothing

        If you do not wish to impose any expectations on the parsed type, you can ask for the data of type Any.

        When writing, any type compatible with JSON3.write can be used directly, with any storage backend supporting IO.

        Required packages

        • JSON3

        Parameters

        • pretty: Whether to use JSON3.pretty when writing

        Usage examples

        [[sample.loader]]
+driver = "json"
        \ No newline at end of file diff --git a/docs/common/saveload/julia/index.html b/docs/common/saveload/julia/index.html new file mode 100644 index 000000000..141edddc7 --- /dev/null +++ b/docs/common/saveload/julia/index.html @@ -0,0 +1,22 @@ +Julia · DataToolkitCommon.jl

        Julia

        Load and write data via custom Julia scripts

        The julia driver enables the parsing and serialisation of arbitrary data to arbitrary information formats and vice versa via custom Julia functions run within the scope of the parent module.

        Input/output

        The julia driver either accepts /no/ direct input, or accepts input from storage backends of the type specified by the input keyword. Thus, the provided functions must take one of the following forms:

        function (input; kwargs...)
+    # Direct input form.
+end
        function (kwargs...)
+    # No direct input form.
+end

        In both cases, additional information can be provided via the arguments keyword, which supplies additional keyword arguments to the Julia function invoked. It is worth remembering the special treatment of DataSet strings which are dynamically resolved (see the examples).

        Writer functions take two arguments, the destination (a handle to the storage backend, usually IO) and the information to be serialised.

        function (destination, info)
+    # Write `info` to `destination`, and return
+    # not-nothing if the operation succeeds.
+end

        Parameters

        • input: (loading only) The data type required for direct input.
        • path: A local file path, relative to pathroot if provided or the directory of the data TOML file.
        • pathroot: The root path to expand path against, relative to the directory of the data TOML file.
        • function: The function as a string, inline in the data TOML file.
        • arguments: Arguments to be provided to the called function.

        Usage examples

        [[addone.loader]]
+driver = "julia"
+input = "Number"
+function = "n -> n+1"
        [[combined.loader]]
+driver = "julia"
+path = "scripts/mergedata.jl"
+
+[combined.loader.arguments]
+foo = "📇DATASET<<foo::DataFrame>>"
+bar = "📇DATASET<<bar::DataFrame>>"
+baz = "📇DATASET<<baz::DataFrame>>"
        [[repeated.loader]]
+driver = "julia"
+input = "Integer"
+function = "(n::Integer; data::DataFrame) -> repeat(data, n)"
+arguments = { data = "📇DATASET<<iris::DataFrame>>" }
        \ No newline at end of file diff --git a/docs/common/saveload/netpbm/index.html b/docs/common/saveload/netpbm/index.html new file mode 100644 index 000000000..f882096dd --- /dev/null +++ b/docs/common/saveload/netpbm/index.html @@ -0,0 +1,2 @@ +Netpbm · DataToolkitCommon.jl
        \ No newline at end of file diff --git a/docs/common/saveload/passthrough/index.html b/docs/common/saveload/passthrough/index.html new file mode 100644 index 000000000..ff58a9aaf --- /dev/null +++ b/docs/common/saveload/passthrough/index.html @@ -0,0 +1,2 @@ +Passthrough · DataToolkitCommon.jl
        \ No newline at end of file diff --git a/docs/common/saveload/png/index.html b/docs/common/saveload/png/index.html new file mode 100644 index 000000000..12cbe5197 --- /dev/null +++ b/docs/common/saveload/png/index.html @@ -0,0 +1,2 @@ +PNG · DataToolkitCommon.jl

        PNG

        Encode and decode PNG images

        Input/output

        The png driver expects data to be provided via IO.

        It will parse to a Matrix{<:Colorant}.

        Required packages

        • PNGFile

        Parameters

        Reader

        • gamma: The gamma correction coefficient.
        • expand_paletted: See the PNGFile docs.

        Writer

        • gamma: The gamma correction coefficient.
        • compression_level: 0-9
        • compression_strategy: Either the number or string of: 0/"default", 1/"filtered", 2/"huffman", 3/"rle" (default), or 4/"fixed".
        • filters: Either the number or string of: 0/"none", 1/"sub", 3/"average", 4/"paeth" (default)

        Usage examples

        [[someimage.loader]]
+driver = "png"
        \ No newline at end of file diff --git a/docs/common/saveload/qoi/index.html b/docs/common/saveload/qoi/index.html new file mode 100644 index 000000000..aafa9c7ea --- /dev/null +++ b/docs/common/saveload/qoi/index.html @@ -0,0 +1,2 @@ +Qoi · DataToolkitCommon.jl
        \ No newline at end of file diff --git a/docs/common/saveload/sqlite/index.html b/docs/common/saveload/sqlite/index.html new file mode 100644 index 000000000..eb4940d80 --- /dev/null +++ b/docs/common/saveload/sqlite/index.html @@ -0,0 +1,3 @@ +Sqlite · DataToolkitCommon.jl

        Sqlite

        Load and write data from/to an SQLite database file

        Input/output

        The sqlite driver expects to be provided a path to an SQLite database file.

        By default this driver announces support for parsing to three data types:

        • SQLite.DB
        • DataFrame
        • Any

        Any valid constructor that can be applied to the results of DBInterface.execute will work.

        Required packages

        • SQLite

        Parameters

        Loader and Writer

        • table: The table to act on, data by default.

        Loader only

        • columns: columns to select, * by default.
        • query: an SQLite query to run. When provided this overrides the table and columns parameters.

        Writer only

        • ifnotexists: see the documentation for SQLite.load!.
        • analyze: see the documentation for SQLite.load!.

        Usage examples

        [[iris.loader]]
+driver = "sqlite"
+columns = ["sepal_length", "species"]
        \ No newline at end of file diff --git a/docs/common/saveload/tar/index.html b/docs/common/saveload/tar/index.html new file mode 100644 index 000000000..c7d5753db --- /dev/null +++ b/docs/common/saveload/tar/index.html @@ -0,0 +1,3 @@ +Tar · DataToolkitCommon.jl

        Tar

        Load the contents of a Tarball.

        Input/output

        The zip driver expects data to be provided via IO or a FilePath.

        It can load the contents to the following formats:

        • Dict{FilePath, IO}
        • Dict{FilePath, Vector{UInt8}}
        • Dict{FilePath, String}
        • Dict{String, IO}
        • Dict{String, Vector{UInt8}}
        • Dict{String, String}
        • IO (single file)
        • Vector{UInt8} (single file)
        • String (single file)

        Required packages

        • Tar (the stdlib)

        Parameters

        • file: the file in the zip whose contents should be extracted, when producing IO.

        Usage examples

        [[dictionary.loader]]
+driver = "tar"
+file = "dictionary.txt"
        \ No newline at end of file diff --git a/docs/common/saveload/tiff/index.html b/docs/common/saveload/tiff/index.html new file mode 100644 index 000000000..7530bb8d2 --- /dev/null +++ b/docs/common/saveload/tiff/index.html @@ -0,0 +1,2 @@ +Tiff · DataToolkitCommon.jl
        \ No newline at end of file diff --git a/docs/common/saveload/webp/index.html b/docs/common/saveload/webp/index.html new file mode 100644 index 000000000..b3d02f24e --- /dev/null +++ b/docs/common/saveload/webp/index.html @@ -0,0 +1,2 @@ +Webp · DataToolkitCommon.jl
        \ No newline at end of file diff --git a/docs/common/saveload/xlsx/index.html b/docs/common/saveload/xlsx/index.html new file mode 100644 index 000000000..c192b99fc --- /dev/null +++ b/docs/common/saveload/xlsx/index.html @@ -0,0 +1,4 @@ +XLSX · DataToolkitCommon.jl

        XLSX

        Load Microsoft Excel XML Spreadsheet (XLSX) files

        Input/output

        The xlsx driver expects data to be provided via a FilePath, and will provide information as a Matrix.

        Required packages

        • XLSX

        Parameters

        • sheet: the sheet to act on
        • range: the sheet range that should be loaded

        Usage example

        [[pleaseno]]
+driver = "xlsx"
+sheet = "better_formats"
+range = "A1:A999"
        \ No newline at end of file diff --git a/docs/common/saveload/zip/index.html b/docs/common/saveload/zip/index.html new file mode 100644 index 000000000..b16960f51 --- /dev/null +++ b/docs/common/saveload/zip/index.html @@ -0,0 +1,3 @@ +Zip · DataToolkitCommon.jl

        Zip

        Load the contents of zipped data

        Input/output

        The zip driver expects data to be provided via IO or a FilePath.

        It can load the contents to the following formats:

        • Dict{FilePath, IO},
        • Dict{String, IO},
        • IO,
        • an unzipped FilePath,
        • an unzipped DirPath.

        Required packages

        • ZipFile

        Parameters

        • prefix: a path prefix applied to file, and stripped from paths when reading to a Dict.
        • file: the file in the zip whose contents should be extracted, when producing IO.
        • extract: the path that the zip should be extracted to, when producing an unzipped FilePath.
        • recursive: when extracting to a FilePath, whether nested zips should be unzipped too.

        Usage examples

        [[dictionary.loader]]
+driver = "zip"
+file = "dictionary.txt"
        \ No newline at end of file diff --git a/docs/common/search_index.js b/docs/common/search_index.js new file mode 100644 index 000000000..f6249a8aa --- /dev/null +++ b/docs/common/search_index.js @@ -0,0 +1,3 @@ +var documenterSearchIndex = {"docs": +[{"location":"saveload/sqlite/#saveload-sqlite","page":"Sqlite","title":"Sqlite","text":"","category":"section"},{"location":"saveload/sqlite/","page":"Sqlite","title":"Sqlite","text":"Load and write data from/to an SQLite database file","category":"page"},{"location":"saveload/sqlite/#Input/output","page":"Sqlite","title":"Input/output","text":"","category":"section"},{"location":"saveload/sqlite/","page":"Sqlite","title":"Sqlite","text":"The sqlite driver expects to be provided a path to an SQLite database file.","category":"page"},{"location":"saveload/sqlite/","page":"Sqlite","title":"Sqlite","text":"By default this driver announces support for parsing to three data types:","category":"page"},{"location":"saveload/sqlite/","page":"Sqlite","title":"Sqlite","text":"SQLite.DB\nDataFrame\nAny","category":"page"},{"location":"saveload/sqlite/","page":"Sqlite","title":"Sqlite","text":"Any valid constructor that can be applied to the results of DBInterface.execute will work.","category":"page"},{"location":"saveload/sqlite/#Required-packages","page":"Sqlite","title":"Required packages","text":"","category":"section"},{"location":"saveload/sqlite/","page":"Sqlite","title":"Sqlite","text":"SQLite","category":"page"},{"location":"saveload/sqlite/#Parameters","page":"Sqlite","title":"Parameters","text":"","category":"section"},{"location":"saveload/sqlite/#Loader-and-Writer","page":"Sqlite","title":"Loader and Writer","text":"","category":"section"},{"location":"saveload/sqlite/","page":"Sqlite","title":"Sqlite","text":"table: The table to act on, data by default.","category":"page"},{"location":"saveload/sqlite/#Loader-only","page":"Sqlite","title":"Loader only","text":"","category":"section"},{"location":"saveload/sqlite/","page":"Sqlite","title":"Sqlite","text":"columns: columns to select, * by default.\nquery: an SQLite query to run. When provided this overrides the table and columns parameters.","category":"page"},{"location":"saveload/sqlite/#Writer-only","page":"Sqlite","title":"Writer only","text":"","category":"section"},{"location":"saveload/sqlite/","page":"Sqlite","title":"Sqlite","text":"ifnotexists: see the documentation for SQLite.load!.\nanalyze: see the documentation for SQLite.load!.","category":"page"},{"location":"saveload/sqlite/#Usage-examples","page":"Sqlite","title":"Usage examples","text":"","category":"section"},{"location":"saveload/sqlite/","page":"Sqlite","title":"Sqlite","text":"[[iris.loader]]\ndriver = \"sqlite\"\ncolumns = [\"sepal_length\", \"species\"]","category":"page"},{"location":"saveload/tar/#saveload-tar","page":"Tar","title":"Tar","text":"","category":"section"},{"location":"saveload/tar/","page":"Tar","title":"Tar","text":"Load the contents of a Tarball.","category":"page"},{"location":"saveload/tar/#Input/output","page":"Tar","title":"Input/output","text":"","category":"section"},{"location":"saveload/tar/","page":"Tar","title":"Tar","text":"The zip driver expects data to be provided via IO or a FilePath.","category":"page"},{"location":"saveload/tar/","page":"Tar","title":"Tar","text":"It can load the contents to the following formats:","category":"page"},{"location":"saveload/tar/","page":"Tar","title":"Tar","text":"Dict{FilePath, IO}\nDict{FilePath, Vector{UInt8}}\nDict{FilePath, String}\nDict{String, IO}\nDict{String, Vector{UInt8}}\nDict{String, String}\nIO (single file)\nVector{UInt8} (single file)\nString (single file)","category":"page"},{"location":"saveload/tar/#Required-packages","page":"Tar","title":"Required packages","text":"","category":"section"},{"location":"saveload/tar/","page":"Tar","title":"Tar","text":"Tar (the stdlib)","category":"page"},{"location":"saveload/tar/#Parameters","page":"Tar","title":"Parameters","text":"","category":"section"},{"location":"saveload/tar/","page":"Tar","title":"Tar","text":"file: the file in the zip whose contents should be extracted, when producing IO.","category":"page"},{"location":"saveload/tar/#Usage-examples","page":"Tar","title":"Usage examples","text":"","category":"section"},{"location":"saveload/tar/","page":"Tar","title":"Tar","text":"[[dictionary.loader]]\ndriver = \"tar\"\nfile = \"dictionary.txt\"","category":"page"},{"location":"contributing/","page":"Contributing","title":"Contributing","text":"EditURL=\"/home/runner/work/DataToolkit.jl/DataToolkit.jl/Common/docs/src/contributing.org\"","category":"page"},{"location":"contributing/#Contributing","page":"Contributing","title":"Contributing","text":"","category":"section"},{"location":"contributing/","page":"Contributing","title":"Contributing","text":"This is a guide for contributing to DataToolkitCommon. It is intended to make it easier to contribute new transformers and plugins, but may also be of some general interest.","category":"page"},{"location":"contributing/#Creating-a-new-transformer","page":"Contributing","title":"Creating a new transformer","text":"","category":"section"},{"location":"contributing/","page":"Contributing","title":"Contributing","text":"Say there's a format you're familiar with or need to work with that's relatively common and not (yet) supported out-of-the-box by DataToolkitCommon. This is a great oppotunity to spin up a PR adding support 😉. If you get stuck on anything, just open an issue or DM me (@tecosaur on Zulip, Slack, and more) and I'll happily see if I can help 🙂.","category":"page"},{"location":"contributing/","page":"Contributing","title":"Contributing","text":"I always appreciate the value of a good example. Here are some transformers that I think might be helpful as a point of reference:","category":"page"},{"location":"contributing/","page":"Contributing","title":"Contributing","text":"The filesystem storage\nThe arrow loader and writer","category":"page"},{"location":"contributing/#Loader","page":"Contributing","title":"Loader","text":"","category":"section"},{"location":"contributing/","page":"Contributing","title":"Contributing","text":"Create a new file src/transformers/saveload/{name}.jl\nAdd an include(\"src/transformers/saveload/{name}.jl\") line to src/DataToolkitCommon.jl (maintaining the sorted order)\nDecide whether you want to use an extra package, if so: a. With DataToolkitCommon as the current project, in the Pkg repl run add --weak {MyPkg} b. Modify the Project.toml to add a {MyPkg}Ext to the [extensions] section c. Create ext/{MyPkg}Ext.jl d. Add a stub method to saveload/{name}.jl, and implement it in ext/{MyPkg}Ext.jl e. Use @require {MyPkg} at the start of your load method implementation f. Add a @addpkg {MyPkg} {UUID} line to the __init__ method in src/DataToolkitCommon.jl (maintaining the sorted order)\nImplement one or more load methods for DataLoader{:name}. Use @getparam if you want to access parameters of the loader or dataset.\nIf you implemented multiple load methods, consider whether it would also be appropriate to implement a specialised supportedtypes method.\nConsider whether there is a reasonable implementation of createauto you could write.\nAt the end of the file, assign a docstring to a const using the form const {name}_DOC = md\"\"\"...\"\"\", and update the append!(DataToolkitCore.TRANSFORMER_DOCUMENTATION, [...]) call in src/DataToolkitCommon.jl's __init__ method appropriately.\nAdd \"{name}\" to the DocSaveload list in docs/make.jl\nFor brownie points: find a test file for the new loader and PR it to DataToolkitTestAssets and write a test using it.","category":"page"},{"location":"contributing/#Storage","page":"Contributing","title":"Storage","text":"","category":"section"},{"location":"contributing/","page":"Contributing","title":"Contributing","text":"The same as the loader steps, except:","category":"page"},{"location":"contributing/","page":"Contributing","title":"Contributing","text":"You want to create the file src/transformers/storage/{name}.jl\nYou want to implement either:\nstorage\ngetstorage and/or putstorage\nAdd \"{name}\" to DocStorage instead of DocSaveload in docs/make.jl","category":"page"},{"location":"contributing/#Writer","page":"Contributing","title":"Writer","text":"","category":"section"},{"location":"contributing/","page":"Contributing","title":"Contributing","text":"The same as the loader steps, except:","category":"page"},{"location":"contributing/","page":"Contributing","title":"Contributing","text":"You want to implement save","category":"page"},{"location":"contributing/#Creating-a-new-plugin","page":"Contributing","title":"Creating a new plugin","text":"","category":"section"},{"location":"contributing/","page":"Contributing","title":"Contributing","text":"If you feel like DataToolkit lacks something, not support for a certain support/storage provider, but some more fundamental behaviour — it's entirely likely this behaviour can be added in via a Plugin.","category":"page"},{"location":"contributing/","page":"Contributing","title":"Contributing","text":"Depending on the behaviour you have in mind, implementing a plugin can take five minutes and be just a dozen or two lines total, or something much larger (like DataToolkitStore). Feel free to reach out to me for a chat if you're not sure whether or how something can be done 🙂.","category":"page"},{"location":"contributing/","page":"Contributing","title":"Contributing","text":"The plugins in src/plugins/ should provide an indication of what implementing a plugin can look like. The broad strokes look something like this though:","category":"page"},{"location":"contributing/","page":"Contributing","title":"Contributing","text":"Compare the behaviour in your mind to the join points currently available, and contemplate which of them would need to be changed to accomidate your target behaviour\nCreate src/plugins/{name}.jl, and implement advice functions that modify the identified join points\nConstruct a Plugin and assign it to a const variable with a docstring\nAdd a include(\"plugins/myplugin.jl\") line to src/DataToolkitCommon.jl, and @dataplugin MY_PLUGIN line to the __init__ function (around the middle, with the other plugins).\nAdd the plugin to the DocPlugins list in docs/make.jl, providing a mapping from the display name to the actual name.","category":"page"},{"location":"storage/web/#storage-web","page":"Web","title":"Web","text":"","category":"section"},{"location":"storage/web/","page":"Web","title":"Web","text":"Fetch data from the internet","category":"page"},{"location":"storage/web/","page":"Web","title":"Web","text":"This pairs well with the store plugin.","category":"page"},{"location":"storage/web/#Required-packages","page":"Web","title":"Required packages","text":"","category":"section"},{"location":"storage/web/","page":"Web","title":"Web","text":"Downloads (part of Julia's stdlib)","category":"page"},{"location":"storage/web/#Parameters","page":"Web","title":"Parameters","text":"","category":"section"},{"location":"storage/web/","page":"Web","title":"Web","text":"url :: Path to the online data.\nheaders :: HTTP headers that should be set.\ntimeout :: Maximum number of seconds to try to download for before abandoning.","category":"page"},{"location":"storage/web/#Usage-examples","page":"Web","title":"Usage examples","text":"","category":"section"},{"location":"storage/web/","page":"Web","title":"Web","text":"Downloading the data on-demand each time it is accessed.","category":"page"},{"location":"storage/web/","page":"Web","title":"Web","text":"[[iris.storage]]\ndriver = \"web\"\nurl = \"https://raw.githubusercontent.com/mwaskom/seaborn-data/master/iris.csv\"","category":"page"},{"location":"saveload/arrow/#saveload-arrow","page":"Arrow","title":"Arrow","text":"","category":"section"},{"location":"saveload/arrow/","page":"Arrow","title":"Arrow","text":"Parse and serialize arrow files","category":"page"},{"location":"saveload/arrow/#Input/output","page":"Arrow","title":"Input/output","text":"","category":"section"},{"location":"saveload/arrow/","page":"Arrow","title":"Arrow","text":"The arrow driver expects data to be provided via IO.","category":"page"},{"location":"saveload/arrow/","page":"Arrow","title":"Arrow","text":"By default this driver supports parsing to two data types:","category":"page"},{"location":"saveload/arrow/","page":"Arrow","title":"Arrow","text":"DataFrame\nArrow.Table","category":"page"},{"location":"saveload/arrow/#Required-packages","page":"Arrow","title":"Required packages","text":"","category":"section"},{"location":"saveload/arrow/","page":"Arrow","title":"Arrow","text":"Arrow","category":"page"},{"location":"saveload/arrow/#Parameters","page":"Arrow","title":"Parameters","text":"","category":"section"},{"location":"saveload/arrow/","page":"Arrow","title":"Arrow","text":"convert: controls whether certain arrow primitive types will be converted to more friendly Julia defaults\nThe writer mirrors the arguments available in Arrow.write.","category":"page"},{"location":"saveload/arrow/#Usage-examples","page":"Arrow","title":"Usage examples","text":"","category":"section"},{"location":"saveload/arrow/","page":"Arrow","title":"Arrow","text":"[[iris.loader]]\ndriver = \"arrow\"","category":"page"},{"location":"saveload/json/#saveload-json","page":"Json","title":"Json","text":"","category":"section"},{"location":"saveload/json/","page":"Json","title":"Json","text":"Parse and serialize JSON data","category":"page"},{"location":"saveload/json/#Input/output","page":"Json","title":"Input/output","text":"","category":"section"},{"location":"saveload/json/","page":"Json","title":"Json","text":"The json driver expects data to be provided via IO.","category":"page"},{"location":"saveload/json/","page":"Json","title":"Json","text":"It will parse to a number of types depending on the input:","category":"page"},{"location":"saveload/json/","page":"Json","title":"Json","text":"JSON3.Object\nJSON3.Array\nString\nNumber\nBoolean\nNothing","category":"page"},{"location":"saveload/json/","page":"Json","title":"Json","text":"If you do not wish to impose any expectations on the parsed type, you can ask for the data of type Any.","category":"page"},{"location":"saveload/json/","page":"Json","title":"Json","text":"When writing, any type compatible with JSON3.write can be used directly, with any storage backend supporting IO.","category":"page"},{"location":"saveload/json/#Required-packages","page":"Json","title":"Required packages","text":"","category":"section"},{"location":"saveload/json/","page":"Json","title":"Json","text":"JSON3","category":"page"},{"location":"saveload/json/#Parameters","page":"Json","title":"Parameters","text":"","category":"section"},{"location":"saveload/json/","page":"Json","title":"Json","text":"pretty: Whether to use JSON3.pretty when writing","category":"page"},{"location":"saveload/json/#Usage-examples","page":"Json","title":"Usage examples","text":"","category":"section"},{"location":"saveload/json/","page":"Json","title":"Json","text":"[[sample.loader]]\ndriver = \"json\"","category":"page"},{"location":"plugins/memorise/#plugin-memorise","page":"Memorise","title":"Memorise","text":"","category":"section"},{"location":"plugins/memorise/","page":"Memorise","title":"Memorise","text":"info: Using this plugin\nTo use the plugin, either modify the plugins entry of the collection's Data.toml to include \"memorise\", or use the Data REPL's plugin add/plugin remove subcommands.","category":"page"},{"location":"plugins/memorise/","page":"Memorise","title":"Memorise","text":"Cache the results of data loaders in memory. This requires (dataset::DataSet, as::Type) to consistently identify the same loaded information.","category":"page"},{"location":"plugins/memorise/#Enabling-caching-of-a-dataset","page":"Memorise","title":"Enabling caching of a dataset","text":"","category":"section"},{"location":"plugins/memorise/","page":"Memorise","title":"Memorise","text":"[[mydata]]\nmemorise = true","category":"page"},{"location":"plugins/memorise/","page":"Memorise","title":"Memorise","text":"memorise can be a boolean value, a type that should be memorised, or a list of types to be memorised.","category":"page"},{"location":"plugins/versions/#plugin-versions","page":"Versions","title":"Versions","text":"","category":"section"},{"location":"plugins/versions/","page":"Versions","title":"Versions","text":"info: Using this plugin\nTo use the plugin, either modify the plugins entry of the collection's Data.toml to include \"versions\", or use the Data REPL's plugin add/plugin remove subcommands.","category":"page"},{"location":"plugins/versions/","page":"Versions","title":"Versions","text":"Give data sets versions, and identify them by version.","category":"page"},{"location":"plugins/versions/#Giving-data-sets-a-version","page":"Versions","title":"Giving data sets a version","text":"","category":"section"},{"location":"plugins/versions/","page":"Versions","title":"Versions","text":"Multiple editions of a data set can be described by using the same name, but setting the version parameter to differentiate them.","category":"page"},{"location":"plugins/versions/","page":"Versions","title":"Versions","text":"For instance, say that Ronald Fisher released a second version of the \"Iris\" data set, with more flowers. We could specify this as:","category":"page"},{"location":"plugins/versions/","page":"Versions","title":"Versions","text":"[[iris]]\nversion = \"1\"\n...\n\n[[iris]]\nversion = \"2\"\n...","category":"page"},{"location":"plugins/versions/#Matching-by-version","page":"Versions","title":"Matching by version","text":"","category":"section"},{"location":"plugins/versions/","page":"Versions","title":"Versions","text":"Version matching is done via the Identifier parameter \"version\". As shorthand, instead of providing the \"version\" parameter manually, the version can be tacked onto the end of an identifier with @, e.g. iris@1 or iris@2.","category":"page"},{"location":"plugins/versions/","page":"Versions","title":"Versions","text":"The version matching re-uses machinery from Pkg, and so all Pkg-style version specifications are supported. In addition to this, one can simply request the \"latest\" version.","category":"page"},{"location":"plugins/versions/","page":"Versions","title":"Versions","text":"The following are all valid identifiers, using the @-shorthand:","category":"page"},{"location":"plugins/versions/","page":"Versions","title":"Versions","text":"iris@1\niris@~1\niris@>=2\niris@latest","category":"page"},{"location":"plugins/versions/","page":"Versions","title":"Versions","text":"When multiple data sets match the version specification, the one with the highest matching version is used.","category":"page"},{"location":"saveload/iotofile/#saveload-io-to-file","page":"IO to File","title":"IO to File","text":"","category":"section"},{"location":"saveload/iotofile/","page":"IO to File","title":"IO to File","text":"Obtain an IO as a FilePath","category":"page"},{"location":"saveload/iotofile/","page":"IO to File","title":"IO to File","text":"The io->file loader serves as a bridge between and backends that produce IO but not a file path, and any subsequent transformers that require a file.","category":"page"},{"location":"saveload/iotofile/","page":"IO to File","title":"IO to File","text":"If a FilePath can be provided directly, io->file will be sneaky and just create a symlink.","category":"page"},{"location":"saveload/iotofile/","page":"IO to File","title":"IO to File","text":"warn: Warn\nIf a file with the given path already exists, it is possible for the content to become out of date, set rewrite to write the file every access and so avoid this potential issue. This is not a risk in the symlink case.","category":"page"},{"location":"saveload/iotofile/#Input/output","page":"IO to File","title":"Input/output","text":"","category":"section"},{"location":"saveload/iotofile/","page":"IO to File","title":"IO to File","text":"The io->file driver accepts IO and produces a FilePath.","category":"page"},{"location":"saveload/iotofile/#Parameters","page":"IO to File","title":"Parameters","text":"","category":"section"},{"location":"saveload/iotofile/","page":"IO to File","title":"IO to File","text":"path: A path to save the file to. If not set, a tempfile will be used.\nrewrite: Whether the any existing file should be overwritten afresh on each access.","category":"page"},{"location":"saveload/jpeg/#saveload-jpeg","page":"Jpeg","title":"Jpeg","text":"","category":"section"},{"location":"saveload/jpeg/","page":"Jpeg","title":"Jpeg","text":"Encode and decode JPEG images","category":"page"},{"location":"saveload/jpeg/#Input/output","page":"Jpeg","title":"Input/output","text":"","category":"section"},{"location":"saveload/jpeg/","page":"Jpeg","title":"Jpeg","text":"The jpeg driver expects data to be provided via IO.","category":"page"},{"location":"saveload/jpeg/","page":"Jpeg","title":"Jpeg","text":"It will parse to a Matrix{<:Colorant}.","category":"page"},{"location":"saveload/jpeg/#Required-packages","page":"Jpeg","title":"Required 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DirPath.","category":"page"},{"location":"saveload/zip/#Required-packages","page":"Zip","title":"Required packages","text":"","category":"section"},{"location":"saveload/zip/","page":"Zip","title":"Zip","text":"ZipFile","category":"page"},{"location":"saveload/zip/#Parameters","page":"Zip","title":"Parameters","text":"","category":"section"},{"location":"saveload/zip/","page":"Zip","title":"Zip","text":"prefix: a path prefix applied to file, and stripped from paths when reading to a Dict.\nfile: the file in the zip whose contents should be extracted, when producing IO.\nextract: the path that the zip should be extracted to, when producing an unzipped FilePath.\nrecursive: when extracting to a FilePath, whether nested zips should be unzipped too.","category":"page"},{"location":"saveload/zip/#Usage-examples","page":"Zip","title":"Usage examples","text":"","category":"section"},{"location":"saveload/zip/","page":"Zip","title":"Zip","text":"[[dictionary.loader]]\ndriver = \"zip\"\nfile = \"dictionary.txt\"","category":"page"},{"location":"storage/filesystem/#storage-filesystem","page":"Filesystem","title":"Filesystem","text":"","category":"section"},{"location":"storage/filesystem/","page":"Filesystem","title":"Filesystem","text":"Read and write access to local files","category":"page"},{"location":"storage/filesystem/#Parameters","page":"Filesystem","title":"Parameters","text":"","category":"section"},{"location":"storage/filesystem/","page":"Filesystem","title":"Filesystem","text":"path: The path to the file in question, relative to the Data.toml if applicable, otherwise relative to the current working directory.","category":"page"},{"location":"storage/filesystem/#Usage-examples","page":"Filesystem","title":"Usage examples","text":"","category":"section"},{"location":"storage/filesystem/","page":"Filesystem","title":"Filesystem","text":"[[iris.loader]]\ndriver = \"filesystem\"\npath = \"iris.csv\"","category":"page"},{"location":"storage/filesystem/","page":"Filesystem","title":"Filesystem","text":"[[iris.loader]]\ndriver = \"filesystem\"\npath = \"~/data/iris.csv\"","category":"page"},{"location":"storage/s3/#storage-s3","page":"S3","title":"S3","text":"","category":"section"},{"location":"storage/s3/","page":"S3","title":"S3","text":"Fetch data from an S3 bucket.","category":"page"},{"location":"storage/s3/#Required-packages","page":"S3","title":"Required packages","text":"","category":"section"},{"location":"storage/s3/","page":"S3","title":"S3","text":"AWS","category":"page"},{"location":"storage/s3/#Parameters","page":"S3","title":"Parameters","text":"","category":"section"},{"location":"storage/s3/","page":"S3","title":"S3","text":"bucket: The name of the S3 bucket.\nobject: The name of the object within the bucket.\nregion: The AWS region in which the bucket is located.\nversion: The version of the object to fetch.\nheaders: A dictionary of headers to pass to the request.\nbyte_range: A two-element vector of integers specifying the byte range to fetch.","category":"page"},{"location":"storage/s3/#Usage-examples","page":"S3","title":"Usage examples","text":"","category":"section"},{"location":"storage/s3/","page":"S3","title":"S3","text":"[[iris.loader]]\ndriver = \"s3\"\nbucket = \"mybucket\"\nobject = \"path/to/iris.csv\"","category":"page"},{"location":"plugins/addpkgs/#plugin-addpkgs","page":"AddPkgs","title":"AddPkgs","text":"","category":"section"},{"location":"plugins/addpkgs/","page":"AddPkgs","title":"AddPkgs","text":"info: Using this plugin\nTo use the plugin, either modify the plugins entry of the collection's Data.toml to include \"addpkgs\", or use the Data REPL's plugin add/plugin remove subcommands.","category":"page"},{"location":"plugins/addpkgs/","page":"AddPkgs","title":"AddPkgs","text":"Register required packages of the Data Collection that needs 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git://... or git@....\nrevision: A \"tree-ish\" specification of a particular revision to use, HEAD by default. See https://git-scm.com/docs/gitrevisions#specifyingrevisions.\npath (optional): A subdirectory of the repository to archive, instead of the entire repository.\nclone: Whether to use a clone instead of git archive --remote. false by default.","category":"page"},{"location":"storage/git/#Tree-ish-forms","page":"Git","title":"Tree-ish forms","text":"","category":"section"},{"location":"storage/git/","page":"Git","title":"Git","text":"The particular \"tree-ish\" forms accepted can depend on the remote, but these are the forms that seem to work.","category":"page"},{"location":"storage/git/","page":"Git","title":"Git","text":"Form Examples\n v1.7.4.2-679-g3bee7fb\n master, heads/master, refs/heads/master\n HEAD, v1.5.1","category":"page"},{"location":"storage/git/","page":"Git","title":"Git","text":"When applied to a local/cloned repository, more forms are possible.","category":"page"},{"location":"storage/git/","page":"Git","title":"Git","text":"Form Examples\n dae86e1950b1277e545cee180551750029cfe735\n@{} master@{yesterday}, HEAD@{5 minutes ago}\n@{} master@{1}\n@{} @{1}\n@{-} @{-1}\n@{upstream} master@{upstream}, @{u}\n~ master~3\n^{} v0.99.8^{commit}\n^{} v0.99.8^{}\n^{/} HEAD^{/fix nasty bug}\n:/ :/fix nasty bug","category":"page"},{"location":"storage/git/#Usage-examples","page":"Git","title":"Usage examples","text":"","category":"section"},{"location":"storage/git/","page":"Git","title":"Git","text":"[[myrepo.storage]]\ndriver = \"git\"\nremote = \"git@forge.example:user/project.git\"\nrevision = \"v1.4\"\npath = \"subdir/thing\"","category":"page"},{"location":"storage/git/","page":"Git","title":"Git","text":"[[myrepo.storage]]\ndriver = \"git\"\nremote = \"https://forge.example:user/project.git\"\nrevision = \"2b8a2a4390\"\nclone = true","category":"page"},{"location":"saveload/delim/#saveload-delim","page":"Delim","title":"Delim","text":"","category":"section"},{"location":"saveload/delim/","page":"Delim","title":"Delim","text":"Parse and serialize delimited data","category":"page"},{"location":"saveload/delim/#Input/output","page":"Delim","title":"Input/output","text":"","category":"section"},{"location":"saveload/delim/","page":"Delim","title":"Delim","text":"The delim driver expects data to be provided via IO.","category":"page"},{"location":"saveload/delim/","page":"Delim","title":"Delim","text":"It presents the parsed information as a Matrix, and can write Matrix and Vector types to an IO-supporting storage backend.","category":"page"},{"location":"saveload/delim/#Required-packages","page":"Delim","title":"Required packages","text":"","category":"section"},{"location":"saveload/delim/","page":"Delim","title":"Delim","text":"DelimitedFiles (the stdlib)","category":"page"},{"location":"saveload/delim/#Parameters","page":"Delim","title":"Parameters","text":"","category":"section"},{"location":"saveload/delim/","page":"Delim","title":"Delim","text":"dtype: The element type of the matrix\ndelim: The character used to separate entries\neol: The character separating each line of input\nheader: Whether the first row of data should be read as a header\nskipstart: The number of initial lines of input to ignore\nskipblanks: Whether to ignore blank lines\nquotes: Whether to allow quoted strings to contain column and line delimiters","category":"page"},{"location":"saveload/delim/#Usage-examples","page":"Delim","title":"Usage examples","text":"","category":"section"},{"location":"saveload/delim/","page":"Delim","title":"Delim","text":"[[iris.loader]]\ndriver = \"delim\"","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"EditURL=\"/home/runner/work/DataToolkit.jl/DataToolkit.jl/Common/docs/src/index.org\"","category":"page"},{"location":"#Introduction","page":"Introduction","title":"Introduction","text":"","category":"section"},{"location":"","page":"Introduction","title":"Introduction","text":"DataToolkitCommon takes the skeleton provided by DataToolkitCore and builds the basic functionality needed to make DataToolkit actually useful.","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"To gain an understanding of how these two components fit together, it is recommended the DataToolkitCore docs be looked at first to understand the system, and then these docs for useful transformers and plugins to actually work with your data.","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"Note that in addition to being displayed here, you can also view the documentation of the various drivers in the data> REPL like so:","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"data> ?: # See a list of all known drivers\n storage transformers ()\n [...]\n loader transformers ()\n [...]\n writer transformers ()\n [...]\n\ndata> ?:csv # View the CSV loader documentation\n Parse and serialize CSV data\n [...]","category":"page"},{"location":"saveload/gif/#saveload-gif","page":"Gif","title":"Gif","text":"","category":"section"},{"location":"saveload/gif/","page":"Gif","title":"Gif","text":"Encode and decode GIF images","category":"page"},{"location":"saveload/gif/#Input/output","page":"Gif","title":"Input/output","text":"","category":"section"},{"location":"saveload/gif/","page":"Gif","title":"Gif","text":"The gif driver expects data to be provided via IO.","category":"page"},{"location":"saveload/gif/","page":"Gif","title":"Gif","text":"It will parse to a Matrix{<:Colorant}, and accept such a matrix to save.","category":"page"},{"location":"saveload/gif/#Required-packages","page":"Gif","title":"Required packages","text":"","category":"section"},{"location":"saveload/gif/","page":"Gif","title":"Gif","text":"GIFImages","category":"page"},{"location":"saveload/gif/#Parameters","page":"Gif","title":"Parameters","text":"","category":"section"},{"location":"saveload/gif/","page":"Gif","title":"Gif","text":"None","category":"page"},{"location":"saveload/gif/#Usage-examples","page":"Gif","title":"Usage examples","text":"","category":"section"},{"location":"saveload/gif/","page":"Gif","title":"Gif","text":"[[someimage.loader]]\ndriver = \"gif\"","category":"page"},{"location":"saveload/png/#saveload-png","page":"PNG","title":"PNG","text":"","category":"section"},{"location":"saveload/png/","page":"PNG","title":"PNG","text":"Encode and decode PNG images","category":"page"},{"location":"saveload/png/#Input/output","page":"PNG","title":"Input/output","text":"","category":"section"},{"location":"saveload/png/","page":"PNG","title":"PNG","text":"The png driver expects data to be provided via IO.","category":"page"},{"location":"saveload/png/","page":"PNG","title":"PNG","text":"It will parse to a Matrix{<:Colorant}.","category":"page"},{"location":"saveload/png/#Required-packages","page":"PNG","title":"Required packages","text":"","category":"section"},{"location":"saveload/png/","page":"PNG","title":"PNG","text":"PNGFile","category":"page"},{"location":"saveload/png/#Parameters","page":"PNG","title":"Parameters","text":"","category":"section"},{"location":"saveload/png/#Reader","page":"PNG","title":"Reader","text":"","category":"section"},{"location":"saveload/png/","page":"PNG","title":"PNG","text":"gamma: The gamma correction coefficient.\nexpand_paletted: See the PNGFile docs.","category":"page"},{"location":"saveload/png/#Writer","page":"PNG","title":"Writer","text":"","category":"section"},{"location":"saveload/png/","page":"PNG","title":"PNG","text":"gamma: The gamma correction coefficient.\ncompression_level: 0-9\ncompression_strategy: Either the number or string of: 0/\"default\", 1/\"filtered\", 2/\"huffman\", 3/\"rle\" (default), or 4/\"fixed\".\nfilters: Either the number or string of: 0/\"none\", 1/\"sub\", 3/\"average\", 4/\"paeth\" (default)","category":"page"},{"location":"saveload/png/#Usage-examples","page":"PNG","title":"Usage examples","text":"","category":"section"},{"location":"saveload/png/","page":"PNG","title":"PNG","text":"[[someimage.loader]]\ndriver = \"png\"","category":"page"}] +} diff --git a/docs/common/storage/filesystem/index.html b/docs/common/storage/filesystem/index.html new file mode 100644 index 000000000..e47504988 --- /dev/null +++ b/docs/common/storage/filesystem/index.html @@ -0,0 +1,5 @@ +Filesystem · DataToolkitCommon.jl

        Filesystem

        Read and write access to local files

        Parameters

        • path: The path to the file in question, relative to the Data.toml if applicable, otherwise relative to the current working directory.

        Usage examples

        [[iris.loader]]
+driver = "filesystem"
+path = "iris.csv"
        [[iris.loader]]
+driver = "filesystem"
+path = "~/data/iris.csv"
        \ No newline at end of file diff --git a/docs/common/storage/git/index.html b/docs/common/storage/git/index.html new file mode 100644 index 000000000..6f97e58e2 --- /dev/null +++ b/docs/common/storage/git/index.html @@ -0,0 +1,9 @@ +Git · DataToolkitCommon.jl

        Git

        Access a tarball of a git repository

        Parameters

        • remote: A remote repository path, e.g. git://... or git@....
        • revision: A "tree-ish" specification of a particular revision to use, HEAD by default. See https://git-scm.com/docs/gitrevisions#specifyingrevisions.
        • path (optional): A subdirectory of the repository to archive, instead of the entire repository.
        • clone: Whether to use a clone instead of git archive --remote. false by default.

        Tree-ish forms

        The particular "tree-ish" forms accepted can depend on the remote, but these are the forms that seem to work.

        FormExamples
        <describeOutput>v1.7.4.2-679-g3bee7fb
        <refname>master, heads/master, refs/heads/master
        <rev>HEAD, v1.5.1

        When applied to a local/cloned repository, more forms are possible.

        FormExamples
        <sha1>dae86e1950b1277e545cee180551750029cfe735
        <refname>@{<date>}master@{yesterday}, HEAD@{5 minutes ago}
        <refname>@{<n>}master@{1}
        @{<n>}@{1}
        @{-<n>}@{-1}
        <refname>@{upstream}master@{upstream}, @{u}
        <rev>~<n>master~3
        <rev>^{<type>}v0.99.8^{commit}
        <rev>^{}v0.99.8^{}
        <rev>^{/<text>}HEAD^{/fix nasty bug}
        :/<text>:/fix nasty bug

        Usage examples

        [[myrepo.storage]]
+driver = "git"
+remote = "git@forge.example:user/project.git"
+revision = "v1.4"
+path = "subdir/thing"
        [[myrepo.storage]]
+driver = "git"
+remote = "https://forge.example:user/project.git"
+revision = "2b8a2a4390"
+clone = true
        \ No newline at end of file diff --git a/docs/common/storage/null/index.html b/docs/common/storage/null/index.html new file mode 100644 index 000000000..e323fcfbb --- /dev/null +++ b/docs/common/storage/null/index.html @@ -0,0 +1 @@ +Null · DataToolkitCommon.jl

        Null

        A special driver sometimes needed for the julia loader

        This driver always produces Some(nothing).

        \ No newline at end of file diff --git a/docs/common/storage/passthrough/index.html b/docs/common/storage/passthrough/index.html new file mode 100644 index 000000000..374586dbe --- /dev/null +++ b/docs/common/storage/passthrough/index.html @@ -0,0 +1,3 @@ +Passthrough · DataToolkitCommon.jl

        Passthrough

        Use a data set as a storage source

        The passthrough storage driver enables dataset redirection by offering the loaded result of another data set as a read-only storage transformer.

        Write capability may be added in future.

        Parameters

        • source: The identifier of the source dataset to be loaded.

        Usage examples

        [[iris2.storage]]
+driver = "passthrough"
+source = "iris1"
        \ No newline at end of file diff --git a/docs/common/storage/raw/index.html b/docs/common/storage/raw/index.html new file mode 100644 index 000000000..a81176f2f --- /dev/null +++ b/docs/common/storage/raw/index.html @@ -0,0 +1,5 @@ +Raw · DataToolkitCommon.jl

        Raw

        Access (read/write) values encoded in the data TOML file.

        The passthrough loader is often useful when using this storage driver.

        Parameters

        • value: The value in question

        Usage examples

        [[lifemeaning.storage]]
+driver = "raw"
+value = 42
        [[parameters.storage]]
+driver = "raw"
+value = { a = 3, b = "*", c = false }
        \ No newline at end of file diff --git a/docs/common/storage/s3/index.html b/docs/common/storage/s3/index.html new file mode 100644 index 000000000..efe589832 --- /dev/null +++ b/docs/common/storage/s3/index.html @@ -0,0 +1,4 @@ +S3 · DataToolkitCommon.jl

        S3

        Fetch data from an S3 bucket.

        Required packages

        • AWS

        Parameters

        • bucket: The name of the S3 bucket.
        • object: The name of the object within the bucket.
        • region: The AWS region in which the bucket is located.
        • version: The version of the object to fetch.
        • headers: A dictionary of headers to pass to the request.
        • byte_range: A two-element vector of integers specifying the byte range to fetch.

        Usage examples

        [[iris.loader]]
+driver = "s3"
+bucket = "mybucket"
+object = "path/to/iris.csv"
        \ No newline at end of file diff --git a/docs/common/storage/web/index.html b/docs/common/storage/web/index.html new file mode 100644 index 000000000..22c5f212a --- /dev/null +++ b/docs/common/storage/web/index.html @@ -0,0 +1,3 @@ +Web · DataToolkitCommon.jl

        Web

        Fetch data from the internet

        This pairs well with the store plugin.

        Required packages

        • Downloads (part of Julia's stdlib)

        Parameters

        • url :: Path to the online data.
        • headers :: HTTP headers that should be set.
        • timeout :: Maximum number of seconds to try to download for before abandoning.

        Usage examples

        Downloading the data on-demand each time it is accessed.

        [[iris.storage]]
+driver = "web"
+url = "https://raw.githubusercontent.com/mwaskom/seaborn-data/master/iris.csv"
        \ No newline at end of file diff --git a/docs/core/.documenter-siteinfo.json b/docs/core/.documenter-siteinfo.json new file mode 100644 index 000000000..cf3ba0c65 --- /dev/null +++ b/docs/core/.documenter-siteinfo.json @@ -0,0 +1 @@ +{"documenter":{"julia_version":"1.10.5","generation_timestamp":"2024-09-29T08:37:08","documenter_version":"1.7.0"}} \ No newline at end of file diff --git a/docs/core/assets/advice-flow.svg b/docs/core/assets/advice-flow.svg new file mode 100644 index 000000000..91e275510 --- /dev/null +++ b/docs/core/assets/advice-flow.svg @@ -0,0 +1,608 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/docs/core/assets/data-category-theory.svg b/docs/core/assets/data-category-theory.svg new file mode 100644 index 000000000..9763600af --- /dev/null +++ b/docs/core/assets/data-category-theory.svg @@ -0,0 +1,211 @@ + + + + + + + + + + + + + + + + + + + + + Data + Source + Information + + + + + load + write + store + + diff --git a/docs/core/assets/data-transformers.svg b/docs/core/assets/data-transformers.svg new file mode 100644 index 000000000..67ab9fe84 --- /dev/null +++ b/docs/core/assets/data-transformers.svg @@ -0,0 +1,257 @@ + + + + + + + + + + + + + + + + + + + + Data + + Source + DataSet + Information + + + + Loader + + Writer + + + + Storage + + diff --git a/docs/core/assets/documenter.js b/docs/core/assets/documenter.js new file mode 100644 index 000000000..82252a11d --- /dev/null +++ b/docs/core/assets/documenter.js @@ -0,0 +1,1064 @@ +// Generated by Documenter.jl +requirejs.config({ + paths: { + 'highlight-julia': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/languages/julia.min', + 'headroom': 'https://cdnjs.cloudflare.com/ajax/libs/headroom/0.12.0/headroom.min', + 'jqueryui': 'https://cdnjs.cloudflare.com/ajax/libs/jqueryui/1.13.2/jquery-ui.min', + 'katex-auto-render': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/contrib/auto-render.min', + 'jquery': 'https://cdnjs.cloudflare.com/ajax/libs/jquery/3.7.0/jquery.min', + 'headroom-jquery': 'https://cdnjs.cloudflare.com/ajax/libs/headroom/0.12.0/jQuery.headroom.min', + 'katex': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min', + 'highlight': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/highlight.min', + 'highlight-julia-repl': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/languages/julia-repl.min', + }, + shim: { + "highlight-julia": { + "deps": [ + "highlight" + ] + }, + "katex-auto-render": { + "deps": [ + "katex" + ] + }, + "headroom-jquery": { + "deps": [ + "jquery", + "headroom" + ] + }, + "highlight-julia-repl": { + "deps": [ + "highlight" + ] + } +} +}); +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'katex', 'katex-auto-render'], function($, katex, renderMathInElement) { +$(document).ready(function() { + renderMathInElement( + document.body, + { + "delimiters": [ + { + "left": "$", + "right": "$", + "display": false + }, + { + "left": "$$", + "right": "$$", + "display": true + }, + { + "left": "\\[", + "right": "\\]", + "display": true + } + ] +} + + ); +}) + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'highlight', 'highlight-julia', 'highlight-julia-repl'], function($) { +$(document).ready(function() { + hljs.highlightAll(); +}) + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +let timer = 0; +var isExpanded = true; + +$(document).on( + "click", + ".docstring .docstring-article-toggle-button", + function () { + let articleToggleTitle = "Expand docstring"; + const parent = $(this).parent(); + + debounce(() => { + if (parent.siblings("section").is(":visible")) { + parent + .find("a.docstring-article-toggle-button") + .removeClass("fa-chevron-down") + .addClass("fa-chevron-right"); + } else { + parent + .find("a.docstring-article-toggle-button") + .removeClass("fa-chevron-right") + .addClass("fa-chevron-down"); + + articleToggleTitle = "Collapse docstring"; + } + + parent + .children(".docstring-article-toggle-button") + .prop("title", articleToggleTitle); + parent.siblings("section").slideToggle(); + }); + } +); + +$(document).on("click", ".docs-article-toggle-button", function (event) { + let articleToggleTitle = "Expand docstring"; + let navArticleToggleTitle = "Expand all docstrings"; + let animationSpeed = event.noToggleAnimation ? 0 : 400; + + debounce(() => { + if (isExpanded) { + $(this).removeClass("fa-chevron-up").addClass("fa-chevron-down"); + $("a.docstring-article-toggle-button") + .removeClass("fa-chevron-down") + .addClass("fa-chevron-right"); + + isExpanded = false; + + $(".docstring section").slideUp(animationSpeed); + } else { + $(this).removeClass("fa-chevron-down").addClass("fa-chevron-up"); + $("a.docstring-article-toggle-button") + .removeClass("fa-chevron-right") + .addClass("fa-chevron-down"); + + isExpanded = true; + articleToggleTitle = "Collapse docstring"; + navArticleToggleTitle = "Collapse all docstrings"; + + $(".docstring section").slideDown(animationSpeed); + } + + $(this).prop("title", navArticleToggleTitle); + $(".docstring-article-toggle-button").prop("title", articleToggleTitle); + }); +}); + +function debounce(callback, timeout = 300) { + if (Date.now() - timer > timeout) { + callback(); + } + + clearTimeout(timer); + + timer = Date.now(); +} + +}) +//////////////////////////////////////////////////////////////////////////////// +require([], function() { +function addCopyButtonCallbacks() { + for (const el of document.getElementsByTagName("pre")) { + const button = document.createElement("button"); + button.classList.add("copy-button", "fa-solid", "fa-copy"); + button.setAttribute("aria-label", "Copy this code block"); + button.setAttribute("title", "Copy"); + + el.appendChild(button); + + const success = function () { + button.classList.add("success", "fa-check"); + button.classList.remove("fa-copy"); + }; + + const failure = function () { + button.classList.add("error", "fa-xmark"); + button.classList.remove("fa-copy"); + }; + + button.addEventListener("click", function () { + copyToClipboard(el.innerText).then(success, failure); + + setTimeout(function () { + button.classList.add("fa-copy"); + button.classList.remove("success", "fa-check", "fa-xmark"); + }, 5000); + }); + } +} + +function copyToClipboard(text) { + // clipboard API is only available in secure contexts + if (window.navigator && window.navigator.clipboard) { + return window.navigator.clipboard.writeText(text); + } else { + return new Promise(function (resolve, reject) { + try { + const el = document.createElement("textarea"); + el.textContent = text; + el.style.position = "fixed"; + el.style.opacity = 0; + document.body.appendChild(el); + el.select(); + document.execCommand("copy"); + + resolve(); + } catch (err) { + reject(err); + } finally { + document.body.removeChild(el); + } + }); + } +} + +if (document.readyState === "loading") { + document.addEventListener("DOMContentLoaded", addCopyButtonCallbacks); +} else { + addCopyButtonCallbacks(); +} + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'headroom', 'headroom-jquery'], function($, Headroom) { + +// Manages the top navigation bar (hides it when the user starts scrolling down on the +// mobile). +window.Headroom = Headroom; // work around buggy module loading? +$(document).ready(function () { + $("#documenter .docs-navbar").headroom({ + tolerance: { up: 10, down: 10 }, + }); +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +$(document).ready(function () { + let meta = $("div[data-docstringscollapsed]").data(); + + if (meta?.docstringscollapsed) { + $("#documenter-article-toggle-button").trigger({ + type: "click", + noToggleAnimation: true, + }); + } +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +/* +To get an in-depth about the thought process you can refer: https://hetarth02.hashnode.dev/series/gsoc + +PSEUDOCODE: + +Searching happens automatically as the user types or adjusts the selected filters. +To preserve responsiveness, as much as possible of the slow parts of the search are done +in a web worker. Searching and result generation are done in the worker, and filtering and +DOM updates are done in the main thread. The filters are in the main thread as they should +be very quick to apply. This lets filters be changed without re-searching with minisearch +(which is possible even if filtering is on the worker thread) and also lets filters be +changed _while_ the worker is searching and without message passing (neither of which are +possible if filtering is on the worker thread) + +SEARCH WORKER: + +Import minisearch + +Build index + +On message from main thread + run search + find the first 200 unique results from each category, and compute their divs for display + note that this is necessary and sufficient information for the main thread to find the + first 200 unique results from any given filter set + post results to main thread + +MAIN: + +Launch worker + +Declare nonconstant globals (worker_is_running, last_search_text, unfiltered_results) + +On text update + if worker is not running, launch_search() + +launch_search + set worker_is_running to true, set last_search_text to the search text + post the search query to worker + +on message from worker + if last_search_text is not the same as the text in the search field, + the latest search result is not reflective of the latest search query, so update again + launch_search() + otherwise + set worker_is_running to false + + regardless, display the new search results to the user + save the unfiltered_results as a global + update_search() + +on filter click + adjust the filter selection + update_search() + +update_search + apply search filters by looping through the unfiltered_results and finding the first 200 + unique results that match the filters + + Update the DOM +*/ + +/////// SEARCH WORKER /////// + +function worker_function(documenterSearchIndex, documenterBaseURL, filters) { + importScripts( + "https://cdn.jsdelivr.net/npm/minisearch@6.1.0/dist/umd/index.min.js" + ); + + let data = documenterSearchIndex.map((x, key) => { + x["id"] = key; // minisearch requires a unique for each object + return x; + }); + + // list below is the lunr 2.1.3 list minus the intersect with names(Base) + // (all, any, get, in, is, only, which) and (do, else, for, let, where, while, with) + // ideally we'd just filter the original list but it's not available as a variable + const stopWords = new Set([ + "a", + "able", + "about", + "across", + "after", + "almost", + "also", + "am", + "among", + "an", + "and", + "are", + "as", + "at", + "be", + "because", + "been", + "but", + "by", + "can", + "cannot", + "could", + "dear", + "did", + "does", + "either", + "ever", + "every", + "from", + "got", + "had", + "has", + "have", + "he", + "her", + "hers", + "him", + "his", + "how", + "however", + "i", + "if", + "into", + "it", + "its", + "just", + "least", + "like", + "likely", + "may", + "me", + "might", + "most", + "must", + "my", + "neither", + "no", + "nor", + "not", + "of", + "off", + "often", + "on", + "or", + "other", + "our", + "own", + "rather", + "said", + "say", + "says", + "she", + "should", + "since", + "so", + "some", + "than", + "that", + "the", + "their", + "them", + "then", + "there", + "these", + "they", + "this", + "tis", + "to", + "too", + "twas", + "us", + "wants", + "was", + "we", + "were", + "what", + "when", + "who", + "whom", + "why", + "will", + "would", + "yet", + "you", + "your", + ]); + + let index = new MiniSearch({ + fields: ["title", "text"], // fields to index for full-text search + storeFields: ["location", "title", "text", "category", "page"], // fields to return with results + processTerm: (term) => { + let word = stopWords.has(term) ? null : term; + if (word) { + // custom trimmer that doesn't strip @ and !, which are used in julia macro and function names + word = word + .replace(/^[^a-zA-Z0-9@!]+/, "") + .replace(/[^a-zA-Z0-9@!]+$/, ""); + + word = word.toLowerCase(); + } + + return word ?? null; + }, + // add . as a separator, because otherwise "title": "Documenter.Anchors.add!", would not + // find anything if searching for "add!", only for the entire qualification + tokenize: (string) => string.split(/[\s\-\.]+/), + // options which will be applied during the search + searchOptions: { + prefix: true, + boost: { title: 100 }, + fuzzy: 2, + }, + }); + + index.addAll(data); + + /** + * Used to map characters to HTML entities. + * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts + */ + const htmlEscapes = { + "&": "&", + "<": "<", + ">": ">", + '"': """, + "'": "'", + }; + + /** + * Used to match HTML entities and HTML characters. + * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts + */ + const reUnescapedHtml = /[&<>"']/g; + const reHasUnescapedHtml = RegExp(reUnescapedHtml.source); + + /** + * Escape function from lodash + * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts + */ + function escape(string) { + return string && reHasUnescapedHtml.test(string) + ? string.replace(reUnescapedHtml, (chr) => htmlEscapes[chr]) + : string || ""; + } + + /** + * RegX escape function from MDN + * Refer: https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Regular_Expressions#escaping + */ + function escapeRegExp(string) { + return string.replace(/[.*+?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string + } + + /** + * Make the result component given a minisearch result data object and the value + * of the search input as queryString. To view the result object structure, refer: + * https://lucaong.github.io/minisearch/modules/_minisearch_.html#searchresult + * + * @param {object} result + * @param {string} querystring + * @returns string + */ + function make_search_result(result, querystring) { + let search_divider = `
        `; + let display_link = + result.location.slice(Math.max(0), Math.min(50, result.location.length)) + + (result.location.length > 30 ? "..." : ""); // To cut-off the link because it messes with the overflow of the whole div + + if (result.page !== "") { + display_link += ` (${result.page})`; + } + searchstring = escapeRegExp(querystring); + let textindex = new RegExp(`${searchstring}`, "i").exec(result.text); + let text = + textindex !== null + ? result.text.slice( + Math.max(textindex.index - 100, 0), + Math.min( + textindex.index + querystring.length + 100, + result.text.length + ) + ) + : ""; // cut-off text before and after from the match + + text = text.length ? escape(text) : ""; + + let display_result = text.length + ? "..." + + text.replace( + new RegExp(`${escape(searchstring)}`, "i"), // For first occurrence + '$&' + ) + + "..." + : ""; // highlights the match + + let in_code = false; + if (!["page", "section"].includes(result.category.toLowerCase())) { + in_code = true; + } + + // We encode the full url to escape some special characters which can lead to broken links + let result_div = ` + +
        +
        ${escape(result.title)}
        +
        ${result.category}
        +
        +

        + ${display_result} +

        +
        + ${display_link} +
        +         + ${search_divider} + `; + + return result_div; + } + + self.onmessage = function (e) { + let query = e.data; + let results = index.search(query, { + filter: (result) => { + // Only return relevant results + return result.score >= 1; + }, + combineWith: "AND", + }); + + // Pre-filter to deduplicate and limit to 200 per category to the extent + // possible without knowing what the filters are. + let filtered_results = []; + let counts = {}; + for (let filter of filters) { + counts[filter] = 0; + } + let present = {}; + + for (let result of results) { + cat = result.category; + cnt = counts[cat]; + if (cnt < 200) { + id = cat + "---" + result.location; + if (present[id]) { + continue; + } + present[id] = true; + filtered_results.push({ + location: result.location, + category: cat, + div: make_search_result(result, query), + }); + } + } + + postMessage(filtered_results); + }; +} + +// `worker = Threads.@spawn worker_function(documenterSearchIndex)`, but in JavaScript! +const filters = [ + ...new Set(documenterSearchIndex["docs"].map((x) => x.category)), +]; +const worker_str = + "(" + + worker_function.toString() + + ")(" + + JSON.stringify(documenterSearchIndex["docs"]) + + "," + + JSON.stringify(documenterBaseURL) + + "," + + JSON.stringify(filters) + + ")"; +const worker_blob = new Blob([worker_str], { type: "text/javascript" }); +const worker = new Worker(URL.createObjectURL(worker_blob)); + +/////// SEARCH MAIN /////// + +// Whether the worker is currently handling a search. This is a boolean +// as the worker only ever handles 1 or 0 searches at a time. +var worker_is_running = false; + +// The last search text that was sent to the worker. This is used to determine +// if the worker should be launched again when it reports back results. +var last_search_text = ""; + +// The results of the last search. This, in combination with the state of the filters +// in the DOM, is used compute the results to display on calls to update_search. +var unfiltered_results = []; + +// Which filter is currently selected +var selected_filter = ""; + +$(document).on("input", ".documenter-search-input", function (event) { + if (!worker_is_running) { + launch_search(); + } +}); + +function launch_search() { + worker_is_running = true; + last_search_text = $(".documenter-search-input").val(); + worker.postMessage(last_search_text); +} + +worker.onmessage = function (e) { + if (last_search_text !== $(".documenter-search-input").val()) { + launch_search(); + } else { + worker_is_running = false; + } + + unfiltered_results = e.data; + update_search(); +}; + +$(document).on("click", ".search-filter", function () { + if ($(this).hasClass("search-filter-selected")) { + selected_filter = ""; + } else { + selected_filter = $(this).text().toLowerCase(); + } + + // This updates search results and toggles classes for UI: + update_search(); +}); + +/** + * Make/Update the search component + */ +function update_search() { + let querystring = $(".documenter-search-input").val(); + + if (querystring.trim()) { + if (selected_filter == "") { + results = unfiltered_results; + } else { + results = unfiltered_results.filter((result) => { + return selected_filter == result.category.toLowerCase(); + }); + } + + let search_result_container = ``; + let modal_filters = make_modal_body_filters(); + let search_divider = `
        `; + + if (results.length) { + let links = []; + let count = 0; + let search_results = ""; + + for (var i = 0, n = results.length; i < n && count < 200; ++i) { + let result = results[i]; + if (result.location && !links.includes(result.location)) { + search_results += result.div; + count++; + links.push(result.location); + } + } + + if (count == 1) { + count_str = "1 result"; + } else if (count == 200) { + count_str = "200+ results"; + } else { + count_str = count + " results"; + } + let result_count = `
        ${count_str}
        `; + + search_result_container = ` +
        + ${modal_filters} + ${search_divider} + ${result_count} +
        + ${search_results} +
        +
        + `; + } else { + search_result_container = ` +
        + ${modal_filters} + ${search_divider} +
        0 result(s)
        +
        +
        No result found!
        + `; + } + + if ($(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").removeClass("is-justify-content-center"); + } + + $(".search-modal-card-body").html(search_result_container); + } else { + if (!$(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").addClass("is-justify-content-center"); + } + + $(".search-modal-card-body").html(` +
        Type something to get started!
        + `); + } +} + +/** + * Make the modal filter html + * + * @returns string + */ +function make_modal_body_filters() { + let str = filters + .map((val) => { + if (selected_filter == val.toLowerCase()) { + return `${val}`; + } else { + return `${val}`; + } + }) + .join(""); + + return ` +
        + Filters: + ${str} +
        `; +} + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// Modal settings dialog +$(document).ready(function () { + var settings = $("#documenter-settings"); + $("#documenter-settings-button").click(function () { + settings.toggleClass("is-active"); + }); + // Close the dialog if X is clicked + $("#documenter-settings button.delete").click(function () { + settings.removeClass("is-active"); + }); + // Close dialog if ESC is pressed + $(document).keyup(function (e) { + if (e.keyCode == 27) settings.removeClass("is-active"); + }); +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +$(document).ready(function () { + let search_modal_header = ` +
        +
        +

        + + + + +

        +
        +
        + +
        +
        + `; + + let initial_search_body = ` +
        Type something to get started!
        + `; + + let search_modal_footer = ` +
        + + Ctrl + + / to search + + esc to close +
        + `; + + $(document.body).append( + ` + + ` + ); + + document.querySelector(".docs-search-query").addEventListener("click", () => { + openModal(); + }); + + document + .querySelector(".close-search-modal") + .addEventListener("click", () => { + closeModal(); + }); + + $(document).on("click", ".search-result-link", function () { + closeModal(); + }); + + document.addEventListener("keydown", (event) => { + if ((event.ctrlKey || event.metaKey) && event.key === "/") { + openModal(); + } else if (event.key === "Escape") { + closeModal(); + } + + return false; + }); + + // Functions to open and close a modal + function openModal() { + let searchModal = document.querySelector("#search-modal"); + + searchModal.classList.add("is-active"); + document.querySelector(".documenter-search-input").focus(); + } + + function closeModal() { + let searchModal = document.querySelector("#search-modal"); + let initial_search_body = ` +
        Type something to get started!
        + `; + + searchModal.classList.remove("is-active"); + document.querySelector(".documenter-search-input").blur(); + + if (!$(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").addClass("is-justify-content-center"); + } + + $(".documenter-search-input").val(""); + $(".search-modal-card-body").html(initial_search_body); + } + + document + .querySelector("#search-modal .modal-background") + .addEventListener("click", () => { + closeModal(); + }); +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// Manages the showing and hiding of the sidebar. +$(document).ready(function () { + var sidebar = $("#documenter > .docs-sidebar"); + var sidebar_button = $("#documenter-sidebar-button"); + sidebar_button.click(function (ev) { + ev.preventDefault(); + sidebar.toggleClass("visible"); + if (sidebar.hasClass("visible")) { + // Makes sure that the current menu item is visible in the sidebar. + $("#documenter .docs-menu a.is-active").focus(); + } + }); + $("#documenter > .docs-main").bind("click", function (ev) { + if ($(ev.target).is(sidebar_button)) { + return; + } + if (sidebar.hasClass("visible")) { + sidebar.removeClass("visible"); + } + }); +}); + +// Resizes the package name / sitename in the sidebar if it is too wide. +// Inspired by: https://github.com/davatron5000/FitText.js +$(document).ready(function () { + e = $("#documenter .docs-autofit"); + function resize() { + var L = parseInt(e.css("max-width"), 10); + var L0 = e.width(); + if (L0 > L) { + var h0 = parseInt(e.css("font-size"), 10); + e.css("font-size", (L * h0) / L0); + // TODO: make sure it survives resizes? + } + } + // call once and then register events + resize(); + $(window).resize(resize); + $(window).on("orientationchange", resize); +}); + +// Scroll the navigation bar to the currently selected menu item +$(document).ready(function () { + var sidebar = $("#documenter .docs-menu").get(0); + var active = $("#documenter .docs-menu .is-active").get(0); + if (typeof active !== "undefined") { + sidebar.scrollTop = active.offsetTop - sidebar.offsetTop - 15; + } +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// Theme picker setup +$(document).ready(function () { + // onchange callback + $("#documenter-themepicker").change(function themepick_callback(ev) { + var themename = $("#documenter-themepicker option:selected").attr("value"); + if (themename === "auto") { + // set_theme(window.matchMedia('(prefers-color-scheme: dark)').matches ? 'dark' : 'light'); + window.localStorage.removeItem("documenter-theme"); + } else { + // set_theme(themename); + window.localStorage.setItem("documenter-theme", themename); + } + // We re-use the global function from themeswap.js to actually do the swapping. + set_theme_from_local_storage(); + }); + + // Make sure that the themepicker displays the correct theme when the theme is retrieved + // from localStorage + if (typeof window.localStorage !== "undefined") { + var theme = window.localStorage.getItem("documenter-theme"); + if (theme !== null) { + $("#documenter-themepicker option").each(function (i, e) { + e.selected = e.value === theme; + }); + } + } +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// update the version selector with info from the siteinfo.js and ../versions.js files +$(document).ready(function () { + // If the version selector is disabled with DOCUMENTER_VERSION_SELECTOR_DISABLED in the + // siteinfo.js file, we just return immediately and not display the version selector. + if ( + typeof DOCUMENTER_VERSION_SELECTOR_DISABLED === "boolean" && + DOCUMENTER_VERSION_SELECTOR_DISABLED + ) { + return; + } + + var version_selector = $("#documenter .docs-version-selector"); + var version_selector_select = $("#documenter .docs-version-selector select"); + + version_selector_select.change(function (x) { + target_href = version_selector_select + .children("option:selected") + .get(0).value; + window.location.href = target_href; + }); + + // add the current version to the selector based on siteinfo.js, but only if the selector is empty + if ( + typeof DOCUMENTER_CURRENT_VERSION !== "undefined" && + $("#version-selector > option").length == 0 + ) { + var option = $( + "" + ); + version_selector_select.append(option); + } + + if (typeof DOC_VERSIONS !== "undefined") { + var existing_versions = version_selector_select.children("option"); + var existing_versions_texts = 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html.theme--catppuccin-frappe .content kbd.button.is-outlined{background-color:transparent;border-color:#414559;box-shadow:none;color:#414559}html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--catppuccin-frappe .content 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.button.is-link.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#8caaee}html.theme--catppuccin-frappe .button.is-link.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-link.is-outlined{background-color:transparent;border-color:#8caaee;color:#8caaee}html.theme--catppuccin-frappe .button.is-link.is-outlined:hover,html.theme--catppuccin-frappe .button.is-link.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-link.is-outlined:focus,html.theme--catppuccin-frappe .button.is-link.is-outlined.is-focused{background-color:#8caaee;border-color:#8caaee;color:#fff}html.theme--catppuccin-frappe .button.is-link.is-outlined.is-loading::after{border-color:transparent transparent #8caaee #8caaee !important}html.theme--catppuccin-frappe .button.is-link.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe 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.button.is-link.is-inverted.is-outlined.is-focused{background-color:#fff;color:#8caaee}html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #8caaee #8caaee !important}html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-frappe .button.is-link.is-light{background-color:#edf2fc;color:#153a8e}html.theme--catppuccin-frappe .button.is-link.is-light:hover,html.theme--catppuccin-frappe .button.is-link.is-light.is-hovered{background-color:#e2eafb;border-color:transparent;color:#153a8e}html.theme--catppuccin-frappe .button.is-link.is-light:active,html.theme--catppuccin-frappe .button.is-link.is-light.is-active{background-color:#d7e1f9;border-color:transparent;color:#153a8e}html.theme--catppuccin-frappe .button.is-info{background-color:#81c8be;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info:hover,html.theme--catppuccin-frappe .button.is-info.is-hovered{background-color:#78c4b9;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info:focus,html.theme--catppuccin-frappe .button.is-info.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info:focus:not(:active),html.theme--catppuccin-frappe .button.is-info.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(129,200,190,0.25)}html.theme--catppuccin-frappe .button.is-info:active,html.theme--catppuccin-frappe .button.is-info.is-active{background-color:#6fc0b5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-info{background-color:#81c8be;border-color:#81c8be;box-shadow:none}html.theme--catppuccin-frappe .button.is-info.is-inverted{background-color:rgba(0,0,0,0.7);color:#81c8be}html.theme--catppuccin-frappe .button.is-info.is-inverted:hover,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-info.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#81c8be}html.theme--catppuccin-frappe .button.is-info.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-info.is-outlined{background-color:transparent;border-color:#81c8be;color:#81c8be}html.theme--catppuccin-frappe .button.is-info.is-outlined:hover,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-info.is-outlined:focus,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-focused{background-color:#81c8be;border-color:#81c8be;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading::after{border-color:transparent transparent #81c8be #81c8be !important}html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-info.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-info.is-outlined{background-color:transparent;border-color:#81c8be;box-shadow:none;color:#81c8be}html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#81c8be}html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #81c8be #81c8be !important}html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info.is-light{background-color:#f1f9f8;color:#2d675f}html.theme--catppuccin-frappe .button.is-info.is-light:hover,html.theme--catppuccin-frappe .button.is-info.is-light.is-hovered{background-color:#e8f5f3;border-color:transparent;color:#2d675f}html.theme--catppuccin-frappe .button.is-info.is-light:active,html.theme--catppuccin-frappe .button.is-info.is-light.is-active{background-color:#dff1ef;border-color:transparent;color:#2d675f}html.theme--catppuccin-frappe 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.button.is-success{background-color:#a6d189;border-color:#a6d189;box-shadow:none}html.theme--catppuccin-frappe .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-inverted:hover,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-success.is-outlined{background-color:transparent;border-color:#a6d189;color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-outlined:hover,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-success.is-outlined:focus,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-focused{background-color:#a6d189;border-color:#a6d189;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #a6d189 #a6d189 !important}html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-success.is-outlined{background-color:transparent;border-color:#a6d189;box-shadow:none;color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #a6d189 #a6d189 !important}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-light{background-color:#f4f9f0;color:#446a29}html.theme--catppuccin-frappe .button.is-success.is-light:hover,html.theme--catppuccin-frappe .button.is-success.is-light.is-hovered{background-color:#edf6e7;border-color:transparent;color:#446a29}html.theme--catppuccin-frappe .button.is-success.is-light:active,html.theme--catppuccin-frappe .button.is-success.is-light.is-active{background-color:#e6f2de;border-color:transparent;color:#446a29}html.theme--catppuccin-frappe .button.is-warning{background-color:#e5c890;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning:hover,html.theme--catppuccin-frappe .button.is-warning.is-hovered{background-color:#e3c386;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning:focus,html.theme--catppuccin-frappe .button.is-warning.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning:focus:not(:active),html.theme--catppuccin-frappe .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(229,200,144,0.25)}html.theme--catppuccin-frappe .button.is-warning:active,html.theme--catppuccin-frappe .button.is-warning.is-active{background-color:#e0be7b;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-warning{background-color:#e5c890;border-color:#e5c890;box-shadow:none}html.theme--catppuccin-frappe .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-inverted:hover,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-warning.is-outlined{background-color:transparent;border-color:#e5c890;color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-outlined:hover,html.theme--catppuccin-frappe 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.button.is-warning.is-outlined{background-color:transparent;border-color:#e5c890;box-shadow:none;color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #e5c890 #e5c890 !important}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning.is-light{background-color:#fbf7ee;color:#78591c}html.theme--catppuccin-frappe .button.is-warning.is-light:hover,html.theme--catppuccin-frappe .button.is-warning.is-light.is-hovered{background-color:#f9f2e4;border-color:transparent;color:#78591c}html.theme--catppuccin-frappe .button.is-warning.is-light:active,html.theme--catppuccin-frappe .button.is-warning.is-light.is-active{background-color:#f6edda;border-color:transparent;color:#78591c}html.theme--catppuccin-frappe .button.is-danger{background-color:#e78284;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger:hover,html.theme--catppuccin-frappe .button.is-danger.is-hovered{background-color:#e57779;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger:focus,html.theme--catppuccin-frappe .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger:focus:not(:active),html.theme--catppuccin-frappe .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(231,130,132,0.25)}html.theme--catppuccin-frappe .button.is-danger:active,html.theme--catppuccin-frappe .button.is-danger.is-active{background-color:#e36d6f;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger{background-color:#e78284;border-color:#e78284;box-shadow:none}html.theme--catppuccin-frappe .button.is-danger.is-inverted{background-color:#fff;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-inverted:hover,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-frappe .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-danger.is-outlined{background-color:transparent;border-color:#e78284;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-outlined:hover,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-danger.is-outlined:focus,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-focused{background-color:#e78284;border-color:#e78284;color:#fff}html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #e78284 #e78284 !important}html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger.is-outlined{background-color:transparent;border-color:#e78284;box-shadow:none;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #e78284 #e78284 !important}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-frappe .button.is-danger.is-light{background-color:#fceeee;color:#9a1e20}html.theme--catppuccin-frappe .button.is-danger.is-light:hover,html.theme--catppuccin-frappe .button.is-danger.is-light.is-hovered{background-color:#fae3e4;border-color:transparent;color:#9a1e20}html.theme--catppuccin-frappe .button.is-danger.is-light:active,html.theme--catppuccin-frappe .button.is-danger.is-light.is-active{background-color:#f8d8d9;border-color:transparent;color:#9a1e20}html.theme--catppuccin-frappe .button.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-frappe .button.is-small:not(.is-rounded),html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-frappe .button.is-normal{font-size:1rem}html.theme--catppuccin-frappe .button.is-medium{font-size:1.25rem}html.theme--catppuccin-frappe .button.is-large{font-size:1.5rem}html.theme--catppuccin-frappe .button[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button{background-color:#737994;border-color:#626880;box-shadow:none;opacity:.5}html.theme--catppuccin-frappe .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-frappe .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-frappe .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-frappe .button.is-static{background-color:#292c3c;border-color:#626880;color:#838ba7;box-shadow:none;pointer-events:none}html.theme--catppuccin-frappe .button.is-rounded,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-frappe .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-frappe .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-frappe .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-frappe .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-frappe .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-frappe .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-frappe .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-frappe .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-frappe .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-frappe .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-frappe .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-frappe .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-frappe .buttons.has-addons .button:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-frappe .buttons.has-addons .button:focus,html.theme--catppuccin-frappe .buttons.has-addons .button.is-focused,html.theme--catppuccin-frappe .buttons.has-addons .button:active,html.theme--catppuccin-frappe .buttons.has-addons .button.is-active,html.theme--catppuccin-frappe .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-frappe .buttons.has-addons .button:focus:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-frappe .buttons.has-addons .button:active:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-frappe .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-frappe .buttons.is-centered{justify-content:center}html.theme--catppuccin-frappe .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-frappe .buttons.is-right{justify-content:flex-end}html.theme--catppuccin-frappe .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--catppuccin-frappe .button.is-responsive.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--catppuccin-frappe .button.is-responsive,html.theme--catppuccin-frappe .button.is-responsive.is-normal{font-size:.65625rem}html.theme--catppuccin-frappe .button.is-responsive.is-medium{font-size:.75rem}html.theme--catppuccin-frappe .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--catppuccin-frappe .button.is-responsive.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--catppuccin-frappe .button.is-responsive,html.theme--catppuccin-frappe .button.is-responsive.is-normal{font-size:.75rem}html.theme--catppuccin-frappe .button.is-responsive.is-medium{font-size:1rem}html.theme--catppuccin-frappe .button.is-responsive.is-large{font-size:1.25rem}}html.theme--catppuccin-frappe .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--catppuccin-frappe .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--catppuccin-frappe .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--catppuccin-frappe .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--catppuccin-frappe .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--catppuccin-frappe .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-frappe .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-frappe .content li+li{margin-top:0.25em}html.theme--catppuccin-frappe .content p:not(:last-child),html.theme--catppuccin-frappe .content dl:not(:last-child),html.theme--catppuccin-frappe .content ol:not(:last-child),html.theme--catppuccin-frappe .content ul:not(:last-child),html.theme--catppuccin-frappe .content blockquote:not(:last-child),html.theme--catppuccin-frappe .content pre:not(:last-child),html.theme--catppuccin-frappe .content table:not(:last-child){margin-bottom:1em}html.theme--catppuccin-frappe .content h1,html.theme--catppuccin-frappe .content h2,html.theme--catppuccin-frappe .content h3,html.theme--catppuccin-frappe .content h4,html.theme--catppuccin-frappe .content h5,html.theme--catppuccin-frappe .content h6{color:#c6d0f5;font-weight:600;line-height:1.125}html.theme--catppuccin-frappe .content h1{font-size:2em;margin-bottom:0.5em}html.theme--catppuccin-frappe .content h1:not(:first-child){margin-top:1em}html.theme--catppuccin-frappe .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--catppuccin-frappe .content h2:not(:first-child){margin-top:1.1428em}html.theme--catppuccin-frappe .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--catppuccin-frappe .content h3:not(:first-child){margin-top:1.3333em}html.theme--catppuccin-frappe .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--catppuccin-frappe .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--catppuccin-frappe .content h6{font-size:1em;margin-bottom:1em}html.theme--catppuccin-frappe .content blockquote{background-color:#292c3c;border-left:5px solid #626880;padding:1.25em 1.5em}html.theme--catppuccin-frappe .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-frappe .content ol:not([type]){list-style-type:decimal}html.theme--catppuccin-frappe .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--catppuccin-frappe .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--catppuccin-frappe .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--catppuccin-frappe .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--catppuccin-frappe .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-frappe .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--catppuccin-frappe .content ul ul ul{list-style-type:square}html.theme--catppuccin-frappe .content dd{margin-left:2em}html.theme--catppuccin-frappe .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--catppuccin-frappe .content figure:not(:first-child){margin-top:2em}html.theme--catppuccin-frappe .content figure:not(:last-child){margin-bottom:2em}html.theme--catppuccin-frappe .content figure img{display:inline-block}html.theme--catppuccin-frappe .content figure figcaption{font-style:italic}html.theme--catppuccin-frappe .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--catppuccin-frappe .content sup,html.theme--catppuccin-frappe .content sub{font-size:75%}html.theme--catppuccin-frappe .content table{width:100%}html.theme--catppuccin-frappe .content table td,html.theme--catppuccin-frappe .content table th{border:1px solid #626880;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--catppuccin-frappe .content table th{color:#b0bef1}html.theme--catppuccin-frappe .content table th:not([align]){text-align:inherit}html.theme--catppuccin-frappe .content table thead td,html.theme--catppuccin-frappe .content table thead th{border-width:0 0 2px;color:#b0bef1}html.theme--catppuccin-frappe .content table tfoot td,html.theme--catppuccin-frappe .content table tfoot th{border-width:2px 0 0;color:#b0bef1}html.theme--catppuccin-frappe .content table tbody tr:last-child td,html.theme--catppuccin-frappe .content table tbody tr:last-child th{border-bottom-width:0}html.theme--catppuccin-frappe .content .tabs li+li{margin-top:0}html.theme--catppuccin-frappe .content.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.content{font-size:.75rem}html.theme--catppuccin-frappe .content.is-normal{font-size:1rem}html.theme--catppuccin-frappe .content.is-medium{font-size:1.25rem}html.theme--catppuccin-frappe .content.is-large{font-size:1.5rem}html.theme--catppuccin-frappe .icon{align-items:center;display:inline-flex;justify-content:center;height:1.5rem;width:1.5rem}html.theme--catppuccin-frappe .icon.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.icon{height:1rem;width:1rem}html.theme--catppuccin-frappe .icon.is-medium{height:2rem;width:2rem}html.theme--catppuccin-frappe .icon.is-large{height:3rem;width:3rem}html.theme--catppuccin-frappe .icon-text{align-items:flex-start;color:inherit;display:inline-flex;flex-wrap:wrap;line-height:1.5rem;vertical-align:top}html.theme--catppuccin-frappe .icon-text .icon{flex-grow:0;flex-shrink:0}html.theme--catppuccin-frappe .icon-text .icon:not(:last-child){margin-right:.25em}html.theme--catppuccin-frappe .icon-text .icon:not(:first-child){margin-left:.25em}html.theme--catppuccin-frappe div.icon-text{display:flex}html.theme--catppuccin-frappe .image,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img{display:block;position:relative}html.theme--catppuccin-frappe .image img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img img{display:block;height:auto;width:100%}html.theme--catppuccin-frappe .image img.is-rounded,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img img.is-rounded{border-radius:9999px}html.theme--catppuccin-frappe .image.is-fullwidth,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-fullwidth{width:100%}html.theme--catppuccin-frappe .image.is-square img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-square img,html.theme--catppuccin-frappe .image.is-square .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-square .has-ratio,html.theme--catppuccin-frappe .image.is-1by1 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-1by1 img,html.theme--catppuccin-frappe .image.is-1by1 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-1by1 .has-ratio,html.theme--catppuccin-frappe .image.is-5by4 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-5by4 img,html.theme--catppuccin-frappe .image.is-5by4 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-5by4 .has-ratio,html.theme--catppuccin-frappe .image.is-4by3 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-4by3 img,html.theme--catppuccin-frappe .image.is-4by3 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-4by3 .has-ratio,html.theme--catppuccin-frappe .image.is-3by2 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-3by2 img,html.theme--catppuccin-frappe .image.is-3by2 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-3by2 .has-ratio,html.theme--catppuccin-frappe .image.is-5by3 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-5by3 img,html.theme--catppuccin-frappe .image.is-5by3 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-5by3 .has-ratio,html.theme--catppuccin-frappe .image.is-16by9 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-16by9 img,html.theme--catppuccin-frappe .image.is-16by9 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-16by9 .has-ratio,html.theme--catppuccin-frappe .image.is-2by1 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-2by1 img,html.theme--catppuccin-frappe .image.is-2by1 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-2by1 .has-ratio,html.theme--catppuccin-frappe .image.is-3by1 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-3by1 img,html.theme--catppuccin-frappe .image.is-3by1 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-3by1 .has-ratio,html.theme--catppuccin-frappe .image.is-4by5 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-4by5 img,html.theme--catppuccin-frappe .image.is-4by5 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-4by5 .has-ratio,html.theme--catppuccin-frappe .image.is-3by4 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-3by4 img,html.theme--catppuccin-frappe .image.is-3by4 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-3by4 .has-ratio,html.theme--catppuccin-frappe .image.is-2by3 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-2by3 img,html.theme--catppuccin-frappe .image.is-2by3 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-2by3 .has-ratio,html.theme--catppuccin-frappe .image.is-3by5 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-3by5 img,html.theme--catppuccin-frappe .image.is-3by5 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-3by5 .has-ratio,html.theme--catppuccin-frappe .image.is-9by16 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-9by16 img,html.theme--catppuccin-frappe .image.is-9by16 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-9by16 .has-ratio,html.theme--catppuccin-frappe .image.is-1by2 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-1by2 img,html.theme--catppuccin-frappe .image.is-1by2 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-1by2 .has-ratio,html.theme--catppuccin-frappe .image.is-1by3 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-1by3 img,html.theme--catppuccin-frappe .image.is-1by3 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-1by3 .has-ratio{height:100%;width:100%}html.theme--catppuccin-frappe .image.is-square,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-square,html.theme--catppuccin-frappe .image.is-1by1,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-1by1{padding-top:100%}html.theme--catppuccin-frappe .image.is-5by4,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-5by4{padding-top:80%}html.theme--catppuccin-frappe .image.is-4by3,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-4by3{padding-top:75%}html.theme--catppuccin-frappe 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.modal-card{display:flex;flex-direction:column;max-height:calc(100vh - 40px);overflow:hidden;-ms-overflow-y:visible}html.theme--catppuccin-frappe .modal-card-head,html.theme--catppuccin-frappe .modal-card-foot{align-items:center;background-color:#292c3c;display:flex;flex-shrink:0;justify-content:flex-start;padding:20px;position:relative}html.theme--catppuccin-frappe .modal-card-head{border-bottom:1px solid #626880;border-top-left-radius:8px;border-top-right-radius:8px}html.theme--catppuccin-frappe .modal-card-title{color:#c6d0f5;flex-grow:1;flex-shrink:0;font-size:1.5rem;line-height:1}html.theme--catppuccin-frappe .modal-card-foot{border-bottom-left-radius:8px;border-bottom-right-radius:8px;border-top:1px solid #626880}html.theme--catppuccin-frappe .modal-card-foot .button:not(:last-child){margin-right:.5em}html.theme--catppuccin-frappe 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kbd.button.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #ccd0da #ccd0da !important}html.theme--catppuccin-latte 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.docstring>section>a.button.is-inverted.is-outlined.is-loading.docs-sourcelink:focus::after,html.theme--catppuccin-latte .button.is-primary.is-inverted.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-latte .docstring>section>a.button.is-inverted.is-outlined.is-loading.is-focused.docs-sourcelink::after{border-color:transparent transparent #1e66f5 #1e66f5 !important}html.theme--catppuccin-latte .button.is-primary.is-inverted.is-outlined[disabled],html.theme--catppuccin-latte .docstring>section>a.button.is-inverted.is-outlined.docs-sourcelink[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-primary.is-inverted.is-outlined,fieldset[disabled] html.theme--catppuccin-latte .docstring>section>a.button.is-inverted.is-outlined.docs-sourcelink{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-primary.is-light,html.theme--catppuccin-latte .docstring>section>a.button.is-light.docs-sourcelink{background-color:#ebf2fe;color:#0a52e1}html.theme--catppuccin-latte .button.is-primary.is-light:hover,html.theme--catppuccin-latte .docstring>section>a.button.is-light.docs-sourcelink:hover,html.theme--catppuccin-latte .button.is-primary.is-light.is-hovered,html.theme--catppuccin-latte .docstring>section>a.button.is-light.is-hovered.docs-sourcelink{background-color:#dfe9fe;border-color:transparent;color:#0a52e1}html.theme--catppuccin-latte .button.is-primary.is-light:active,html.theme--catppuccin-latte .docstring>section>a.button.is-light.docs-sourcelink:active,html.theme--catppuccin-latte .button.is-primary.is-light.is-active,html.theme--catppuccin-latte .docstring>section>a.button.is-light.is-active.docs-sourcelink{background-color:#d3e1fd;border-color:transparent;color:#0a52e1}html.theme--catppuccin-latte .button.is-link{background-color:#1e66f5;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-link:hover,html.theme--catppuccin-latte .button.is-link.is-hovered{background-color:#125ef4;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-link:focus,html.theme--catppuccin-latte .button.is-link.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-link:focus:not(:active),html.theme--catppuccin-latte .button.is-link.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(30,102,245,0.25)}html.theme--catppuccin-latte .button.is-link:active,html.theme--catppuccin-latte .button.is-link.is-active{background-color:#0b57ef;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-link[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-link{background-color:#1e66f5;border-color:#1e66f5;box-shadow:none}html.theme--catppuccin-latte .button.is-link.is-inverted{background-color:#fff;color:#1e66f5}html.theme--catppuccin-latte .button.is-link.is-inverted:hover,html.theme--catppuccin-latte .button.is-link.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-link.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-link.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#1e66f5}html.theme--catppuccin-latte .button.is-link.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-link.is-outlined{background-color:transparent;border-color:#1e66f5;color:#1e66f5}html.theme--catppuccin-latte .button.is-link.is-outlined:hover,html.theme--catppuccin-latte .button.is-link.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-link.is-outlined:focus,html.theme--catppuccin-latte .button.is-link.is-outlined.is-focused{background-color:#1e66f5;border-color:#1e66f5;color:#fff}html.theme--catppuccin-latte .button.is-link.is-outlined.is-loading::after{border-color:transparent transparent #1e66f5 #1e66f5 !important}html.theme--catppuccin-latte .button.is-link.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-link.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-link.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-link.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-link.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-link.is-outlined{background-color:transparent;border-color:#1e66f5;box-shadow:none;color:#1e66f5}html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined.is-focused{background-color:#fff;color:#1e66f5}html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #1e66f5 #1e66f5 !important}html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-link.is-light{background-color:#ebf2fe;color:#0a52e1}html.theme--catppuccin-latte .button.is-link.is-light:hover,html.theme--catppuccin-latte .button.is-link.is-light.is-hovered{background-color:#dfe9fe;border-color:transparent;color:#0a52e1}html.theme--catppuccin-latte .button.is-link.is-light:active,html.theme--catppuccin-latte .button.is-link.is-light.is-active{background-color:#d3e1fd;border-color:transparent;color:#0a52e1}html.theme--catppuccin-latte .button.is-info{background-color:#179299;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-info:hover,html.theme--catppuccin-latte .button.is-info.is-hovered{background-color:#15878e;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-info:focus,html.theme--catppuccin-latte .button.is-info.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-info:focus:not(:active),html.theme--catppuccin-latte .button.is-info.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(23,146,153,0.25)}html.theme--catppuccin-latte .button.is-info:active,html.theme--catppuccin-latte .button.is-info.is-active{background-color:#147d83;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-info[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-info{background-color:#179299;border-color:#179299;box-shadow:none}html.theme--catppuccin-latte .button.is-info.is-inverted{background-color:#fff;color:#179299}html.theme--catppuccin-latte .button.is-info.is-inverted:hover,html.theme--catppuccin-latte .button.is-info.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-info.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-info.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#179299}html.theme--catppuccin-latte .button.is-info.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-info.is-outlined{background-color:transparent;border-color:#179299;color:#179299}html.theme--catppuccin-latte .button.is-info.is-outlined:hover,html.theme--catppuccin-latte .button.is-info.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-info.is-outlined:focus,html.theme--catppuccin-latte .button.is-info.is-outlined.is-focused{background-color:#179299;border-color:#179299;color:#fff}html.theme--catppuccin-latte .button.is-info.is-outlined.is-loading::after{border-color:transparent transparent #179299 #179299 !important}html.theme--catppuccin-latte .button.is-info.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-info.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-info.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-info.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-info.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-info.is-outlined{background-color:transparent;border-color:#179299;box-shadow:none;color:#179299}html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined.is-focused{background-color:#fff;color:#179299}html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #179299 #179299 !important}html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-info.is-light{background-color:#edfcfc;color:#1cb2ba}html.theme--catppuccin-latte .button.is-info.is-light:hover,html.theme--catppuccin-latte .button.is-info.is-light.is-hovered{background-color:#e2f9fb;border-color:transparent;color:#1cb2ba}html.theme--catppuccin-latte .button.is-info.is-light:active,html.theme--catppuccin-latte .button.is-info.is-light.is-active{background-color:#d7f7f9;border-color:transparent;color:#1cb2ba}html.theme--catppuccin-latte .button.is-success{background-color:#40a02b;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-success:hover,html.theme--catppuccin-latte .button.is-success.is-hovered{background-color:#3c9628;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-success:focus,html.theme--catppuccin-latte .button.is-success.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-success:focus:not(:active),html.theme--catppuccin-latte .button.is-success.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(64,160,43,0.25)}html.theme--catppuccin-latte .button.is-success:active,html.theme--catppuccin-latte .button.is-success.is-active{background-color:#388c26;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-success[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-success{background-color:#40a02b;border-color:#40a02b;box-shadow:none}html.theme--catppuccin-latte .button.is-success.is-inverted{background-color:#fff;color:#40a02b}html.theme--catppuccin-latte .button.is-success.is-inverted:hover,html.theme--catppuccin-latte .button.is-success.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-success.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-success.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#40a02b}html.theme--catppuccin-latte .button.is-success.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-success.is-outlined{background-color:transparent;border-color:#40a02b;color:#40a02b}html.theme--catppuccin-latte .button.is-success.is-outlined:hover,html.theme--catppuccin-latte .button.is-success.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-success.is-outlined:focus,html.theme--catppuccin-latte .button.is-success.is-outlined.is-focused{background-color:#40a02b;border-color:#40a02b;color:#fff}html.theme--catppuccin-latte .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #40a02b #40a02b !important}html.theme--catppuccin-latte .button.is-success.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-success.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-success.is-outlined{background-color:transparent;border-color:#40a02b;box-shadow:none;color:#40a02b}html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-focused{background-color:#fff;color:#40a02b}html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #40a02b #40a02b !important}html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-success.is-light{background-color:#f1fbef;color:#40a12b}html.theme--catppuccin-latte .button.is-success.is-light:hover,html.theme--catppuccin-latte .button.is-success.is-light.is-hovered{background-color:#e8f8e5;border-color:transparent;color:#40a12b}html.theme--catppuccin-latte .button.is-success.is-light:active,html.theme--catppuccin-latte .button.is-success.is-light.is-active{background-color:#e0f5db;border-color:transparent;color:#40a12b}html.theme--catppuccin-latte .button.is-warning{background-color:#df8e1d;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning:hover,html.theme--catppuccin-latte .button.is-warning.is-hovered{background-color:#d4871c;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning:focus,html.theme--catppuccin-latte .button.is-warning.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning:focus:not(:active),html.theme--catppuccin-latte .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(223,142,29,0.25)}html.theme--catppuccin-latte .button.is-warning:active,html.theme--catppuccin-latte .button.is-warning.is-active{background-color:#c8801a;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning{background-color:#df8e1d;border-color:#df8e1d;box-shadow:none}html.theme--catppuccin-latte .button.is-warning.is-inverted{background-color:#fff;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-inverted:hover,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-warning.is-outlined{background-color:transparent;border-color:#df8e1d;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-outlined:hover,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-warning.is-outlined:focus,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-focused{background-color:#df8e1d;border-color:#df8e1d;color:#fff}html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #df8e1d #df8e1d !important}html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning.is-outlined{background-color:transparent;border-color:#df8e1d;box-shadow:none;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-focused{background-color:#fff;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #df8e1d #df8e1d !important}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-warning.is-light{background-color:#fdf6ed;color:#9e6515}html.theme--catppuccin-latte .button.is-warning.is-light:hover,html.theme--catppuccin-latte .button.is-warning.is-light.is-hovered{background-color:#fbf1e2;border-color:transparent;color:#9e6515}html.theme--catppuccin-latte .button.is-warning.is-light:active,html.theme--catppuccin-latte .button.is-warning.is-light.is-active{background-color:#faebd6;border-color:transparent;color:#9e6515}html.theme--catppuccin-latte .button.is-danger{background-color:#d20f39;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger:hover,html.theme--catppuccin-latte .button.is-danger.is-hovered{background-color:#c60e36;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger:focus,html.theme--catppuccin-latte .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger:focus:not(:active),html.theme--catppuccin-latte .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(210,15,57,0.25)}html.theme--catppuccin-latte .button.is-danger:active,html.theme--catppuccin-latte .button.is-danger.is-active{background-color:#ba0d33;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger{background-color:#d20f39;border-color:#d20f39;box-shadow:none}html.theme--catppuccin-latte .button.is-danger.is-inverted{background-color:#fff;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-inverted:hover,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-danger.is-outlined{background-color:transparent;border-color:#d20f39;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-outlined:hover,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-danger.is-outlined:focus,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-focused{background-color:#d20f39;border-color:#d20f39;color:#fff}html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #d20f39 #d20f39 !important}html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger.is-outlined{background-color:transparent;border-color:#d20f39;box-shadow:none;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #d20f39 #d20f39 !important}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-danger.is-light{background-color:#feecf0;color:#e9113f}html.theme--catppuccin-latte .button.is-danger.is-light:hover,html.theme--catppuccin-latte .button.is-danger.is-light.is-hovered{background-color:#fde0e6;border-color:transparent;color:#e9113f}html.theme--catppuccin-latte .button.is-danger.is-light:active,html.theme--catppuccin-latte .button.is-danger.is-light.is-active{background-color:#fcd4dd;border-color:transparent;color:#e9113f}html.theme--catppuccin-latte .button.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-latte .button.is-small:not(.is-rounded),html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-latte .button.is-normal{font-size:1rem}html.theme--catppuccin-latte .button.is-medium{font-size:1.25rem}html.theme--catppuccin-latte .button.is-large{font-size:1.5rem}html.theme--catppuccin-latte .button[disabled],fieldset[disabled] html.theme--catppuccin-latte .button{background-color:#9ca0b0;border-color:#acb0be;box-shadow:none;opacity:.5}html.theme--catppuccin-latte .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-latte .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-latte .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-latte .button.is-static{background-color:#e6e9ef;border-color:#acb0be;color:#8c8fa1;box-shadow:none;pointer-events:none}html.theme--catppuccin-latte .button.is-rounded,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-latte .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-latte .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-latte .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-latte .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-latte .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-latte .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-latte .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-latte .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-latte .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-latte .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-latte .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-latte .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-latte .buttons.has-addons .button:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-latte .buttons.has-addons .button:focus,html.theme--catppuccin-latte .buttons.has-addons .button.is-focused,html.theme--catppuccin-latte .buttons.has-addons .button:active,html.theme--catppuccin-latte .buttons.has-addons .button.is-active,html.theme--catppuccin-latte .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-latte .buttons.has-addons .button:focus:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-latte .buttons.has-addons .button:active:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-latte .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-latte .buttons.is-centered{justify-content:center}html.theme--catppuccin-latte .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-latte .buttons.is-right{justify-content:flex-end}html.theme--catppuccin-latte .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--catppuccin-latte .button.is-responsive.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--catppuccin-latte .button.is-responsive,html.theme--catppuccin-latte .button.is-responsive.is-normal{font-size:.65625rem}html.theme--catppuccin-latte .button.is-responsive.is-medium{font-size:.75rem}html.theme--catppuccin-latte .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--catppuccin-latte .button.is-responsive.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--catppuccin-latte .button.is-responsive,html.theme--catppuccin-latte .button.is-responsive.is-normal{font-size:.75rem}html.theme--catppuccin-latte .button.is-responsive.is-medium{font-size:1rem}html.theme--catppuccin-latte .button.is-responsive.is-large{font-size:1.25rem}}html.theme--catppuccin-latte .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--catppuccin-latte .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--catppuccin-latte .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--catppuccin-latte .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--catppuccin-latte .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--catppuccin-latte .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-latte .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-latte .content li+li{margin-top:0.25em}html.theme--catppuccin-latte .content p:not(:last-child),html.theme--catppuccin-latte .content dl:not(:last-child),html.theme--catppuccin-latte .content ol:not(:last-child),html.theme--catppuccin-latte .content ul:not(:last-child),html.theme--catppuccin-latte .content blockquote:not(:last-child),html.theme--catppuccin-latte .content pre:not(:last-child),html.theme--catppuccin-latte .content table:not(:last-child){margin-bottom:1em}html.theme--catppuccin-latte .content h1,html.theme--catppuccin-latte .content h2,html.theme--catppuccin-latte .content h3,html.theme--catppuccin-latte .content h4,html.theme--catppuccin-latte .content h5,html.theme--catppuccin-latte .content h6{color:#4c4f69;font-weight:600;line-height:1.125}html.theme--catppuccin-latte .content h1{font-size:2em;margin-bottom:0.5em}html.theme--catppuccin-latte .content h1:not(:first-child){margin-top:1em}html.theme--catppuccin-latte .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--catppuccin-latte .content h2:not(:first-child){margin-top:1.1428em}html.theme--catppuccin-latte .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--catppuccin-latte .content h3:not(:first-child){margin-top:1.3333em}html.theme--catppuccin-latte .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--catppuccin-latte .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--catppuccin-latte .content h6{font-size:1em;margin-bottom:1em}html.theme--catppuccin-latte .content blockquote{background-color:#e6e9ef;border-left:5px solid #acb0be;padding:1.25em 1.5em}html.theme--catppuccin-latte .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-latte .content ol:not([type]){list-style-type:decimal}html.theme--catppuccin-latte .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--catppuccin-latte .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--catppuccin-latte .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--catppuccin-latte .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--catppuccin-latte .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-latte .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--catppuccin-latte .content ul ul ul{list-style-type:square}html.theme--catppuccin-latte .content dd{margin-left:2em}html.theme--catppuccin-latte .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--catppuccin-latte .content figure:not(:first-child){margin-top:2em}html.theme--catppuccin-latte .content figure:not(:last-child){margin-bottom:2em}html.theme--catppuccin-latte .content figure img{display:inline-block}html.theme--catppuccin-latte .content figure figcaption{font-style:italic}html.theme--catppuccin-latte .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--catppuccin-latte .content sup,html.theme--catppuccin-latte .content sub{font-size:75%}html.theme--catppuccin-latte .content table{width:100%}html.theme--catppuccin-latte .content table td,html.theme--catppuccin-latte .content table th{border:1px solid #acb0be;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--catppuccin-latte .content table th{color:#41445a}html.theme--catppuccin-latte .content table th:not([align]){text-align:inherit}html.theme--catppuccin-latte .content table thead td,html.theme--catppuccin-latte .content table thead th{border-width:0 0 2px;color:#41445a}html.theme--catppuccin-latte .content table tfoot td,html.theme--catppuccin-latte .content table tfoot th{border-width:2px 0 0;color:#41445a}html.theme--catppuccin-latte .content table tbody tr:last-child td,html.theme--catppuccin-latte .content table tbody tr:last-child th{border-bottom-width:0}html.theme--catppuccin-latte .content .tabs li+li{margin-top:0}html.theme--catppuccin-latte .content.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.content{font-size:.75rem}html.theme--catppuccin-latte .content.is-normal{font-size:1rem}html.theme--catppuccin-latte .content.is-medium{font-size:1.25rem}html.theme--catppuccin-latte .content.is-large{font-size:1.5rem}html.theme--catppuccin-latte .icon{align-items:center;display:inline-flex;justify-content:center;height:1.5rem;width:1.5rem}html.theme--catppuccin-latte .icon.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.icon{height:1rem;width:1rem}html.theme--catppuccin-latte .icon.is-medium{height:2rem;width:2rem}html.theme--catppuccin-latte .icon.is-large{height:3rem;width:3rem}html.theme--catppuccin-latte .icon-text{align-items:flex-start;color:inherit;display:inline-flex;flex-wrap:wrap;line-height:1.5rem;vertical-align:top}html.theme--catppuccin-latte .icon-text .icon{flex-grow:0;flex-shrink:0}html.theme--catppuccin-latte .icon-text .icon:not(:last-child){margin-right:.25em}html.theme--catppuccin-latte .icon-text .icon:not(:first-child){margin-left:.25em}html.theme--catppuccin-latte div.icon-text{display:flex}html.theme--catppuccin-latte .image,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img{display:block;position:relative}html.theme--catppuccin-latte .image img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img img{display:block;height:auto;width:100%}html.theme--catppuccin-latte .image img.is-rounded,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img img.is-rounded{border-radius:9999px}html.theme--catppuccin-latte .image.is-fullwidth,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-fullwidth{width:100%}html.theme--catppuccin-latte .image.is-square img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-square img,html.theme--catppuccin-latte .image.is-square .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-square .has-ratio,html.theme--catppuccin-latte .image.is-1by1 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-1by1 img,html.theme--catppuccin-latte .image.is-1by1 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-1by1 .has-ratio,html.theme--catppuccin-latte .image.is-5by4 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-5by4 img,html.theme--catppuccin-latte .image.is-5by4 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-5by4 .has-ratio,html.theme--catppuccin-latte .image.is-4by3 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-4by3 img,html.theme--catppuccin-latte .image.is-4by3 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-4by3 .has-ratio,html.theme--catppuccin-latte .image.is-3by2 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-3by2 img,html.theme--catppuccin-latte .image.is-3by2 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-3by2 .has-ratio,html.theme--catppuccin-latte .image.is-5by3 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-5by3 img,html.theme--catppuccin-latte .image.is-5by3 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-5by3 .has-ratio,html.theme--catppuccin-latte .image.is-16by9 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-16by9 img,html.theme--catppuccin-latte .image.is-16by9 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-16by9 .has-ratio,html.theme--catppuccin-latte .image.is-2by1 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-2by1 img,html.theme--catppuccin-latte .image.is-2by1 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-2by1 .has-ratio,html.theme--catppuccin-latte .image.is-3by1 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-3by1 img,html.theme--catppuccin-latte 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img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-3by5 img,html.theme--catppuccin-latte .image.is-3by5 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-3by5 .has-ratio,html.theme--catppuccin-latte .image.is-9by16 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-9by16 img,html.theme--catppuccin-latte .image.is-9by16 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-9by16 .has-ratio,html.theme--catppuccin-latte .image.is-1by2 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-1by2 img,html.theme--catppuccin-latte .image.is-1by2 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-1by2 .has-ratio,html.theme--catppuccin-latte .image.is-1by3 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-1by3 img,html.theme--catppuccin-latte .image.is-1by3 .has-ratio,html.theme--catppuccin-latte 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.button.is-white.is-inverted.is-outlined{background-color:transparent;border-color:#0a0a0a;box-shadow:none;color:#0a0a0a}html.theme--catppuccin-macchiato .button.is-black{background-color:#0a0a0a;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-black:hover,html.theme--catppuccin-macchiato .button.is-black.is-hovered{background-color:#040404;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-black:focus,html.theme--catppuccin-macchiato .button.is-black.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-black:focus:not(:active),html.theme--catppuccin-macchiato .button.is-black.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(10,10,10,0.25)}html.theme--catppuccin-macchiato .button.is-black:active,html.theme--catppuccin-macchiato .button.is-black.is-active{background-color:#000;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-black[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-black{background-color:#0a0a0a;border-color:#0a0a0a;box-shadow:none}html.theme--catppuccin-macchiato .button.is-black.is-inverted{background-color:#fff;color:#0a0a0a}html.theme--catppuccin-macchiato .button.is-black.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-macchiato .button.is-black.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-black.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#0a0a0a}html.theme--catppuccin-macchiato .button.is-black.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-black.is-outlined{background-color:transparent;border-color:#0a0a0a;color:#0a0a0a}html.theme--catppuccin-macchiato .button.is-black.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-black.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-black.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-black.is-outlined.is-focused{background-color:#0a0a0a;border-color:#0a0a0a;color:#fff}html.theme--catppuccin-macchiato .button.is-black.is-outlined.is-loading::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--catppuccin-macchiato .button.is-black.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-black.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-black.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-black.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-black.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-black.is-outlined{background-color:transparent;border-color:#0a0a0a;box-shadow:none;color:#0a0a0a}html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined.is-focused{background-color:#fff;color:#0a0a0a}html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-macchiato .button.is-light{background-color:#f5f5f5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-light:hover,html.theme--catppuccin-macchiato .button.is-light.is-hovered{background-color:#eee;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-light:focus,html.theme--catppuccin-macchiato .button.is-light.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-light:focus:not(:active),html.theme--catppuccin-macchiato .button.is-light.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(245,245,245,0.25)}html.theme--catppuccin-macchiato .button.is-light:active,html.theme--catppuccin-macchiato .button.is-light.is-active{background-color:#e8e8e8;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-light[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-light{background-color:#f5f5f5;border-color:#f5f5f5;box-shadow:none}html.theme--catppuccin-macchiato .button.is-light.is-inverted{background-color:rgba(0,0,0,0.7);color:#f5f5f5}html.theme--catppuccin-macchiato .button.is-light.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-light.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-light.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-light.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#f5f5f5}html.theme--catppuccin-macchiato .button.is-light.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-light.is-outlined{background-color:transparent;border-color:#f5f5f5;color:#f5f5f5}html.theme--catppuccin-macchiato .button.is-light.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-light.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-light.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-light.is-outlined.is-focused{background-color:#f5f5f5;border-color:#f5f5f5;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-light.is-outlined.is-loading::after{border-color:transparent transparent #f5f5f5 #f5f5f5 !important}html.theme--catppuccin-macchiato 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.content kbd.button{background-color:#363a4f;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-dark:hover,html.theme--catppuccin-macchiato .content kbd.button:hover,html.theme--catppuccin-macchiato .button.is-dark.is-hovered,html.theme--catppuccin-macchiato .content kbd.button.is-hovered{background-color:#313447;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-dark:focus,html.theme--catppuccin-macchiato .content kbd.button:focus,html.theme--catppuccin-macchiato .button.is-dark.is-focused,html.theme--catppuccin-macchiato .content kbd.button.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-dark:focus:not(:active),html.theme--catppuccin-macchiato .content kbd.button:focus:not(:active),html.theme--catppuccin-macchiato .button.is-dark.is-focused:not(:active),html.theme--catppuccin-macchiato .content kbd.button.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(54,58,79,0.25)}html.theme--catppuccin-macchiato .button.is-dark:active,html.theme--catppuccin-macchiato .content kbd.button:active,html.theme--catppuccin-macchiato .button.is-dark.is-active,html.theme--catppuccin-macchiato .content kbd.button.is-active{background-color:#2c2f40;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-dark[disabled],html.theme--catppuccin-macchiato .content kbd.button[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-dark,fieldset[disabled] html.theme--catppuccin-macchiato .content kbd.button{background-color:#363a4f;border-color:#363a4f;box-shadow:none}html.theme--catppuccin-macchiato .button.is-dark.is-inverted,html.theme--catppuccin-macchiato .content kbd.button.is-inverted{background-color:#fff;color:#363a4f}html.theme--catppuccin-macchiato .button.is-dark.is-inverted:hover,html.theme--catppuccin-macchiato .content kbd.button.is-inverted:hover,html.theme--catppuccin-macchiato 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.button.is-dark.is-outlined:hover,html.theme--catppuccin-macchiato .content kbd.button.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-dark.is-outlined.is-hovered,html.theme--catppuccin-macchiato .content kbd.button.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-dark.is-outlined:focus,html.theme--catppuccin-macchiato .content kbd.button.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-dark.is-outlined.is-focused,html.theme--catppuccin-macchiato .content kbd.button.is-outlined.is-focused{background-color:#363a4f;border-color:#363a4f;color:#fff}html.theme--catppuccin-macchiato .button.is-dark.is-outlined.is-loading::after,html.theme--catppuccin-macchiato .content kbd.button.is-outlined.is-loading::after{border-color:transparent transparent #363a4f #363a4f !important}html.theme--catppuccin-macchiato .button.is-dark.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .content kbd.button.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-dark.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .content kbd.button.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-dark.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .content kbd.button.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-dark.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-macchiato .content kbd.button.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-dark.is-outlined[disabled],html.theme--catppuccin-macchiato .content kbd.button.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-dark.is-outlined,fieldset[disabled] html.theme--catppuccin-macchiato .content kbd.button.is-outlined{background-color:transparent;border-color:#363a4f;box-shadow:none;color:#363a4f}html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--catppuccin-macchiato .content 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.button.is-info.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-info.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-focused{background-color:#8bd5ca;border-color:#8bd5ca;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading::after{border-color:transparent transparent #8bd5ca #8bd5ca !important}html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-info.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-info.is-outlined{background-color:transparent;border-color:#8bd5ca;box-shadow:none;color:#8bd5ca}html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#8bd5ca}html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #8bd5ca #8bd5ca !important}html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-info.is-light{background-color:#f0faf8;color:#276d62}html.theme--catppuccin-macchiato .button.is-info.is-light:hover,html.theme--catppuccin-macchiato .button.is-info.is-light.is-hovered{background-color:#e7f6f4;border-color:transparent;color:#276d62}html.theme--catppuccin-macchiato .button.is-info.is-light:active,html.theme--catppuccin-macchiato .button.is-info.is-light.is-active{background-color:#ddf3f0;border-color:transparent;color:#276d62}html.theme--catppuccin-macchiato .button.is-success{background-color:#a6da95;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success:hover,html.theme--catppuccin-macchiato .button.is-success.is-hovered{background-color:#9ed78c;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success:focus,html.theme--catppuccin-macchiato .button.is-success.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success:focus:not(:active),html.theme--catppuccin-macchiato .button.is-success.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(166,218,149,0.25)}html.theme--catppuccin-macchiato .button.is-success:active,html.theme--catppuccin-macchiato .button.is-success.is-active{background-color:#96d382;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success{background-color:#a6da95;border-color:#a6da95;box-shadow:none}html.theme--catppuccin-macchiato .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-success.is-outlined{background-color:transparent;border-color:#a6da95;color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-success.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-focused{background-color:#a6da95;border-color:#a6da95;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #a6da95 #a6da95 !important}html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success.is-outlined{background-color:transparent;border-color:#a6da95;box-shadow:none;color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #a6da95 #a6da95 !important}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-light{background-color:#f2faf0;color:#386e26}html.theme--catppuccin-macchiato .button.is-success.is-light:hover,html.theme--catppuccin-macchiato .button.is-success.is-light.is-hovered{background-color:#eaf6e6;border-color:transparent;color:#386e26}html.theme--catppuccin-macchiato .button.is-success.is-light:active,html.theme--catppuccin-macchiato .button.is-success.is-light.is-active{background-color:#e2f3dd;border-color:transparent;color:#386e26}html.theme--catppuccin-macchiato .button.is-warning{background-color:#eed49f;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning:hover,html.theme--catppuccin-macchiato .button.is-warning.is-hovered{background-color:#eccf94;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning:focus,html.theme--catppuccin-macchiato .button.is-warning.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning:focus:not(:active),html.theme--catppuccin-macchiato .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(238,212,159,0.25)}html.theme--catppuccin-macchiato .button.is-warning:active,html.theme--catppuccin-macchiato .button.is-warning.is-active{background-color:#eaca89;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning{background-color:#eed49f;border-color:#eed49f;box-shadow:none}html.theme--catppuccin-macchiato .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-warning.is-outlined{background-color:transparent;border-color:#eed49f;color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-warning.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-focused{background-color:#eed49f;border-color:#eed49f;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #eed49f #eed49f !important}html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning.is-outlined{background-color:transparent;border-color:#eed49f;box-shadow:none;color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #eed49f #eed49f !important}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-light{background-color:#fcf7ee;color:#7e5c16}html.theme--catppuccin-macchiato .button.is-warning.is-light:hover,html.theme--catppuccin-macchiato .button.is-warning.is-light.is-hovered{background-color:#faf2e3;border-color:transparent;color:#7e5c16}html.theme--catppuccin-macchiato .button.is-warning.is-light:active,html.theme--catppuccin-macchiato .button.is-warning.is-light.is-active{background-color:#f8eed8;border-color:transparent;color:#7e5c16}html.theme--catppuccin-macchiato .button.is-danger{background-color:#ed8796;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger:hover,html.theme--catppuccin-macchiato .button.is-danger.is-hovered{background-color:#eb7c8c;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger:focus,html.theme--catppuccin-macchiato .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger:focus:not(:active),html.theme--catppuccin-macchiato .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(237,135,150,0.25)}html.theme--catppuccin-macchiato .button.is-danger:active,html.theme--catppuccin-macchiato .button.is-danger.is-active{background-color:#ea7183;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger{background-color:#ed8796;border-color:#ed8796;box-shadow:none}html.theme--catppuccin-macchiato .button.is-danger.is-inverted{background-color:#fff;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-macchiato .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-danger.is-outlined{background-color:transparent;border-color:#ed8796;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-danger.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-focused{background-color:#ed8796;border-color:#ed8796;color:#fff}html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #ed8796 #ed8796 !important}html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger.is-outlined{background-color:transparent;border-color:#ed8796;box-shadow:none;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #ed8796 #ed8796 !important}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-macchiato .button.is-danger.is-light{background-color:#fcedef;color:#971729}html.theme--catppuccin-macchiato .button.is-danger.is-light:hover,html.theme--catppuccin-macchiato .button.is-danger.is-light.is-hovered{background-color:#fbe2e6;border-color:transparent;color:#971729}html.theme--catppuccin-macchiato .button.is-danger.is-light:active,html.theme--catppuccin-macchiato .button.is-danger.is-light.is-active{background-color:#f9d7dc;border-color:transparent;color:#971729}html.theme--catppuccin-macchiato .button.is-small,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-macchiato .button.is-small:not(.is-rounded),html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-macchiato .button.is-normal{font-size:1rem}html.theme--catppuccin-macchiato .button.is-medium{font-size:1.25rem}html.theme--catppuccin-macchiato .button.is-large{font-size:1.5rem}html.theme--catppuccin-macchiato .button[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button{background-color:#6e738d;border-color:#5b6078;box-shadow:none;opacity:.5}html.theme--catppuccin-macchiato .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-macchiato .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-macchiato .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-macchiato .button.is-static{background-color:#1e2030;border-color:#5b6078;color:#8087a2;box-shadow:none;pointer-events:none}html.theme--catppuccin-macchiato .button.is-rounded,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-macchiato .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-macchiato .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-macchiato .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-macchiato .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-macchiato .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-macchiato .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-macchiato .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-macchiato .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-macchiato .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-macchiato .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-macchiato .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-macchiato .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-macchiato .buttons.has-addons .button:hover,html.theme--catppuccin-macchiato .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-macchiato .buttons.has-addons .button:focus,html.theme--catppuccin-macchiato .buttons.has-addons .button.is-focused,html.theme--catppuccin-macchiato .buttons.has-addons .button:active,html.theme--catppuccin-macchiato .buttons.has-addons .button.is-active,html.theme--catppuccin-macchiato .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-macchiato .buttons.has-addons .button:focus:hover,html.theme--catppuccin-macchiato .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-macchiato .buttons.has-addons .button:active:hover,html.theme--catppuccin-macchiato .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-macchiato .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-macchiato .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-macchiato .buttons.is-centered{justify-content:center}html.theme--catppuccin-macchiato .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-macchiato 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kbd.button.is-hovered{background-color:#2c2d3d;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-dark:focus,html.theme--catppuccin-mocha .content kbd.button:focus,html.theme--catppuccin-mocha .button.is-dark.is-focused,html.theme--catppuccin-mocha .content kbd.button.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-dark:focus:not(:active),html.theme--catppuccin-mocha .content kbd.button:focus:not(:active),html.theme--catppuccin-mocha .button.is-dark.is-focused:not(:active),html.theme--catppuccin-mocha .content kbd.button.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(49,50,68,0.25)}html.theme--catppuccin-mocha .button.is-dark:active,html.theme--catppuccin-mocha .content kbd.button:active,html.theme--catppuccin-mocha .button.is-dark.is-active,html.theme--catppuccin-mocha .content kbd.button.is-active{background-color:#262735;border-color:transparent;color:#fff}html.theme--catppuccin-mocha 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kbd.button.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined.is-focused{background-color:#fff;color:#313244}html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #313244 #313244 !important}html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined[disabled],html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined,fieldset[disabled] html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-mocha .button.is-primary,html.theme--catppuccin-mocha .docstring>section>a.button.docs-sourcelink{background-color:#89b4fa;border-color:transparent;color:#fff}html.theme--catppuccin-mocha 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html.theme--catppuccin-mocha .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-mocha .button.is-link.is-light{background-color:#ebf3fe;color:#063c93}html.theme--catppuccin-mocha .button.is-link.is-light:hover,html.theme--catppuccin-mocha .button.is-link.is-light.is-hovered{background-color:#dfebfe;border-color:transparent;color:#063c93}html.theme--catppuccin-mocha .button.is-link.is-light:active,html.theme--catppuccin-mocha .button.is-link.is-light.is-active{background-color:#d3e3fd;border-color:transparent;color:#063c93}html.theme--catppuccin-mocha .button.is-info{background-color:#94e2d5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info:hover,html.theme--catppuccin-mocha .button.is-info.is-hovered{background-color:#8adfd1;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info:focus,html.theme--catppuccin-mocha 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.button.is-info.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-info.is-outlined{background-color:transparent;border-color:#94e2d5;color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-outlined:hover,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-info.is-outlined:focus,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-focused{background-color:#94e2d5;border-color:#94e2d5;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading::after{border-color:transparent transparent #94e2d5 #94e2d5 !important}html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-info.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-info.is-outlined{background-color:transparent;border-color:#94e2d5;box-shadow:none;color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #94e2d5 #94e2d5 !important}html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info.is-light{background-color:#effbf9;color:#207466}html.theme--catppuccin-mocha .button.is-info.is-light:hover,html.theme--catppuccin-mocha .button.is-info.is-light.is-hovered{background-color:#e5f8f5;border-color:transparent;color:#207466}html.theme--catppuccin-mocha .button.is-info.is-light:active,html.theme--catppuccin-mocha .button.is-info.is-light.is-active{background-color:#dbf5f1;border-color:transparent;color:#207466}html.theme--catppuccin-mocha .button.is-success{background-color:#a6e3a1;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success:hover,html.theme--catppuccin-mocha .button.is-success.is-hovered{background-color:#9de097;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success:focus,html.theme--catppuccin-mocha .button.is-success.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success:focus:not(:active),html.theme--catppuccin-mocha .button.is-success.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(166,227,161,0.25)}html.theme--catppuccin-mocha .button.is-success:active,html.theme--catppuccin-mocha .button.is-success.is-active{background-color:#93dd8d;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success{background-color:#a6e3a1;border-color:#a6e3a1;box-shadow:none}html.theme--catppuccin-mocha .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-inverted:hover,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-success.is-outlined{background-color:transparent;border-color:#a6e3a1;color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-outlined:hover,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-success.is-outlined:focus,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-focused{background-color:#a6e3a1;border-color:#a6e3a1;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #a6e3a1 #a6e3a1 !important}html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success.is-outlined{background-color:transparent;border-color:#a6e3a1;box-shadow:none;color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #a6e3a1 #a6e3a1 !important}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-light{background-color:#f0faef;color:#287222}html.theme--catppuccin-mocha .button.is-success.is-light:hover,html.theme--catppuccin-mocha .button.is-success.is-light.is-hovered{background-color:#e7f7e5;border-color:transparent;color:#287222}html.theme--catppuccin-mocha .button.is-success.is-light:active,html.theme--catppuccin-mocha .button.is-success.is-light.is-active{background-color:#def4dc;border-color:transparent;color:#287222}html.theme--catppuccin-mocha .button.is-warning{background-color:#f9e2af;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning:hover,html.theme--catppuccin-mocha .button.is-warning.is-hovered{background-color:#f8dea3;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning:focus,html.theme--catppuccin-mocha .button.is-warning.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning:focus:not(:active),html.theme--catppuccin-mocha .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(249,226,175,0.25)}html.theme--catppuccin-mocha .button.is-warning:active,html.theme--catppuccin-mocha .button.is-warning.is-active{background-color:#f7d997;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning{background-color:#f9e2af;border-color:#f9e2af;box-shadow:none}html.theme--catppuccin-mocha .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-inverted:hover,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-warning.is-outlined{background-color:transparent;border-color:#f9e2af;color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-outlined:hover,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-warning.is-outlined:focus,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-focused{background-color:#f9e2af;border-color:#f9e2af;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #f9e2af #f9e2af !important}html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning.is-outlined{background-color:transparent;border-color:#f9e2af;box-shadow:none;color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f9e2af #f9e2af !important}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-light{background-color:#fef8ec;color:#8a620a}html.theme--catppuccin-mocha .button.is-warning.is-light:hover,html.theme--catppuccin-mocha .button.is-warning.is-light.is-hovered{background-color:#fdf4e0;border-color:transparent;color:#8a620a}html.theme--catppuccin-mocha .button.is-warning.is-light:active,html.theme--catppuccin-mocha .button.is-warning.is-light.is-active{background-color:#fcf0d4;border-color:transparent;color:#8a620a}html.theme--catppuccin-mocha .button.is-danger{background-color:#f38ba8;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger:hover,html.theme--catppuccin-mocha .button.is-danger.is-hovered{background-color:#f27f9f;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger:focus,html.theme--catppuccin-mocha .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger:focus:not(:active),html.theme--catppuccin-mocha .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(243,139,168,0.25)}html.theme--catppuccin-mocha .button.is-danger:active,html.theme--catppuccin-mocha .button.is-danger.is-active{background-color:#f17497;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger{background-color:#f38ba8;border-color:#f38ba8;box-shadow:none}html.theme--catppuccin-mocha .button.is-danger.is-inverted{background-color:#fff;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-inverted:hover,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-mocha .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-mocha .button.is-danger.is-outlined{background-color:transparent;border-color:#f38ba8;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-outlined:hover,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-danger.is-outlined:focus,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-focused{background-color:#f38ba8;border-color:#f38ba8;color:#fff}html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #f38ba8 #f38ba8 !important}html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-mocha .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger.is-outlined{background-color:transparent;border-color:#f38ba8;box-shadow:none;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f38ba8 #f38ba8 !important}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-mocha .button.is-danger.is-light{background-color:#fdedf1;color:#991036}html.theme--catppuccin-mocha .button.is-danger.is-light:hover,html.theme--catppuccin-mocha .button.is-danger.is-light.is-hovered{background-color:#fce1e8;border-color:transparent;color:#991036}html.theme--catppuccin-mocha .button.is-danger.is-light:active,html.theme--catppuccin-mocha .button.is-danger.is-light.is-active{background-color:#fbd5e0;border-color:transparent;color:#991036}html.theme--catppuccin-mocha .button.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-mocha .button.is-small:not(.is-rounded),html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-mocha .button.is-normal{font-size:1rem}html.theme--catppuccin-mocha .button.is-medium{font-size:1.25rem}html.theme--catppuccin-mocha .button.is-large{font-size:1.5rem}html.theme--catppuccin-mocha .button[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button{background-color:#6c7086;border-color:#585b70;box-shadow:none;opacity:.5}html.theme--catppuccin-mocha .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-mocha .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-mocha .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-mocha .button.is-static{background-color:#181825;border-color:#585b70;color:#7f849c;box-shadow:none;pointer-events:none}html.theme--catppuccin-mocha .button.is-rounded,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-mocha .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-mocha .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-mocha .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-mocha .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-mocha .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-mocha .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-mocha .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-mocha .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-mocha .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-mocha .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-mocha .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-mocha .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-mocha .buttons.has-addons .button:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-mocha .buttons.has-addons .button:focus,html.theme--catppuccin-mocha .buttons.has-addons .button.is-focused,html.theme--catppuccin-mocha .buttons.has-addons .button:active,html.theme--catppuccin-mocha .buttons.has-addons .button.is-active,html.theme--catppuccin-mocha .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-mocha .buttons.has-addons 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.button.is-link.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-link.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-link.is-outlined{background-color:transparent;border-color:#1abc9c;box-shadow:none;color:#1abc9c}html.theme--documenter-dark .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--documenter-dark .button.is-link.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-link.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-link.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-link.is-inverted.is-outlined.is-focused{background-color:#fff;color:#1abc9c}html.theme--documenter-dark .button.is-link.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-link.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-link.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-link.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #1abc9c #1abc9c !important}html.theme--documenter-dark .button.is-link.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-link.is-light{background-color:#edfdf9;color:#15987e}html.theme--documenter-dark .button.is-link.is-light:hover,html.theme--documenter-dark .button.is-link.is-light.is-hovered{background-color:#e2fbf6;border-color:transparent;color:#15987e}html.theme--documenter-dark .button.is-link.is-light:active,html.theme--documenter-dark 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.button.is-info.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-info.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-info.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-info.is-inverted.is-outlined.is-focused{background-color:#fff;color:#3c5dcd}html.theme--documenter-dark .button.is-info.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-info.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-info.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-info.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #3c5dcd #3c5dcd !important}html.theme--documenter-dark .button.is-info.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark 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.button.is-success.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#259a12}html.theme--documenter-dark .button.is-success.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-success.is-outlined{background-color:transparent;border-color:#259a12;color:#259a12}html.theme--documenter-dark .button.is-success.is-outlined:hover,html.theme--documenter-dark .button.is-success.is-outlined.is-hovered,html.theme--documenter-dark .button.is-success.is-outlined:focus,html.theme--documenter-dark .button.is-success.is-outlined.is-focused{background-color:#259a12;border-color:#259a12;color:#fff}html.theme--documenter-dark .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #259a12 #259a12 !important}html.theme--documenter-dark .button.is-success.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-success.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-success.is-outlined{background-color:transparent;border-color:#259a12;box-shadow:none;color:#259a12}html.theme--documenter-dark .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--documenter-dark .button.is-success.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-success.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-success.is-inverted.is-outlined.is-focused{background-color:#fff;color:#259a12}html.theme--documenter-dark .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #259a12 #259a12 !important}html.theme--documenter-dark .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-success.is-light{background-color:#effded;color:#2ec016}html.theme--documenter-dark .button.is-success.is-light:hover,html.theme--documenter-dark 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rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--documenter-dark .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-warning.is-outlined{background-color:transparent;border-color:#f4c72f;box-shadow:none;color:#f4c72f}html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#f4c72f}html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f4c72f #f4c72f !important}html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-warning.is-light{background-color:#fefaec;color:#8c6e07}html.theme--documenter-dark .button.is-warning.is-light:hover,html.theme--documenter-dark .button.is-warning.is-light.is-hovered{background-color:#fdf7e0;border-color:transparent;color:#8c6e07}html.theme--documenter-dark .button.is-warning.is-light:active,html.theme--documenter-dark .button.is-warning.is-light.is-active{background-color:#fdf3d3;border-color:transparent;color:#8c6e07}html.theme--documenter-dark .button.is-danger{background-color:#cb3c33;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-danger:hover,html.theme--documenter-dark .button.is-danger.is-hovered{background-color:#c13930;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-danger:focus,html.theme--documenter-dark .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-danger:focus:not(:active),html.theme--documenter-dark .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(203,60,51,0.25)}html.theme--documenter-dark .button.is-danger:active,html.theme--documenter-dark .button.is-danger.is-active{background-color:#b7362e;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-danger[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-danger{background-color:#cb3c33;border-color:#cb3c33;box-shadow:none}html.theme--documenter-dark .button.is-danger.is-inverted{background-color:#fff;color:#cb3c33}html.theme--documenter-dark .button.is-danger.is-inverted:hover,html.theme--documenter-dark .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--documenter-dark .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#cb3c33}html.theme--documenter-dark .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-danger.is-outlined{background-color:transparent;border-color:#cb3c33;color:#cb3c33}html.theme--documenter-dark .button.is-danger.is-outlined:hover,html.theme--documenter-dark .button.is-danger.is-outlined.is-hovered,html.theme--documenter-dark 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html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-danger.is-light{background-color:#fbefef;color:#c03930}html.theme--documenter-dark .button.is-danger.is-light:hover,html.theme--documenter-dark .button.is-danger.is-light.is-hovered{background-color:#f8e6e5;border-color:transparent;color:#c03930}html.theme--documenter-dark .button.is-danger.is-light:active,html.theme--documenter-dark .button.is-danger.is-light.is-active{background-color:#f6dcda;border-color:transparent;color:#c03930}html.theme--documenter-dark .button.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--documenter-dark .button.is-small:not(.is-rounded),html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--documenter-dark .button.is-normal{font-size:1rem}html.theme--documenter-dark .button.is-medium{font-size:1.25rem}html.theme--documenter-dark .button.is-large{font-size:1.5rem}html.theme--documenter-dark .button[disabled],fieldset[disabled] html.theme--documenter-dark .button{background-color:#8c9b9d;border-color:#5e6d6f;box-shadow:none;opacity:.5}html.theme--documenter-dark .button.is-fullwidth{display:flex;width:100%}html.theme--documenter-dark .button.is-loading{color:transparent !important;pointer-events:none}html.theme--documenter-dark .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--documenter-dark .button.is-static{background-color:#282f2f;border-color:#5e6d6f;color:#dbdee0;box-shadow:none;pointer-events:none}html.theme--documenter-dark .button.is-rounded,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 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.buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--documenter-dark .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--documenter-dark .buttons.has-addons .button:last-child{margin-right:0}html.theme--documenter-dark .buttons.has-addons .button:hover,html.theme--documenter-dark .buttons.has-addons .button.is-hovered{z-index:2}html.theme--documenter-dark .buttons.has-addons .button:focus,html.theme--documenter-dark .buttons.has-addons .button.is-focused,html.theme--documenter-dark .buttons.has-addons .button:active,html.theme--documenter-dark .buttons.has-addons .button.is-active,html.theme--documenter-dark .buttons.has-addons .button.is-selected{z-index:3}html.theme--documenter-dark .buttons.has-addons .button:focus:hover,html.theme--documenter-dark .buttons.has-addons .button.is-focused:hover,html.theme--documenter-dark .buttons.has-addons .button:active:hover,html.theme--documenter-dark .buttons.has-addons .button.is-active:hover,html.theme--documenter-dark .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--documenter-dark .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--documenter-dark .buttons.is-centered{justify-content:center}html.theme--documenter-dark .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--documenter-dark .buttons.is-right{justify-content:flex-end}html.theme--documenter-dark .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--documenter-dark .button.is-responsive.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--documenter-dark .button.is-responsive,html.theme--documenter-dark .button.is-responsive.is-normal{font-size:.65625rem}html.theme--documenter-dark .button.is-responsive.is-medium{font-size:.75rem}html.theme--documenter-dark .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--documenter-dark .button.is-responsive.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--documenter-dark .button.is-responsive,html.theme--documenter-dark .button.is-responsive.is-normal{font-size:.75rem}html.theme--documenter-dark .button.is-responsive.is-medium{font-size:1rem}html.theme--documenter-dark .button.is-responsive.is-large{font-size:1.25rem}}html.theme--documenter-dark .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--documenter-dark .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--documenter-dark .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--documenter-dark .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--documenter-dark .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--documenter-dark .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--documenter-dark .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--documenter-dark .content li+li{margin-top:0.25em}html.theme--documenter-dark .content p:not(:last-child),html.theme--documenter-dark .content dl:not(:last-child),html.theme--documenter-dark .content ol:not(:last-child),html.theme--documenter-dark .content ul:not(:last-child),html.theme--documenter-dark .content blockquote:not(:last-child),html.theme--documenter-dark .content pre:not(:last-child),html.theme--documenter-dark .content table:not(:last-child){margin-bottom:1em}html.theme--documenter-dark .content h1,html.theme--documenter-dark .content h2,html.theme--documenter-dark .content h3,html.theme--documenter-dark .content h4,html.theme--documenter-dark .content h5,html.theme--documenter-dark .content h6{color:#f2f2f2;font-weight:600;line-height:1.125}html.theme--documenter-dark .content h1{font-size:2em;margin-bottom:0.5em}html.theme--documenter-dark .content h1:not(:first-child){margin-top:1em}html.theme--documenter-dark .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--documenter-dark .content h2:not(:first-child){margin-top:1.1428em}html.theme--documenter-dark .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--documenter-dark .content h3:not(:first-child){margin-top:1.3333em}html.theme--documenter-dark .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--documenter-dark .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--documenter-dark .content h6{font-size:1em;margin-bottom:1em}html.theme--documenter-dark .content blockquote{background-color:#282f2f;border-left:5px solid #5e6d6f;padding:1.25em 1.5em}html.theme--documenter-dark .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--documenter-dark .content ol:not([type]){list-style-type:decimal}html.theme--documenter-dark .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--documenter-dark .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--documenter-dark .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--documenter-dark .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--documenter-dark .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--documenter-dark .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--documenter-dark .content ul ul ul{list-style-type:square}html.theme--documenter-dark .content dd{margin-left:2em}html.theme--documenter-dark .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--documenter-dark .content figure:not(:first-child){margin-top:2em}html.theme--documenter-dark .content figure:not(:last-child){margin-bottom:2em}html.theme--documenter-dark .content figure img{display:inline-block}html.theme--documenter-dark .content figure figcaption{font-style:italic}html.theme--documenter-dark .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--documenter-dark .content sup,html.theme--documenter-dark .content sub{font-size:75%}html.theme--documenter-dark .content table{width:100%}html.theme--documenter-dark .content table td,html.theme--documenter-dark .content table th{border:1px solid #5e6d6f;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--documenter-dark .content table th{color:#f2f2f2}html.theme--documenter-dark .content table th:not([align]){text-align:inherit}html.theme--documenter-dark .content table thead td,html.theme--documenter-dark .content table thead th{border-width:0 0 2px;color:#f2f2f2}html.theme--documenter-dark .content table tfoot td,html.theme--documenter-dark .content table tfoot th{border-width:2px 0 0;color:#f2f2f2}html.theme--documenter-dark .content table tbody tr:last-child td,html.theme--documenter-dark .content table tbody tr:last-child th{border-bottom-width:0}html.theme--documenter-dark .content .tabs li+li{margin-top:0}html.theme--documenter-dark .content.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.content{font-size:.75rem}html.theme--documenter-dark .content.is-normal{font-size:1rem}html.theme--documenter-dark .content.is-medium{font-size:1.25rem}html.theme--documenter-dark .content.is-large{font-size:1.5rem}html.theme--documenter-dark 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img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img img{display:block;height:auto;width:100%}html.theme--documenter-dark .image img.is-rounded,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img img.is-rounded{border-radius:9999px}html.theme--documenter-dark .image.is-fullwidth,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-fullwidth{width:100%}html.theme--documenter-dark .image.is-square img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-square img,html.theme--documenter-dark .image.is-square .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-square .has-ratio,html.theme--documenter-dark .image.is-1by1 img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-1by1 img,html.theme--documenter-dark .image.is-1by1 .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-1by1 .has-ratio,html.theme--documenter-dark .image.is-5by4 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.docs-logo>img.is-3by1{padding-top:33.3333%}html.theme--documenter-dark .image.is-4by5,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-4by5{padding-top:125%}html.theme--documenter-dark .image.is-3by4,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-3by4{padding-top:133.3333%}html.theme--documenter-dark .image.is-2by3,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-2by3{padding-top:150%}html.theme--documenter-dark .image.is-3by5,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-3by5{padding-top:166.6666%}html.theme--documenter-dark .image.is-9by16,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-9by16{padding-top:177.7777%}html.theme--documenter-dark .image.is-1by2,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-1by2{padding-top:200%}html.theme--documenter-dark .image.is-1by3,html.theme--documenter-dark #documenter .docs-sidebar 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Gets put into the tag.. +function set_theme_from_local_storage() { + // Initialize the theme to null, which means default + var theme = null; + // If the browser supports the localstorage and is not disabled then try to get the + // documenter theme + if (window.localStorage != null) { + // Get the user-picked theme from localStorage. May be `null`, which means the default + // theme. + theme = window.localStorage.getItem("documenter-theme"); + } + // Check if the users preference is for dark color scheme + var darkPreference = + window.matchMedia("(prefers-color-scheme: dark)").matches === true; + // Initialize a few variables for the loop: + // + // - active: will contain the index of the theme that should be active. Note that there + // is no guarantee that localStorage contains sane values. If `active` stays `null` + // we either could not find the theme or it is the default (primary) theme anyway. + // Either way, we then need to stick to the primary theme. + // + // - disabled: style sheets that should be disabled (i.e. all the theme style sheets + // that are not the currently active theme) + var active = null; + var disabled = []; + var primaryLightTheme = null; + var primaryDarkTheme = null; + for (var i = 0; i < document.styleSheets.length; i++) { + var ss = document.styleSheets[i]; + // The tag of each style sheet is expected to have a data-theme-name attribute + // which must contain the name of the theme. The names in localStorage much match this. + var themename = ss.ownerNode.getAttribute("data-theme-name"); + // attribute not set => non-theme stylesheet => ignore + if (themename === null) continue; + // To distinguish the default (primary) theme, it needs to have the data-theme-primary + // attribute set. + if (ss.ownerNode.getAttribute("data-theme-primary") !== null) { + primaryLightTheme = themename; + } + // Check if the theme is primary dark theme so that we could store its name in darkTheme + if (ss.ownerNode.getAttribute("data-theme-primary-dark") !== null) { + primaryDarkTheme = themename; + } + // If we find a matching theme (and it's not the default), we'll set active to non-null + if (themename === theme) active = i; + // Store the style sheets of inactive themes so that we could disable them + if (themename !== theme) disabled.push(ss); + } + var activeTheme = null; + if (active !== null) { + // If we did find an active theme, we'll (1) add the theme--$(theme) class to + document.getElementsByTagName("html")[0].className = "theme--" + theme; + activeTheme = theme; + } else { + // If we did _not_ find an active theme, then we need to fall back to the primary theme + // which can either be dark or light, depending on the user's OS preference. + var activeTheme = darkPreference ? primaryDarkTheme : primaryLightTheme; + // In case it somehow happens that the relevant primary theme was not found in the + // preceding loop, we abort without doing anything. + if (activeTheme === null) { + console.error("Unable to determine primary theme."); + return; + } + // When switching to the primary light theme, then we must not have a class name + // for the tag. That's only for non-primary or the primary dark theme. + if (darkPreference) { + document.getElementsByTagName("html")[0].className = + "theme--" + activeTheme; + } else { + document.getElementsByTagName("html")[0].className = ""; + } + } + for (var i = 0; i < document.styleSheets.length; i++) { + var ss = document.styleSheets[i]; + // The tag of each style sheet is expected to have a data-theme-name attribute + // which must contain the name of the theme. The names in localStorage much match this. + var themename = ss.ownerNode.getAttribute("data-theme-name"); + // attribute not set => non-theme stylesheet => ignore + if (themename === null) continue; + // we'll disable all the stylesheets, except for the active one + ss.disabled = !(themename == activeTheme); + } +} +set_theme_from_local_storage(); diff --git a/docs/core/assets/warner.js b/docs/core/assets/warner.js new file mode 100644 index 000000000..3f6f5d008 --- /dev/null +++ b/docs/core/assets/warner.js @@ -0,0 +1,52 @@ +function maybeAddWarning() { + // DOCUMENTER_NEWEST is defined in versions.js, DOCUMENTER_CURRENT_VERSION and DOCUMENTER_STABLE + // in siteinfo.js. + // If either of these are undefined something went horribly wrong, so we abort. + if ( + window.DOCUMENTER_NEWEST === undefined || + window.DOCUMENTER_CURRENT_VERSION === undefined || + window.DOCUMENTER_STABLE === undefined + ) { + return; + } + + // Current version is not a version number, so we can't tell if it's the newest version. 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        Click here to go to the documentation for the latest stable release.'; + div.appendChild(closer); + document.body.appendChild(div); +} + +if (document.readyState === "loading") { + document.addEventListener("DOMContentLoaded", maybeAddWarning); +} else { + maybeAddWarning(); +} diff --git a/docs/core/datasets.org b/docs/core/datasets.org new file mode 100644 index 000000000..1eaca3cf8 --- /dev/null +++ b/docs/core/datasets.org @@ -0,0 +1,70 @@ +#+title: Datasets + +#+begin_src @docs +DataSet +#+end_src + +* Working with datasets + +#+begin_src @docs +dataset +read +write +open +#+end_src + +#+begin_src @docs +create +create! +loader! +storage! +writer! +#+end_src + +* Dataset identification + +#+begin_src @docs +Identifier +resolve +refine +#+end_src + +* Data collections + +#+begin_src @docs +DataCollection +loadcollection! +STACK +iswritable(::DataCollection) +#+end_src + +* Manipulation API + +#+begin_src @docs +getlayer +stack_index +stack_move +stack_remove! +plugin_add +plugin_remove +plugin_info +plugin_list +config_get +config_set +config_unset +delete! +replace! +#+end_src + +* TOML serialization + +#+begin_src @docs +fromspec +tospec +#+end_src + +* Qualified types + +#+begin_src @docs +QualifiedType +#+end_src diff --git a/docs/core/datasets/index.html b/docs/core/datasets/index.html new file mode 100644 index 000000000..e4cf499e9 --- /dev/null +++ b/docs/core/datasets/index.html @@ -0,0 +1,108 @@ +Datasets · DataToolkitCore.jl
        GitHub

        Datasets

        DataToolkitCore.DataSet — Type
        DataSet

        A named collection of data, along with the means to retrive the source and interpret in into a useful form.

        ╭╴DataSet(name, UUID) ─▶ DataCollection╶─╮
+│ ├╴Loaders: DataLoader,  […]            │
+│ │  ╰╌◁╌╮                               │
+│ ├╴Storage: DataStorage, […]            │
+│ │  ╰╌◁╌╮                               │
+│ └╴Writers: DataWriter,  […]            │
+├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+│ Parameters(…)                          │
+╰────────────────────────────────────────╯

        More concretely, a DataSet:

        The name or UUID can of a DataSet can be used (optionally with a given DataCollection) to create an serializable Identifier that is able to be resolved back to the DataSet in question.

        The storage of a DataSet can be accessed with open(::DataSet, ::Type), and loaded with read(::DataSet, ::Type).

        A DataSet can be directly instantiated using the method

        DataSet(collection::DataCollection, name::String, uuid::UUID,
+        parameter::Dict{String, Any}, storage::Vector{DataStorage},
+        loaders::Vector{DataLoader}, writers::Vector{DataWriter})

        but it is generally going to be more convenient to use create or create! depending on whether you want the created dataset to be registered in the DataCollection passed.

        A DataSet can be also constructed from a TOML specification using fromspec, and a TOML spec created with tospec.

        Transformers can be added to a DataSet with create! or the dedicated methods storage!, loader!, and writer!.

        See also: DataCollection, DataStorage, DataLoader, DataWriter.

        source

        Working with datasets

        DataToolkitCore.dataset — Function
        dataset([collection::DataCollection], identstr::AbstractString, [parameters::Dict{String, Any}])
+dataset([collection::DataCollection], identstr::AbstractString, [parameters::Pair{String, Any}...])

        Return the data set identified by identstr, optionally specifying the collection the data set should be found in and any parameters that apply.

        source
        Base.read — Function
        read(filename::AbstractString, DataCollection; writer::Union{Function, Nothing})

        Read the entire contents of a file as a DataCollection.

        The default value of writer is self -> write(filename, self).

        source
        read(io::IO, DataCollection; path::Union{String, Nothing}=nothing, mod::Module=Base.Main)

        Read the entirety of io, as a DataCollection.

        source
        read(dataset::DataSet, as::Type)
+read(dataset::DataSet) # as default type

        Obtain information from dataset in the form of as, with the appropriate loader and storage provider automatically determined.

        This executes the following component of the overall data flow:

                         ╭────loader─────╮
+                 ╵               ▼
+Storage ◀────▶ Data          Information

        The loader and storage provider are selected by identifying the highest priority loader that can be satisfied by a storage provider. What this looks like in practice is illustrated in the diagram below.

              read(dataset, Matrix) ⟶ ::Matrix ◀╮
+         ╭───╯        ╰────────────▷┬───╯
+╔═════╸dataset╺══════════════════╗  │
+║ STORAGE      LOADERS           ║  │
+║ (⟶ File)─┬─╮ (File ⟶ String)   ║  │
+║ (⟶ IO)   ┊ ╰─(File ⟶ Matrix)─┬─╫──╯
+║ (⟶ File)┄╯   (IO ⟶ String)   ┊ ║
+║              (IO ⟶ Matrix)╌╌╌╯ ║
+╚════════════════════════════════╝
+
+  ─ the load path used
+  ┄ an option not taken

        The types that a DataSet can be loaded as are determined by the loaders, their declared types, and the implemented methods. If a method exists that can load dataset to a subtype of as, it will be used. Methods that produce a type declared in dataset's loaders are preferred.

        source
        Base.write — Function
        write(dataset::DataSet, info::Any)

        TODO write docstring

        source
        Base.open — Function
        open(dataset::DataSet, as::Type; write::Bool=false)

        Obtain the data of dataset in the form of as, with the appropriate storage provider automatically selected.

        A write flag is also provided, to help the driver pick a more appropriate form of as.

        This executes the following component of the overall data flow:

                         ╭────loader─────╮
+                 ╵               ▼
+Storage ◀────▶ Data          Information
        source
        DataToolkitCore.create — Function
        create(parent::DataCollection, ::Type{DataSet}, name::AbstractString, specification::Dict{String, <:Any})
+create(parent::DataCollection, ::Type{DataSet}, name::AbstractString, specification::Pair{String, <:Any}...)

        Create a new DataSet that is a child of parent with a given name and specification.

        See also: create!.

        source
        create(parent::DataSet, T::Type{<:DataTransformer}, spec::Dict{String, <:Any})
+create(parent::DataSet, T::Type{<:DataTransformer}, driver::Symbol, spec::Dict{String, <:Any})
+create(parent::DataSet, T::Type{<:DataTransformer}, driver::Symbol, specs::Pair{String, <:Any}...)

        Create a new data transformer of type T that is a child of the parent dataset, with a given specification spec.

        The driver argument may be explicitly specified as a symbol, or it may be included as part of spec.

        See also: create!.

        source
        DataToolkitCore.create! — Function
        create!(parent::DataSet, ::Type{DataSet}, name::AbstractString, specification::Dict{String, <:Any})
+create!(parent::DataSet, ::Type{DataSet}, name::AbstractString, specification::Pair{String, <:Any}...)

        Create a new DataSet that is a child of parent with a given name and specification, and add it to the parent's list of datasets.

        See also: create.

        source
        create!(parent::DataSet, T::Type{<:DataTransformer}, spec::Dict{String, <:Any})
+create!(parent::DataSet, T::Type{<:DataTransformer}, driver::Symbol, spec::Dict{String, <:Any})
+create!(parent::DataSet, T::Type{<:DataTransformer}, driver::Symbol, specs::Pair{String, <:Any}...)

        Create a new data transformer of type T that is a child of the parent dataset, with a given specification spec, and add it to the appropriate list of transformers.

        See also: create, loader!, storage!, writer!.

        source
        DataToolkitCore.loader! — Function
        loader!(dataset::DataSet, driver::Symbol, parameters::Dict{String, <:Any})
+loader!(dataset::DataSet, driver::Symbol, parameters::Pair{String, <:Any}...)

        Create a new data loader transformer that is a child of the dataset dataset, with a given driver driver and specification parameters, and add it to the dataset's list of loader transformers.

        See also: create!, storage!, writer!.

        source
        DataToolkitCore.storage! — Function
        storage!(dataset::DataSet, driver::Symbol, parameters::Dict{String, <:Any})
+storage!(dataset::DataSet, driver::Symbol, parameters::Pair{String, <:Any}...)

        Create a new data storage transformer that is a child of the dataset dataset, with a given driver driver and specification parameters, and add it to the dataset's list of storage transformers.

        See also: create!, loader!, writer!.

        source
        DataToolkitCore.writer! — Function
        writer!(dataset::DataSet, driver::Symbol, parameters::Dict{String, <:Any})
+writer!(dataset::DataSet, driver::Symbol, parameters::Pair{String, <:Any}...)

        Create a new data writer transformer that is a child of the dataset dataset, with a given driver driver and specification parameters, and add it to the dataset's list of writer transformers.

        See also: create!, storage!, loader!.

        source

        Dataset identification

        DataToolkitCore.Identifier — Type
        Identifier

        A description that can be used to uniquely identify a DataSet.

        Four fields are used to describe the target DataSet:

        • collection, the name or UUID of the collection (optional).
        • dataset, the name or UUID of the dataset.
        • type, the type that should be loaded from the dataset.
        • parameters, any extra parameters of the dataset that should match.

        See also: resolve, refine.

        Constructors

        Identifier(collection::Union{AbstractString, UUID, Nothing},
+           dataset::Union{AbstractString, UUID},
+           type::Union{QualifiedType, Nothing},
+           parameters::Dict{String, Any})

        Parsing

        An Identifier can be represented as a string with the following form, with the optional components enclosed by square brackets:

        [COLLECTION:]DATASET[::TYPE]

        Such forms can be parsed to an Identifier by simply calling the parse function, i.e. parse(Identifier, "mycollection:dataset").

        source
        DataToolkitCore.resolve — Function
        resolve(collection::DataCollection, ident::Identifier;
+        resolvetype::Bool=true, requirematch::Bool=true)

        Attempt to resolve an identifier (ident) to a particular data set. Matching data sets will searched for from collection.

        When resolvetype is set and ident specifies a datatype, the identified data set will be read to that type.

        When requirematch is set an error is raised should no dataset match ident. Otherwise, nothing is returned.

        source
        resolve(ident::Identifier; resolvetype::Bool=true, stack=STACK)

        Attempt to resolve ident using the specified data layer, if present, trying every layer of the data stack in turn otherwise.

        source
        resolve(identstr::AbstractString, parameters::Union{Dict{String, Any}, Nothing}=nothing;
+        resolvetype::Bool=true, stack::Vector{DataCollection}=STACK)

        Attempt to resolve the identifier given by identstr and parameters against each layer of the data stack in turn.

        source
        DataToolkitCore.refine — Function
        refine(collection::DataCollection, datasets::Vector{DataSet}, ident::Identifier)

        Filter datasets (from collection) to data sets than match the identifier ident.

        This function contains an advise entrypoint where plugins can apply further filtering, applied to the method refine(::Vector{DataSet}, ::Identifier, ::Vector{String}).

        source
        refine(datasets::Vector{DataSet}, ::Identifier, ignoreparams::Vector{String})

        This is a stub function that exists soley as as an advise point for data set filtering during resolution of an identifier.

        source

        Data collections

        DataToolkitCore.DataCollection — Type
        DataCollection

        A collection of DataSets, with global configuration, Plugins, and a few other extras.

        ╭╴DataCollection(name, UUID, path, module)╶─╮
+│ ├╴DataSet(…)                              │
+│ ├╴DataSet                                 │
+│ │ ├╴Loaders: DataLoader,  […]             │
+│ │ │  ╰╌◁╌╮                                │
+│ │ ├╴Storage: DataStorage, […]             │
+│ │ │  ╰╌◁╌╮                                │
+│ │ └╴Writers: DataWriter,  […]             │
+│ ⋮                                         │
+├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+│ Plugins(…)                                │
+├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
+│ Parameters(…)                             │
+╰───────────────────────────────────────────╯

        Working with DataCollections

        It is usual for non-transient DataCollections to be put onto the "STACK" (this is done automatically by loadcollection!). This is a collection of globally known DataCollections.

        Being on the STACK allows a dataset to be retrieved by its name or UUID using getlayer, and for a DataSets in one DataCollection to refer to a DataSet in another.

        When using the data> REPL mode, the top collection on the stack is used as a default target for all operations.

        Creating a DataCollection

        A Data.toml file can be loaded as a DataCollection (and put on the STACK) with loadcollection!.

        To programatically create a DataToolkit you can either call the full constructor, but that's rather involved, and so a more convenient constructor is also defined:

        DataCollection(name::Union{String, Nothing}, [parameters::Dict{String, Any}];
+               path::Union{String, Nothing} = nothing,
+               uuid::UUID = uuid4(),
+               plugins::Vector{String} = String[],
+               mod::Module = Base.Main,
+               parameters...) -> DataCollection

        Note that parameters can either be provided as the second positional argument, or extra keyword arguments, but not both.

        Once a DataCollection has been created, DataSets can be added to it with create!.

        Examples

        julia> DataCollection("test")
+DataCollection: test
+  Data sets:
+
+julia> c1 = DataCollection(nothing, Dict("customparam" => 77))
+DataCollection:
+  Data sets:
+
+julia> c2 = DataCollection("test2", plugins = ["defaults", "store"], customparam=77)
+DataCollection: test2
+  Plugins: defaults ✔, store ✔
+  Data sets:
+
+julia> c1.parameters
+Dict{String, Any} with 1 entry:
+  "customparam" => 77
+
+julia> c2.parameters
+Dict{String, Any} with 1 entry:
+  "customparam" => 77

        Saving a DataCollection

        After modifying a file-backed DataCollection, the file can be updated by calling write(::DataCollection) (so long as iswritable(::DataCollection) is true).

        Any DataCollection can also be written to a particular destination with write(dest, ::DataCollection).

        Writing a DataCollection to plaintext is essentially performed by calling TOML.print on the result of convert(::Type{Dict}, ::DataCollection).

        Fields

        version::Int
+name::Union{String, Nothing}
+uuid::UUID
+plugins::Vector{String}
+parameters::Dict{String, Any}
+datasets::Vector{DataSet}
+path::Union{String, Nothing}
+advise::AdviceAmalgamation
+mod::Module
        source
        DataToolkitCore.loadcollection! — Function
        loadcollection!(source::Union{<:AbstractString, <:IO}, mod::Module=Base.Main;
+                soft::Bool=false, index::Int=1)

        Load a data collection from source and add it to the data stack at index. source must be accepted by read(source, DataCollection).

        mod should be set to the Module within which loadcollection! is being invoked. This is important when code is run by the collection. As such, it is usually appropriate to call:

        loadcollection!(source, @__MODULE__; soft)

        When soft is set, should an data collection already exist with the same UUID, nothing will be done and nothing will be returned.

        source
        Base.iswritable — Method
        iswritable(dc::DataCollection)

        Check whether the data collection dc is backed by a writable file.

        source

        Manipulation API

        DataToolkitCore.stack_index — Function
        stack_index(ident::Union{Int, String, UUID, DataCollection}; quiet::Bool=false)

        Obtain the index of the data collection identified by ident on the stack, if it is present. If it is not found, nothing is returned and unless quiet is set a warning is printed.

        source
        DataToolkitCore.stack_move — Function
        stack_move(ident::Union{Int, String, UUID, DataCollection}, shift::Int; quiet::Bool=false)

        Find ident in the data collection stack, and shift its position by shift, returning the new index. shift is clamped so that the new index lies within STACK.

        If ident could not be resolved, then nothing is returned and unless quiet is set a warning is printed.

        source
        DataToolkitCore.stack_remove! — Function
        stack_remove!(ident::Union{Int, String, UUID, DataCollection}; quiet::Bool=false)

        Find ident in the data collection stack and remove it from the stack, returning the index at which it was found.

        If ident could not be resolved, then nothing is returned and unless quiet is set a warning is printed.

        source
        DataToolkitCore.plugin_add — Function
        plugin_add([collection::DataCollection=first(STACK)], plugins::Vector{<:AbstractString};
+           quiet::Bool=false)

        Return a variation of collection with all plugins not currently used added to the plugin list.

        Unless quiet is a set an informative message is printed.

        Side effects

        The new collection is written, if possible.

        Should collection be part of STACK, the stack entry is updated in-place.

        source
        DataToolkitCore.plugin_remove — Function
        plugin_remove([collection::DataCollection=first(STACK)], plugins::Vector{<:AbstractString};
+              quiet::Bool=false)

        Return a variation of collection with all plugins currently used removed from the plugin list.

        Unless quiet is a set an informative message is printed.

        Side effects

        The new collection is written, if possible.

        Should collection be part of STACK, the stack entry is updated in-place.

        source
        DataToolkitCore.plugin_info — Function
        plugin_info(plugin::AbstractString; quiet::Bool=false)

        Fetch the documentation of plugin, or return nothing if documentation could not be fetched.

        If quiet is not set warning messages will be omitted when no documentation could be fetched.

        source
        DataToolkitCore.plugin_list — Function
        plugin_list(collection::DataCollection=first(STACK); quiet::Bool=false)

        Obtain a list of plugins used in collection.

        quiet is unused but accepted as an argument for the sake of consistency.

        source
        DataToolkitCore.config_get — Function
        config_get(propertypath::Vector{String};
+           collection::DataCollection=first(STACK), quiet::Bool=false)

        Obtain the configuration value at propertypath in collection.

        When no value is set, nothing is returned instead and if quiet is unset "unset" is printed.

        source
        DataToolkitCore.config_set — Function
        config_set([collection::DataCollection=first(STACK)], propertypath::Vector{String}, value::Any;
+           quiet::Bool=false)

        Return a variation of collection with the configuration at propertypath set to value.

        Unless quiet is set, a success message is printed.

        Side effects

        The new collection is written, if possible.

        Should collection be part of STACK, the stack entry is updated in-place.

        source
        DataToolkitCore.config_unset — Function
        config_unset([collection::DataCollection=first(STACK)], propertypath::Vector{String};
+              quiet::Bool=false)

        Return a variation of collection with the configuration at propertypath removed.

        Unless quiet is set, a success message is printed.

        Side effects

        The new collection is written, if possible.

        Should collection be part of STACK, the stack entry is updated in-place.

        source
        Base.delete! — Function
        delete!(dataset::DataSet)

        Remove dataset from its parent collection.

        source
        Base.replace! — Function
        replace!(dataset::DataSet; [name, uuid, parameters, storage, loaders, writers])

        Perform an in-place update of dataset, optionally replacing any of the name, uuid, parameters, storage, loaders, or writers fields.

        source

        TOML serialization

        DataToolkitCore.fromspec — Function
        fromspec(DT::Type{<:DataTransformer}, dataset::DataSet, spec::Dict{String, Any})

        Create an DT of dataset according to spec.

        DT can either contain the driver name as a type parameter, or it will be read from the "driver" key in spec.

        source
        fromspec(::Type{DataCollection}, spec::Dict{String, Any};
+         path::Union{String, Nothing}=nothing, mod::Module=Base.Main)

        Create a DataCollection from spec.

        The path and mod keywords are used as the values for the corresponding fields in the DataCollection.

        source
        fromspec(::Type{DataSet}, collection::DataCollection, name::String, spec::Dict{String, Any})

        Create a DataSet for collection called name, according to spec.

        source
        DataToolkitCore.tospec — Function
        tospec(thing::DataTransformer)
+tospec(thing::DataSet)
+tospec(thing::DataCollection)

        Return a Dict representation of thing for writing as TOML.

        source

        Qualified types

        DataToolkitCore.QualifiedType — Type
        QualifiedType

        A representation of a Julia type that does not need the type to be defined in the Julia session, and can be stored as a string. This is done by storing the type name and the module it belongs to as Symbols.

        Warning

        While QualifiedType is currently quite capable, it is not currently able to express the full gamut of Julia types. In future this will be improved, but it will likely always be restricted to a certain subset.

        See also: typeify.

        Subtyping

        While the subtype operator cannot work on QualifiedTypes (<: is a built-in), when the Julia types are defined the subset operator ⊆ can be used instead. This works by simply converting the QualifiedTypes to the corresponding Type and then applying the subtype operator.

        julia> QualifiedTypes(:Base, :Vector) ⊆ QualifiedTypes(:Core, :Array)
+true
+
+julia> Matrix ⊆ QualifiedTypes(:Core, :Array)
+true
+
+julia> QualifiedTypes(:Base, :Vector) ⊆ AbstractVector
+true
+
+julia> QualifiedTypes(:Base, :Foobar) ⊆ AbstractVector
+false

        Constructors

        QualifiedType(parentmodule::Symbol, typename::Symbol)
+QualifiedType(t::Type)

        Parsing

        A QualifiedType can be expressed as a string as "$parentmodule.$typename". This can be easily parsed as a QualifiedType, e.g. parse(QualifiedType, "Core.IO").

        source
        \ No newline at end of file diff --git a/docs/core/errors.org b/docs/core/errors.org new file mode 100644 index 000000000..76b320da7 --- /dev/null +++ b/docs/core/errors.org @@ -0,0 +1,43 @@ +#+title: Errors + +This package tries to minimise the use of generic errors, and maximise the +helpfulness of error messages. To that end, a number of new error types are +defined. + +* Identifier exceptions + +#+begin_src @docs +UnresolveableIdentifier +AmbiguousIdentifier +#+end_src + +* Package exceptions + +#+begin_src @docs +UnregisteredPackage +MissingPackage +#+end_src + +* Data Operation exceptions + +#+begin_src @docs +CollectionVersionMismatch +EmptyStackError +ReadonlyCollection +TransformerError +UnsatisfyableTransformer +OrphanDataSet +InvalidParameterType +#+end_src + +* Qualified type exceptions + +#+begin_src @docs +ImpossibleTypeException +#+end_src + +* Log exception + +#+begin_src @docs +DataToolkitCore.LogTaskError +#+end_src diff --git a/docs/core/errors/index.html b/docs/core/errors/index.html new file mode 100644 index 000000000..69214ecf4 --- /dev/null +++ b/docs/core/errors/index.html @@ -0,0 +1,44 @@ +Errors · DataToolkitCore.jl
        GitHub

        Errors

        This package tries to minimise the use of generic errors, and maximise the helpfulness of error messages. To that end, a number of new error types are defined.

        Identifier exceptions

        DataToolkitCore.UnresolveableIdentifier — Type
        UnresolveableIdentifier{T}(identifier::Union{String, UUID}, [collection::DataCollection]) <: IdentifierException

        No T (optionally from collection) could be found that matches identifier.

        Example occurrences

        julia> d"iirs"
+ERROR: UnresolveableIdentifier: "iirs" does not match any available data sets
+  Did you perhaps mean to refer to one of these data sets?
+    ■:iris (75% match)
+Stacktrace: [...]
+
+julia> d"iris::Int"
+ERROR: UnresolveableIdentifier: "iris::Int" does not match any available data sets
+  Without the type restriction, however, the following data sets match:
+    dataset:iris, which is available as a DataFrame, Matrix, CSV.File
+Stacktrace: [...]
        source
        DataToolkitCore.AmbiguousIdentifier — Type
        AmbiguousIdentifier(identifier::Union{String, UUID}, matches::Vector, [collection]) <: IdentifierException

        Searching for identifier (optionally within collection), found multiple matches (provided as matches).

        Example occurrence

        julia> d"multimatch"
+ERROR: AmbiguousIdentifier: "multimatch" matches multiple data sets
+    ■:multimatch [45685f5f-e6ff-4418-aaf6-084b847236a8]
+    ■:multimatch [92be4bda-55e9-4317-aff4-8d52ee6a5f2c]
+Stacktrace: [...]
        source

        Package exceptions

        DataToolkitCore.UnregisteredPackage — Type
        UnregisteredPackage(pkg::Symbol, mod::Module) <: PackageException

        The package pkg was asked for within mod, but has not been registered by mod, and so cannot be loaded.

        Example occurrence

        julia> @require Foo
+ERROR: UnregisteredPackage: Foo has not been registered by Main, see @addpkg for more information
+Stacktrace: [...]
        source
        DataToolkitCore.MissingPackage — Type
        MissingPackage(pkg::Base.PkgId) <: PackageException

        The package pkg was asked for, but does not seem to be available in the current environment.

        Example occurrence

        julia> @addpkg Bar "00000000-0000-0000-0000-000000000000"
+Bar [00000000-0000-0000-0000-000000000000]
+
+julia> @require Bar
+[ Info: Lazy-loading Bar [00000000-0000-0000-0000-000000000001]
+ERROR: MissingPackage: Bar [00000000-0000-0000-0000-000000000001] has been required, but does not seem to be installed.
+Stacktrace: [...]
        source

        Data Operation exceptions

        DataToolkitCore.CollectionVersionMismatch — Type
        CollectionVersionMismatch(version::Int) <: DataOperationException

        The version of the collection currently being acted on is not supported by the current version of DataToolkitCore.

        Example occurrence

        julia> fromspec(DataCollection, Dict{String, Any}("data_config_version" => -1))
+ERROR: CollectionVersionMismatch: -1 (specified) ≠ 0 (current)
+  The data collection specification uses the v-1 data collection format, however
+  the installed DataToolkitCore version expects the v0 version of the format.
+  In the future, conversion facilities may be implemented, for now though you
+  will need to manually upgrade the file to the v0 format.
+Stacktrace: [...]
        source
        DataToolkitCore.EmptyStackError — Type
        EmptyStackError() <: DataOperationException

        An attempt was made to perform an operation on a collection within the data stack, but the data stack is empty.

        Example occurrence

        julia> getlayer() # with an empty STACK
+ERROR: EmptyStackError: The data collection stack is empty
+Stacktrace: [...]
        source
        DataToolkitCore.ReadonlyCollection — Type
        ReadonlyCollection(collection::DataCollection) <: DataOperationException

        Modification of collection is not viable, as it is read-only.

        Example Occurrence

        julia> lockedcollection = DataCollection(Dict{String, Any}("uuid" => Base.UUID(rand(UInt128)), "config" => Dict{String, Any}("locked" => true)))
+julia> write(lockedcollection)
+ERROR: ReadonlyCollection: The data collection unnamed#298 is locked
+Stacktrace: [...]
        source
        DataToolkitCore.TransformerError — Type
        TransformerError(msg::String) <: DataOperationException

        A catch-all for issues involving data transformers, with details given in msg.

        Example occurrence

        julia> emptydata = DataSet(DataCollection(), "empty", Dict{String, Any}("uuid" => Base.UUID(rand(UInt128))))
+DataSet empty
+
+julia> read(emptydata)
+ERROR: TransformerError: Data set "empty" could not be loaded in any form.
+Stacktrace: [...]
        source
        DataToolkitCore.UnsatisfyableTransformer — Type
        UnsatisfyableTransformer{T}(dataset::DataSet, types::Vector{QualifiedType}) <: DataOperationException

        A transformer (of type T) that could provide any of types was asked for, but there is no transformer that satisfies this restriction.

        Example occurrence

        julia> emptydata = DataSet(DataCollection(), "empty", Dict{String, Any}("uuid" => Base.UUID(rand(UInt128))))
+DataSet empty
+
+julia> read(emptydata, String)
+ERROR: UnsatisfyableTransformer: There are no loaders for "empty" that can provide a String. The defined loaders are as follows:
+Stacktrace: [...]
        source
        DataToolkitCore.OrphanDataSet — Type
        OrphanDataSet(dataset::DataSet) <: DataOperationException

        The data set (dataset) is no longer a child of its parent collection.

        This error should not occur, and is intended as a sanity check should something go quite wrong.

        source

        Qualified type exceptions

        DataToolkitCore.ImpossibleTypeException — Type
        ImpossibleTypeException(qt::QualifiedType, mod::Union{Module, Nothing}) <: DataOperationException

        The qualified type qt could not be converted to a Type, for some reason or another (mod is the parent module used in the attempt, should it be successfully identified, and nothing otherwise).

        source

        Log exception

        DataToolkitCore.LogTaskError — Type
        LogTaskError <: Exception

        A thin wrapper around a TaskFailedException that only prints the stack trace of the exception within the task.

        source
        \ No newline at end of file diff --git a/docs/core/index.html b/docs/core/index.html new file mode 100644 index 000000000..ce9dee854 --- /dev/null +++ b/docs/core/index.html @@ -0,0 +1 @@ +Introduction · DataToolkitCore.jl
        GitHub

        Introduction

        This package implements the core design and API of DataToolkit. It is not intended to be user-facing and is instead for packages that want to build on the DataToolkit infrastructure itself.

        This documentation also details some user-facing API reexported by other packages, how transformers and plugins work and should be implemented, as well as some general design decisions.

        The problem with the current state of affairs

        Data is beguiling. It can initially seem simple to deal with: "here I have a file, and that's it". However as soon as you do things with the data you're prone to be asked tricky questions like:

        • where's the data?
        • how did you process that data?
        • how can I be sure I'm looking at the same data as you?

        This is no small part of the replication crisis.

        image

        Further concerns arise as soon as you start dealing with large quantities of data, or computationally expensive derived data sets. For example:

        • Have I already computed this data set somewhere else?
        • Is my generated data up to date with its sources/dependencies?

        Generic tools exist for many parts of this problem, but there are some benefits that can be realised by creating a Julia-specific system, namely:

        • Having all pertinent environmental information in the data processing contained in a single Project.toml
        • Improved convenience in data loading and management, compared to a generic solution
        • Allowing datasets to be easily shared with a Julia package

        In addition, the Julia community seems to have a strong tendency to NIH[NIH] tools, so we may as well get ahead of this and try to make something good 😛.

        Pre-existing solutions

        DataLad

        • Does a lot of things well
        • Puts information on how to create data in git commit messages (bad)
        • No data file specification

        Kedro data catalog

        Snakemake

        • Workflow manager, with remote file support
        • Snakemake Remote Files
        • Good list of possible file locations to handle
        • Drawback is that you have to specify the location you expect(S3, http, FTP, etc.)
        • No data file specification

        Nextflow

        • Workflow manager, with remote file support
        • Docs on files and IO
        • Docs on S3
        • You just call file() and nextflow figures out under the hood the protocol whether it should pull it from S3, http, FTP, or a local file.
        • No data file specification
        • NIHNot Invented Here, a tendency to "reinvent the wheel" to avoid using tools from external origins — it would of course be better if you (re)made it.
        \ No newline at end of file diff --git a/docs/core/index.org b/docs/core/index.org new file mode 100644 index 000000000..10701b55e --- /dev/null +++ b/docs/core/index.org @@ -0,0 +1,69 @@ +#+title: Introduction + +This package implements the core design and API of DataToolkit. It is not +intended to be user-facing and is instead for packages that want to build on the +DataToolkit infrastructure itself. + +This documentation also details some user-facing API reexported by other +packages, how transformers and plugins work and should be implemented, as well +as some general design decisions. + +* The problem with the current state of affairs + +Data is beguiling. It can initially seem simple to deal with: "here I have a +file, and that's it". However as soon as you do things with the data you're +prone to be asked tricky questions like: ++ where's the data? ++ how did you process that data? ++ how can I be sure I'm looking at the same data as you? + +This is no small part of the [[https://en.wikipedia.org/wiki/Replication_crisis][replication crisis]]. + +[[https://imgs.xkcd.com/comics/trouble_for_science.png]] + +Further concerns arise as soon as you start dealing with large quantities of +data, or computationally expensive derived data sets. For example: ++ Have I already computed this data set somewhere else? ++ Is my generated data up to date with its sources/dependencies? + +Generic tools exist for many parts of this problem, but there are some benefits +that can be realised by creating a Julia-specific system, namely: ++ Having all pertinent environmental information in the data processing + contained in a single =Project.toml= ++ Improved convenience in data loading and management, compared to a generic + solution ++ Allowing datasets to be easily shared with a Julia package + +In addition, the Julia community seems to have a strong tendency to NIH[fn:NIH] tools, so +we may as well get ahead of this and try to make something good 😛. + +[fn:NIH] Not Invented Here, a tendency to "reinvent the wheel" to avoid using +tools from external origins --- it would of course be better if you (re)made it. + +** Pre-existing solutions +*** DataLad ++ Does a lot of things well ++ Puts information on how to create data in git commit messages (bad) ++ No data file specification + +*** Kedro data catalog ++ Has a file defining all the data (good) ++ Has poor versioning ++ https://kedro.readthedocs.io/en/stable/data/data_catalog.html ++ [[https://kedro.readthedocs.io/en/stable/development/commands_reference.html?highlight=data catalog#datasets][Data Catalog CLI]] + +*** Snakemake ++ Workflow manager, with remote file support ++ [[https://snakemake.readthedocs.io/en/stable/snakefiles/remote_files.html?highlight=aws batch#remote-files][Snakemake Remote Files]] ++ Good list of possible file locations to handle ++ Drawback is that you have to specify the location you expect(S3, http, + FTP, etc.) ++ No data file specification + +*** Nextflow ++ Workflow manager, with remote file support ++ [[https://www.nextflow.io/docs/edge/script.html?highlight=file#files-and-i-o][Docs on files and IO]] ++ [[https://www.nextflow.io/docs/edge/amazons3.html][Docs on S3]] ++ You just call =file()= and nextflow figures out under the hood the protocol + whether it should pull it from S3, http, FTP, or a local file. ++ No data file specification diff --git a/docs/core/internals.org b/docs/core/internals.org new file mode 100644 index 000000000..75e967428 --- /dev/null +++ b/docs/core/internals.org @@ -0,0 +1,78 @@ +#+title: Internals + +* Type transformations + +#+begin_src @docs +DataToolkitCore.issubtype +DataToolkitCore.paramtypebound +DataToolkitCore.targettypes +DataToolkitCore.ispreferredpath +DataToolkitCore.transformersigs +DataToolkitCore.typesteps +#+end_src + +* TOML related + +#+begin_src @docs +DataToolkitCore.toml_safe +DataToolkitCore.tomlreformat! +DataToolkitCore.dataset_parameters +#+end_src + +* String utils + +#+begin_src @docs +DataToolkitCore.natkeygen +DataToolkitCore.stringdist +DataToolkitCore.stringsimilarity +DataToolkitCore.issubseq +DataToolkitCore.longest_common_subsequence +DataToolkitCore.highlight_lcs +#+end_src + +* Small dicts + +#+begin_src @docs +DataToolkitCore.newdict +DataToolkitCore.shrinkdict +#+end_src + +* Logging + +#+begin_src @docs +DataToolkitCore.should_log +DataToolkitCore.wait_maybe_log +#+end_src + +* Miscilanious + +#+begin_src @docs +DataToolkitCore.typeify +DataToolkitCore.reinit +DataToolkitCore._dataadvisecall +DataToolkitCore.strip_stacktrace_advice! +DataToolkitCore.get_package +DataToolkitCore.try_install_pkg +DataToolkitCore.read1 +#+end_src + +* Consts + +#+begin_src @docs +DataToolkitCore.LATEST_DATA_CONFIG_VERSION +DataToolkitCore.PLUGINS_DOCUMENTATION +DataToolkitCore.DEFAULT_PLUGINS +DataToolkitCore.PLUGINS +DataToolkitCore.TRANSFORMER_DOCUMENTATION +DataToolkitCore.EXTRA_PACKAGES +DataToolkitCore.DEFAULT_DATATRANSFORMER_PRIORITY +DataToolkitCore.DEFAULT_DATA_ADVISOR_PRIORITY +DataToolkitCore.DATASET_REFERENCE_WRAPPER +DataToolkitCore.DATASET_REFERENCE_REGEX +DataToolkitCore.DATA_CONFIG_RESERVED_ATTRIBUTES +DataToolkitCore.DATA_CONFIG_KEY_SORT_MAPPING +DataToolkitCore.LINT_SEVERITY_MESSAGES +DataToolkitCore.LINT_SEVERITY_MAPPING +DataToolkitCore.DEFAULT_LOG_DELAY +DataToolkitCore.SIMPLIFY_STACKTRACES +#+end_src diff --git a/docs/core/internals/index.html b/docs/core/internals/index.html new file mode 100644 index 000000000..2e9429bde --- /dev/null +++ b/docs/core/internals/index.html @@ -0,0 +1,70 @@ +Internals · DataToolkitCore.jl
        GitHub

        Internals

        Type transformations

        DataToolkitCore.issubtype — Function
        issubtype(X::Type, T::Union{Type, TypeVar})
+issubtype(x::X, T::Union{Type, TypeVar})

        Check if X is indeed a subtype of T.

        This is a tweaked version of isa that can (mostly) handle TypeVar instances.

        source
        DataToolkitCore.paramtypebound — Function
        paramtypebound(T::Union{Type, TypeVar}, Tparam::Union{Type, TypeVar}, paramT::Type)

        Return the Type that bounds T.

        This is simply T when T isa Type, but T may also be a TypeVar that is parameterised by Tparam. In this case, the Type that T is parameterised by is returned, which is taken to be paramT.

        Given a type T that may be parameterised according to Tparam,

        julia> paramtypebound(String, IO, IO)
+String
+
+julia> T = TypeVar(:T)
+T
+
+julia> paramtypebound(T, Type{T}, Float64)
+Float64
        source
        DataToolkitCore.targettypes — Function
        targettypes(types::Vector{QualifiedType}, desired::Type) -> Vector{Type}
+targettypes(transformer::DataTransformer, desired::Type) -> Vector{Type}

        Return all Types that one might hope to produce from types or transformer.

        More specifically, this will give all Types that can be produced which are a subtype of desired, and desired itself.

        Priority order is preserved.

        source
        DataToolkitCore.ispreferredpath — Function
        ispreferredpath(a, b)

        Compares two "type paths" a and b, returning whether a is preferred.

        Each "type path" is a tuple of the form:

        (Tin::Type => Tout::Type, index::Int, transformer::Type{<:DataTransformer})

        This operates on the following rules:

        1. The path with the lower index is preferred.
        2. If the indices are equal, the path with the more specific output type is preferred.
        3. If the output types are equally specific, the path with the more specific loader is preferred.
        4. If the loaders are equally specific, the more similar data transformation (Tin => Tout) is preferred.
        source
        DataToolkitCore.transformersigs — Function
        transformersigs(transformer::Type{<:DataTransformer}, desired::Type)

        Return processed signatures of the transformation methods implemented for transformer that could produce/provide a subtype of desired.

        • DataStorage produces tuples of (Type{<:DataStorage}, Type{out})
        • DataLoaders produces tuples of (Type{<:DataLoader}, Type{in}, Type{out})
        • DataWriter produces tuples of (Type{<:DataWriter}, Type{in}, Type{data})

        The DataStorage method takes a write::Bool keyword argument.

        source
        DataToolkitCore.typesteps — Function
        typesteps(loader::DataLoader, desired::Type) -> Vector{Pair{Type, Type}}

        Identify and order all uses of loader that may produce a subtype of desired.

        More specifically, this finds all load methods that can produce a subtype of desired, checks what input and output types they work with, and orders them according to the declared types of loader and the specificity of the output types (more specific is interpreted as better).

        The output vector gives the step-change in the type domain that each method performs.

        source
        DataToolkitCore.tomlreformat! — Function
        tomlreformat!(io::IO)

        Consume io representing a TOML file, and reformat it to improve readability. Currently this takes the form of the following changes:

        • Replace inline multi-line strings with multi-line toml strings.

        An IOBuffer containing the reformatted content is returned.

        The processing assumes that io contains TOML.print-formatted content. Should this not be the case, mangled TOML may be emitted.

        source
        DataToolkitCore.dataset_parameters — Function
        dataset_parameters(source::Union{DataCollection, DataSet, DataTransformer},
+                   action::Val{:extract|:resolve|:encode}, value::Any)

        Obtain a form (depending on action) of value, a property within source.

        Actions

        :extract Look for DataSet references ("📇DATASET<<…>>") within value, and turn them into Identifiers (the inverse of :encode).

        :resolve Look for Identifiers in value, and resolve them to the referenced DataSet/value.

        :encode Look for Identifiers in value, and turn them into DataSet references (the inverse of :extract).

        source

        String utils

        DataToolkitCore.natkeygen — Function
        natkeygen(key::String)

        Generate a sorting key for key that when used with sort will put the collection in "natural order".

        julia> natkeygen.(["A1", "A10", "A02", "A1.5"])
+4-element Vector{Vector{String}}:
+ ["a", "0\x01"]
+ ["a", "0\n"]
+ ["a", "0\x02"]
+ ["a", "0\x015"]
+
+julia> sort(["A1", "A10", "A02", "A1.5"], by=natkeygen)
+4-element Vector{String}:
+ "A1"
+ "A1.5"
+ "A02"
+ "A10"
        source
        DataToolkitCore.stringdist — Function
        stringdist(a::AbstractString, b::AbstractString; halfcase::Bool=false)

        Calculate the Restricted Damerau-Levenshtein distance (aka. Optimal String Alignment) between a and b.

        This is the minimum number of edits required to transform a to b, where each edit is a deletion, insertion, substitution, or transposition of a character, with the restriction that no substring is edited more than once.

        When halfcase is true, substitutions that just switch the case of a character cost half as much.

        Examples

        julia> stringdist("The quick brown fox jumps over the lazy dog",
+                  "The quack borwn fox leaps ovver the lzy dog")
+7
+
+julia> stringdist("typo", "tpyo")
+1
+
+julia> stringdist("frog", "cat")
+4
+
+julia> stringdist("Thing", "thing", halfcase=true)
+0.5
        source
        DataToolkitCore.stringsimilarity — Function
        stringsimilarity(a::AbstractString, b::AbstractString; halfcase::Bool=false)

        Return the stringdist as a proportion of the maximum length of a and b, take one. When halfcase is true, case switches cost half as much.

        Example

        julia> stringsimilarity("same", "same")
+1.0
+
+julia> stringsimilarity("semi", "demi")
+0.75
+
+julia> stringsimilarity("Same", "same", halfcase=true)
+0.875
        source
        DataToolkitCore.issubseq — Function
        issubseq(a, b)

        Return true if a is a subsequence of b, false otherwise.

        Examples

        julia> issubseq("abc", "abc")
+true
+
+julia> issubseq("adg", "abcdefg")
+true
+
+julia> issubseq("gda", "abcdefg")
+false
        source
        DataToolkitCore.longest_common_subsequence — Function
        longest_common_subsequence(a, b)

        Find the longest common subsequence of b within a, returning the indices of a that comprise the subsequence.

        This function is intended for strings, but will work for any indexable objects with == equality defined for their elements.

        Example

        julia> longest_common_subsequence("same", "same")
+4-element Vector{Int64}:
+ 1
+ 2
+ 3
+ 4
+
+julia> longest_common_subsequence("fooandbar", "foobar")
+6-element Vector{Int64}:
+ 1
+ 2
+ 3
+ 7
+ 8
+ 9
        source
        DataToolkitCore.highlight_lcs — Function
        highlight_lcs(io::IO, a::String, b::String;
+              before::String="\e[1m", after::String="\e[22m",
+              invert::Bool=false)

        Print a, highlighting the longest common subsequence between a and b by inserting before prior to each subsequence region and after afterwards.

        If invert is set, the before/after behaviour is switched.

        source

        Small dicts

        DataToolkitCore.newdict — Function
        newdict(K::Type, V::Type, capacity::Int) -> Dict{K, V}

        Create a new Dict{K, V} sized to hold capacity elements, hopefully without resizing. Depending on the particular value of capacity and the Julia version, this can result in substantial memory savings for small dictionaries.

        source

        Logging

        DataToolkitCore.should_log — Function
        should_log(category::String) -> Bool

        Determine whether a message should be logged based on its category.

        The category string can contain any number of subcategories separated by colons. If any parent category is enabled, the subcategory is also enabled.

        source
        DataToolkitCore.wait_maybe_log — Function
        wait_maybe_log(category::String, message::AbstractString; mod::Module, file::String, line::Int) -> Timer

        Wait for a delay before logging message with category if should_log(category).

        The log is produced with metadata from mod, file, and line.

        source

        Miscilanious

        DataToolkitCore.typeify — Function
        typeify(qt::QualifiedType; mod::Module=Main)

        Convert qt to a Type available in mod, if possible. If this cannot be done, nothing is returned instead.

        source
        DataToolkitCore.reinit — Function
        reinit(dta::AdviceAmalgamation)

        Check that dta is well initialised before using it.

        This does noting if dta.plugins_wanted is the same as dta.plugins_used.

        When they differ, it re-builds the advisors function list based on the currently available plugins, and updates dta.plugins_used.

        source
        DataToolkitCore.get_package — Function
        get_package(pkg::Base.PkgId)
+get_package(from::Module, name::Symbol)

        Obtain a module specified by either pkg or identified by name and declared by from. Should the package not be currently loaded DataToolkit will attempt to lazy-load the package and return its module.

        Failure to either locate name or require pkg will result in an exception being thrown.

        See also: @require, @addpkg, try_install_pkg.

        source
        DataToolkitCore.try_install_pkg — Function
        try_install_pkg(pkg::Base.PkgId)

        Attempt to install the package identified by pkg if it is not currently installed.

        This function is called automatically by get_package if the package is not currently loaded, and calls Pkg's try_prompt_pkg_add method from its REPLExt package extension. If the REPL has not been loaded, nothing will be done.

        source
        DataToolkitCore.read1 — Function
        read1(dataset::DataSet, as::Type)

        The advisable implementation of read(dataset::DataSet, as::Type), which see.

        This is essentially an exercise in useful indirection.

        source

        Consts

        DataToolkitCore.EXTRA_PACKAGES — Constant

        The set of packages loaded by each module via @addpkg, for import with @require.

        More specifically, when a module M invokes @addpkg pkg id then EXTRA_PACKAGES[M][pkg] = id is set, and then this information is used with @require to obtain the package from the root module.

        source
        DataToolkitCore.DATA_CONFIG_RESERVED_ATTRIBUTES — Constant

        The data specification TOML format constructs a DataCollection, which itself contains DataSets, comprised of metadata and DataTransformers.

        DataCollection
+├─ DataSet
+│  ├─ DataTransformer
+│  └─ DataTransformer
+├─ DataSet
+⋮

        Within each scope, there are certain reserved attributes. They are listed in this Dict under the following keys:

        source
        DataToolkitCore.DATA_CONFIG_KEY_SORT_MAPPING — Constant

        When writing data configuration TOML file, the keys are (recursively) sorted. Some keys are particularly important though, and so to ensure they are placed higher a mappings from such keys to a higher sort priority string can be registered here.

        For example, "config" => "\0x01" ensures that the special configuration section is placed before all of the data sets.

        This can cause odd behaviour if somebody gives a dataset the same name as a special key, but frankly that would be a bit silly (given the key names, e.g. "uuid") and so this is of minimal concern.

        source
        \ No newline at end of file diff --git a/docs/core/linting.org b/docs/core/linting.org new file mode 100644 index 000000000..4e63e48b7 --- /dev/null +++ b/docs/core/linting.org @@ -0,0 +1,15 @@ +#+title: Linting + +In DataToolkit, the [[@extref][Data.toml]] can be linted to identify and resolve potential +issues. This is done by generating ~LintReport~​s and ~LintItem~​s. + +#+begin_src @docs +LintReport +LintItem +#+end_src + +Additional lint rules can be created by implementing new ~lint~ methods. + +#+begin_src @docs +lint +#+end_src diff --git a/docs/core/linting/index.html b/docs/core/linting/index.html new file mode 100644 index 000000000..f4558dcbf --- /dev/null +++ b/docs/core/linting/index.html @@ -0,0 +1,10 @@ +Linting · DataToolkitCore.jl
        GitHub

        Linting

        In DataToolkit, the Data.toml can be linted to identify and resolve potential issues. This is done by generating LintReport​s and LintItem​s.

        DataToolkitCore.LintReport — Type
        LintReport

        A collection of LintItems that apply to a particular DataCollection.

        Depending on the constructor called, the report may be for the entire collection or just a single DataSet.

        Constructors

        LintReport(collection::DataCollection) -> LintReport
+LintReport(dataset::DataSet) -> LintReport
        source
        DataToolkitCore.LintItem — Type

        Representation of a lint item.

        Constructors

        LintItem(source, severity::Union{Int, Symbol}, id::Symbol, message::String,
+         fixer::Union{Function, Nothing}=nothing, autoapply::Bool=false)

        source is the object that the lint applies to.

        severity should be one of the following values:

        • 0 or :debug, for messages that may assist with debugging problems that may be associated with particular configuration.
        • 1 or :info, for informational messages understandable to end-users.
        • 2 or :warning, for potentially harmful situations.
        • 3 or :error, for severe issues that will prevent normal functioning.

        id is a symbol representing the type of lint (e.g. :unknown_driver)

        message is a message, intelligible to the end-user, describing the particular nature of the issue with respect to source. It should be as specific as possible.

        fixer can be set to a function which modifies source to resolve the issue. If autoapply is set to true then fixer will be called spontaneously. The function should return true or false to indicate whether it was able to successfully fix the issue.

        As a general rule, fixers that do or might require user input should not be run automatically, and fixers that can run without any user input and always "do the right thing" should be run automatically.

        Examples

        TODO

        Structure

        struct LintItem{S}
+    source    ::S
+    severity  ::UInt8
+    id        ::Symbol
+    message   ::String
+    fixer     ::Union{Function, Nothing}
+    autoapply ::Bool
+end
        source

        Additional lint rules can be created by implementing new lint methods.

        DataToolkitCore.lint — Function
        lint(obj::T)

        Call all of the relevant linter functions on obj. More specifically, the method table is searched for lint(obj::T, ::Val{:linter_id}) methods (where :linter_id is a stand-in for the actual IDs used), and each specific lint function is invoked and the results combined.

        Note

        Each specific linter function should return a vector of relevant LintItems, i.e.

        lint(obj::T, ::Val{:linter_id}) -> Union{Vector{LintItem{T}}, LintItem{T}, Nothing}

        See the documentation on LintItem for more information on how it should be constructed.

        source
        \ No newline at end of file diff --git a/docs/core/objects.inv b/docs/core/objects.inv new file mode 100644 index 0000000000000000000000000000000000000000..3b9d126d75e1f82a77cdb389503cce59a1eba4ed GIT binary patch literal 2303 zcmVNERX>N99Zgg*Qc_4OWa&u{KZXhxWBOp+6Z)#;@bUGkJVRT_s zZ*OdCX>>zxa%C=RYziYFR%LQ?X>V>iATTa5FfK3(BOp|0Wgv28ZDDC{WMy(7Z)PBL zXlZjGW@&6?AZc?TV{dJ6a%FRKWn>_Ab7^j8AbMkdr&%G2^xFl6+BaY8*(Y^WPRRZVbhKr1d7Sw)ziz4ek zuVD3-<}I{&bc+_|-G9*}eW3~Q3Y_fmmbB64*)5vlKM!bO{`DBmE1GX@sCfiP{lTj% z%4kK~3pNjL(fat&BSP@DPWs6$3e;Z@RwN?Ftc7VF-b!=okKQW7jQJ@|j5!&8CajJA z_kWN=A%*gua88SwVd)BgvIyH^jUPbDMj}9Z3qgGHjh0efzvQfzZ#w&eoDD+_%v)el zNZ{_0~`>-9WU0IV4y z!AOHWnP;Xr?Xg#{T?qcnNT$7C!Gok00<7Yf6)2|Mve{rN`s|mR8EH)hkVZxtDQV>^ zEe#>X6H=7_A=x>$_{?5j?_w#r}G?>r1YJF zBL#0>cqVU-IEX>EPGIHQM&g)lm4j9}-jfV|hMadOh~Mx94{Y9ME5K0)?nT|obAgDu zn4EPO9JUhDl(G<9OwkIa>P6{&CaK_>-wFI;eB0AhK{Trk#QUX&90-I+{R*_YkgFOX zQb1eZAnHpUc2}=5+-$fF;I|NiTz}WsqD3sb!E_=0q~P zrx+lDsrRa$TyavbHBj+%wg}m#RDopI7f5E?9(y~b$TtU<%mFP`?Qz0O@;gu z_pN2Cqmp+E>jkG~Wnf$13$p@J9ps`j9YvQtZM^C$CaQ4BXSy=JGu7>k!z{R|hEN8N zBBz(S0=_dP&^L2d5-$t{ncKe!8AENxng&NM{T^fR#|v#_$YKYO4hBe zw2?dYrRuyhkW$65A4gU&-f=;`zn?^tRS?C?;2~HBv%3I3JqEv`-`UTJe={{+gUzoNf*snJZ_UhO;PM1z&KOp;0ShWmT|3 zLSn3X28Z*WSz&lP#^H|QYW#IBufpZ#fZ-Zqw`=3bPRj!92?&xFCcwrs9WL0i4jmi& zu{)Oab7jJD{9da21d=)i<45UvT}z~3h7)L|tp=luzxm;Rmc)>ca>!FvobW8;c?_zQ z!#;ksH|2+Wh1 zlSL{lKw4j9+<0*^OT&rACIh4}@cu&j8ZpT*+hTpGv~+LX4ttr0=Nr0>>)f@HtN#Zh z{kp-5`t7#nWkC|RlTzVUw%55SCNi5@v#D{Z_(nOR~E%X49mPB-c>+pa*XPkgRH0yD_LyRP0l4DLl$!jpe4a6&)H$HwZF7o zsiq$(?KOedvP5(QKb|0?etPUd*Uw2Cu)cqXx&Q#n~xw$EWZTz@g$0t;iq-vdTt#jCCwhE#^S4rjR6Cyb`QDYi z`SDX*`sT;`Axcbu?@??A1O)LaoX^~Xpb`hT&jOgSxZlN&OZr>Kq;DoqdgkHQ?wArK z)rNdOTRqH|Pr))?EW^3XU~anS>cH;k@6O zUv7EdcH=T~F4I~iFx;Kk8Ob5aOxx2NOmcuyjj;a=zTz_~OX<@<&M`Zb-$C8J7}@@?nPG4<(EWeps|yA$-UE8$8MZG$qiE` Z_!S~MUO-84zZ?ldb9zPle*kO+_I6QgfOG%= literal 0 HcmV?d00001 diff --git a/docs/core/packages.org b/docs/core/packages.org new file mode 100644 index 000000000..1d55e272e --- /dev/null +++ b/docs/core/packages.org @@ -0,0 +1,79 @@ +#+title: Lazily using packages + +It is entirely likely that in the course of writing a package providing a custom +data transformer, one would come across packages that /may/ be needed. + +Every possibly desired package could be shoved into the list of dependences, but +this is a somewhat crude approach. A more granular approach is enabled with two +macros, ~@addpkg~ and ~@require~. + +* Letting DataToolkit know about extra packages + +#+begin_src @docs +addpkg +@addpkg +#+end_src + +* Using extra packages + +#+begin_src @docs +@require +invokepkglatest +#+end_src + +* Example + +#+begin_src julia +module DataToolkitExample + +using DataToolkitCore +using DataFrame + +function __init__() + @addpkg CSV "336ed68f-0bac-5ca0-87d4-7b16caf5d00b" + @addpkg DelimitedFiles "8bb1440f-4735-579b-a4ab-409b98df4dab" +end + +function load(::DataLoader{:csv}, from::IOStream, ::Type{DataFrame}) + @require CSV + result = CSV.read(from, DataFrame) + close(from) + result +end + +function load(::DataLoader{:delimcsv}, from::IOStream, ::Type{DataFrame}) + @require DelimitedFiles + result = DelimitedFiles.readdlm(from, ',', DataFrame) + close(from) + result +end + +end +#+end_src + +Packages that implement loaders with other packages are recommended to use Julia +1.9's [[https://pkgdocs.julialang.org/dev/creating-packages/#Conditional-loading-of-code-in-packages-(Extensions)][Package Extensions]], together with the ~@requires~ macro and ~invokelatest~ like so: + +#+begin_src julia +# CsvLoaderPkg/src/loader.jl +function load(::DataLoader{:csv}, from::IOStream, t::Type{DataFrame}) + @require CSV + invokelatest(_load_csv, from, t) +end +#+end_src + +#+begin_src julia +# CsvLoaderPkg/ext/csv.jl +module csv + +using CSV +import CsvLoaderPkg: _load_csv + +function _load_csv(from::IOStream, ::Type{DataFrame}) + result = CSV.read(from, DataFrame) + close(from) + result +end + +end +#+end_src diff --git a/docs/core/packages/index.html b/docs/core/packages/index.html new file mode 100644 index 000000000..8c7247e9d --- /dev/null +++ b/docs/core/packages/index.html @@ -0,0 +1,42 @@ +Lazy Packages · DataToolkitCore.jl
        GitHub

        Lazily using packages

        It is entirely likely that in the course of writing a package providing a custom data transformer, one would come across packages that may be needed.

        Every possibly desired package could be shoved into the list of dependences, but this is a somewhat crude approach. A more granular approach is enabled with two macros, @addpkg and @require.

        Letting DataToolkit know about extra packages

        DataToolkitCore.@addpkg — Macro
        @addpkg name::Symbol uuid::String

        Register the package identified by name with UUID uuid. This package may now be used with @require $name.

        All @addpkg statements should lie within a module's __init__ function.

        Example

        @addpkg CSV "336ed68f-0bac-5ca0-87d4-7b16caf5d00b"

        See also: @require, addpkg.

        source

        Using extra packages

        DataToolkitCore.@require — Macro
        @require Package
+@require Package = "UUID"

        Require the package Package, either previously registered with @addpkg or by UUID.

        This sets a variable Package to the module of the package.

        If the package is not currently loaded, DataToolkit will attempt to lazy-load the package via an early return PkgRequiredRerunNeeded singleton. So long as this is seen by a calling invokepkglatest the package will be loaded and the function re-run.

        See also: @addpkg, invokepkglatest.

        source

        Example

        module DataToolkitExample
+
+using DataToolkitCore
+using DataFrame
+
+function __init__()
+    @addpkg CSV "336ed68f-0bac-5ca0-87d4-7b16caf5d00b"
+    @addpkg DelimitedFiles "8bb1440f-4735-579b-a4ab-409b98df4dab"
+end
+
+function load(::DataLoader{:csv}, from::IOStream, ::Type{DataFrame})
+    @require CSV
+    result = CSV.read(from, DataFrame)
+    close(from)
+    result
+end
+
+function load(::DataLoader{:delimcsv}, from::IOStream, ::Type{DataFrame})
+    @require DelimitedFiles
+    result = DelimitedFiles.readdlm(from, ',', DataFrame)
+    close(from)
+    result
+end
+
+end

        Packages that implement loaders with other packages are recommended to use Julia 1.9's Package Extensions, together with the @requires macro and invokelatest like so:

        # CsvLoaderPkg/src/loader.jl
+function load(::DataLoader{:csv}, from::IOStream, t::Type{DataFrame})
+    @require CSV
+    invokelatest(_load_csv, from, t)
+end
        # CsvLoaderPkg/ext/csv.jl
+module csv
+
+using CSV
+import CsvLoaderPkg: _load_csv
+
+function _load_csv(from::IOStream, ::Type{DataFrame})
+    result = CSV.read(from, DataFrame)
+    close(from)
+    result
+end
+
+end
        \ No newline at end of file diff --git a/docs/core/plugins.org b/docs/core/plugins.org new file mode 100644 index 000000000..692de6cb3 --- /dev/null +++ b/docs/core/plugins.org @@ -0,0 +1,204 @@ +#+title: Plugins & Advice + +In DataToolkit, the plugin system enables key behaviour to be completely +transformed when operating on a given ~DataCollection~. + +#+begin_src @docs +Plugin +@dataplugin +#+end_src + +* Advice + +Inspired by Lisp, =DataToolkitCore= comes with a method of completely transforming +its behaviour at certain defined points. This is essentially a restricted form +of [[https://en.wikipedia.org/wiki/Aspect-oriented_programming][Aspect-oriented programming]]. At certain declared locations (termed "join +points"), we consult a list of "advise" functions that modify the execution at +that point, and apply the (matched via "pointcuts") advise functions +accordingly. + +[[file:assets/join-point-model.svg]] + +Each applied advise function is wrapped around the invocation of the join point, +and is able to modify the arguments, execution, and results of the join point. + +[[file:assets/advice-flow.svg]] + +#+begin_src @docs +Advice +AdviceAmalgamation +@advise +#+end_src + +* Advisement (join) points + +** Parsing and serialisation of data sets and collections + +~DataCollection~​s, ~DataSet~​s, and ~DataTransformer~​s are advised at two +stages during parsing: +1. When calling ~fromspec~ on the ~Dict~ representation, at the start of parsing +2. At the end of the ~fromspec~ function, calling ~identity~ on the object + +Serialisation is performed through the ~tospec~ call, which is also advised. + +The signatures of the advised function calls are as follows: + +#+begin_src julia +fromspec(DataCollection, spec::Dict{String, Any}; path::Union{String, Nothing})::DataCollection +identity(collection::DataCollection)::DataCollection +tospec(collection::DataCollection)::Dict +#+end_src + +#+begin_src julia +fromspec(DataSet, collection::DataCollection, name::String, spec::Dict{String, Any})::DataSet +identity(dataset::DataSet)::DataSet +tospec(dataset::DataSet)::Dict +#+end_src + +#+begin_src julia +fromspec(DT::Type{<:DataTransformer}, dataset::DataSet, spec::Dict{String, Any})::DT +identity(dt::DataTransformer)::DataTransformer +tospec(dt::DataTransformer)::Dict +#+end_src + +** Processing identifiers + +Both the parsing of an ~Identifier~ from a string, and the serialisation of an ~Identifier~ to a string are advised. Specifically, the following function calls: +#+begin_src julia +parse_ident(spec::AbstractString) +string(ident::Identifier) +#+end_src + +** The data flow arrows + +The reading, writing, and storage of data may all be advised. Specifically, +the following function calls: +#+begin_src julia +load(loader::DataLoader, datahandle, as::Type) +storage(provider::DataStorage, as::Type; write::Bool) +save(writer::DataWriter, datahandle, info) +#+end_src + +* Index of advised calls (join points) + +#+begin_src @eval +using Markdown +content = Any[] + +const AdviseRecord = NamedTuple{(:location, :parent, :invocation), Tuple{LineNumberNode, <:Union{Expr, Symbol}, Expr}} +function findadvice!(acc::Vector{AdviseRecord}, expr::Expr; parent=nothing) + if expr.head == :macrocall && first(expr.args) == Symbol("@advise") + !isnothing(parent) || @warn "Macro @$(expr.args[2]) has no parent function" + push!(acc, (; location=expr.args[2], parent, invocation=expr.args[end])) + else + if isnothing(parent) && expr.head == :function + parent = if first(expr.args) isa Expr + first(first(expr.args).args) + else + first(expr.args) + end + elseif isnothing(parent) && expr.head == :(=) && + first(expr.args) isa Expr && first(expr.args).head == :call + parent = first(first(expr.args).args) + end + findadvice!.(Ref(acc), expr.args; parent) + end +end +findadvice!(acc, ::Any; parent=nothing) = nothing + +alladvice = Vector{AdviseRecord}() +for (root, dirs, files) in walkdir("../../src") + for file in files + file == "precompile.jl" && continue + @info "Analysing $file for advise" + path = joinpath(root, file) + expr = Meta.parseall(read(path, String); filename=path) + findadvice!(alladvice, expr) + end +end + +AdvItem = NamedTuple{(:line, :parent, :invocation), Tuple{Int, Union{Expr, Symbol}, Expr}} +advbyfunc = Dict{Symbol, Dict{Symbol, Vector{AdvItem}}}() +atypes = first.(getfield.(getfield.(alladvice, :invocation), :args)) |> unique +afiles = getfield.(getfield.(alladvice, :location), :file) |> unique + +for atype in atypes + advs = filter(a -> first(a.invocation.args) == atype, alladvice) + advbyfunc[atype] = Dict{Symbol, Vector{AdvItem}}() + for (; location, parent, invocation) in advs + if !haskey(advbyfunc[atype], location.file) + advbyfunc[atype][location.file] = Vector{AdvItem}() + end + push!(advbyfunc[atype][location.file], (; line=location.line, parent, invocation)) + end +end + +push!(content, Markdown.Paragraph([ + "There are ", Markdown.Bold(string(length(alladvice))), + " advised function calls, across ", + Markdown.Bold(string(length(unique(getfield.(getfield.(alladvice, :location), :file))))), + " files, covering ", Markdown.Bold(string(length(advbyfunc))), + " functions (automatically detected)."])) + +push!(content, Markdown.Header{3}(["Arranged by function"])) + +for fname in sort(keys(advbyfunc) |> collect) + instances = advbyfunc[fname] + nadv = sum(length, values(instances)) + push!(content, Markdown.Header{4}([ + Markdown.Code(String(fname)), + if nadv == 1 + " (1 instance)" + else + " ($nadv instances)" + end])) + list = Markdown.List(Any[], -1, false) + for file in sort(keys(instances) |> collect) + details = instances[file] + sublist = Markdown.List(Any[], -1, false) + for (; line, parent, invocation) in details + push!(sublist.items, Markdown.Paragraph( + ["On line ", string(line), " ", + Markdown.Code(string(invocation)), + " is advised within a ", + Markdown.Code(string(parent)), " method."])) + end + push!(list.items, Any[ + Markdown.Paragraph([Markdown.Italic(last(splitpath(String(file))))]), + sublist]) + end + push!(content, list) +end + +push!(content, Markdown.Header{3}(["Arranged by file"])) + +advbyfile = Dict{Symbol, Vector{AdvItem}}() +for (; location, parent, invocation) in alladvice + if !haskey(advbyfile, location.file) + advbyfile[location.file] = Vector{AdvItem}() + end + push!(advbyfile[location.file], (; line=location.line, parent, invocation)) +end + +for file in sort(afiles) + instances = advbyfile[file] + push!(content, Markdown.Header{5}([ + Markdown.Code(last(splitpath(String(file)))), + if length(instances) == 1 + " (1 instance)" + else + " ($(length(instances)) instances)" + end])) + list = Markdown.List(Any[], -1, false) + for (; line, parent, invocation) in instances + push!(list.items, [Markdown.Paragraph( + ["On line ", string(line), " ", + Markdown.Code(string(invocation)), + " is advised within a ", + Markdown.Code(string(parent)), " method."])]) + end + push!(content, list) +end + +Markdown.MD(content) |> string |> Markdown.parse +#+end_src diff --git a/docs/core/plugins/index.html b/docs/core/plugins/index.html new file mode 100644 index 000000000..7308cb622 --- /dev/null +++ b/docs/core/plugins/index.html @@ -0,0 +1,45 @@ +Plugins & Advice · DataToolkitCore.jl
        GitHub

        Plugins & Advice

        In DataToolkit, the plugin system enables key behaviour to be completely transformed when operating on a given DataCollection.

        DataToolkitCore.@dataplugin — Macro
        @dataplugin plugin_variable
+@dataplugin plugin_variable :default

        Register the plugin given by the variable plugin_variable, along with its documentation (fetched by @doc). Should :default be given as the second argument the plugin is also added to the list of default plugins.

        This effectively serves as a minor, but appreciable, convenience for the following pattern:

        push!(PLUGINS, myplugin)
+PLUGINS_DOCUMENTATION[myplugin.name] = @doc myplugin
+push!(DEFAULT_PLUGINS, myplugin.name) # when also adding to defaults
        source

        Advice

        Inspired by Lisp, DataToolkitCore comes with a method of completely transforming its behaviour at certain defined points. This is essentially a restricted form of Aspect-oriented programming. At certain declared locations (termed "join points"), we consult a list of "advise" functions that modify the execution at that point, and apply the (matched via "pointcuts") advise functions accordingly.

        image

        Each applied advise function is wrapped around the invocation of the join point, and is able to modify the arguments, execution, and results of the join point.

        image

        DataToolkitCore.Advice — Type
        Advice{func, context} <: Function

        Advices allow for composable, highly flexible modifications of data by encapsulating a function call. They are inspired by elisp's advice system, namely the most versatile form — :around advice, and Clojure's transducers.

        A Advice is essentially a function wrapper, with a priority::Int attribute. The wrapped functions should be of the form:

        (action::Function, args...; kargs...) ->
+    ([post::Function], action::Function, args::Tuple, [kargs::NamedTuple])

        Short-hand return values with post or kargs omitted are also accepted, in which case default values (the identity function and (;) respectively) will be automatically substituted in.

            input=(action args kwargs)
+         ┃                 ┏╸post=identity
+       ╭─╂────advisor 1────╂─╮
+       ╰─╂─────────────────╂─╯
+       ╭─╂────advisor 2────╂─╮
+       ╰─╂─────────────────╂─╯
+       ╭─╂────advisor 3────╂─╮
+       ╰─╂─────────────────╂─╯
+         ┃                 ┃
+         ▼                 ▽
+action(args; kargs) ━━━━▶ post╺━━▶ result

        To specify which transforms a Advice should be applied to, ensure you add the relevant type parameters to your transducing function. In cases where the transducing function is not applicable, the Advice will simply act as the identity function.

        After all applicable Advices have been applied, action(args...; kargs...) |> post is called to produce the final result.

        The final post function is created by rightwards-composition with every post entry of the advice forms (i.e. at each stage post = post ∘ extra is run).

        The overall behaviour can be thought of as shells of advice.

                ╭╌ advisor 1 ╌╌╌╌╌╌╌╌─╮
+        ┆ ╭╌ advisor 2 ╌╌╌╌╌╮ ┆
+        ┆ ┆                 ┆ ┆
+input ━━┿━┿━━━▶ function ━━━┿━┿━━▶ result
+        ┆ ╰╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╯ ┆
+        ╰╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╯

        Constructors

        Advice(priority::Int, f::Function)
+Advice(f::Function) # priority is set to 1

        Examples

        1. Logging every time a DataSet is loaded.

        loggingadvisor = Advice(
+    function(post::Function, f::typeof(load), loader::DataLoader, input, outtype)
+        @info "Loading $(loader.data.name)"
+        (post, f, (loader, input, outtype))
+    end)

        2. Automatically committing each data file write.

        writecommitadvisor = Advice(
+    function(post::Function, f::typeof(write), writer::DataWriter{:filesystem}, output, info)
+        function writecommit(result)
+            run(`git add $output`)
+            run(`git commit -m "update $output"`)
+            result
+        end
+        (post ∘ writecommit, writefn, (output, info))
+    end)
        source
        DataToolkitCore.AdviceAmalgamation — Type
        AdviceAmalgamation

        An AdviceAmalgamation is a collection of Advices sourced from available Plugins.

        Like individual Advices, an AdviceAmalgamation can be called as a function. However, it also supports the following convenience syntax:

        (::AdviceAmalgamation)(f::Function, args...; kargs...) # -> result

        Constructors

        AdviceAmalgamation(advisors::Vector{Advice}, plugins_wanted::Vector{String}, plugins_used::Vector{String})
+AdviceAmalgamation(plugins::Vector{String})
+AdviceAmalgamation(collection::DataCollection)
        source
        DataToolkitCore.@advise — Macro
        @advise [source] f(args...; kwargs...)

        Convert a function call f(args...; kwargs...) to an advised function call, where the advise collection is obtained from source or the first data-like* value of args.

        * i.e. a DataCollection, DataSet, or DataTransformer

        For example, @advise myfunc(other, somedataset, rest...) is equivalent to somedataset.collection.advise(myfunc, other, somedataset, rest...).

        This macro performs a fairly minor code transformation, but should improve clarity.

        source

        Advisement (join) points

        Parsing and serialisation of data sets and collections

        DataCollection​s, DataSet​s, and DataTransformer​s are advised at two stages during parsing:

        1. When calling fromspec on the Dict representation, at the start of parsing
        2. At the end of the fromspec function, calling identity on the object

        Serialisation is performed through the tospec call, which is also advised.

        The signatures of the advised function calls are as follows:

        fromspec(DataCollection, spec::Dict{String, Any}; path::Union{String, Nothing})::DataCollection
+identity(collection::DataCollection)::DataCollection
+tospec(collection::DataCollection)::Dict
        fromspec(DataSet, collection::DataCollection, name::String, spec::Dict{String, Any})::DataSet
+identity(dataset::DataSet)::DataSet
+tospec(dataset::DataSet)::Dict
        fromspec(DT::Type{<:DataTransformer}, dataset::DataSet, spec::Dict{String, Any})::DT
+identity(dt::DataTransformer)::DataTransformer
+tospec(dt::DataTransformer)::Dict

        Processing identifiers

        Both the parsing of an Identifier from a string, and the serialisation of an Identifier to a string are advised. Specifically, the following function calls:

        parse_ident(spec::AbstractString)
+string(ident::Identifier)

        The data flow arrows

        The reading, writing, and storage of data may all be advised. Specifically, the following function calls:

        load(loader::DataLoader, datahandle, as::Type)
+storage(provider::DataStorage, as::Type; write::Bool)
+save(writer::DataWriter, datahandle, info)

        Index of advised calls (join points)

        There are 32 advised function calls, across 10 files, covering 12 functions (automatically detected).

        Arranged by function

        fromspec (4 instances)

        • creation.jl

          • On line 60 fromspec(DataSet, parent, String(name), toml_safe(parent, spec)) is advised within a create method.
          • On line 123 fromspec(T, parent, toml_safe(parent, spec)) is advised within a create method.

        • parser.jl

          • On line 122 fromspec(DT, dataset, spec) is advised within a DT::Type{<:DataTransformer} method.
          • On line 247 fromspec(DataSet, collection, name, spec) is advised within a DataSet method.

        identity (4 instances)

        • creation.jl

          • On line 10 identity(collection) is advised within a DataCollection method.

        • parser.jl

          • On line 167 identity(DT(dataset, ttype, priority, dataset_parameters(dataset, Val(:extract), parameters))) is advised within a fromspec method.
          • On line 239 identity(collection) is advised within a fromspec method.
          • On line 277 identity(dataset) is advised within a fromspec method.

        init (1 instance)

        • manipulation.jl

          • On line 53 init(newcollection) is advised within a init method.

        lint (1 instance)

        • lint.jl

          • On line 84 lint(obj, linters) is advised within a lint(obj::T) method.

        load (2 instances)

        • externals.jl

          • On line 189 load(loader, datahandle, Tloader_out) is advised within a read1 method.
          • On line 204 load(loader, nothing, as) is advised within a read1 method.

        parse_ident (8 instances)

        • externals.jl

          • On line 79 parse_ident(identstr) is advised within a dataset method.
          • On line 83 parse_ident(identstr) is advised within a dataset method.

        • errors.jl

          • On line 44 parse_ident(err.identifier) is advised within a Base.showerror method.
          • On line 53 parse_ident(err.identifier) is advised within a Base.showerror method.

        • identification.jl

          • On line 190 parse_ident(identstr) is advised within a resolve method.
          • On line 195 parse_ident(identstr) is advised within a resolve method.

        • parameters.jl

          • On line 41 parse_ident(dsid_match.captures[1]) is advised within a dataset_parameters method.

        • parser.jl

          • On line 72 parse_ident(spec) is advised within a Base.parse method.

        read1 (1 instance)

        • externals.jl

          • On line 146 read1(dataset, as) is advised within a Base.read(dataset::DataSet, as::Type) method.

        refine (1 instance)

        • identification.jl

          • On line 146 refine(matchingdatasets, ident, String[]) is advised within a refine method.

        save (1 instance)

        • externals.jl

          • On line 367 save(writer, datahandle, info) is advised within a Base.write(dataset::DataSet, info::T) method.

        storage (1 instance)

        • externals.jl

          • On line 278 storage(storage_provider, Tout; write) is advised within a Base.open method.

        string (5 instances)

        • display.jl

          • On line 17 string(nameonly) is advised within a Base.show method.

        • errors.jl

          • On line 82 string(ident) is advised within a Base.showerror method.
          • On line 90 string(ident) is advised within a Base.showerror method.

        • identification.jl

          • On line 111 string(ident) is advised within a resolve method.

        • parameters.jl

          • On line 53 string(param) is advised within a dataset_parameters method.

        tospec (3 instances)

        • writer.jl

          • On line 56 tospec(dt) is advised within a Base.convert method.
          • On line 82 tospec(ds) is advised within a Base.convert method.
          • On line 96 tospec(dc) is advised within a Base.convert method.

        Arranged by file

        creation.jl (3 instances)
        • On line 10 identity(collection) is advised within a DataCollection method.
        • On line 60 fromspec(DataSet, parent, String(name), toml_safe(parent, spec)) is advised within a create method.
        • On line 123 fromspec(T, parent, toml_safe(parent, spec)) is advised within a create method.
        display.jl (1 instance)
        • On line 17 string(nameonly) is advised within a Base.show method.
        externals.jl (7 instances)
        • On line 79 parse_ident(identstr) is advised within a dataset method.
        • On line 83 parse_ident(identstr) is advised within a dataset method.
        • On line 146 read1(dataset, as) is advised within a Base.read(dataset::DataSet, as::Type) method.
        • On line 189 load(loader, datahandle, Tloader_out) is advised within a read1 method.
        • On line 204 load(loader, nothing, as) is advised within a read1 method.
        • On line 278 storage(storage_provider, Tout; write) is advised within a Base.open method.
        • On line 367 save(writer, datahandle, info) is advised within a Base.write(dataset::DataSet, info::T) method.
        lint.jl (1 instance)
        • On line 84 lint(obj, linters) is advised within a lint(obj::T) method.
        manipulation.jl (1 instance)
        • On line 53 init(newcollection) is advised within a init method.
        errors.jl (4 instances)
        • On line 44 parse_ident(err.identifier) is advised within a Base.showerror method.
        • On line 53 parse_ident(err.identifier) is advised within a Base.showerror method.
        • On line 82 string(ident) is advised within a Base.showerror method.
        • On line 90 string(ident) is advised within a Base.showerror method.
        identification.jl (4 instances)
        • On line 111 string(ident) is advised within a resolve method.
        • On line 146 refine(matchingdatasets, ident, String[]) is advised within a refine method.
        • On line 190 parse_ident(identstr) is advised within a resolve method.
        • On line 195 parse_ident(identstr) is advised within a resolve method.
        parameters.jl (2 instances)
        • On line 41 parse_ident(dsid_match.captures[1]) is advised within a dataset_parameters method.
        • On line 53 string(param) is advised within a dataset_parameters method.
        parser.jl (6 instances)
        • On line 72 parse_ident(spec) is advised within a Base.parse method.
        • On line 122 fromspec(DT, dataset, spec) is advised within a DT::Type{<:DataTransformer} method.
        • On line 167 identity(DT(dataset, ttype, priority, dataset_parameters(dataset, Val(:extract), parameters))) is advised within a fromspec method.
        • On line 239 identity(collection) is advised within a fromspec method.
        • On line 247 fromspec(DataSet, collection, name, spec) is advised within a DataSet method.
        • On line 277 identity(dataset) is advised within a fromspec method.
        writer.jl (3 instances)
        • On line 56 tospec(dt) is advised within a Base.convert method.
        • On line 82 tospec(ds) is advised within a Base.convert method.
        • On line 96 tospec(dc) is advised within a Base.convert method.
        \ No newline at end of file diff --git a/docs/core/search_index.js b/docs/core/search_index.js new file mode 100644 index 000000000..fb6dbf059 --- /dev/null +++ b/docs/core/search_index.js @@ -0,0 +1,3 @@ +var documenterSearchIndex = {"docs": +[{"location":"linting/","page":"Linting","title":"Linting","text":"EditURL=\"linting.org\"","category":"page"},{"location":"linting/#Linting","page":"Linting","title":"Linting","text":"","category":"section"},{"location":"linting/","page":"Linting","title":"Linting","text":"In DataToolkit, the Data.toml can be linted to identify and resolve potential issues. This is done by generating LintReport​s and LintItem​s.","category":"page"},{"location":"linting/","page":"Linting","title":"Linting","text":"LintReport\nLintItem","category":"page"},{"location":"linting/#DataToolkitCore.LintReport","page":"Linting","title":"DataToolkitCore.LintReport","text":"LintReport\n\nA collection of LintItems that apply to a particular DataCollection.\n\nDepending on the constructor called, the report may be for the entire collection or just a single DataSet.\n\nConstructors\n\nLintReport(collection::DataCollection) -> LintReport\nLintReport(dataset::DataSet) -> LintReport\n\n\n\n\n\n","category":"type"},{"location":"linting/#DataToolkitCore.LintItem","page":"Linting","title":"DataToolkitCore.LintItem","text":"Representation of a lint item.\n\nConstructors\n\nLintItem(source, severity::Union{Int, Symbol}, id::Symbol, message::String,\n fixer::Union{Function, Nothing}=nothing, autoapply::Bool=false)\n\nsource is the object that the lint applies to.\n\nseverity should be one of the following values:\n\n0 or :debug, for messages that may assist with debugging problems that may be associated with particular configuration.\n1 or :info, for informational messages understandable to end-users.\n2 or :warning, for potentially harmful situations.\n3 or :error, for severe issues that will prevent normal functioning.\n\nid is a symbol representing the type of lint (e.g. :unknown_driver)\n\nmessage is a message, intelligible to the end-user, describing the particular nature of the issue with respect to source. It should be as specific as possible.\n\nfixer can be set to a function which modifies source to resolve the issue. If autoapply is set to true then fixer will be called spontaneously. The function should return true or false to indicate whether it was able to successfully fix the issue.\n\nAs a general rule, fixers that do or might require user input should not be run automatically, and fixers that can run without any user input and always \"do the right thing\" should be run automatically.\n\nExamples\n\nTODO\n\nStructure\n\nstruct LintItem{S}\n source ::S\n severity ::UInt8\n id ::Symbol\n message ::String\n fixer ::Union{Function, Nothing}\n autoapply ::Bool\nend\n\n\n\n\n\n","category":"type"},{"location":"linting/","page":"Linting","title":"Linting","text":"Additional lint rules can be created by implementing new lint methods.","category":"page"},{"location":"linting/","page":"Linting","title":"Linting","text":"lint","category":"page"},{"location":"linting/#DataToolkitCore.lint","page":"Linting","title":"DataToolkitCore.lint","text":"lint(obj::T)\n\nCall all of the relevant linter functions on obj. More specifically, the method table is searched for lint(obj::T, ::Val{:linter_id}) methods (where :linter_id is a stand-in for the actual IDs used), and each specific lint function is invoked and the results combined.\n\nnote: Note\nEach specific linter function should return a vector of relevant LintItems, i.e.lint(obj::T, ::Val{:linter_id}) -> Union{Vector{LintItem{T}}, LintItem{T}, Nothing}See the documentation on LintItem for more information on how it should be constructed.\n\n\n\n\n\n","category":"function"},{"location":"plugins/","page":"Plugins & Advice","title":"Plugins & Advice","text":"EditURL=\"plugins.org\"","category":"page"},{"location":"plugins/#Plugins-and-Advice","page":"Plugins & Advice","title":"Plugins & Advice","text":"","category":"section"},{"location":"plugins/","page":"Plugins & Advice","title":"Plugins & Advice","text":"In DataToolkit, the plugin system enables key behaviour to be completely transformed when operating on a given DataCollection.","category":"page"},{"location":"plugins/","page":"Plugins & Advice","title":"Plugins & Advice","text":"Plugin\n@dataplugin","category":"page"},{"location":"plugins/#DataToolkitCore.Plugin","page":"Plugins & Advice","title":"DataToolkitCore.Plugin","text":"Plugin\n\nA named collection of Advice that accompanies DataCollections.\n\nThe complete collection of advice provided by all plugins of a DataCollection is applied to every @advised call involving the DataCollection.\n\nSee also: Advice, AdviceAmalgamation.\n\nConstruction\n\nPlugin(name::String, advisors::Vector{Advice}) -> Plugin\nPlugin(name::String, advisors::Vector{<:Function}) -> Plugin\n\n\n\n\n\n","category":"type"},{"location":"plugins/#DataToolkitCore.@dataplugin","page":"Plugins & Advice","title":"DataToolkitCore.@dataplugin","text":"@dataplugin plugin_variable\n@dataplugin plugin_variable :default\n\nRegister the plugin given by the variable plugin_variable, along with its documentation (fetched by @doc). Should :default be given as the second argument the plugin is also added to the list of default plugins.\n\nThis effectively serves as a minor, but appreciable, convenience for the following pattern:\n\npush!(PLUGINS, myplugin)\nPLUGINS_DOCUMENTATION[myplugin.name] = @doc myplugin\npush!(DEFAULT_PLUGINS, myplugin.name) # when also adding to defaults\n\n\n\n\n\n","category":"macro"},{"location":"plugins/#Advice","page":"Plugins & Advice","title":"Advice","text":"","category":"section"},{"location":"plugins/","page":"Plugins & Advice","title":"Plugins & Advice","text":"Inspired by Lisp, DataToolkitCore comes with a method of completely transforming its behaviour at certain defined points. This is essentially a restricted form of Aspect-oriented programming. At certain declared locations (termed \"join points\"), we consult a list of \"advise\" functions that modify the execution at that point, and apply the (matched via \"pointcuts\") advise functions accordingly.","category":"page"},{"location":"plugins/","page":"Plugins & Advice","title":"Plugins & Advice","text":"(Image: image)","category":"page"},{"location":"plugins/","page":"Plugins & Advice","title":"Plugins & Advice","text":"Each applied advise function is wrapped around the invocation of the join point, and is able to modify the arguments, execution, and results of the join point.","category":"page"},{"location":"plugins/","page":"Plugins & Advice","title":"Plugins & Advice","text":"(Image: image)","category":"page"},{"location":"plugins/","page":"Plugins & Advice","title":"Plugins & Advice","text":"Advice\nAdviceAmalgamation\n@advise","category":"page"},{"location":"plugins/#DataToolkitCore.Advice","page":"Plugins & Advice","title":"DataToolkitCore.Advice","text":"Advice{func, context} <: Function\n\nAdvices allow for composable, highly flexible modifications of data by encapsulating a function call. They are inspired by elisp's advice system, namely the most versatile form — :around advice, and Clojure's transducers.\n\nA Advice is essentially a function wrapper, with a priority::Int attribute. The wrapped functions should be of the form:\n\n(action::Function, args...; kargs...) ->\n ([post::Function], action::Function, args::Tuple, [kargs::NamedTuple])\n\nShort-hand return values with post or kargs omitted are also accepted, in which case default values (the identity function and (;) respectively) will be automatically substituted in.\n\n input=(action args kwargs)\n ┃ ┏╸post=identity\n ╭─╂────advisor 1────╂─╮\n ╰─╂─────────────────╂─╯\n ╭─╂────advisor 2────╂─╮\n ╰─╂─────────────────╂─╯\n ╭─╂────advisor 3────╂─╮\n ╰─╂─────────────────╂─╯\n ┃ ┃\n ▼ ▽\naction(args; kargs) ━━━━▶ post╺━━▶ result\n\nTo specify which transforms a Advice should be applied to, ensure you add the relevant type parameters to your transducing function. In cases where the transducing function is not applicable, the Advice will simply act as the identity function.\n\nAfter all applicable Advices have been applied, action(args...; kargs...) |> post is called to produce the final result.\n\nThe final post function is created by rightwards-composition with every post entry of the advice forms (i.e. at each stage post = post ∘ extra is run).\n\nThe overall behaviour can be thought of as shells of advice.\n\n ╭╌ advisor 1 ╌╌╌╌╌╌╌╌─╮\n ┆ ╭╌ advisor 2 ╌╌╌╌╌╮ ┆\n ┆ ┆ ┆ ┆\ninput ━━┿━┿━━━▶ function ━━━┿━┿━━▶ result\n ┆ ╰╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╯ ┆\n ╰╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╯\n\nConstructors\n\nAdvice(priority::Int, f::Function)\nAdvice(f::Function) # priority is set to 1\n\nExamples\n\n1. Logging every time a DataSet is loaded.\n\nloggingadvisor = Advice(\n function(post::Function, f::typeof(load), loader::DataLoader, input, outtype)\n @info \"Loading $(loader.data.name)\"\n (post, f, (loader, input, outtype))\n end)\n\n2. Automatically committing each data file write.\n\nwritecommitadvisor = Advice(\n function(post::Function, f::typeof(write), writer::DataWriter{:filesystem}, output, info)\n function writecommit(result)\n run(`git add $output`)\n run(`git commit -m \"update $output\"`)\n result\n end\n (post ∘ writecommit, writefn, (output, info))\n end)\n\n\n\n\n\n","category":"type"},{"location":"plugins/#DataToolkitCore.AdviceAmalgamation","page":"Plugins & Advice","title":"DataToolkitCore.AdviceAmalgamation","text":"AdviceAmalgamation\n\nAn AdviceAmalgamation is a collection of Advices sourced from available Plugins.\n\nLike individual Advices, an AdviceAmalgamation can be called as a function. However, it also supports the following convenience syntax:\n\n(::AdviceAmalgamation)(f::Function, args...; kargs...) # -> result\n\nConstructors\n\nAdviceAmalgamation(advisors::Vector{Advice}, plugins_wanted::Vector{String}, plugins_used::Vector{String})\nAdviceAmalgamation(plugins::Vector{String})\nAdviceAmalgamation(collection::DataCollection)\n\n\n\n\n\n","category":"type"},{"location":"plugins/#DataToolkitCore.@advise","page":"Plugins & Advice","title":"DataToolkitCore.@advise","text":"@advise [source] f(args...; kwargs...)\n\nConvert a function call f(args...; kwargs...) to an advised function call, where the advise collection is obtained from source or the first data-like* value of args.\n\n* i.e. a DataCollection, DataSet, or DataTransformer\n\nFor example, @advise myfunc(other, somedataset, rest...) is equivalent to somedataset.collection.advise(myfunc, other, somedataset, rest...).\n\nThis macro performs a fairly minor code transformation, but should improve clarity.\n\n\n\n\n\n","category":"macro"},{"location":"plugins/#Advisement-(join)-points","page":"Plugins & Advice","title":"Advisement (join) points","text":"","category":"section"},{"location":"plugins/#Parsing-and-serialisation-of-data-sets-and-collections","page":"Plugins & Advice","title":"Parsing and serialisation of data sets and collections","text":"","category":"section"},{"location":"plugins/","page":"Plugins & Advice","title":"Plugins & Advice","text":"DataCollection​s, DataSet​s, and DataTransformer​s are advised at two stages during parsing:","category":"page"},{"location":"plugins/","page":"Plugins & Advice","title":"Plugins & Advice","text":"When calling fromspec on the Dict representation, at the start of parsing\nAt the end of the fromspec function, calling identity on the object","category":"page"},{"location":"plugins/","page":"Plugins & Advice","title":"Plugins & Advice","text":"Serialisation is performed through the tospec call, which is also advised.","category":"page"},{"location":"plugins/","page":"Plugins & Advice","title":"Plugins & Advice","text":"The signatures of the advised function calls are as follows:","category":"page"},{"location":"plugins/","page":"Plugins & Advice","title":"Plugins & Advice","text":"fromspec(DataCollection, spec::Dict{String, Any}; path::Union{String, Nothing})::DataCollection\nidentity(collection::DataCollection)::DataCollection\ntospec(collection::DataCollection)::Dict","category":"page"},{"location":"plugins/","page":"Plugins & Advice","title":"Plugins & Advice","text":"fromspec(DataSet, collection::DataCollection, name::String, spec::Dict{String, Any})::DataSet\nidentity(dataset::DataSet)::DataSet\ntospec(dataset::DataSet)::Dict","category":"page"},{"location":"plugins/","page":"Plugins & Advice","title":"Plugins & Advice","text":"fromspec(DT::Type{<:DataTransformer}, dataset::DataSet, spec::Dict{String, Any})::DT\nidentity(dt::DataTransformer)::DataTransformer\ntospec(dt::DataTransformer)::Dict","category":"page"},{"location":"plugins/#Processing-identifiers","page":"Plugins & Advice","title":"Processing identifiers","text":"","category":"section"},{"location":"plugins/","page":"Plugins & Advice","title":"Plugins & Advice","text":"Both the parsing of an Identifier from a string, and the serialisation of an Identifier to a string are advised. Specifically, the following function calls:","category":"page"},{"location":"plugins/","page":"Plugins & Advice","title":"Plugins & Advice","text":"parse_ident(spec::AbstractString)\nstring(ident::Identifier)","category":"page"},{"location":"plugins/#The-data-flow-arrows","page":"Plugins & Advice","title":"The data flow arrows","text":"","category":"section"},{"location":"plugins/","page":"Plugins & Advice","title":"Plugins & Advice","text":"The reading, writing, and storage of data may all be advised. Specifically, the following function calls:","category":"page"},{"location":"plugins/","page":"Plugins & Advice","title":"Plugins & Advice","text":"load(loader::DataLoader, datahandle, as::Type)\nstorage(provider::DataStorage, as::Type; write::Bool)\nsave(writer::DataWriter, datahandle, info)","category":"page"},{"location":"plugins/#Index-of-advised-calls-(join-points)","page":"Plugins & Advice","title":"Index of advised calls (join points)","text":"","category":"section"},{"location":"plugins/","page":"Plugins & Advice","title":"Plugins & Advice","text":"using Markdown\ncontent = Any[]\n\nconst AdviseRecord = NamedTuple{(:location, :parent, :invocation), Tuple{LineNumberNode, <:Union{Expr, Symbol}, Expr}}\nfunction findadvice!(acc::Vector{AdviseRecord}, expr::Expr; parent=nothing)\n if expr.head == :macrocall && first(expr.args) == Symbol(\"@advise\")\n !isnothing(parent) || @warn \"Macro @$(expr.args[2]) has no parent function\"\n push!(acc, (; location=expr.args[2], parent, invocation=expr.args[end]))\n else\n if isnothing(parent) && expr.head == :function\n parent = if first(expr.args) isa Expr\n first(first(expr.args).args)\n else\n first(expr.args)\n end\n elseif isnothing(parent) && expr.head == :(=) &&\n first(expr.args) isa Expr && first(expr.args).head == :call\n parent = first(first(expr.args).args)\n end\n findadvice!.(Ref(acc), expr.args; parent)\n end\nend\nfindadvice!(acc, ::Any; parent=nothing) = nothing\n\nalladvice = Vector{AdviseRecord}()\nfor (root, dirs, files) in walkdir(\"../../src\")\n for file in files\n file == \"precompile.jl\" && continue\n @info \"Analysing $file for advise\"\n path = joinpath(root, file)\n expr = Meta.parseall(read(path, String); filename=path)\n findadvice!(alladvice, expr)\n end\nend\n\nAdvItem = NamedTuple{(:line, :parent, :invocation), Tuple{Int, Union{Expr, Symbol}, Expr}}\nadvbyfunc = Dict{Symbol, Dict{Symbol, Vector{AdvItem}}}()\natypes = first.(getfield.(getfield.(alladvice, :invocation), :args)) |> unique\nafiles = getfield.(getfield.(alladvice, :location), :file) |> unique\n\nfor atype in atypes\n advs = filter(a -> first(a.invocation.args) == atype, alladvice)\n advbyfunc[atype] = Dict{Symbol, Vector{AdvItem}}()\n for (; location, parent, invocation) in advs\n if !haskey(advbyfunc[atype], location.file)\n advbyfunc[atype][location.file] = Vector{AdvItem}()\n end\n push!(advbyfunc[atype][location.file], (; line=location.line, parent, invocation))\n end\nend\n\npush!(content, Markdown.Paragraph([\n \"There are \", Markdown.Bold(string(length(alladvice))),\n \" advised function calls, across \",\n Markdown.Bold(string(length(unique(getfield.(getfield.(alladvice, :location), :file))))),\n \" files, covering \", Markdown.Bold(string(length(advbyfunc))),\n \" functions (automatically detected).\"]))\n\npush!(content, Markdown.Header{3}([\"Arranged by function\"]))\n\nfor fname in sort(keys(advbyfunc) |> collect)\n instances = advbyfunc[fname]\n nadv = sum(length, values(instances))\n push!(content, Markdown.Header{4}([\n Markdown.Code(String(fname)),\n if nadv == 1\n \" (1 instance)\"\n else\n \" ($nadv instances)\"\n end]))\n list = Markdown.List(Any[], -1, false)\n for file in sort(keys(instances) |> collect)\n details = instances[file]\n sublist = Markdown.List(Any[], -1, false)\n for (; line, parent, invocation) in details\n push!(sublist.items, Markdown.Paragraph(\n [\"On line \", string(line), \" \",\n Markdown.Code(string(invocation)),\n \" is advised within a \",\n Markdown.Code(string(parent)), \" method.\"]))\n end\n push!(list.items, Any[\n Markdown.Paragraph([Markdown.Italic(last(splitpath(String(file))))]),\n sublist])\n end\n push!(content, list)\nend\n\npush!(content, Markdown.Header{3}([\"Arranged by file\"]))\n\nadvbyfile = Dict{Symbol, Vector{AdvItem}}()\nfor (; location, parent, invocation) in alladvice\n if !haskey(advbyfile, location.file)\n advbyfile[location.file] = Vector{AdvItem}()\n end\n push!(advbyfile[location.file], (; line=location.line, parent, invocation))\nend\n\nfor file in sort(afiles)\n instances = advbyfile[file]\n push!(content, Markdown.Header{5}([\n Markdown.Code(last(splitpath(String(file)))),\n if length(instances) == 1\n \" (1 instance)\"\n else\n \" ($(length(instances)) instances)\"\n end]))\n list = Markdown.List(Any[], -1, false)\n for (; line, parent, invocation) in instances\n push!(list.items, [Markdown.Paragraph(\n [\"On line \", string(line), \" \",\n Markdown.Code(string(invocation)),\n \" is advised within a \",\n Markdown.Code(string(parent)), \" method.\"])])\n end\n push!(content, list)\nend\n\nMarkdown.MD(content) |> string |> Markdown.parse","category":"page"},{"location":"errors/","page":"Errors","title":"Errors","text":"EditURL=\"errors.org\"","category":"page"},{"location":"errors/#Errors","page":"Errors","title":"Errors","text":"","category":"section"},{"location":"errors/","page":"Errors","title":"Errors","text":"This package tries to minimise the use of generic errors, and maximise the helpfulness of error messages. To that end, a number of new error types are defined.","category":"page"},{"location":"errors/#Identifier-exceptions","page":"Errors","title":"Identifier exceptions","text":"","category":"section"},{"location":"errors/","page":"Errors","title":"Errors","text":"UnresolveableIdentifier\nAmbiguousIdentifier","category":"page"},{"location":"errors/#DataToolkitCore.UnresolveableIdentifier","page":"Errors","title":"DataToolkitCore.UnresolveableIdentifier","text":"UnresolveableIdentifier{T}(identifier::Union{String, UUID}, [collection::DataCollection]) <: IdentifierException\n\nNo T (optionally from collection) could be found that matches identifier.\n\nExample occurrences\n\njulia> d\"iirs\"\nERROR: UnresolveableIdentifier: \"iirs\" does not match any available data sets\n Did you perhaps mean to refer to one of these data sets?\n ■:iris (75% match)\nStacktrace: [...]\n\njulia> d\"iris::Int\"\nERROR: UnresolveableIdentifier: \"iris::Int\" does not match any available data sets\n Without the type restriction, however, the following data sets match:\n dataset:iris, which is available as a DataFrame, Matrix, CSV.File\nStacktrace: [...]\n\n\n\n\n\n","category":"type"},{"location":"errors/#DataToolkitCore.AmbiguousIdentifier","page":"Errors","title":"DataToolkitCore.AmbiguousIdentifier","text":"AmbiguousIdentifier(identifier::Union{String, UUID}, matches::Vector, [collection]) <: IdentifierException\n\nSearching for identifier (optionally within collection), found multiple matches (provided as matches).\n\nExample occurrence\n\njulia> d\"multimatch\"\nERROR: AmbiguousIdentifier: \"multimatch\" matches multiple data sets\n ■:multimatch [45685f5f-e6ff-4418-aaf6-084b847236a8]\n ■:multimatch [92be4bda-55e9-4317-aff4-8d52ee6a5f2c]\nStacktrace: [...]\n\n\n\n\n\n","category":"type"},{"location":"errors/#Package-exceptions","page":"Errors","title":"Package exceptions","text":"","category":"section"},{"location":"errors/","page":"Errors","title":"Errors","text":"UnregisteredPackage\nMissingPackage","category":"page"},{"location":"errors/#DataToolkitCore.UnregisteredPackage","page":"Errors","title":"DataToolkitCore.UnregisteredPackage","text":"UnregisteredPackage(pkg::Symbol, mod::Module) <: PackageException\n\nThe package pkg was asked for within mod, but has not been registered by mod, and so cannot be loaded.\n\nExample occurrence\n\njulia> @require Foo\nERROR: UnregisteredPackage: Foo has not been registered by Main, see @addpkg for more information\nStacktrace: [...]\n\n\n\n\n\n","category":"type"},{"location":"errors/#DataToolkitCore.MissingPackage","page":"Errors","title":"DataToolkitCore.MissingPackage","text":"MissingPackage(pkg::Base.PkgId) <: PackageException\n\nThe package pkg was asked for, but does not seem to be available in the current environment.\n\nExample occurrence\n\njulia> @addpkg Bar \"00000000-0000-0000-0000-000000000000\"\nBar [00000000-0000-0000-0000-000000000000]\n\njulia> @require Bar\n[ Info: Lazy-loading Bar [00000000-0000-0000-0000-000000000001]\nERROR: MissingPackage: Bar [00000000-0000-0000-0000-000000000001] has been required, but does not seem to be installed.\nStacktrace: [...]\n\n\n\n\n\n","category":"type"},{"location":"errors/#Data-Operation-exceptions","page":"Errors","title":"Data Operation exceptions","text":"","category":"section"},{"location":"errors/","page":"Errors","title":"Errors","text":"CollectionVersionMismatch\nEmptyStackError\nReadonlyCollection\nTransformerError\nUnsatisfyableTransformer\nOrphanDataSet\nInvalidParameterType","category":"page"},{"location":"errors/#DataToolkitCore.CollectionVersionMismatch","page":"Errors","title":"DataToolkitCore.CollectionVersionMismatch","text":"CollectionVersionMismatch(version::Int) <: DataOperationException\n\nThe version of the collection currently being acted on is not supported by the current version of DataToolkitCore.\n\nExample occurrence\n\njulia> fromspec(DataCollection, Dict{String, Any}(\"data_config_version\" => -1))\nERROR: CollectionVersionMismatch: -1 (specified) ≠ 0 (current)\n The data collection specification uses the v-1 data collection format, however\n the installed DataToolkitCore version expects the v0 version of the format.\n In the future, conversion facilities may be implemented, for now though you\n will need to manually upgrade the file to the v0 format.\nStacktrace: [...]\n\n\n\n\n\n","category":"type"},{"location":"errors/#DataToolkitCore.EmptyStackError","page":"Errors","title":"DataToolkitCore.EmptyStackError","text":"EmptyStackError() <: DataOperationException\n\nAn attempt was made to perform an operation on a collection within the data stack, but the data stack is empty.\n\nExample occurrence\n\njulia> getlayer() # with an empty STACK\nERROR: EmptyStackError: The data collection stack is empty\nStacktrace: [...]\n\n\n\n\n\n","category":"type"},{"location":"errors/#DataToolkitCore.ReadonlyCollection","page":"Errors","title":"DataToolkitCore.ReadonlyCollection","text":"ReadonlyCollection(collection::DataCollection) <: DataOperationException\n\nModification of collection is not viable, as it is read-only.\n\nExample Occurrence\n\njulia> lockedcollection = DataCollection(Dict{String, Any}(\"uuid\" => Base.UUID(rand(UInt128)), \"config\" => Dict{String, Any}(\"locked\" => true)))\njulia> write(lockedcollection)\nERROR: ReadonlyCollection: The data collection unnamed#298 is locked\nStacktrace: [...]\n\n\n\n\n\n","category":"type"},{"location":"errors/#DataToolkitCore.TransformerError","page":"Errors","title":"DataToolkitCore.TransformerError","text":"TransformerError(msg::String) <: DataOperationException\n\nA catch-all for issues involving data transformers, with details given in msg.\n\nExample occurrence\n\njulia> emptydata = DataSet(DataCollection(), \"empty\", Dict{String, Any}(\"uuid\" => Base.UUID(rand(UInt128))))\nDataSet empty\n\njulia> read(emptydata)\nERROR: TransformerError: Data set \"empty\" could not be loaded in any form.\nStacktrace: [...]\n\n\n\n\n\n","category":"type"},{"location":"errors/#DataToolkitCore.UnsatisfyableTransformer","page":"Errors","title":"DataToolkitCore.UnsatisfyableTransformer","text":"UnsatisfyableTransformer{T}(dataset::DataSet, types::Vector{QualifiedType}) <: DataOperationException\n\nA transformer (of type T) that could provide any of types was asked for, but there is no transformer that satisfies this restriction.\n\nExample occurrence\n\njulia> emptydata = DataSet(DataCollection(), \"empty\", Dict{String, Any}(\"uuid\" => Base.UUID(rand(UInt128))))\nDataSet empty\n\njulia> read(emptydata, String)\nERROR: UnsatisfyableTransformer: There are no loaders for \"empty\" that can provide a String. The defined loaders are as follows:\nStacktrace: [...]\n\n\n\n\n\n","category":"type"},{"location":"errors/#DataToolkitCore.OrphanDataSet","page":"Errors","title":"DataToolkitCore.OrphanDataSet","text":"OrphanDataSet(dataset::DataSet) <: DataOperationException\n\nThe data set (dataset) is no longer a child of its parent collection.\n\nThis error should not occur, and is intended as a sanity check should something go quite wrong.\n\n\n\n\n\n","category":"type"},{"location":"errors/#DataToolkitCore.InvalidParameterType","page":"Errors","title":"DataToolkitCore.InvalidParameterType","text":"InvalidParameterType{T}(thing::T, parameter::String, type::Type) <: DataOperationException\n\nThe parameter parameter of thing must be of type type, but is not.\n\n\n\n\n\n","category":"type"},{"location":"errors/#Qualified-type-exceptions","page":"Errors","title":"Qualified type exceptions","text":"","category":"section"},{"location":"errors/","page":"Errors","title":"Errors","text":"ImpossibleTypeException","category":"page"},{"location":"errors/#DataToolkitCore.ImpossibleTypeException","page":"Errors","title":"DataToolkitCore.ImpossibleTypeException","text":"ImpossibleTypeException(qt::QualifiedType, mod::Union{Module, Nothing}) <: DataOperationException\n\nThe qualified type qt could not be converted to a Type, for some reason or another (mod is the parent module used in the attempt, should it be successfully identified, and nothing otherwise).\n\n\n\n\n\n","category":"type"},{"location":"errors/#Log-exception","page":"Errors","title":"Log exception","text":"","category":"section"},{"location":"errors/","page":"Errors","title":"Errors","text":"DataToolkitCore.LogTaskError","category":"page"},{"location":"errors/#DataToolkitCore.LogTaskError","page":"Errors","title":"DataToolkitCore.LogTaskError","text":"LogTaskError <: Exception\n\nA thin wrapper around a TaskFailedException that only prints the stack trace of the exception within the task.\n\n\n\n\n\n","category":"type"},{"location":"transformers/","page":"Transformers","title":"Transformers","text":"EditURL=\"transformers.org\"","category":"page"},{"location":"transformers/#Transformers","page":"Transformers","title":"Transformers","text":"","category":"section"},{"location":"transformers/","page":"Transformers","title":"Transformers","text":"The way DataToolkit actually interacts with datasets in through transformers.","category":"page"},{"location":"transformers/","page":"Transformers","title":"Transformers","text":"(Image: image)","category":"page"},{"location":"transformers/","page":"Transformers","title":"Transformers","text":"details: Applying a category theory lens\nIf we consider storage locations (storage), raw data (data), and informative representations of the data (information) to be categories, then if you squint a bit the storage, loader, and writer transformers can be viewed as functors. This doesn't make much of a practical impact, but I think it's a fun way of framing things. (Image: image)","category":"page"},{"location":"transformers/#Transformer-types","page":"Transformers","title":"Transformer types","text":"","category":"section"},{"location":"transformers/","page":"Transformers","title":"Transformers","text":"DataTransformer\nDataStorage\nDataLoader\nDataWriter","category":"page"},{"location":"transformers/#DataToolkitCore.DataTransformer","page":"Transformers","title":"DataToolkitCore.DataTransformer","text":"DataTransformer{kind, driver}\n\nThe parent type for structures producing or consuming data.\n\n ╭────loader─────╮\n ╵ ▼\nStorage ◀────▶ Data Information\n ▲ ╷\n ╰────writer─────╯\n\nThere are three kinds of specialised DataTransformers:\n\nDataStorage\nDataLoader\nDataWriter\n\nEach transformer takes a Symbol type parameter designating the driver which should be used to perform the data operation.\n\nIn addition, each transformer has the following fields:\n\ndataset::DataSet, the data set the method operates on\ntype::Vector{QualifiedType}, the Julia types the method supports\npriority::Int, the priority with which this method should be used, compared to alternatives. Lower values have higher priority.\nparameters::Dict{String, Any}, any parameters applied to the method.\n\nSee also: DataStorage, DataLoader, DataWriter, supportedtypes.\n\n\n\n\n\n","category":"type"},{"location":"transformers/#DataToolkitCore.DataStorage","page":"Transformers","title":"DataToolkitCore.DataStorage","text":"DataStorage <: DataTransformer\n\nA DataTransformer that can retrieve data from a source, and/or store data in a source.\n\n Storage ◀────▶ Data\n\nTypically a DataStorage will have methods implemented to provide storage as a FilePath or IO, and potentially writable IO or a FilePath that can be written to.\n\nData of a certain form retrieved from a storage backend of a DataSet can be accessed by calling open on the dataset.\n\nSee also: storage, getstorage, putstorage.\n\nImplementing a DataStorage backend\n\nThere are two ways a new DataStorage backend can be implemented:\n\nImplementing a single storage(ds::DataStorage{:name}, as::Type; write::Bool) method, that will provide an as handle for ds, in either read or write mode.\nImplement one or both of the following methods:\ngetstorage(ds::DataStorage{:name}, as::Type)\nputstorage(ds::DataStorage{:name}, as::Type)\n\nThis split approach allows for backends with very similar read/write cases to be easily implemented with a single storage method, while also allowing for more backends with very different read/write methods or that only support reading or writing exclusively to only implement the relevant method.\n\nOptionally, the following extra methods can be implemented:\n\nsupportedtypes when storage can be read/written to multiple forms, to give preference to certain types and help DataToolkit make reasonable assumptions (does nothing when only a single concrete type is supported)\ncreateauto and/or createinteractive to improve the user experience when creating instances of the storage backend.\ncreatepriority, when you want to have automatic creation using this storage backend to be tried earlier or later than default by DataToolkit.\n\nExample storage backend implementation\n\nFor simple cases, it can only take a few lines to implement a storage backend.\n\nThis is the actual implementation of the :filesystem backend from DataToolkitCommon,\n\nfunction storage(storage::DataStorage{:filesystem}, ::Type{FilePath}; write::Bool)\n path = getpath(storage)\n if @advise storage isfile(path)\n FilePath(path)\n end\nend\n\nfunction storage(storage::DataStorage{:filesystem}, ::Type{DirPath}; write::Bool)\n path = getpath(storage)\n if @advise storage isdir(path)\n DirPath(path)\n end\nend\n\nThis provides support for both files and directories, assisted by the helper function getpath, which retrieves the \"path\" parameter using @getparam and then normalises it.\n\nThe isfile/isdir calls are wrapped in @advise to allow plugins to dynamically perform additional or even potentially instantiate a file on-demand.\n\n\n\n\n\n","category":"type"},{"location":"transformers/#DataToolkitCore.DataLoader","page":"Transformers","title":"DataToolkitCore.DataLoader","text":"DataLoader <: DataTransformer\n\nA DataTransformer that interprets data into a useful form.\n\n ╭────loader─────╮\n ╵ ▼\n Data Information\n\nTypically a DataLoader will have methods implemented to interpret a raw data stream such as IO or a FilePath to a richer, more informative form (such as a DataFrame).\n\nA particular form can be loaded from a DataSet by calling read on the dataset.\n\nSee also: load, supportedtypes.\n\nImplementing a DataLoader backend\n\nTo provide a new DataLoader backend, you need to implement a load method that will provide the data in the requested form:\n\nload(::DataLoader{:name}, source, as::Type)\n\nOften the load implementation will make use of a helpful package. To avoid eagerly loading the package, you can make use of @require and the lazy loading system. In DataToolkitCommon this is combined with the package extension system, resulting in loader implementations that look something like this:\n\nfunction load(loader::DataLoader{:name}, from::IO, as::Vector{String})\n @require SomePkg\n param = @getparam loader.\"param\"::Int 0\n invokelatest(_load_somepkg, from, param)\nend\n\nfunction _load_somepkg end # Implemented in a package extension\n\nDepending on the number of loaders and other details this may be overkill in some situations.\n\nIn order to matchmake DataLoaders and DataStorages, DataToolkit engages in what is essentially custom dispatch using reflection and method table interrogation. In order for this to work well, the source and as arguments should avoid using parametric types beyond the most simple case:\n\nload(::DataLoader{:name}, source::T, as::Type{T}) where {T}\n\nIn cases where a given DataLoader can provide multiple types, or Any/parametric types, you can hint which types are most preferred by implementing supportedtypes for the loader.\n\n\n\n\n\n","category":"type"},{"location":"transformers/#DataToolkitCore.DataWriter","page":"Transformers","title":"DataToolkitCore.DataWriter","text":"DataWriter <: DataTransformer\n\nA DataTransformer that writes a representation of some information to a source.\n\n Data Information\n ▲ ╷\n ╰────writer─────╯\n\nTypically a DataWriter will have methods implemented to write a structured form of the information to a more basic data format such as IO or a FilePath.\n\nA compatible value can be written to a DataSet by calling write on the dataset.\n\nImplementing a DataWriter backend\n\nTo provide a new DataWriter backend, you need to implement a save method that can write a value to a certain form.\n\nsave(::DataWriter{:name}, destination, info)\n\nAs with DataLoaders, DataWriters can also make use of the lazy loading system and package extensions to avoid eager loading of packages.\n\nOften the save implementation will make use of a helpful package. To avoid eagerly saveing the package, you can make use of @require and the lazy saveing system. In DataToolkitCommon this is combined with the package extension system, resulting in saveer implementations that look something like this:\n\nfunction save(writer::DataWriter{:name}, dest::IO, info::Vector{String})\n @require SomePkg\n invokelatest(_save_somepkg, info)\nend\n\nfunction _save_somepkg end # Implemented in a package extension\n\nDepending on the number of loaders and other details this may be overkill in some situations.\n\nIn cases where a given DataWriter can provide multiple types, or Any/parametric types, you can hint which types are most preferred by implementing supportedtypes for the loader.\n\n\n\n\n\n","category":"type"},{"location":"transformers/#Implementation-API","page":"Transformers","title":"Implementation API","text":"","category":"section"},{"location":"transformers/","page":"Transformers","title":"Transformers","text":"storage\ngetstorage\nputstorage\nload\nsave","category":"page"},{"location":"transformers/#DataToolkitCore.storage","page":"Transformers","title":"DataToolkitCore.storage","text":"storage(storer::DataStorage, as::Type; write::Bool=false)\n\nFetch the as from storer, appropiate for reading data from or writing data to (depending on write).\n\nBy default, this just calls getstorage or putstorage (depending on write).\n\nThis executes the following component of the overall data flow:\n\nStorage ◀────▶ Data\n\n\n\n\n\n","category":"function"},{"location":"transformers/#DataToolkitCore.getstorage","page":"Transformers","title":"DataToolkitCore.getstorage","text":"getstorage(storer::DataStorage, as::Type)\n\nFetch the as form of storer, for reading data from.\n\nThis executes the following component of the overall data flow:\n\nStorage ─────▶ Data\n\nSee also: storage, putstorage.\n\n\n\n\n\n","category":"function"},{"location":"transformers/#DataToolkitCore.putstorage","page":"Transformers","title":"DataToolkitCore.putstorage","text":"putstorage(storer::DataStorage, as::Type)\n\nFetch a handle in the form as from storer, that data can be written to.\n\nThis executes the following component of the overall data flow:\n\nStorage ◀───── Data\n\nSee also: storage, getstorage.\n\n\n\n\n\n","category":"function"},{"location":"transformers/#DataToolkitCore.load","page":"Transformers","title":"DataToolkitCore.load","text":"load(loader::DataLoader{driver}, source::Any, as::Type)\n\nUsing a certain loader, obtain information in the form of as from the data given by source.\n\nThis fulfils this component of the overall data flow:\n\n ╭────loader─────╮\n ╵ ▼\nData Information\n\nWhen the loader produces nothing this is taken to indicate that it was unable to load the data for some reason, and that another loader should be tried if possible. This can be considered a soft failure. Any other value is considered valid information.\n\n\n\n\n\n","category":"function"},{"location":"transformers/#DataToolkitCore.save","page":"Transformers","title":"DataToolkitCore.save","text":"save(writer::Datasaveer{driver}, destination::Any, information::Any)\n\nUsing a certain writer, save the information to the destination.\n\nThis fulfils this component of the overall data flow:\n\nData Information\n ▲ ╷\n ╰────writer─────╯\n\n\n\n\n\n","category":"function"},{"location":"transformers/#Extras","page":"Transformers","title":"Extras","text":"","category":"section"},{"location":"transformers/","page":"Transformers","title":"Transformers","text":"supportedtypes\ncreateauto\ncreateinteractive\ncreatepriority","category":"page"},{"location":"transformers/#DataToolkitCore.supportedtypes","page":"Transformers","title":"DataToolkitCore.supportedtypes","text":"supportedtypes(DT::Type{<:DataTransformer}, [spec::Dict{String, Any}, dataset::DataSet]) -> Vector{QualifiedType}\n\nReturn a list of types supported by the data transformer DT.\n\nThis is used as the default value for the type key in the Data TOML. The list of types is dynamically generated based on the available methods for the data transformer.\n\nIn some cases, it makes sense for this to be explicitly defined for a particular transformer, optionally taking into account information in the spec and/or parent dataset.\n\nSee also: QualifiedType, DataTransformer.\n\n\n\n\n\n","category":"function"},{"location":"transformers/#DataToolkitCore.createauto","page":"Transformers","title":"DataToolkitCore.createauto","text":"createauto([dataset::DataSet], T::Type{<:DataTransformer}, source::String)\n\nAutomatically attempts to create a data transformer of type T using source and optionally dataset, without requiring user interaction. Returns either a specification for the transformer as a Dict{String, Any}, true to indicate that an empty (no parameters) transformer should be created, or false/nothing if the transformer cannot be created automatically.\n\nSpecific transformers should implement specialised forms of this function, either returning nothing if automatic creation is not possible, or a \"create spec form\" as a list of key::String => value pairs. For example:\n\n[\"foo\" => \"bar\",\n \"baz\" => 2]\n\nUse this function when the creation process should be handled programmatically without user input. If user interaction is required to gather additional information use createinteractive.\n\n\n\n\n\n","category":"function"},{"location":"transformers/#DataToolkitCore.createinteractive","page":"Transformers","title":"DataToolkitCore.createinteractive","text":"createinteractive([dataset::DataSet], T::Type{<:DataTransformer}, source::String)\n\nAttempts to create a data transformer of type T with user interaction, using source and dataset. Prompts the user for additional information if required. Returns either a specification for the transformer as a dictionary, true to indicate that an empty (no parameters) transformer should be created, or nothing if the transformer cannot be created interactively.\n\nSpecific transformers should implement specialised forms of this function, either returning nothing if creation is not applicable, or a \"create spec form\" as a list of key::String => value pairs. For example:\n\n[\"foo\" => \"bar\", \"baz\" => 2]\n\nIn addition to accepting TOML-representable values, a NamedTuple can be used to define the interactive prompt with fields like:\n\n(; prompt::String = \"key\", type::Type{String or Bool or <:Number} = String, default::type = false or \"\", optional::Bool = false, skipvalue::Any = nothing, post::Function = identity)\n\nThe function can also accept a Function that takes the current specification as an argument and returns a TOML-representable value or NamedTuple.\n\nUse this function when user interaction is necessary for the creation process. For cases where the creation can be handled programmatically without user input, consider using createauto.\n\n\n\n\n\n","category":"function"},{"location":"transformers/#DataToolkitCore.createpriority","page":"Transformers","title":"DataToolkitCore.createpriority","text":"createpriority(T::Type{<:DataTransformer})\n\nThe priority with which a transformer of type T should be created. This can be any integer, but try to keep to -100–100 (see create).\n\n\n\n\n\n","category":"function"},{"location":"utilities/","page":"Utilities","title":"Utilities","text":"EditURL=\"utilities.org\"","category":"page"},{"location":"utilities/#Utilities","page":"Utilities","title":"Utilities","text":"","category":"section"},{"location":"utilities/","page":"Utilities","title":"Utilities","text":"SystemPath\nFilePath\nDirPath\n@log_do\n@getparam\natomic_write","category":"page"},{"location":"utilities/#DataToolkitCore.SystemPath","page":"Utilities","title":"DataToolkitCore.SystemPath","text":"SystemPath\n\nA string, but one that explicitly refers to a path on the system.\n\nSee also: FilePath, DirPath.\n\n\n\n\n\n","category":"type"},{"location":"utilities/#DataToolkitCore.FilePath","page":"Utilities","title":"DataToolkitCore.FilePath","text":"FilePath <: SystemPath\n\nCrude stand in for a file path type, which is strangely absent from Base.\n\nThis allows for load/write method dispatch, and the distinguishing of file content (as a String) from file paths.\n\nSee also: DirPath.\n\nExamples\n\njulia> string(FilePath(\"some/path\"))\n\"some/path\"\n\n\n\n\n\n","category":"type"},{"location":"utilities/#DataToolkitCore.DirPath","page":"Utilities","title":"DataToolkitCore.DirPath","text":"DirPath <: SystemPath\n\nSignifies that a given string is in fact a path to a directory.\n\nThis allows for load/write method dispatch, and the distinguishing of file content (as a String) from file paths.\n\nSee also: FilePath.\n\nExamples\n\njulia> string(DirPath(\"some/path\"))\n\"some/path\"\n\n\n\n\n\n","category":"type"},{"location":"utilities/#DataToolkitCore.@log_do","page":"Utilities","title":"DataToolkitCore.@log_do","text":"@log_do category message [expr]\n\nReturn the result of expr, logging message with category if appropriate to do so.\n\n\n\n\n\n","category":"macro"},{"location":"utilities/#DataToolkitCore.@getparam","page":"Utilities","title":"DataToolkitCore.@getparam","text":"@getparam container.\"parameter\"::Type default=nothing\n\nGet the parameter \"parameter\" from container (a DataCollection, DataSet, or DataTransformer), ensuring that it is of type Type. If it is not, an InvalidParameterType error is thrown.\n\n\n\n\n\n","category":"macro"},{"location":"utilities/#DataToolkitCore.atomic_write","page":"Utilities","title":"DataToolkitCore.atomic_write","text":"atomic_write(f::Function, as::IO|String, dest::AbstractString; temp::AbstractString = dest * \"_XXXX.part\")\n\nAtomically write to dest with f, via temp.\n\nCalls the function f that writes to temp, with temp given as an IO handle or a String depending on as. Upon completion, temp is renamed to dest.\n\nThe file dest is not touched until the write is complete, and if the write to dest is interrupted or fails for any reason, no data is written to temp.\n\n\n\n\n\n","category":"function"},{"location":"packages/","page":"Lazy Packages","title":"Lazy Packages","text":"EditURL=\"packages.org\"","category":"page"},{"location":"packages/#Lazily-using-packages","page":"Lazy Packages","title":"Lazily using packages","text":"","category":"section"},{"location":"packages/","page":"Lazy Packages","title":"Lazy Packages","text":"It is entirely likely that in the course of writing a package providing a custom data transformer, one would come across packages that may be needed.","category":"page"},{"location":"packages/","page":"Lazy Packages","title":"Lazy Packages","text":"Every possibly desired package could be shoved into the list of dependences, but this is a somewhat crude approach. A more granular approach is enabled with two macros, @addpkg and @require.","category":"page"},{"location":"packages/#Letting-DataToolkit-know-about-extra-packages","page":"Lazy Packages","title":"Letting DataToolkit know about extra packages","text":"","category":"section"},{"location":"packages/","page":"Lazy Packages","title":"Lazy Packages","text":"addpkg\n@addpkg","category":"page"},{"location":"packages/#DataToolkitCore.addpkg","page":"Lazy Packages","title":"DataToolkitCore.addpkg","text":"addpkg(mod::Module, name::Symbol, uuid::Union{UUID, String})\n\nRegister the package identified by name with UUID uuid, as known by mod.\n\nSee also: @addpkg, @require.\n\n\n\n\n\n","category":"function"},{"location":"packages/#DataToolkitCore.@addpkg","page":"Lazy Packages","title":"DataToolkitCore.@addpkg","text":"@addpkg name::Symbol uuid::String\n\nRegister the package identified by name with UUID uuid. This package may now be used with @require $name.\n\nAll @addpkg statements should lie within a module's __init__ function.\n\nExample\n\n@addpkg CSV \"336ed68f-0bac-5ca0-87d4-7b16caf5d00b\"\n\nSee also: @require, addpkg.\n\n\n\n\n\n","category":"macro"},{"location":"packages/#Using-extra-packages","page":"Lazy Packages","title":"Using extra packages","text":"","category":"section"},{"location":"packages/","page":"Lazy Packages","title":"Lazy Packages","text":"@require\ninvokepkglatest","category":"page"},{"location":"packages/#DataToolkitCore.@require","page":"Lazy Packages","title":"DataToolkitCore.@require","text":"@require Package\n@require Package = \"UUID\"\n\nRequire the package Package, either previously registered with @addpkg or by UUID.\n\nThis sets a variable Package to the module of the package.\n\nIf the package is not currently loaded, DataToolkit will attempt to lazy-load the package via an early return PkgRequiredRerunNeeded singleton. So long as this is seen by a calling invokepkglatest the package will be loaded and the function re-run.\n\nSee also: @addpkg, invokepkglatest.\n\n\n\n\n\n","category":"macro"},{"location":"packages/#DataToolkitCore.invokepkglatest","page":"Lazy Packages","title":"DataToolkitCore.invokepkglatest","text":"invokepkglatest(f, args...; kwargs...)\n\nCall f(args...; kwargs...) via invokelatest, and re-run if PkgRequiredRerunNeeded is returned.\n\nSee also: @require.\n\n\n\n\n\n","category":"function"},{"location":"packages/#Example","page":"Lazy Packages","title":"Example","text":"","category":"section"},{"location":"packages/","page":"Lazy Packages","title":"Lazy Packages","text":"module DataToolkitExample\n\nusing DataToolkitCore\nusing DataFrame\n\nfunction __init__()\n @addpkg CSV \"336ed68f-0bac-5ca0-87d4-7b16caf5d00b\"\n @addpkg DelimitedFiles \"8bb1440f-4735-579b-a4ab-409b98df4dab\"\nend\n\nfunction load(::DataLoader{:csv}, from::IOStream, ::Type{DataFrame})\n @require CSV\n result = CSV.read(from, DataFrame)\n close(from)\n result\nend\n\nfunction load(::DataLoader{:delimcsv}, from::IOStream, ::Type{DataFrame})\n @require DelimitedFiles\n result = DelimitedFiles.readdlm(from, ',', DataFrame)\n close(from)\n result\nend\n\nend","category":"page"},{"location":"packages/","page":"Lazy Packages","title":"Lazy Packages","text":"Packages that implement loaders with other packages are recommended to use Julia 1.9's Package Extensions, together with the @requires macro and invokelatest like so:","category":"page"},{"location":"packages/","page":"Lazy Packages","title":"Lazy Packages","text":"# CsvLoaderPkg/src/loader.jl\nfunction load(::DataLoader{:csv}, from::IOStream, t::Type{DataFrame})\n @require CSV\n invokelatest(_load_csv, from, t)\nend","category":"page"},{"location":"packages/","page":"Lazy Packages","title":"Lazy Packages","text":"# CsvLoaderPkg/ext/csv.jl\nmodule csv\n\nusing CSV\nimport CsvLoaderPkg: _load_csv\n\nfunction _load_csv(from::IOStream, ::Type{DataFrame})\n result = CSV.read(from, DataFrame)\n close(from)\n result\nend\n\nend","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"EditURL=\"index.org\"","category":"page"},{"location":"#Introduction","page":"Introduction","title":"Introduction","text":"","category":"section"},{"location":"","page":"Introduction","title":"Introduction","text":"This package implements the core design and API of DataToolkit. It is not intended to be user-facing and is instead for packages that want to build on the DataToolkit infrastructure itself.","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"This documentation also details some user-facing API reexported by other packages, how transformers and plugins work and should be implemented, as well as some general design decisions.","category":"page"},{"location":"#The-problem-with-the-current-state-of-affairs","page":"Introduction","title":"The problem with the current state of affairs","text":"","category":"section"},{"location":"","page":"Introduction","title":"Introduction","text":"Data is beguiling. It can initially seem simple to deal with: \"here I have a file, and that's it\". However as soon as you do things with the data you're prone to be asked tricky questions like:","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"where's the data?\nhow did you process that data?\nhow can I be sure I'm looking at the same data as you?","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"This is no small part of the replication crisis.","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"(Image: image)","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"Further concerns arise as soon as you start dealing with large quantities of data, or computationally expensive derived data sets. For example:","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"Have I already computed this data set somewhere else?\nIs my generated data up to date with its sources/dependencies?","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"Generic tools exist for many parts of this problem, but there are some benefits that can be realised by creating a Julia-specific system, namely:","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"Having all pertinent environmental information in the data processing contained in a single Project.toml\nImproved convenience in data loading and management, compared to a generic solution\nAllowing datasets to be easily shared with a Julia package","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"In addition, the Julia community seems to have a strong tendency to NIH[NIH] tools, so we may as well get ahead of this and try to make something good 😛.","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"[NIH]: Not Invented Here, a tendency to \"reinvent the wheel\" to avoid using tools from external origins — it would of course be better if you (re)made it.","category":"page"},{"location":"#Pre-existing-solutions","page":"Introduction","title":"Pre-existing solutions","text":"","category":"section"},{"location":"#DataLad","page":"Introduction","title":"DataLad","text":"","category":"section"},{"location":"","page":"Introduction","title":"Introduction","text":"Does a lot of things well\nPuts information on how to create data in git commit messages (bad)\nNo data file specification","category":"page"},{"location":"#Kedro-data-catalog","page":"Introduction","title":"Kedro data catalog","text":"","category":"section"},{"location":"","page":"Introduction","title":"Introduction","text":"Has a file defining all the data (good)\nHas poor versioning\nhttps://kedro.readthedocs.io/en/stable/data/data_catalog.html\nData Catalog CLI","category":"page"},{"location":"#Snakemake","page":"Introduction","title":"Snakemake","text":"","category":"section"},{"location":"","page":"Introduction","title":"Introduction","text":"Workflow manager, with remote file support\nSnakemake Remote Files\nGood list of possible file locations to handle\nDrawback is that you have to specify the location you expect(S3, http, FTP, etc.)\nNo data file specification","category":"page"},{"location":"#Nextflow","page":"Introduction","title":"Nextflow","text":"","category":"section"},{"location":"","page":"Introduction","title":"Introduction","text":"Workflow manager, with remote file support\nDocs on files and IO\nDocs on S3\nYou just call file() and nextflow figures out under the hood the protocol whether it should pull it from S3, http, FTP, or a local file.\nNo data file specification","category":"page"},{"location":"internals/","page":"Internals","title":"Internals","text":"EditURL=\"internals.org\"","category":"page"},{"location":"internals/#Internals","page":"Internals","title":"Internals","text":"","category":"section"},{"location":"internals/#Type-transformations","page":"Internals","title":"Type transformations","text":"","category":"section"},{"location":"internals/","page":"Internals","title":"Internals","text":"DataToolkitCore.issubtype\nDataToolkitCore.paramtypebound\nDataToolkitCore.targettypes\nDataToolkitCore.ispreferredpath\nDataToolkitCore.transformersigs\nDataToolkitCore.typesteps","category":"page"},{"location":"internals/#DataToolkitCore.issubtype","page":"Internals","title":"DataToolkitCore.issubtype","text":"issubtype(X::Type, T::Union{Type, TypeVar})\nissubtype(x::X, T::Union{Type, TypeVar})\n\nCheck if X is indeed a subtype of T.\n\nThis is a tweaked version of isa that can (mostly) handle TypeVar instances.\n\n\n\n\n\n","category":"function"},{"location":"internals/#DataToolkitCore.paramtypebound","page":"Internals","title":"DataToolkitCore.paramtypebound","text":"paramtypebound(T::Union{Type, TypeVar}, Tparam::Union{Type, TypeVar}, paramT::Type)\n\nReturn the Type that bounds T.\n\nThis is simply T when T isa Type, but T may also be a TypeVar that is parameterised by Tparam. In this case, the Type that T is parameterised by is returned, which is taken to be paramT.\n\nGiven a type T that may be parameterised according to Tparam,\n\njulia> paramtypebound(String, IO, IO)\nString\n\njulia> T = TypeVar(:T)\nT\n\njulia> paramtypebound(T, Type{T}, Float64)\nFloat64\n\n\n\n\n\n","category":"function"},{"location":"internals/#DataToolkitCore.targettypes","page":"Internals","title":"DataToolkitCore.targettypes","text":"targettypes(types::Vector{QualifiedType}, desired::Type) -> Vector{Type}\ntargettypes(transformer::DataTransformer, desired::Type) -> Vector{Type}\n\nReturn all Types that one might hope to produce from types or transformer.\n\nMore specifically, this will give all Types that can be produced which are a subtype of desired, and desired itself.\n\nPriority order is preserved.\n\n\n\n\n\n","category":"function"},{"location":"internals/#DataToolkitCore.ispreferredpath","page":"Internals","title":"DataToolkitCore.ispreferredpath","text":"ispreferredpath(a, b)\n\nCompares two \"type paths\" a and b, returning whether a is preferred.\n\nEach \"type path\" is a tuple of the form:\n\n(Tin::Type => Tout::Type, index::Int, transformer::Type{<:DataTransformer})\n\nThis operates on the following rules:\n\nThe path with the lower index is preferred.\nIf the indices are equal, the path with the more specific output type is preferred.\nIf the output types are equally specific, the path with the more specific loader is preferred.\nIf the loaders are equally specific, the more similar data transformation (Tin => Tout) is preferred.\n\n\n\n\n\n","category":"function"},{"location":"internals/#DataToolkitCore.transformersigs","page":"Internals","title":"DataToolkitCore.transformersigs","text":"transformersigs(transformer::Type{<:DataTransformer}, desired::Type)\n\nReturn processed signatures of the transformation methods implemented for transformer that could produce/provide a subtype of desired.\n\nDataStorage produces tuples of (Type{<:DataStorage}, Type{out})\nDataLoaders produces tuples of (Type{<:DataLoader}, Type{in}, Type{out})\nDataWriter produces tuples of (Type{<:DataWriter}, Type{in}, Type{data})\n\nThe DataStorage method takes a write::Bool keyword argument.\n\n\n\n\n\n","category":"function"},{"location":"internals/#DataToolkitCore.typesteps","page":"Internals","title":"DataToolkitCore.typesteps","text":"typesteps(loader::DataLoader, desired::Type) -> Vector{Pair{Type, Type}}\n\nIdentify and order all uses of loader that may produce a subtype of desired.\n\nMore specifically, this finds all load methods that can produce a subtype of desired, checks what input and output types they work with, and orders them according to the declared types of loader and the specificity of the output types (more specific is interpreted as better).\n\nThe output vector gives the step-change in the type domain that each method performs.\n\n\n\n\n\n","category":"function"},{"location":"internals/#TOML-related","page":"Internals","title":"TOML related","text":"","category":"section"},{"location":"internals/","page":"Internals","title":"Internals","text":"DataToolkitCore.toml_safe\nDataToolkitCore.tomlreformat!\nDataToolkitCore.dataset_parameters","category":"page"},{"location":"internals/#DataToolkitCore.toml_safe","page":"Internals","title":"DataToolkitCore.toml_safe","text":"toml_safe(value)\n\nRecursively convert value to a form that DataToolkit can safely encode to TOML.\n\n\n\n\n\n","category":"function"},{"location":"internals/#DataToolkitCore.tomlreformat!","page":"Internals","title":"DataToolkitCore.tomlreformat!","text":"tomlreformat!(io::IO)\n\nConsume io representing a TOML file, and reformat it to improve readability. Currently this takes the form of the following changes:\n\nReplace inline multi-line strings with multi-line toml strings.\n\nAn IOBuffer containing the reformatted content is returned.\n\nThe processing assumes that io contains TOML.print-formatted content. Should this not be the case, mangled TOML may be emitted.\n\n\n\n\n\n","category":"function"},{"location":"internals/#DataToolkitCore.dataset_parameters","page":"Internals","title":"DataToolkitCore.dataset_parameters","text":"dataset_parameters(source::Union{DataCollection, DataSet, DataTransformer},\n action::Val{:extract|:resolve|:encode}, value::Any)\n\nObtain a form (depending on action) of value, a property within source.\n\nActions\n\n:extract Look for DataSet references (\"📇DATASET<<…>>\") within value, and turn them into Identifiers (the inverse of :encode).\n\n:resolve Look for Identifiers in value, and resolve them to the referenced DataSet/value.\n\n:encode Look for Identifiers in value, and turn them into DataSet references (the inverse of :extract).\n\n\n\n\n\n","category":"function"},{"location":"internals/#String-utils","page":"Internals","title":"String utils","text":"","category":"section"},{"location":"internals/","page":"Internals","title":"Internals","text":"DataToolkitCore.natkeygen\nDataToolkitCore.stringdist\nDataToolkitCore.stringsimilarity\nDataToolkitCore.issubseq\nDataToolkitCore.longest_common_subsequence\nDataToolkitCore.highlight_lcs","category":"page"},{"location":"internals/#DataToolkitCore.natkeygen","page":"Internals","title":"DataToolkitCore.natkeygen","text":"natkeygen(key::String)\n\nGenerate a sorting key for key that when used with sort will put the collection in \"natural order\".\n\njulia> natkeygen.([\"A1\", \"A10\", \"A02\", \"A1.5\"])\n4-element Vector{Vector{String}}:\n [\"a\", \"0\\x01\"]\n [\"a\", \"0\\n\"]\n [\"a\", \"0\\x02\"]\n [\"a\", \"0\\x015\"]\n\njulia> sort([\"A1\", \"A10\", \"A02\", \"A1.5\"], by=natkeygen)\n4-element Vector{String}:\n \"A1\"\n \"A1.5\"\n \"A02\"\n \"A10\"\n\n\n\n\n\n","category":"function"},{"location":"internals/#DataToolkitCore.stringdist","page":"Internals","title":"DataToolkitCore.stringdist","text":"stringdist(a::AbstractString, b::AbstractString; halfcase::Bool=false)\n\nCalculate the Restricted Damerau-Levenshtein distance (aka. Optimal String Alignment) between a and b.\n\nThis is the minimum number of edits required to transform a to b, where each edit is a deletion, insertion, substitution, or transposition of a character, with the restriction that no substring is edited more than once.\n\nWhen halfcase is true, substitutions that just switch the case of a character cost half as much.\n\nExamples\n\njulia> stringdist(\"The quick brown fox jumps over the lazy dog\",\n \"The quack borwn fox leaps ovver the lzy dog\")\n7\n\njulia> stringdist(\"typo\", \"tpyo\")\n1\n\njulia> stringdist(\"frog\", \"cat\")\n4\n\njulia> stringdist(\"Thing\", \"thing\", halfcase=true)\n0.5\n\n\n\n\n\n","category":"function"},{"location":"internals/#DataToolkitCore.stringsimilarity","page":"Internals","title":"DataToolkitCore.stringsimilarity","text":"stringsimilarity(a::AbstractString, b::AbstractString; halfcase::Bool=false)\n\nReturn the stringdist as a proportion of the maximum length of a and b, take one. When halfcase is true, case switches cost half as much.\n\nExample\n\njulia> stringsimilarity(\"same\", \"same\")\n1.0\n\njulia> stringsimilarity(\"semi\", \"demi\")\n0.75\n\njulia> stringsimilarity(\"Same\", \"same\", halfcase=true)\n0.875\n\n\n\n\n\n","category":"function"},{"location":"internals/#DataToolkitCore.issubseq","page":"Internals","title":"DataToolkitCore.issubseq","text":"issubseq(a, b)\n\nReturn true if a is a subsequence of b, false otherwise.\n\nExamples\n\njulia> issubseq(\"abc\", \"abc\")\ntrue\n\njulia> issubseq(\"adg\", \"abcdefg\")\ntrue\n\njulia> issubseq(\"gda\", \"abcdefg\")\nfalse\n\n\n\n\n\n","category":"function"},{"location":"internals/#DataToolkitCore.longest_common_subsequence","page":"Internals","title":"DataToolkitCore.longest_common_subsequence","text":"longest_common_subsequence(a, b)\n\nFind the longest common subsequence of b within a, returning the indices of a that comprise the subsequence.\n\nThis function is intended for strings, but will work for any indexable objects with == equality defined for their elements.\n\nExample\n\njulia> longest_common_subsequence(\"same\", \"same\")\n4-element Vector{Int64}:\n 1\n 2\n 3\n 4\n\njulia> longest_common_subsequence(\"fooandbar\", \"foobar\")\n6-element Vector{Int64}:\n 1\n 2\n 3\n 7\n 8\n 9\n\n\n\n\n\n","category":"function"},{"location":"internals/#DataToolkitCore.highlight_lcs","page":"Internals","title":"DataToolkitCore.highlight_lcs","text":"highlight_lcs(io::IO, a::String, b::String;\n before::String=\"\\e[1m\", after::String=\"\\e[22m\",\n invert::Bool=false)\n\nPrint a, highlighting the longest common subsequence between a and b by inserting before prior to each subsequence region and after afterwards.\n\nIf invert is set, the before/after behaviour is switched.\n\n\n\n\n\n","category":"function"},{"location":"internals/#Small-dicts","page":"Internals","title":"Small dicts","text":"","category":"section"},{"location":"internals/","page":"Internals","title":"Internals","text":"DataToolkitCore.newdict\nDataToolkitCore.shrinkdict","category":"page"},{"location":"internals/#DataToolkitCore.newdict","page":"Internals","title":"DataToolkitCore.newdict","text":"newdict(K::Type, V::Type, capacity::Int) -> Dict{K, V}\n\nCreate a new Dict{K, V} sized to hold capacity elements, hopefully without resizing. Depending on the particular value of capacity and the Julia version, this can result in substantial memory savings for small dictionaries.\n\n\n\n\n\n","category":"function"},{"location":"internals/#DataToolkitCore.shrinkdict","page":"Internals","title":"DataToolkitCore.shrinkdict","text":"shrinkdict(dict::Dict) -> Dict\n\nIf dict looks like it may be smaller if reconstructed using newdict, do so.\n\n\n\n\n\n","category":"function"},{"location":"internals/#Logging","page":"Internals","title":"Logging","text":"","category":"section"},{"location":"internals/","page":"Internals","title":"Internals","text":"DataToolkitCore.should_log\nDataToolkitCore.wait_maybe_log","category":"page"},{"location":"internals/#DataToolkitCore.should_log","page":"Internals","title":"DataToolkitCore.should_log","text":"should_log(category::String) -> Bool\n\nDetermine whether a message should be logged based on its category.\n\nThe category string can contain any number of subcategories separated by colons. If any parent category is enabled, the subcategory is also enabled.\n\n\n\n\n\n","category":"function"},{"location":"internals/#DataToolkitCore.wait_maybe_log","page":"Internals","title":"DataToolkitCore.wait_maybe_log","text":"wait_maybe_log(category::String, message::AbstractString; mod::Module, file::String, line::Int) -> Timer\n\nWait for a delay before logging message with category if should_log(category).\n\nThe log is produced with metadata from mod, file, and line.\n\n\n\n\n\n","category":"function"},{"location":"internals/#Miscilanious","page":"Internals","title":"Miscilanious","text":"","category":"section"},{"location":"internals/","page":"Internals","title":"Internals","text":"DataToolkitCore.typeify\nDataToolkitCore.reinit\nDataToolkitCore._dataadvisecall\nDataToolkitCore.strip_stacktrace_advice!\nDataToolkitCore.get_package\nDataToolkitCore.try_install_pkg\nDataToolkitCore.read1","category":"page"},{"location":"internals/#DataToolkitCore.typeify","page":"Internals","title":"DataToolkitCore.typeify","text":"typeify(qt::QualifiedType; mod::Module=Main)\n\nConvert qt to a Type available in mod, if possible. If this cannot be done, nothing is returned instead.\n\n\n\n\n\n","category":"function"},{"location":"internals/#DataToolkitCore.reinit","page":"Internals","title":"DataToolkitCore.reinit","text":"reinit(dta::AdviceAmalgamation)\n\nCheck that dta is well initialised before using it.\n\nThis does noting if dta.plugins_wanted is the same as dta.plugins_used.\n\nWhen they differ, it re-builds the advisors function list based on the currently available plugins, and updates dta.plugins_used.\n\n\n\n\n\n","category":"function"},{"location":"internals/#DataToolkitCore._dataadvisecall","page":"Internals","title":"DataToolkitCore._dataadvisecall","text":"_dataadvisecall(func::Function, args...; kwargs...)\n\nIdentify the first data-like argument of args (i.e. a DataCollection, DataSet, or DataTransformer), obtain its advise, and perform an advised call of func(args...; kwargs...).\n\n\n\n\n\n","category":"function"},{"location":"internals/#DataToolkitCore.strip_stacktrace_advice!","page":"Internals","title":"DataToolkitCore.strip_stacktrace_advice!","text":"strip_stacktrace_advice!(st::Vector{Base.StackTraces.StackFrame})\n\nRemove stack frames related to @advise and invokepkglatest from st.\n\n\n\n\n\n","category":"function"},{"location":"internals/#DataToolkitCore.get_package","page":"Internals","title":"DataToolkitCore.get_package","text":"get_package(pkg::Base.PkgId)\nget_package(from::Module, name::Symbol)\n\nObtain a module specified by either pkg or identified by name and declared by from. Should the package not be currently loaded DataToolkit will attempt to lazy-load the package and return its module.\n\nFailure to either locate name or require pkg will result in an exception being thrown.\n\nSee also: @require, @addpkg, try_install_pkg.\n\n\n\n\n\n","category":"function"},{"location":"internals/#DataToolkitCore.try_install_pkg","page":"Internals","title":"DataToolkitCore.try_install_pkg","text":"try_install_pkg(pkg::Base.PkgId)\n\nAttempt to install the package identified by pkg if it is not currently installed.\n\nThis function is called automatically by get_package if the package is not currently loaded, and calls Pkg's try_prompt_pkg_add method from its REPLExt package extension. If the REPL has not been loaded, nothing will be done.\n\n\n\n\n\n","category":"function"},{"location":"internals/#DataToolkitCore.read1","page":"Internals","title":"DataToolkitCore.read1","text":"read1(dataset::DataSet, as::Type)\n\nThe advisable implementation of read(dataset::DataSet, as::Type), which see.\n\nThis is essentially an exercise in useful indirection.\n\n\n\n\n\n","category":"function"},{"location":"internals/#Consts","page":"Internals","title":"Consts","text":"","category":"section"},{"location":"internals/","page":"Internals","title":"Internals","text":"DataToolkitCore.LATEST_DATA_CONFIG_VERSION\nDataToolkitCore.PLUGINS_DOCUMENTATION\nDataToolkitCore.DEFAULT_PLUGINS\nDataToolkitCore.PLUGINS\nDataToolkitCore.TRANSFORMER_DOCUMENTATION\nDataToolkitCore.EXTRA_PACKAGES\nDataToolkitCore.DEFAULT_DATATRANSFORMER_PRIORITY\nDataToolkitCore.DEFAULT_DATA_ADVISOR_PRIORITY\nDataToolkitCore.DATASET_REFERENCE_WRAPPER\nDataToolkitCore.DATASET_REFERENCE_REGEX\nDataToolkitCore.DATA_CONFIG_RESERVED_ATTRIBUTES\nDataToolkitCore.DATA_CONFIG_KEY_SORT_MAPPING\nDataToolkitCore.LINT_SEVERITY_MESSAGES\nDataToolkitCore.LINT_SEVERITY_MAPPING\nDataToolkitCore.DEFAULT_LOG_DELAY\nDataToolkitCore.SIMPLIFY_STACKTRACES","category":"page"},{"location":"internals/#DataToolkitCore.LATEST_DATA_CONFIG_VERSION","page":"Internals","title":"DataToolkitCore.LATEST_DATA_CONFIG_VERSION","text":"The DataCollection.version set on all created DataCollections, and assumed when reading any Data.toml files which do not set data_config_version.\n\n\n\n\n\n","category":"constant"},{"location":"internals/#DataToolkitCore.PLUGINS_DOCUMENTATION","page":"Internals","title":"DataToolkitCore.PLUGINS_DOCUMENTATION","text":"A mapping from Plugin names to the documentation of said plugin.\n\n\n\n\n\n","category":"constant"},{"location":"internals/#DataToolkitCore.DEFAULT_PLUGINS","page":"Internals","title":"DataToolkitCore.DEFAULT_PLUGINS","text":"The set of plugins (by name) that should used by default when creating a new data collection.\n\n\n\n\n\n","category":"constant"},{"location":"internals/#DataToolkitCore.PLUGINS","page":"Internals","title":"DataToolkitCore.PLUGINS","text":"The set of plugins currently available.\n\n\n\n\n\n","category":"constant"},{"location":"internals/#DataToolkitCore.TRANSFORMER_DOCUMENTATION","page":"Internals","title":"DataToolkitCore.TRANSFORMER_DOCUMENTATION","text":"List of (category::Symbol, named::Symbol) => docs::Any forms.\n\ncategory can be :storage, :loader, or :writer.\n\n\n\n\n\n","category":"constant"},{"location":"internals/#DataToolkitCore.EXTRA_PACKAGES","page":"Internals","title":"DataToolkitCore.EXTRA_PACKAGES","text":"The set of packages loaded by each module via @addpkg, for import with @require.\n\nMore specifically, when a module M invokes @addpkg pkg id then EXTRA_PACKAGES[M][pkg] = id is set, and then this information is used with @require to obtain the package from the root module.\n\n\n\n\n\n","category":"constant"},{"location":"internals/#DataToolkitCore.DEFAULT_DATATRANSFORMER_PRIORITY","page":"Internals","title":"DataToolkitCore.DEFAULT_DATATRANSFORMER_PRIORITY","text":"The default priority field value for instances of DataTransformer.\n\n\n\n\n\n","category":"constant"},{"location":"internals/#DataToolkitCore.DEFAULT_DATA_ADVISOR_PRIORITY","page":"Internals","title":"DataToolkitCore.DEFAULT_DATA_ADVISOR_PRIORITY","text":"The default priority field value for Advices.\n\n\n\n\n\n","category":"constant"},{"location":"internals/#DataToolkitCore.DATASET_REFERENCE_WRAPPER","page":"Internals","title":"DataToolkitCore.DATASET_REFERENCE_WRAPPER","text":"A tuple of delimiters defining a dataset reference. For example, if set to (\"{\", \"}\") then {abc} would be recognised as a dataset reference for abc.\n\n\n\n\n\n","category":"constant"},{"location":"internals/#DataToolkitCore.DATASET_REFERENCE_REGEX","page":"Internals","title":"DataToolkitCore.DATASET_REFERENCE_REGEX","text":"A regex which matches dataset references. This is constructed from DATASET_REFERENCE_WRAPPER.\n\n\n\n\n\n","category":"constant"},{"location":"internals/#DataToolkitCore.DATA_CONFIG_RESERVED_ATTRIBUTES","page":"Internals","title":"DataToolkitCore.DATA_CONFIG_RESERVED_ATTRIBUTES","text":"The data specification TOML format constructs a DataCollection, which itself contains DataSets, comprised of metadata and DataTransformers.\n\nDataCollection\n├─ DataSet\n│  ├─ DataTransformer\n│  └─ DataTransformer\n├─ DataSet\n⋮\n\nWithin each scope, there are certain reserved attributes. They are listed in this Dict under the following keys:\n\n:collection for DataCollection\n:dataset for DataSet\n:transformer for DataTransformer\n\n\n\n\n\n","category":"constant"},{"location":"internals/#DataToolkitCore.DATA_CONFIG_KEY_SORT_MAPPING","page":"Internals","title":"DataToolkitCore.DATA_CONFIG_KEY_SORT_MAPPING","text":"When writing data configuration TOML file, the keys are (recursively) sorted. Some keys are particularly important though, and so to ensure they are placed higher a mappings from such keys to a higher sort priority string can be registered here.\n\nFor example, \"config\" => \"\\0x01\" ensures that the special configuration section is placed before all of the data sets.\n\nThis can cause odd behaviour if somebody gives a dataset the same name as a special key, but frankly that would be a bit silly (given the key names, e.g. \"uuid\") and so this is of minimal concern.\n\n\n\n\n\n","category":"constant"},{"location":"internals/#DataToolkitCore.LINT_SEVERITY_MESSAGES","page":"Internals","title":"DataToolkitCore.LINT_SEVERITY_MESSAGES","text":"A mapping from severity numbers (see LINT_SEVERITY_MAPPING) to a tuple giving the color the message should be accented with and the severity title string.\n\n\n\n\n\n","category":"constant"},{"location":"internals/#DataToolkitCore.LINT_SEVERITY_MAPPING","page":"Internals","title":"DataToolkitCore.LINT_SEVERITY_MAPPING","text":"A mapping from severity symbols to integers.\n\nThis is used to assist with more readable construction of LintItems.\n\nSee also: LINT_SEVERITY_MESSAGES for the reverse mapping of integer to severity title string.\n\n\n\n\n\n","category":"constant"},{"location":"internals/#DataToolkitCore.DEFAULT_LOG_DELAY","page":"Internals","title":"DataToolkitCore.DEFAULT_LOG_DELAY","text":"The delay in seconds before a log message is displayed.\n\nWhen zero or less, log messages are displayed immediately.\n\n\n\n\n\n","category":"constant"},{"location":"internals/#DataToolkitCore.SIMPLIFY_STACKTRACES","page":"Internals","title":"DataToolkitCore.SIMPLIFY_STACKTRACES","text":"Whether stacktraces should be simplified by removing likely incidental DataToolkit-internals frames when displayed.\n\n\n\n\n\n","category":"constant"},{"location":"datasets/","page":"Datasets","title":"Datasets","text":"EditURL=\"datasets.org\"","category":"page"},{"location":"datasets/#Datasets","page":"Datasets","title":"Datasets","text":"","category":"section"},{"location":"datasets/","page":"Datasets","title":"Datasets","text":"DataSet","category":"page"},{"location":"datasets/#DataToolkitCore.DataSet","page":"Datasets","title":"DataToolkitCore.DataSet","text":"DataSet\n\nA named collection of data, along with the means to retrive the source and interpret in into a useful form.\n\n╭╴DataSet(name, UUID) ─▶ DataCollection╶─╮\n│ ├╴Loaders: DataLoader, […] │\n│ │ ╰╌◁╌╮ │\n│ ├╴Storage: DataStorage, […] │\n│ │ ╰╌◁╌╮ │\n│ └╴Writers: DataWriter, […] │\n├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n│ Parameters(…) │\n╰────────────────────────────────────────╯\n\nMore concretely, a DataSet:\n\nBelongs to a DataCollection\nIs identified by its name and a UUID\nHolds any number of key-value parameters\nContains any number of DataStorage, DataLoader, and DataWriter transformers\n\nThe name or UUID can of a DataSet can be used (optionally with a given DataCollection) to create an serializable Identifier that is able to be resolved back to the DataSet in question.\n\nThe storage of a DataSet can be accessed with open(::DataSet, ::Type), and loaded with read(::DataSet, ::Type).\n\nA DataSet can be directly instantiated using the method\n\nDataSet(collection::DataCollection, name::String, uuid::UUID,\n parameter::Dict{String, Any}, storage::Vector{DataStorage},\n loaders::Vector{DataLoader}, writers::Vector{DataWriter})\n\nbut it is generally going to be more convenient to use create or create! depending on whether you want the created dataset to be registered in the DataCollection passed.\n\nA DataSet can be also constructed from a TOML specification using fromspec, and a TOML spec created with tospec.\n\nTransformers can be added to a DataSet with create! or the dedicated methods storage!, loader!, and writer!.\n\nSee also: DataCollection, DataStorage, DataLoader, DataWriter.\n\n\n\n\n\n","category":"type"},{"location":"datasets/#Working-with-datasets","page":"Datasets","title":"Working with datasets","text":"","category":"section"},{"location":"datasets/","page":"Datasets","title":"Datasets","text":"dataset\nread\nwrite\nopen","category":"page"},{"location":"datasets/#DataToolkitCore.dataset","page":"Datasets","title":"DataToolkitCore.dataset","text":"dataset([collection::DataCollection], identstr::AbstractString, [parameters::Dict{String, Any}])\ndataset([collection::DataCollection], identstr::AbstractString, [parameters::Pair{String, Any}...])\n\nReturn the data set identified by identstr, optionally specifying the collection the data set should be found in and any parameters that apply.\n\n\n\n\n\n","category":"function"},{"location":"datasets/#Base.read","page":"Datasets","title":"Base.read","text":"read(filename::AbstractString, DataCollection; writer::Union{Function, Nothing})\n\nRead the entire contents of a file as a DataCollection.\n\nThe default value of writer is self -> write(filename, self).\n\n\n\n\n\nread(io::IO, DataCollection; path::Union{String, Nothing}=nothing, mod::Module=Base.Main)\n\nRead the entirety of io, as a DataCollection.\n\n\n\n\n\nread(dataset::DataSet, as::Type)\nread(dataset::DataSet) # as default type\n\nObtain information from dataset in the form of as, with the appropriate loader and storage provider automatically determined.\n\nThis executes the following component of the overall data flow:\n\n ╭────loader─────╮\n ╵ ▼\nStorage ◀────▶ Data Information\n\nThe loader and storage provider are selected by identifying the highest priority loader that can be satisfied by a storage provider. What this looks like in practice is illustrated in the diagram below.\n\n read(dataset, Matrix) ⟶ ::Matrix ◀╮\n ╭───╯ ╰────────────▷┬───╯\n╔═════╸dataset╺══════════════════╗ │\n║ STORAGE LOADERS ║ │\n║ (⟶ File)─┬─╮ (File ⟶ String) ║ │\n║ (⟶ IO) ┊ ╰─(File ⟶ Matrix)─┬─╫──╯\n║ (⟶ File)┄╯ (IO ⟶ String) ┊ ║\n║ (IO ⟶ Matrix)╌╌╌╯ ║\n╚════════════════════════════════╝\n\n ─ the load path used\n ┄ an option not taken\n\nThe types that a DataSet can be loaded as are determined by the loaders, their declared types, and the implemented methods. If a method exists that can load dataset to a subtype of as, it will be used. Methods that produce a type declared in dataset's loaders are preferred.\n\n\n\n\n\n","category":"function"},{"location":"datasets/#Base.write","page":"Datasets","title":"Base.write","text":"write(dataset::DataSet, info::Any)\n\nTODO write docstring\n\n\n\n\n\n","category":"function"},{"location":"datasets/#Base.open","page":"Datasets","title":"Base.open","text":"open(dataset::DataSet, as::Type; write::Bool=false)\n\nObtain the data of dataset in the form of as, with the appropriate storage provider automatically selected.\n\nA write flag is also provided, to help the driver pick a more appropriate form of as.\n\nThis executes the following component of the overall data flow:\n\n ╭────loader─────╮\n ╵ ▼\nStorage ◀────▶ Data Information\n\n\n\n\n\n","category":"function"},{"location":"datasets/","page":"Datasets","title":"Datasets","text":"create\ncreate!\nloader!\nstorage!\nwriter!","category":"page"},{"location":"datasets/#DataToolkitCore.create","page":"Datasets","title":"DataToolkitCore.create","text":"create(parent::DataCollection, ::Type{DataSet}, name::AbstractString, specification::Dict{String, <:Any})\ncreate(parent::DataCollection, ::Type{DataSet}, name::AbstractString, specification::Pair{String, <:Any}...)\n\nCreate a new DataSet that is a child of parent with a given name and specification.\n\nSee also: create!.\n\n\n\n\n\ncreate(parent::DataSet, T::Type{<:DataTransformer}, spec::Dict{String, <:Any})\ncreate(parent::DataSet, T::Type{<:DataTransformer}, driver::Symbol, spec::Dict{String, <:Any})\ncreate(parent::DataSet, T::Type{<:DataTransformer}, driver::Symbol, specs::Pair{String, <:Any}...)\n\nCreate a new data transformer of type T that is a child of the parent dataset, with a given specification spec.\n\nThe driver argument may be explicitly specified as a symbol, or it may be included as part of spec.\n\nSee also: create!.\n\n\n\n\n\n","category":"function"},{"location":"datasets/#DataToolkitCore.create!","page":"Datasets","title":"DataToolkitCore.create!","text":"create!(parent::DataSet, ::Type{DataSet}, name::AbstractString, specification::Dict{String, <:Any})\ncreate!(parent::DataSet, ::Type{DataSet}, name::AbstractString, specification::Pair{String, <:Any}...)\n\nCreate a new DataSet that is a child of parent with a given name and specification, and add it to the parent's list of datasets.\n\nSee also: create.\n\n\n\n\n\ncreate!(parent::DataSet, T::Type{<:DataTransformer}, spec::Dict{String, <:Any})\ncreate!(parent::DataSet, T::Type{<:DataTransformer}, driver::Symbol, spec::Dict{String, <:Any})\ncreate!(parent::DataSet, T::Type{<:DataTransformer}, driver::Symbol, specs::Pair{String, <:Any}...)\n\nCreate a new data transformer of type T that is a child of the parent dataset, with a given specification spec, and add it to the appropriate list of transformers.\n\nSee also: create, loader!, storage!, writer!.\n\n\n\n\n\n","category":"function"},{"location":"datasets/#DataToolkitCore.loader!","page":"Datasets","title":"DataToolkitCore.loader!","text":"loader!(dataset::DataSet, driver::Symbol, parameters::Dict{String, <:Any})\nloader!(dataset::DataSet, driver::Symbol, parameters::Pair{String, <:Any}...)\n\nCreate a new data loader transformer that is a child of the dataset dataset, with a given driver driver and specification parameters, and add it to the dataset's list of loader transformers.\n\nSee also: create!, storage!, writer!.\n\n\n\n\n\n","category":"function"},{"location":"datasets/#DataToolkitCore.storage!","page":"Datasets","title":"DataToolkitCore.storage!","text":"storage!(dataset::DataSet, driver::Symbol, parameters::Dict{String, <:Any})\nstorage!(dataset::DataSet, driver::Symbol, parameters::Pair{String, <:Any}...)\n\nCreate a new data storage transformer that is a child of the dataset dataset, with a given driver driver and specification parameters, and add it to the dataset's list of storage transformers.\n\nSee also: create!, loader!, writer!.\n\n\n\n\n\n","category":"function"},{"location":"datasets/#DataToolkitCore.writer!","page":"Datasets","title":"DataToolkitCore.writer!","text":"writer!(dataset::DataSet, driver::Symbol, parameters::Dict{String, <:Any})\nwriter!(dataset::DataSet, driver::Symbol, parameters::Pair{String, <:Any}...)\n\nCreate a new data writer transformer that is a child of the dataset dataset, with a given driver driver and specification parameters, and add it to the dataset's list of writer transformers.\n\nSee also: create!, storage!, loader!.\n\n\n\n\n\n","category":"function"},{"location":"datasets/#Dataset-identification","page":"Datasets","title":"Dataset identification","text":"","category":"section"},{"location":"datasets/","page":"Datasets","title":"Datasets","text":"Identifier\nresolve\nrefine","category":"page"},{"location":"datasets/#DataToolkitCore.Identifier","page":"Datasets","title":"DataToolkitCore.Identifier","text":"Identifier\n\nA description that can be used to uniquely identify a DataSet.\n\nFour fields are used to describe the target DataSet:\n\ncollection, the name or UUID of the collection (optional).\ndataset, the name or UUID of the dataset.\ntype, the type that should be loaded from the dataset.\nparameters, any extra parameters of the dataset that should match.\n\nSee also: resolve, refine.\n\nConstructors\n\nIdentifier(collection::Union{AbstractString, UUID, Nothing},\n dataset::Union{AbstractString, UUID},\n type::Union{QualifiedType, Nothing},\n parameters::Dict{String, Any})\n\nParsing\n\nAn Identifier can be represented as a string with the following form, with the optional components enclosed by square brackets:\n\n[COLLECTION:]DATASET[::TYPE]\n\nSuch forms can be parsed to an Identifier by simply calling the parse function, i.e. parse(Identifier, \"mycollection:dataset\").\n\n\n\n\n\n","category":"type"},{"location":"datasets/#DataToolkitCore.resolve","page":"Datasets","title":"DataToolkitCore.resolve","text":"resolve(collection::DataCollection, ident::Identifier;\n resolvetype::Bool=true, requirematch::Bool=true)\n\nAttempt to resolve an identifier (ident) to a particular data set. Matching data sets will searched for from collection.\n\nWhen resolvetype is set and ident specifies a datatype, the identified data set will be read to that type.\n\nWhen requirematch is set an error is raised should no dataset match ident. Otherwise, nothing is returned.\n\n\n\n\n\nresolve(ident::Identifier; resolvetype::Bool=true, stack=STACK)\n\nAttempt to resolve ident using the specified data layer, if present, trying every layer of the data stack in turn otherwise.\n\n\n\n\n\nresolve(identstr::AbstractString, parameters::Union{Dict{String, Any}, Nothing}=nothing;\n resolvetype::Bool=true, stack::Vector{DataCollection}=STACK)\n\nAttempt to resolve the identifier given by identstr and parameters against each layer of the data stack in turn.\n\n\n\n\n\n","category":"function"},{"location":"datasets/#DataToolkitCore.refine","page":"Datasets","title":"DataToolkitCore.refine","text":"refine(collection::DataCollection, datasets::Vector{DataSet}, ident::Identifier)\n\nFilter datasets (from collection) to data sets than match the identifier ident.\n\nThis function contains an advise entrypoint where plugins can apply further filtering, applied to the method refine(::Vector{DataSet}, ::Identifier, ::Vector{String}).\n\n\n\n\n\nrefine(datasets::Vector{DataSet}, ::Identifier, ignoreparams::Vector{String})\n\nThis is a stub function that exists soley as as an advise point for data set filtering during resolution of an identifier.\n\n\n\n\n\n","category":"function"},{"location":"datasets/#Data-collections","page":"Datasets","title":"Data collections","text":"","category":"section"},{"location":"datasets/","page":"Datasets","title":"Datasets","text":"DataCollection\nloadcollection!\nSTACK\niswritable(::DataCollection)","category":"page"},{"location":"datasets/#DataToolkitCore.DataCollection","page":"Datasets","title":"DataToolkitCore.DataCollection","text":"DataCollection\n\nA collection of DataSets, with global configuration, Plugins, and a few other extras.\n\n╭╴DataCollection(name, UUID, path, module)╶─╮\n│ ├╴DataSet(…) │\n│ ├╴DataSet │\n│ │ ├╴Loaders: DataLoader, […] │\n│ │ │ ╰╌◁╌╮ │\n│ │ ├╴Storage: DataStorage, […] │\n│ │ │ ╰╌◁╌╮ │\n│ │ └╴Writers: DataWriter, […] │\n│ ⋮ │\n├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n│ Plugins(…) │\n├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n│ Parameters(…) │\n╰───────────────────────────────────────────╯\n\nWorking with DataCollections\n\nIt is usual for non-transient DataCollections to be put onto the \"STACK\" (this is done automatically by loadcollection!). This is a collection of globally known DataCollections.\n\nBeing on the STACK allows a dataset to be retrieved by its name or UUID using getlayer, and for a DataSets in one DataCollection to refer to a DataSet in another.\n\nWhen using the data> REPL mode, the top collection on the stack is used as a default target for all operations.\n\nCreating a DataCollection\n\nA Data.toml file can be loaded as a DataCollection (and put on the STACK) with loadcollection!.\n\nTo programatically create a DataToolkit you can either call the full constructor, but that's rather involved, and so a more convenient constructor is also defined:\n\nDataCollection(name::Union{String, Nothing}, [parameters::Dict{String, Any}];\n path::Union{String, Nothing} = nothing,\n uuid::UUID = uuid4(),\n plugins::Vector{String} = String[],\n mod::Module = Base.Main,\n parameters...) -> DataCollection\n\nNote that parameters can either be provided as the second positional argument, or extra keyword arguments, but not both.\n\nOnce a DataCollection has been created, DataSets can be added to it with create!.\n\nExamples\n\njulia> DataCollection(\"test\")\nDataCollection: test\n Data sets:\n\njulia> c1 = DataCollection(nothing, Dict(\"customparam\" => 77))\nDataCollection:\n Data sets:\n\njulia> c2 = DataCollection(\"test2\", plugins = [\"defaults\", \"store\"], customparam=77)\nDataCollection: test2\n Plugins: defaults ✔, store ✔\n Data sets:\n\njulia> c1.parameters\nDict{String, Any} with 1 entry:\n \"customparam\" => 77\n\njulia> c2.parameters\nDict{String, Any} with 1 entry:\n \"customparam\" => 77\n\nSaving a DataCollection\n\nAfter modifying a file-backed DataCollection, the file can be updated by calling write(::DataCollection) (so long as iswritable(::DataCollection) is true).\n\nAny DataCollection can also be written to a particular destination with write(dest, ::DataCollection).\n\nWriting a DataCollection to plaintext is essentially performed by calling TOML.print on the result of convert(::Type{Dict}, ::DataCollection).\n\nFields\n\nversion::Int\nname::Union{String, Nothing}\nuuid::UUID\nplugins::Vector{String}\nparameters::Dict{String, Any}\ndatasets::Vector{DataSet}\npath::Union{String, Nothing}\nadvise::AdviceAmalgamation\nmod::Module\n\n\n\n\n\n","category":"type"},{"location":"datasets/#DataToolkitCore.loadcollection!","page":"Datasets","title":"DataToolkitCore.loadcollection!","text":"loadcollection!(source::Union{<:AbstractString, <:IO}, mod::Module=Base.Main;\n soft::Bool=false, index::Int=1)\n\nLoad a data collection from source and add it to the data stack at index. source must be accepted by read(source, DataCollection).\n\nmod should be set to the Module within which loadcollection! is being invoked. This is important when code is run by the collection. As such, it is usually appropriate to call:\n\nloadcollection!(source, @__MODULE__; soft)\n\nWhen soft is set, should an data collection already exist with the same UUID, nothing will be done and nothing will be returned.\n\n\n\n\n\n","category":"function"},{"location":"datasets/#DataToolkitCore.STACK","page":"Datasets","title":"DataToolkitCore.STACK","text":"The set of data collections currently available.\n\n\n\n\n\n","category":"constant"},{"location":"datasets/#Base.iswritable-Tuple{DataCollection}","page":"Datasets","title":"Base.iswritable","text":"iswritable(dc::DataCollection)\n\nCheck whether the data collection dc is backed by a writable file.\n\n\n\n\n\n","category":"method"},{"location":"datasets/#Manipulation-API","page":"Datasets","title":"Manipulation API","text":"","category":"section"},{"location":"datasets/","page":"Datasets","title":"Datasets","text":"getlayer\nstack_index\nstack_move\nstack_remove!\nplugin_add\nplugin_remove\nplugin_info\nplugin_list\nconfig_get\nconfig_set\nconfig_unset\ndelete!\nreplace!","category":"page"},{"location":"datasets/#DataToolkitCore.getlayer","page":"Datasets","title":"DataToolkitCore.getlayer","text":"getlayer([::Nothing])\n\nReturn the first DataCollection on the STACK.\n\n\n\n\n\ngetlayer(name::AbstractString)\ngetlayer(uuid::UUID)\n\nFind the DataCollection in STACK with name/uuid.\n\n\n\n\n\n","category":"function"},{"location":"datasets/#DataToolkitCore.stack_index","page":"Datasets","title":"DataToolkitCore.stack_index","text":"stack_index(ident::Union{Int, String, UUID, DataCollection}; quiet::Bool=false)\n\nObtain the index of the data collection identified by ident on the stack, if it is present. If it is not found, nothing is returned and unless quiet is set a warning is printed.\n\n\n\n\n\n","category":"function"},{"location":"datasets/#DataToolkitCore.stack_move","page":"Datasets","title":"DataToolkitCore.stack_move","text":"stack_move(ident::Union{Int, String, UUID, DataCollection}, shift::Int; quiet::Bool=false)\n\nFind ident in the data collection stack, and shift its position by shift, returning the new index. shift is clamped so that the new index lies within STACK.\n\nIf ident could not be resolved, then nothing is returned and unless quiet is set a warning is printed.\n\n\n\n\n\n","category":"function"},{"location":"datasets/#DataToolkitCore.stack_remove!","page":"Datasets","title":"DataToolkitCore.stack_remove!","text":"stack_remove!(ident::Union{Int, String, UUID, DataCollection}; quiet::Bool=false)\n\nFind ident in the data collection stack and remove it from the stack, returning the index at which it was found.\n\nIf ident could not be resolved, then nothing is returned and unless quiet is set a warning is printed.\n\n\n\n\n\n","category":"function"},{"location":"datasets/#DataToolkitCore.plugin_add","page":"Datasets","title":"DataToolkitCore.plugin_add","text":"plugin_add([collection::DataCollection=first(STACK)], plugins::Vector{<:AbstractString};\n quiet::Bool=false)\n\nReturn a variation of collection with all plugins not currently used added to the plugin list.\n\nUnless quiet is a set an informative message is printed.\n\nwarning: Side effects\nThe new collection is written, if possible.Should collection be part of STACK, the stack entry is updated in-place.\n\n\n\n\n\n","category":"function"},{"location":"datasets/#DataToolkitCore.plugin_remove","page":"Datasets","title":"DataToolkitCore.plugin_remove","text":"plugin_remove([collection::DataCollection=first(STACK)], plugins::Vector{<:AbstractString};\n quiet::Bool=false)\n\nReturn a variation of collection with all plugins currently used removed from the plugin list.\n\nUnless quiet is a set an informative message is printed.\n\nwarning: Side effects\nThe new collection is written, if possible.Should collection be part of STACK, the stack entry is updated in-place.\n\n\n\n\n\n","category":"function"},{"location":"datasets/#DataToolkitCore.plugin_info","page":"Datasets","title":"DataToolkitCore.plugin_info","text":"plugin_info(plugin::AbstractString; quiet::Bool=false)\n\nFetch the documentation of plugin, or return nothing if documentation could not be fetched.\n\nIf quiet is not set warning messages will be omitted when no documentation could be fetched.\n\n\n\n\n\n","category":"function"},{"location":"datasets/#DataToolkitCore.plugin_list","page":"Datasets","title":"DataToolkitCore.plugin_list","text":"plugin_list(collection::DataCollection=first(STACK); quiet::Bool=false)\n\nObtain a list of plugins used in collection.\n\nquiet is unused but accepted as an argument for the sake of consistency.\n\n\n\n\n\n","category":"function"},{"location":"datasets/#DataToolkitCore.config_get","page":"Datasets","title":"DataToolkitCore.config_get","text":"config_get(propertypath::Vector{String};\n collection::DataCollection=first(STACK), quiet::Bool=false)\n\nObtain the configuration value at propertypath in collection.\n\nWhen no value is set, nothing is returned instead and if quiet is unset \"unset\" is printed.\n\n\n\n\n\n","category":"function"},{"location":"datasets/#DataToolkitCore.config_set","page":"Datasets","title":"DataToolkitCore.config_set","text":"config_set([collection::DataCollection=first(STACK)], propertypath::Vector{String}, value::Any;\n quiet::Bool=false)\n\nReturn a variation of collection with the configuration at propertypath set to value.\n\nUnless quiet is set, a success message is printed.\n\nwarning: Side effects\nThe new collection is written, if possible.Should collection be part of STACK, the stack entry is updated in-place.\n\n\n\n\n\n","category":"function"},{"location":"datasets/#DataToolkitCore.config_unset","page":"Datasets","title":"DataToolkitCore.config_unset","text":"config_unset([collection::DataCollection=first(STACK)], propertypath::Vector{String};\n quiet::Bool=false)\n\nReturn a variation of collection with the configuration at propertypath removed.\n\nUnless quiet is set, a success message is printed.\n\nwarning: Side effects\nThe new collection is written, if possible.Should collection be part of STACK, the stack entry is updated in-place.\n\n\n\n\n\n","category":"function"},{"location":"datasets/#Base.delete!","page":"Datasets","title":"Base.delete!","text":"delete!(dataset::DataSet)\n\nRemove dataset from its parent collection.\n\n\n\n\n\n","category":"function"},{"location":"datasets/#Base.replace!","page":"Datasets","title":"Base.replace!","text":"replace!(dataset::DataSet; [name, uuid, parameters, storage, loaders, writers])\n\nPerform an in-place update of dataset, optionally replacing any of the name, uuid, parameters, storage, loaders, or writers fields.\n\n\n\n\n\n","category":"function"},{"location":"datasets/#TOML-serialization","page":"Datasets","title":"TOML serialization","text":"","category":"section"},{"location":"datasets/","page":"Datasets","title":"Datasets","text":"fromspec\ntospec","category":"page"},{"location":"datasets/#DataToolkitCore.fromspec","page":"Datasets","title":"DataToolkitCore.fromspec","text":"fromspec(DT::Type{<:DataTransformer}, dataset::DataSet, spec::Dict{String, Any})\n\nCreate an DT of dataset according to spec.\n\nDT can either contain the driver name as a type parameter, or it will be read from the \"driver\" key in spec.\n\n\n\n\n\nfromspec(::Type{DataCollection}, spec::Dict{String, Any};\n path::Union{String, Nothing}=nothing, mod::Module=Base.Main)\n\nCreate a DataCollection from spec.\n\nThe path and mod keywords are used as the values for the corresponding fields in the DataCollection.\n\n\n\n\n\nfromspec(::Type{DataSet}, collection::DataCollection, name::String, spec::Dict{String, Any})\n\nCreate a DataSet for collection called name, according to spec.\n\n\n\n\n\n","category":"function"},{"location":"datasets/#DataToolkitCore.tospec","page":"Datasets","title":"DataToolkitCore.tospec","text":"tospec(thing::DataTransformer)\ntospec(thing::DataSet)\ntospec(thing::DataCollection)\n\nReturn a Dict representation of thing for writing as TOML.\n\n\n\n\n\n","category":"function"},{"location":"datasets/#Qualified-types","page":"Datasets","title":"Qualified types","text":"","category":"section"},{"location":"datasets/","page":"Datasets","title":"Datasets","text":"QualifiedType","category":"page"},{"location":"datasets/#DataToolkitCore.QualifiedType","page":"Datasets","title":"DataToolkitCore.QualifiedType","text":"QualifiedType\n\nA representation of a Julia type that does not need the type to be defined in the Julia session, and can be stored as a string. This is done by storing the type name and the module it belongs to as Symbols.\n\nwarning: Warning\nWhile QualifiedType is currently quite capable, it is not currently able to express the full gamut of Julia types. In future this will be improved, but it will likely always be restricted to a certain subset.\n\nSee also: typeify.\n\nSubtyping\n\nWhile the subtype operator cannot work on QualifiedTypes (<: is a built-in), when the Julia types are defined the subset operator ⊆ can be used instead. This works by simply converting the QualifiedTypes to the corresponding Type and then applying the subtype operator.\n\njulia> QualifiedTypes(:Base, :Vector) ⊆ QualifiedTypes(:Core, :Array)\ntrue\n\njulia> Matrix ⊆ QualifiedTypes(:Core, :Array)\ntrue\n\njulia> QualifiedTypes(:Base, :Vector) ⊆ AbstractVector\ntrue\n\njulia> QualifiedTypes(:Base, :Foobar) ⊆ AbstractVector\nfalse\n\nConstructors\n\nQualifiedType(parentmodule::Symbol, typename::Symbol)\nQualifiedType(t::Type)\n\nParsing\n\nA QualifiedType can be expressed as a string as \"$parentmodule.$typename\". This can be easily parsed as a QualifiedType, e.g. parse(QualifiedType, \"Core.IO\").\n\n\n\n\n\n","category":"type"}] +} diff --git a/docs/core/transformers.org b/docs/core/transformers.org new file mode 100644 index 000000000..fa6eac658 --- /dev/null +++ b/docs/core/transformers.org @@ -0,0 +1,44 @@ +#+title: Transformers + +The way DataToolkit actually interacts with datasets in through /transformers/. + +[[file:assets/data-transformers.svg]] + +#+begin_details "Applying a category theory lens" +If we consider storage locations (storage), raw data (data), and informative +representations of the data (information) to be /categories/, then if you squint a +bit the =storage=, =loader=, and =writer= transformers can be viewed as functors. + +This doesn't make much of a practical impact, but I think it's a fun way of +framing things. + +[[file:assets/data-category-theory.svg]] +#+end_details + +* Transformer types + +#+begin_src @docs +DataTransformer +DataStorage +DataLoader +DataWriter +#+end_src + +* Implementation API + +#+begin_src @docs +storage +getstorage +putstorage +load +save +#+end_src + +* Extras + +#+begin_src @docs +supportedtypes +createauto +createinteractive +createpriority +#+end_src diff --git a/docs/core/transformers/index.html b/docs/core/transformers/index.html new file mode 100644 index 000000000..617718812 --- /dev/null +++ b/docs/core/transformers/index.html @@ -0,0 +1,37 @@ +Transformers · DataToolkitCore.jl
        GitHub

        Transformers

        The way DataToolkit actually interacts with datasets in through transformers.

        image

        Applying a category theory lens

        If we consider storage locations (storage), raw data (data), and informative representations of the data (information) to be categories, then if you squint a bit the storage, loader, and writer transformers can be viewed as functors. This doesn't make much of a practical impact, but I think it's a fun way of framing things. image

        Transformer types

        DataToolkitCore.DataTransformer — Type
        DataTransformer{kind, driver}

        The parent type for structures producing or consuming data.

                         ╭────loader─────╮
+                 ╵               ▼
+Storage ◀────▶ Data          Information
+                 ▲               ╷
+                 ╰────writer─────╯

        There are three kinds of specialised DataTransformers:

        Each transformer takes a Symbol type parameter designating the driver which should be used to perform the data operation.

        In addition, each transformer has the following fields:

        • dataset::DataSet, the data set the method operates on
        • type::Vector{QualifiedType}, the Julia types the method supports
        • priority::Int, the priority with which this method should be used, compared to alternatives. Lower values have higher priority.
        • parameters::Dict{String, Any}, any parameters applied to the method.

        See also: DataStorage, DataLoader, DataWriter, supportedtypes.

        source
        DataToolkitCore.DataStorage — Type
        DataStorage <: DataTransformer

        A DataTransformer that can retrieve data from a source, and/or store data in a source.

          Storage ◀────▶ Data

        Typically a DataStorage will have methods implemented to provide storage as a FilePath or IO, and potentially writable IO or a FilePath that can be written to.

        Data of a certain form retrieved from a storage backend of a DataSet can be accessed by calling open on the dataset.

        See also: storage, getstorage, putstorage.

        Implementing a DataStorage backend

        There are two ways a new DataStorage backend can be implemented:

        This split approach allows for backends with very similar read/write cases to be easily implemented with a single storage method, while also allowing for more backends with very different read/write methods or that only support reading or writing exclusively to only implement the relevant method.

        Optionally, the following extra methods can be implemented:

        • supportedtypes when storage can be read/written to multiple forms, to give preference to certain types and help DataToolkit make reasonable assumptions (does nothing when only a single concrete type is supported)
        • createauto and/or createinteractive to improve the user experience when creating instances of the storage backend.
        • createpriority, when you want to have automatic creation using this storage backend to be tried earlier or later than default by DataToolkit.

        Example storage backend implementation

        For simple cases, it can only take a few lines to implement a storage backend.

        This is the actual implementation of the :filesystem backend from DataToolkitCommon,

        function storage(storage::DataStorage{:filesystem}, ::Type{FilePath}; write::Bool)
+    path = getpath(storage)
+    if @advise storage isfile(path)
+        FilePath(path)
+    end
+end
+
+function storage(storage::DataStorage{:filesystem}, ::Type{DirPath}; write::Bool)
+    path = getpath(storage)
+    if @advise storage isdir(path)
+        DirPath(path)
+    end
+end

        This provides support for both files and directories, assisted by the helper function getpath, which retrieves the "path" parameter using @getparam and then normalises it.

        The isfile/isdir calls are wrapped in @advise to allow plugins to dynamically perform additional or even potentially instantiate a file on-demand.

        source
        DataToolkitCore.DataLoader — Type
        DataLoader <: DataTransformer

        A DataTransformer that interprets data into a useful form.

            ╭────loader─────╮
+    ╵               ▼
+  Data          Information

        Typically a DataLoader will have methods implemented to interpret a raw data stream such as IO or a FilePath to a richer, more informative form (such as a DataFrame).

        A particular form can be loaded from a DataSet by calling read on the dataset.

        See also: load, supportedtypes.

        Implementing a DataLoader backend

        To provide a new DataLoader backend, you need to implement a load method that will provide the data in the requested form:

        load(::DataLoader{:name}, source, as::Type)

        Often the load implementation will make use of a helpful package. To avoid eagerly loading the package, you can make use of @require and the lazy loading system. In DataToolkitCommon this is combined with the package extension system, resulting in loader implementations that look something like this:

        function load(loader::DataLoader{:name}, from::IO, as::Vector{String})
+    @require SomePkg
+    param = @getparam loader."param"::Int 0
+    invokelatest(_load_somepkg, from, param)
+end
+
+function _load_somepkg end # Implemented in a package extension

        Depending on the number of loaders and other details this may be overkill in some situations.

        In order to matchmake DataLoaders and DataStorages, DataToolkit engages in what is essentially custom dispatch using reflection and method table interrogation. In order for this to work well, the source and as arguments should avoid using parametric types beyond the most simple case:

        load(::DataLoader{:name}, source::T, as::Type{T}) where {T}

        In cases where a given DataLoader can provide multiple types, or Any/parametric types, you can hint which types are most preferred by implementing supportedtypes for the loader.

        source
        DataToolkitCore.DataWriter — Type
        DataWriter <: DataTransformer

        A DataTransformer that writes a representation of some information to a source.

          Data          Information
+    ▲               ╷
+    ╰────writer─────╯

        Typically a DataWriter will have methods implemented to write a structured form of the information to a more basic data format such as IO or a FilePath.

        A compatible value can be written to a DataSet by calling write on the dataset.

        Implementing a DataWriter backend

        To provide a new DataWriter backend, you need to implement a save method that can write a value to a certain form.

        save(::DataWriter{:name}, destination, info)

        As with DataLoaders, DataWriters can also make use of the lazy loading system and package extensions to avoid eager loading of packages.

        Often the save implementation will make use of a helpful package. To avoid eagerly saveing the package, you can make use of @require and the lazy saveing system. In DataToolkitCommon this is combined with the package extension system, resulting in saveer implementations that look something like this:

        function save(writer::DataWriter{:name}, dest::IO, info::Vector{String})
+    @require SomePkg
+    invokelatest(_save_somepkg, info)
+end
+
+function _save_somepkg end # Implemented in a package extension

        Depending on the number of loaders and other details this may be overkill in some situations.

        In cases where a given DataWriter can provide multiple types, or Any/parametric types, you can hint which types are most preferred by implementing supportedtypes for the loader.

        source

        Implementation API

        DataToolkitCore.storage — Function
        storage(storer::DataStorage, as::Type; write::Bool=false)

        Fetch the as from storer, appropiate for reading data from or writing data to (depending on write).

        By default, this just calls getstorage or putstorage (depending on write).

        This executes the following component of the overall data flow:

        Storage ◀────▶ Data
        source
        DataToolkitCore.getstorage — Function
        getstorage(storer::DataStorage, as::Type)

        Fetch the as form of storer, for reading data from.

        This executes the following component of the overall data flow:

        Storage ─────▶ Data

        See also: storage, putstorage.

        source
        DataToolkitCore.putstorage — Function
        putstorage(storer::DataStorage, as::Type)

        Fetch a handle in the form as from storer, that data can be written to.

        This executes the following component of the overall data flow:

        Storage ◀───── Data

        See also: storage, getstorage.

        source
        DataToolkitCore.load — Function
        load(loader::DataLoader{driver}, source::Any, as::Type)

        Using a certain loader, obtain information in the form of as from the data given by source.

        This fulfils this component of the overall data flow:

          ╭────loader─────╮
+  ╵               ▼
+Data          Information

        When the loader produces nothing this is taken to indicate that it was unable to load the data for some reason, and that another loader should be tried if possible. This can be considered a soft failure. Any other value is considered valid information.

        source
        DataToolkitCore.save — Function
        save(writer::Datasaveer{driver}, destination::Any, information::Any)

        Using a certain writer, save the information to the destination.

        This fulfils this component of the overall data flow:

        Data          Information
+  ▲               ╷
+  ╰────writer─────╯
        source

        Extras

        DataToolkitCore.supportedtypes — Function
        supportedtypes(DT::Type{<:DataTransformer}, [spec::Dict{String, Any}, dataset::DataSet]) -> Vector{QualifiedType}

        Return a list of types supported by the data transformer DT.

        This is used as the default value for the type key in the Data TOML. The list of types is dynamically generated based on the available methods for the data transformer.

        In some cases, it makes sense for this to be explicitly defined for a particular transformer, optionally taking into account information in the spec and/or parent dataset.

        See also: QualifiedType, DataTransformer.

        source
        DataToolkitCore.createauto — Function
        createauto([dataset::DataSet], T::Type{<:DataTransformer}, source::String)

        Automatically attempts to create a data transformer of type T using source and optionally dataset, without requiring user interaction. Returns either a specification for the transformer as a Dict{String, Any}, true to indicate that an empty (no parameters) transformer should be created, or false/nothing if the transformer cannot be created automatically.

        Specific transformers should implement specialised forms of this function, either returning nothing if automatic creation is not possible, or a "create spec form" as a list of key::String => value pairs. For example:

        ["foo" => "bar",
+ "baz" => 2]

        Use this function when the creation process should be handled programmatically without user input. If user interaction is required to gather additional information use createinteractive.

        source
        DataToolkitCore.createinteractive — Function
        createinteractive([dataset::DataSet], T::Type{<:DataTransformer}, source::String)

        Attempts to create a data transformer of type T with user interaction, using source and dataset. Prompts the user for additional information if required. Returns either a specification for the transformer as a dictionary, true to indicate that an empty (no parameters) transformer should be created, or nothing if the transformer cannot be created interactively.

        Specific transformers should implement specialised forms of this function, either returning nothing if creation is not applicable, or a "create spec form" as a list of key::String => value pairs. For example:

        ["foo" => "bar", "baz" => 2]

        In addition to accepting TOML-representable values, a NamedTuple can be used to define the interactive prompt with fields like:

        (; prompt::String = "key", type::Type{String or Bool or <:Number} = String, default::type = false or "", optional::Bool = false, skipvalue::Any = nothing, post::Function = identity)

        The function can also accept a Function that takes the current specification as an argument and returns a TOML-representable value or NamedTuple.

        Use this function when user interaction is necessary for the creation process. For cases where the creation can be handled programmatically without user input, consider using createauto.

        source
        DataToolkitCore.createpriority — Function
        createpriority(T::Type{<:DataTransformer})

        The priority with which a transformer of type T should be created. This can be any integer, but try to keep to -100–100 (see create).

        source
        \ No newline at end of file diff --git a/docs/core/utilities.org b/docs/core/utilities.org new file mode 100644 index 000000000..60b98102d --- /dev/null +++ b/docs/core/utilities.org @@ -0,0 +1,10 @@ +#+title: Utilities + +#+begin_src @docs +SystemPath +FilePath +DirPath +@log_do +@getparam +atomic_write +#+end_src diff --git a/docs/core/utilities/index.html b/docs/core/utilities/index.html new file mode 100644 index 000000000..460a765f4 --- /dev/null +++ b/docs/core/utilities/index.html @@ -0,0 +1,3 @@ +Utilities · DataToolkitCore.jl
        GitHub

        Utilities

        DataToolkitCore.FilePath — Type
        FilePath <: SystemPath

        Crude stand in for a file path type, which is strangely absent from Base.

        This allows for load/write method dispatch, and the distinguishing of file content (as a String) from file paths.

        See also: DirPath.

        Examples

        julia> string(FilePath("some/path"))
+"some/path"
        source
        DataToolkitCore.DirPath — Type
        DirPath <: SystemPath

        Signifies that a given string is in fact a path to a directory.

        This allows for load/write method dispatch, and the distinguishing of file content (as a String) from file paths.

        See also: FilePath.

        Examples

        julia> string(DirPath("some/path"))
+"some/path"
        source
        DataToolkitCore.@log_do — Macro
        @log_do category message [expr]

        Return the result of expr, logging message with category if appropriate to do so.

        source
        DataToolkitCore.atomic_write — Function
        atomic_write(f::Function, as::IO|String, dest::AbstractString; temp::AbstractString = dest * "_XXXX.part")

        Atomically write to dest with f, via temp.

        Calls the function f that writes to temp, with temp given as an IO handle or a String depending on as. Upon completion, temp is renamed to dest.

        The file dest is not touched until the write is complete, and if the write to dest is interrupted or fails for any reason, no data is written to temp.

        source
        \ No newline at end of file diff --git a/docs/index.html b/docs/index.html new file mode 100644 index 000000000..54f930b1b --- /dev/null +++ b/docs/index.html @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/docs/index.json b/docs/index.json new file mode 100644 index 000000000..0637a088a --- /dev/null +++ b/docs/index.json @@ -0,0 +1 @@ +[] \ No newline at end of file diff --git a/docs/logo-small.svg b/docs/logo-small.svg new file mode 100644 index 000000000..56900482d --- /dev/null +++ b/docs/logo-small.svg @@ -0,0 +1,40 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/docs/main/.documenter-siteinfo.json b/docs/main/.documenter-siteinfo.json new file mode 100644 index 000000000..e3777c875 --- /dev/null +++ b/docs/main/.documenter-siteinfo.json @@ -0,0 +1 @@ +{"documenter":{"julia_version":"1.10.5","generation_timestamp":"2024-09-29T08:35:43","documenter_version":"1.7.0"}} \ No newline at end of file diff --git a/docs/main/assets/data-collection-structure.svg b/docs/main/assets/data-collection-structure.svg new file mode 100644 index 000000000..77c9de999 --- /dev/null +++ b/docs/main/assets/data-collection-structure.svg @@ -0,0 +1,665 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Stack + + + DataCollection + + + + DataCollection + + + + DataCollection + + + + DataCollection + + + + + + + + + DataSet + + + + + + + + + + + + + + + + + + + + + Loader + + + + Storage + + + + Writer + + + + + + + + + + + + + + + + + diff --git a/docs/main/assets/data-flow-horizontal.svg b/docs/main/assets/data-flow-horizontal.svg new file mode 100644 index 000000000..44c1dd959 --- /dev/null +++ b/docs/main/assets/data-flow-horizontal.svg @@ -0,0 +1,237 @@ + + + + + + + + + + + + + + + + + + + + Data + + Source + Information + + + Storage + + + + Loader + + Writer + + diff --git a/docs/main/assets/data-flow-iris.svg b/docs/main/assets/data-flow-iris.svg new file mode 100644 index 000000000..b4ab9fa4f --- /dev/null +++ b/docs/main/assets/data-flow-iris.svg @@ -0,0 +1,251 @@ + + + + + + + + + + + + + + + + + + + + Iris Data + + server + DataFrame + + + + Matrix + + + web + + + + csv + + diff --git a/docs/main/assets/documenter.js b/docs/main/assets/documenter.js new file mode 100644 index 000000000..82252a11d --- /dev/null +++ b/docs/main/assets/documenter.js @@ -0,0 +1,1064 @@ +// Generated by Documenter.jl +requirejs.config({ + paths: { + 'highlight-julia': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/languages/julia.min', + 'headroom': 'https://cdnjs.cloudflare.com/ajax/libs/headroom/0.12.0/headroom.min', + 'jqueryui': 'https://cdnjs.cloudflare.com/ajax/libs/jqueryui/1.13.2/jquery-ui.min', + 'katex-auto-render': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/contrib/auto-render.min', + 'jquery': 'https://cdnjs.cloudflare.com/ajax/libs/jquery/3.7.0/jquery.min', + 'headroom-jquery': 'https://cdnjs.cloudflare.com/ajax/libs/headroom/0.12.0/jQuery.headroom.min', + 'katex': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min', + 'highlight': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/highlight.min', + 'highlight-julia-repl': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/languages/julia-repl.min', + }, + shim: { + "highlight-julia": { + "deps": [ + "highlight" + ] + }, + "katex-auto-render": { + "deps": [ + "katex" + ] + }, + "headroom-jquery": { + "deps": [ + "jquery", + "headroom" + ] + }, + "highlight-julia-repl": { + "deps": [ + "highlight" + ] + } +} +}); +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'katex', 'katex-auto-render'], function($, katex, renderMathInElement) { +$(document).ready(function() { + renderMathInElement( + document.body, + { + "delimiters": [ + { + "left": "$", + "right": "$", + "display": false + }, + { + "left": "$$", + "right": "$$", + "display": true + }, + { + "left": "\\[", + "right": "\\]", + "display": true + } + ] +} + + ); +}) + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'highlight', 'highlight-julia', 'highlight-julia-repl'], function($) { +$(document).ready(function() { + hljs.highlightAll(); +}) + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +let timer = 0; +var isExpanded = true; + +$(document).on( + "click", + ".docstring .docstring-article-toggle-button", + function () { + let articleToggleTitle = "Expand docstring"; + const parent = $(this).parent(); + + debounce(() => { + if (parent.siblings("section").is(":visible")) { + parent + .find("a.docstring-article-toggle-button") + .removeClass("fa-chevron-down") + .addClass("fa-chevron-right"); + } else { + parent + .find("a.docstring-article-toggle-button") + .removeClass("fa-chevron-right") + .addClass("fa-chevron-down"); + + articleToggleTitle = "Collapse docstring"; + } + + parent + .children(".docstring-article-toggle-button") + .prop("title", articleToggleTitle); + parent.siblings("section").slideToggle(); + }); + } +); + +$(document).on("click", ".docs-article-toggle-button", function (event) { + let articleToggleTitle = "Expand docstring"; + let navArticleToggleTitle = "Expand all docstrings"; + let animationSpeed = event.noToggleAnimation ? 0 : 400; + + debounce(() => { + if (isExpanded) { + $(this).removeClass("fa-chevron-up").addClass("fa-chevron-down"); + $("a.docstring-article-toggle-button") + .removeClass("fa-chevron-down") + .addClass("fa-chevron-right"); + + isExpanded = false; + + $(".docstring section").slideUp(animationSpeed); + } else { + $(this).removeClass("fa-chevron-down").addClass("fa-chevron-up"); + $("a.docstring-article-toggle-button") + .removeClass("fa-chevron-right") + .addClass("fa-chevron-down"); + + isExpanded = true; + articleToggleTitle = "Collapse docstring"; + navArticleToggleTitle = "Collapse all docstrings"; + + $(".docstring section").slideDown(animationSpeed); + } + + $(this).prop("title", navArticleToggleTitle); + $(".docstring-article-toggle-button").prop("title", articleToggleTitle); + }); +}); + +function debounce(callback, timeout = 300) { + if (Date.now() - timer > timeout) { + callback(); + } + + clearTimeout(timer); + + timer = Date.now(); +} + +}) +//////////////////////////////////////////////////////////////////////////////// +require([], function() { +function addCopyButtonCallbacks() { + for (const el of document.getElementsByTagName("pre")) { + const button = document.createElement("button"); + button.classList.add("copy-button", "fa-solid", "fa-copy"); + button.setAttribute("aria-label", "Copy this code block"); + button.setAttribute("title", "Copy"); + + el.appendChild(button); + + const success = function () { + button.classList.add("success", "fa-check"); + button.classList.remove("fa-copy"); + }; + + const failure = function () { + button.classList.add("error", "fa-xmark"); + button.classList.remove("fa-copy"); + }; + + button.addEventListener("click", function () { + copyToClipboard(el.innerText).then(success, failure); + + setTimeout(function () { + button.classList.add("fa-copy"); + button.classList.remove("success", "fa-check", "fa-xmark"); + }, 5000); + }); + } +} + +function copyToClipboard(text) { + // clipboard API is only available in secure contexts + if (window.navigator && window.navigator.clipboard) { + return window.navigator.clipboard.writeText(text); + } else { + return new Promise(function (resolve, reject) { + try { + const el = document.createElement("textarea"); + el.textContent = text; + el.style.position = "fixed"; + el.style.opacity = 0; + document.body.appendChild(el); + el.select(); + document.execCommand("copy"); + + resolve(); + } catch (err) { + reject(err); + } finally { + document.body.removeChild(el); + } + }); + } +} + +if (document.readyState === "loading") { + document.addEventListener("DOMContentLoaded", addCopyButtonCallbacks); +} else { + addCopyButtonCallbacks(); +} + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'headroom', 'headroom-jquery'], function($, Headroom) { + +// Manages the top navigation bar (hides it when the user starts scrolling down on the +// mobile). +window.Headroom = Headroom; // work around buggy module loading? +$(document).ready(function () { + $("#documenter .docs-navbar").headroom({ + tolerance: { up: 10, down: 10 }, + }); +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +$(document).ready(function () { + let meta = $("div[data-docstringscollapsed]").data(); + + if (meta?.docstringscollapsed) { + $("#documenter-article-toggle-button").trigger({ + type: "click", + noToggleAnimation: true, + }); + } +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +/* +To get an in-depth about the thought process you can refer: https://hetarth02.hashnode.dev/series/gsoc + +PSEUDOCODE: + +Searching happens automatically as the user types or adjusts the selected filters. +To preserve responsiveness, as much as possible of the slow parts of the search are done +in a web worker. Searching and result generation are done in the worker, and filtering and +DOM updates are done in the main thread. The filters are in the main thread as they should +be very quick to apply. This lets filters be changed without re-searching with minisearch +(which is possible even if filtering is on the worker thread) and also lets filters be +changed _while_ the worker is searching and without message passing (neither of which are +possible if filtering is on the worker thread) + +SEARCH WORKER: + +Import minisearch + +Build index + +On message from main thread + run search + find the first 200 unique results from each category, and compute their divs for display + note that this is necessary and sufficient information for the main thread to find the + first 200 unique results from any given filter set + post results to main thread + +MAIN: + +Launch worker + +Declare nonconstant globals (worker_is_running, last_search_text, unfiltered_results) + +On text update + if worker is not running, launch_search() + +launch_search + set worker_is_running to true, set last_search_text to the search text + post the search query to worker + +on message from worker + if last_search_text is not the same as the text in the search field, + the latest search result is not reflective of the latest search query, so update again + launch_search() + otherwise + set worker_is_running to false + + regardless, display the new search results to the user + save the unfiltered_results as a global + update_search() + +on filter click + adjust the filter selection + update_search() + +update_search + apply search filters by looping through the unfiltered_results and finding the first 200 + unique results that match the filters + + Update the DOM +*/ + +/////// SEARCH WORKER /////// + +function worker_function(documenterSearchIndex, documenterBaseURL, filters) { + importScripts( + "https://cdn.jsdelivr.net/npm/minisearch@6.1.0/dist/umd/index.min.js" + ); + + let data = documenterSearchIndex.map((x, key) => { + x["id"] = key; // minisearch requires a unique for each object + return x; + }); + + // list below is the lunr 2.1.3 list minus the intersect with names(Base) + // (all, any, get, in, is, only, which) and (do, else, for, let, where, while, with) + // ideally we'd just filter the original list but it's not available as a variable + const stopWords = new Set([ + "a", + "able", + "about", + "across", + "after", + "almost", + "also", + "am", + "among", + "an", + "and", + "are", + "as", + "at", + "be", + "because", + "been", + "but", + "by", + "can", + "cannot", + "could", + "dear", + "did", + "does", + "either", + "ever", + "every", + "from", + "got", + "had", + "has", + "have", + "he", + "her", + "hers", + "him", + "his", + "how", + "however", + "i", + "if", + "into", + "it", + "its", + "just", + "least", + "like", + "likely", + "may", + "me", + "might", + "most", + "must", + "my", + "neither", + "no", + "nor", + "not", + "of", + "off", + "often", + "on", + "or", + "other", + "our", + "own", + "rather", + "said", + "say", + "says", + "she", + "should", + "since", + "so", + "some", + "than", + "that", + "the", + "their", + "them", + "then", + "there", + "these", + "they", + "this", + "tis", + "to", + "too", + "twas", + "us", + "wants", + "was", + "we", + "were", + "what", + "when", + "who", + "whom", + "why", + "will", + "would", + "yet", + "you", + "your", + ]); + + let index = new MiniSearch({ + fields: ["title", "text"], // fields to index for full-text search + storeFields: ["location", "title", "text", "category", "page"], // fields to return with results + processTerm: (term) => { + let word = stopWords.has(term) ? null : term; + if (word) { + // custom trimmer that doesn't strip @ and !, which are used in julia macro and function names + word = word + .replace(/^[^a-zA-Z0-9@!]+/, "") + .replace(/[^a-zA-Z0-9@!]+$/, ""); + + word = word.toLowerCase(); + } + + return word ?? null; + }, + // add . as a separator, because otherwise "title": "Documenter.Anchors.add!", would not + // find anything if searching for "add!", only for the entire qualification + tokenize: (string) => string.split(/[\s\-\.]+/), + // options which will be applied during the search + searchOptions: { + prefix: true, + boost: { title: 100 }, + fuzzy: 2, + }, + }); + + index.addAll(data); + + /** + * Used to map characters to HTML entities. + * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts + */ + const htmlEscapes = { + "&": "&", + "<": "<", + ">": ">", + '"': """, + "'": "'", + }; + + /** + * Used to match HTML entities and HTML characters. + * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts + */ + const reUnescapedHtml = /[&<>"']/g; + const reHasUnescapedHtml = RegExp(reUnescapedHtml.source); + + /** + * Escape function from lodash + * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts + */ + function escape(string) { + return string && reHasUnescapedHtml.test(string) + ? string.replace(reUnescapedHtml, (chr) => htmlEscapes[chr]) + : string || ""; + } + + /** + * RegX escape function from MDN + * Refer: https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Regular_Expressions#escaping + */ + function escapeRegExp(string) { + return string.replace(/[.*+?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string + } + + /** + * Make the result component given a minisearch result data object and the value + * of the search input as queryString. To view the result object structure, refer: + * https://lucaong.github.io/minisearch/modules/_minisearch_.html#searchresult + * + * @param {object} result + * @param {string} querystring + * @returns string + */ + function make_search_result(result, querystring) { + let search_divider = `
        `; + let display_link = + result.location.slice(Math.max(0), Math.min(50, result.location.length)) + + (result.location.length > 30 ? "..." : ""); // To cut-off the link because it messes with the overflow of the whole div + + if (result.page !== "") { + display_link += ` (${result.page})`; + } + searchstring = escapeRegExp(querystring); + let textindex = new RegExp(`${searchstring}`, "i").exec(result.text); + let text = + textindex !== null + ? result.text.slice( + Math.max(textindex.index - 100, 0), + Math.min( + textindex.index + querystring.length + 100, + result.text.length + ) + ) + : ""; // cut-off text before and after from the match + + text = text.length ? escape(text) : ""; + + let display_result = text.length + ? "..." + + text.replace( + new RegExp(`${escape(searchstring)}`, "i"), // For first occurrence + '$&' + ) + + "..." + : ""; // highlights the match + + let in_code = false; + if (!["page", "section"].includes(result.category.toLowerCase())) { + in_code = true; + } + + // We encode the full url to escape some special characters which can lead to broken links + let result_div = ` + +
        +
        ${escape(result.title)}
        +
        ${result.category}
        +
        +

        + ${display_result} +

        +
        + ${display_link} +
        +         + ${search_divider} + `; + + return result_div; + } + + self.onmessage = function (e) { + let query = e.data; + let results = index.search(query, { + filter: (result) => { + // Only return relevant results + return result.score >= 1; + }, + combineWith: "AND", + }); + + // Pre-filter to deduplicate and limit to 200 per category to the extent + // possible without knowing what the filters are. + let filtered_results = []; + let counts = {}; + for (let filter of filters) { + counts[filter] = 0; + } + let present = {}; + + for (let result of results) { + cat = result.category; + cnt = counts[cat]; + if (cnt < 200) { + id = cat + "---" + result.location; + if (present[id]) { + continue; + } + present[id] = true; + filtered_results.push({ + location: result.location, + category: cat, + div: make_search_result(result, query), + }); + } + } + + postMessage(filtered_results); + }; +} + +// `worker = Threads.@spawn worker_function(documenterSearchIndex)`, but in JavaScript! +const filters = [ + ...new Set(documenterSearchIndex["docs"].map((x) => x.category)), +]; +const worker_str = + "(" + + worker_function.toString() + + ")(" + + JSON.stringify(documenterSearchIndex["docs"]) + + "," + + JSON.stringify(documenterBaseURL) + + "," + + JSON.stringify(filters) + + ")"; +const worker_blob = new Blob([worker_str], { type: "text/javascript" }); +const worker = new Worker(URL.createObjectURL(worker_blob)); + +/////// SEARCH MAIN /////// + +// Whether the worker is currently handling a search. This is a boolean +// as the worker only ever handles 1 or 0 searches at a time. +var worker_is_running = false; + +// The last search text that was sent to the worker. This is used to determine +// if the worker should be launched again when it reports back results. +var last_search_text = ""; + +// The results of the last search. This, in combination with the state of the filters +// in the DOM, is used compute the results to display on calls to update_search. +var unfiltered_results = []; + +// Which filter is currently selected +var selected_filter = ""; + +$(document).on("input", ".documenter-search-input", function (event) { + if (!worker_is_running) { + launch_search(); + } +}); + +function launch_search() { + worker_is_running = true; + last_search_text = $(".documenter-search-input").val(); + worker.postMessage(last_search_text); +} + +worker.onmessage = function (e) { + if (last_search_text !== $(".documenter-search-input").val()) { + launch_search(); + } else { + worker_is_running = false; + } + + unfiltered_results = e.data; + update_search(); +}; + +$(document).on("click", ".search-filter", function () { + if ($(this).hasClass("search-filter-selected")) { + selected_filter = ""; + } else { + selected_filter = $(this).text().toLowerCase(); + } + + // This updates search results and toggles classes for UI: + update_search(); +}); + +/** + * Make/Update the search component + */ +function update_search() { + let querystring = $(".documenter-search-input").val(); + + if (querystring.trim()) { + if (selected_filter == "") { + results = unfiltered_results; + } else { + results = unfiltered_results.filter((result) => { + return selected_filter == result.category.toLowerCase(); + }); + } + + let search_result_container = ``; + let modal_filters = make_modal_body_filters(); + let search_divider = `
        `; + + if (results.length) { + let links = []; + let count = 0; + let search_results = ""; + + for (var i = 0, n = results.length; i < n && count < 200; ++i) { + let result = results[i]; + if (result.location && !links.includes(result.location)) { + search_results += result.div; + count++; + links.push(result.location); + } + } + + if (count == 1) { + count_str = "1 result"; + } else if (count == 200) { + count_str = "200+ results"; + } else { + count_str = count + " results"; + } + let result_count = `
        ${count_str}
        `; + + search_result_container = ` +
        + ${modal_filters} + ${search_divider} + ${result_count} +
        + ${search_results} +
        +
        + `; + } else { + search_result_container = ` +
        + ${modal_filters} + ${search_divider} +
        0 result(s)
        +
        +
        No result found!
        + `; + } + + if ($(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").removeClass("is-justify-content-center"); + } + + $(".search-modal-card-body").html(search_result_container); + } else { + if (!$(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").addClass("is-justify-content-center"); + } + + $(".search-modal-card-body").html(` +
        Type something to get started!
        + `); + } +} + +/** + * Make the modal filter html + * + * @returns string + */ +function make_modal_body_filters() { + let str = filters + .map((val) => { + if (selected_filter == val.toLowerCase()) { + return `${val}`; + } else { + return `${val}`; + } + }) + .join(""); + + return ` +
        + Filters: + ${str} +
        `; +} + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// Modal settings dialog +$(document).ready(function () { + var settings = $("#documenter-settings"); + $("#documenter-settings-button").click(function () { + settings.toggleClass("is-active"); + }); + // Close the dialog if X is clicked + $("#documenter-settings button.delete").click(function () { + settings.removeClass("is-active"); + }); + // Close dialog if ESC is pressed + $(document).keyup(function (e) { + if (e.keyCode == 27) settings.removeClass("is-active"); + }); +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +$(document).ready(function () { + let search_modal_header = ` +
        +
        +

        + + + + +

        +
        +
        + +
        +
        + `; + + let initial_search_body = ` +
        Type something to get started!
        + `; + + let search_modal_footer = ` +
        + + Ctrl + + / to search + + esc to close +
        + `; + + $(document.body).append( + ` + + ` + ); + + document.querySelector(".docs-search-query").addEventListener("click", () => { + openModal(); + }); + + document + .querySelector(".close-search-modal") + .addEventListener("click", () => { + closeModal(); + }); + + $(document).on("click", ".search-result-link", function () { + closeModal(); + }); + + document.addEventListener("keydown", (event) => { + if ((event.ctrlKey || event.metaKey) && event.key === "/") { + openModal(); + } else if (event.key === "Escape") { + closeModal(); + } + + return false; + }); + + // Functions to open and close a modal + function openModal() { + let searchModal = document.querySelector("#search-modal"); + + searchModal.classList.add("is-active"); + document.querySelector(".documenter-search-input").focus(); + } + + function closeModal() { + let searchModal = document.querySelector("#search-modal"); + let initial_search_body = ` +
        Type something to get started!
        + `; + + searchModal.classList.remove("is-active"); + document.querySelector(".documenter-search-input").blur(); + + if (!$(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").addClass("is-justify-content-center"); + } + + $(".documenter-search-input").val(""); + $(".search-modal-card-body").html(initial_search_body); + } + + document + .querySelector("#search-modal .modal-background") + .addEventListener("click", () => { + closeModal(); + }); +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// Manages the showing and hiding of the sidebar. +$(document).ready(function () { + var sidebar = $("#documenter > .docs-sidebar"); + var sidebar_button = $("#documenter-sidebar-button"); + sidebar_button.click(function (ev) { + ev.preventDefault(); + sidebar.toggleClass("visible"); + if (sidebar.hasClass("visible")) { + // Makes sure that the current menu item is visible in the sidebar. + $("#documenter .docs-menu a.is-active").focus(); + } + }); + $("#documenter > .docs-main").bind("click", function (ev) { + if ($(ev.target).is(sidebar_button)) { + return; + } + if (sidebar.hasClass("visible")) { + sidebar.removeClass("visible"); + } + }); +}); + +// Resizes the package name / sitename in the sidebar if it is too wide. +// Inspired by: https://github.com/davatron5000/FitText.js +$(document).ready(function () { + e = $("#documenter .docs-autofit"); + function resize() { + var L = parseInt(e.css("max-width"), 10); + var L0 = e.width(); + if (L0 > L) { + var h0 = parseInt(e.css("font-size"), 10); + e.css("font-size", (L * h0) / L0); + // TODO: make sure it survives resizes? + } + } + // call once and then register events + resize(); + $(window).resize(resize); + $(window).on("orientationchange", resize); +}); + +// Scroll the navigation bar to the currently selected menu item +$(document).ready(function () { + var sidebar = $("#documenter .docs-menu").get(0); + var active = $("#documenter .docs-menu .is-active").get(0); + if (typeof active !== "undefined") { + sidebar.scrollTop = active.offsetTop - sidebar.offsetTop - 15; + } +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// Theme picker setup +$(document).ready(function () { + // onchange callback + $("#documenter-themepicker").change(function themepick_callback(ev) { + var themename = $("#documenter-themepicker option:selected").attr("value"); + if (themename === "auto") { + // set_theme(window.matchMedia('(prefers-color-scheme: dark)').matches ? 'dark' : 'light'); + window.localStorage.removeItem("documenter-theme"); + } else { + // set_theme(themename); + window.localStorage.setItem("documenter-theme", themename); + } + // We re-use the global function from themeswap.js to actually do the swapping. + set_theme_from_local_storage(); + }); + + // Make sure that the themepicker displays the correct theme when the theme is retrieved + // from localStorage + if (typeof window.localStorage !== "undefined") { + var theme = window.localStorage.getItem("documenter-theme"); + if (theme !== null) { + $("#documenter-themepicker option").each(function (i, e) { + e.selected = e.value === theme; + }); + } + } +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// update the version selector with info from the siteinfo.js and ../versions.js files +$(document).ready(function () { + // If the version selector is disabled with DOCUMENTER_VERSION_SELECTOR_DISABLED in the + // siteinfo.js file, we just return immediately and not display the version selector. + if ( + typeof DOCUMENTER_VERSION_SELECTOR_DISABLED === "boolean" && + DOCUMENTER_VERSION_SELECTOR_DISABLED + ) { + return; + } + + var version_selector = $("#documenter .docs-version-selector"); + var version_selector_select = $("#documenter .docs-version-selector select"); + + version_selector_select.change(function (x) { + target_href = version_selector_select + .children("option:selected") + .get(0).value; + window.location.href = target_href; + }); + + // add the current version to the selector based on siteinfo.js, but only if the selector is empty + if ( + typeof DOCUMENTER_CURRENT_VERSION !== "undefined" && + $("#version-selector > option").length == 0 + ) { + var option = $( + "" + ); + version_selector_select.append(option); + } + + if (typeof DOC_VERSIONS !== "undefined") { + var existing_versions = version_selector_select.children("option"); + var existing_versions_texts = 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.button.is-black.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-black.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-black.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-black.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-black.is-outlined{background-color:transparent;border-color:#0a0a0a;box-shadow:none;color:#0a0a0a}html.theme--catppuccin-frappe .button.is-black.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-frappe .button.is-black.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-black.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-black.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-black.is-inverted.is-outlined.is-focused{background-color:#fff;color:#0a0a0a}html.theme--catppuccin-frappe .button.is-black.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-black.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-black.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-black.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--catppuccin-frappe .button.is-black.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-black.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-frappe .button.is-light{background-color:#f5f5f5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-light:hover,html.theme--catppuccin-frappe .button.is-light.is-hovered{background-color:#eee;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-light:focus,html.theme--catppuccin-frappe .button.is-light.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-light:focus:not(:active),html.theme--catppuccin-frappe .button.is-light.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(245,245,245,0.25)}html.theme--catppuccin-frappe .button.is-light:active,html.theme--catppuccin-frappe .button.is-light.is-active{background-color:#e8e8e8;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-light[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-light{background-color:#f5f5f5;border-color:#f5f5f5;box-shadow:none}html.theme--catppuccin-frappe .button.is-light.is-inverted{background-color:rgba(0,0,0,0.7);color:#f5f5f5}html.theme--catppuccin-frappe 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.button.is-light.is-outlined.is-focused{background-color:#f5f5f5;border-color:#f5f5f5;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-light.is-outlined.is-loading::after{border-color:transparent transparent #f5f5f5 #f5f5f5 !important}html.theme--catppuccin-frappe .button.is-light.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-light.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-light.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-light.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-light.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-light.is-outlined{background-color:transparent;border-color:#f5f5f5;box-shadow:none;color:#f5f5f5}html.theme--catppuccin-frappe .button.is-light.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-light.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-light.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-light.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-light.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#f5f5f5}html.theme--catppuccin-frappe .button.is-light.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-light.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-light.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-light.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f5f5f5 #f5f5f5 !important}html.theme--catppuccin-frappe 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kbd.button.is-inverted{background-color:#fff;color:#414559}html.theme--catppuccin-frappe .button.is-dark.is-inverted:hover,html.theme--catppuccin-frappe .content kbd.button.is-inverted:hover,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-hovered,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-frappe .button.is-dark.is-inverted[disabled],html.theme--catppuccin-frappe .content kbd.button.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-dark.is-inverted,fieldset[disabled] html.theme--catppuccin-frappe .content kbd.button.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#414559}html.theme--catppuccin-frappe .button.is-dark.is-loading::after,html.theme--catppuccin-frappe .content kbd.button.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe 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!important}html.theme--catppuccin-frappe .button.is-dark.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .content kbd.button.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-dark.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .content kbd.button.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-dark.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .content kbd.button.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-dark.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-frappe .content kbd.button.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-dark.is-outlined[disabled],html.theme--catppuccin-frappe .content kbd.button.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-dark.is-outlined,fieldset[disabled] html.theme--catppuccin-frappe .content kbd.button.is-outlined{background-color:transparent;border-color:#414559;box-shadow:none;color:#414559}html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined.is-focused{background-color:#fff;color:#414559}html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #414559 #414559 !important}html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined[disabled],html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined,fieldset[disabled] html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-frappe .button.is-primary,html.theme--catppuccin-frappe .docstring>section>a.button.docs-sourcelink{background-color:#8caaee;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-primary:hover,html.theme--catppuccin-frappe .docstring>section>a.button.docs-sourcelink:hover,html.theme--catppuccin-frappe .button.is-primary.is-hovered,html.theme--catppuccin-frappe .docstring>section>a.button.is-hovered.docs-sourcelink{background-color:#81a2ec;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-primary:focus,html.theme--catppuccin-frappe 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.button.is-success{background-color:#a6d189;border-color:#a6d189;box-shadow:none}html.theme--catppuccin-frappe .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-inverted:hover,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-success.is-outlined{background-color:transparent;border-color:#a6d189;color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-outlined:hover,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-success.is-outlined:focus,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-focused{background-color:#a6d189;border-color:#a6d189;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #a6d189 #a6d189 !important}html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-success.is-outlined{background-color:transparent;border-color:#a6d189;box-shadow:none;color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #a6d189 #a6d189 !important}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-light{background-color:#f4f9f0;color:#446a29}html.theme--catppuccin-frappe .button.is-success.is-light:hover,html.theme--catppuccin-frappe .button.is-success.is-light.is-hovered{background-color:#edf6e7;border-color:transparent;color:#446a29}html.theme--catppuccin-frappe .button.is-success.is-light:active,html.theme--catppuccin-frappe .button.is-success.is-light.is-active{background-color:#e6f2de;border-color:transparent;color:#446a29}html.theme--catppuccin-frappe .button.is-warning{background-color:#e5c890;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning:hover,html.theme--catppuccin-frappe .button.is-warning.is-hovered{background-color:#e3c386;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning:focus,html.theme--catppuccin-frappe .button.is-warning.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning:focus:not(:active),html.theme--catppuccin-frappe .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(229,200,144,0.25)}html.theme--catppuccin-frappe .button.is-warning:active,html.theme--catppuccin-frappe .button.is-warning.is-active{background-color:#e0be7b;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-warning{background-color:#e5c890;border-color:#e5c890;box-shadow:none}html.theme--catppuccin-frappe .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-inverted:hover,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-warning.is-outlined{background-color:transparent;border-color:#e5c890;color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-outlined:hover,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-warning.is-outlined:focus,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-focused{background-color:#e5c890;border-color:#e5c890;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #e5c890 #e5c890 !important}html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-warning.is-outlined{background-color:transparent;border-color:#e5c890;box-shadow:none;color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #e5c890 #e5c890 !important}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning.is-light{background-color:#fbf7ee;color:#78591c}html.theme--catppuccin-frappe .button.is-warning.is-light:hover,html.theme--catppuccin-frappe .button.is-warning.is-light.is-hovered{background-color:#f9f2e4;border-color:transparent;color:#78591c}html.theme--catppuccin-frappe .button.is-warning.is-light:active,html.theme--catppuccin-frappe .button.is-warning.is-light.is-active{background-color:#f6edda;border-color:transparent;color:#78591c}html.theme--catppuccin-frappe .button.is-danger{background-color:#e78284;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger:hover,html.theme--catppuccin-frappe .button.is-danger.is-hovered{background-color:#e57779;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger:focus,html.theme--catppuccin-frappe .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger:focus:not(:active),html.theme--catppuccin-frappe .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(231,130,132,0.25)}html.theme--catppuccin-frappe .button.is-danger:active,html.theme--catppuccin-frappe .button.is-danger.is-active{background-color:#e36d6f;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger{background-color:#e78284;border-color:#e78284;box-shadow:none}html.theme--catppuccin-frappe .button.is-danger.is-inverted{background-color:#fff;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-inverted:hover,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-frappe .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-danger.is-outlined{background-color:transparent;border-color:#e78284;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-outlined:hover,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-danger.is-outlined:focus,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-focused{background-color:#e78284;border-color:#e78284;color:#fff}html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #e78284 #e78284 !important}html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger.is-outlined{background-color:transparent;border-color:#e78284;box-shadow:none;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #e78284 #e78284 !important}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-frappe .button.is-danger.is-light{background-color:#fceeee;color:#9a1e20}html.theme--catppuccin-frappe .button.is-danger.is-light:hover,html.theme--catppuccin-frappe .button.is-danger.is-light.is-hovered{background-color:#fae3e4;border-color:transparent;color:#9a1e20}html.theme--catppuccin-frappe .button.is-danger.is-light:active,html.theme--catppuccin-frappe .button.is-danger.is-light.is-active{background-color:#f8d8d9;border-color:transparent;color:#9a1e20}html.theme--catppuccin-frappe .button.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-frappe .button.is-small:not(.is-rounded),html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-frappe .button.is-normal{font-size:1rem}html.theme--catppuccin-frappe .button.is-medium{font-size:1.25rem}html.theme--catppuccin-frappe .button.is-large{font-size:1.5rem}html.theme--catppuccin-frappe .button[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button{background-color:#737994;border-color:#626880;box-shadow:none;opacity:.5}html.theme--catppuccin-frappe .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-frappe .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-frappe .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-frappe .button.is-static{background-color:#292c3c;border-color:#626880;color:#838ba7;box-shadow:none;pointer-events:none}html.theme--catppuccin-frappe .button.is-rounded,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-frappe .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-frappe .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-frappe .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-frappe .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-frappe .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-frappe .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-frappe .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-frappe .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-frappe .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-frappe .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-frappe .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-frappe .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-frappe .buttons.has-addons .button:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-frappe .buttons.has-addons .button:focus,html.theme--catppuccin-frappe .buttons.has-addons .button.is-focused,html.theme--catppuccin-frappe .buttons.has-addons .button:active,html.theme--catppuccin-frappe .buttons.has-addons .button.is-active,html.theme--catppuccin-frappe .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-frappe .buttons.has-addons .button:focus:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-frappe .buttons.has-addons .button:active:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-frappe .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-frappe .buttons.is-centered{justify-content:center}html.theme--catppuccin-frappe .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-frappe .buttons.is-right{justify-content:flex-end}html.theme--catppuccin-frappe .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--catppuccin-frappe .button.is-responsive.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--catppuccin-frappe .button.is-responsive,html.theme--catppuccin-frappe .button.is-responsive.is-normal{font-size:.65625rem}html.theme--catppuccin-frappe .button.is-responsive.is-medium{font-size:.75rem}html.theme--catppuccin-frappe .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--catppuccin-frappe .button.is-responsive.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--catppuccin-frappe .button.is-responsive,html.theme--catppuccin-frappe .button.is-responsive.is-normal{font-size:.75rem}html.theme--catppuccin-frappe .button.is-responsive.is-medium{font-size:1rem}html.theme--catppuccin-frappe .button.is-responsive.is-large{font-size:1.25rem}}html.theme--catppuccin-frappe .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--catppuccin-frappe .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--catppuccin-frappe .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--catppuccin-frappe .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--catppuccin-frappe .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--catppuccin-frappe .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-frappe .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-frappe .content li+li{margin-top:0.25em}html.theme--catppuccin-frappe .content p:not(:last-child),html.theme--catppuccin-frappe .content dl:not(:last-child),html.theme--catppuccin-frappe .content ol:not(:last-child),html.theme--catppuccin-frappe .content ul:not(:last-child),html.theme--catppuccin-frappe .content blockquote:not(:last-child),html.theme--catppuccin-frappe .content pre:not(:last-child),html.theme--catppuccin-frappe .content table:not(:last-child){margin-bottom:1em}html.theme--catppuccin-frappe .content h1,html.theme--catppuccin-frappe .content h2,html.theme--catppuccin-frappe .content h3,html.theme--catppuccin-frappe .content h4,html.theme--catppuccin-frappe .content h5,html.theme--catppuccin-frappe .content h6{color:#c6d0f5;font-weight:600;line-height:1.125}html.theme--catppuccin-frappe .content h1{font-size:2em;margin-bottom:0.5em}html.theme--catppuccin-frappe .content h1:not(:first-child){margin-top:1em}html.theme--catppuccin-frappe .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--catppuccin-frappe .content h2:not(:first-child){margin-top:1.1428em}html.theme--catppuccin-frappe .content 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body.has-spaced-navbar-fixed-bottom{padding-bottom:6rem}html.theme--catppuccin-frappe a.navbar-item.is-active,html.theme--catppuccin-frappe .navbar-link.is-active{color:#8caaee}html.theme--catppuccin-frappe a.navbar-item.is-active:not(:focus):not(:hover),html.theme--catppuccin-frappe .navbar-link.is-active:not(:focus):not(:hover){background-color:rgba(0,0,0,0)}html.theme--catppuccin-frappe .navbar-item.has-dropdown:focus .navbar-link,html.theme--catppuccin-frappe .navbar-item.has-dropdown:hover .navbar-link,html.theme--catppuccin-frappe .navbar-item.has-dropdown.is-active .navbar-link{background-color:rgba(0,0,0,0)}}html.theme--catppuccin-frappe .hero.is-fullheight-with-navbar{min-height:calc(100vh - 4rem)}html.theme--catppuccin-frappe .pagination{font-size:1rem;margin:-.25rem}html.theme--catppuccin-frappe .pagination.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.pagination{font-size:.75rem}html.theme--catppuccin-frappe 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.button.is-white:focus:not(:active),html.theme--catppuccin-latte .button.is-white.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(255,255,255,0.25)}html.theme--catppuccin-latte .button.is-white:active,html.theme--catppuccin-latte .button.is-white.is-active{background-color:#f2f2f2;border-color:transparent;color:#0a0a0a}html.theme--catppuccin-latte .button.is-white[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-white{background-color:#fff;border-color:#fff;box-shadow:none}html.theme--catppuccin-latte .button.is-white.is-inverted{background-color:#0a0a0a;color:#fff}html.theme--catppuccin-latte .button.is-white.is-inverted:hover,html.theme--catppuccin-latte .button.is-white.is-inverted.is-hovered{background-color:#000}html.theme--catppuccin-latte .button.is-white.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-white.is-inverted{background-color:#0a0a0a;border-color:transparent;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-white.is-loading::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--catppuccin-latte .button.is-white.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-white.is-outlined:hover,html.theme--catppuccin-latte .button.is-white.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-white.is-outlined:focus,html.theme--catppuccin-latte .button.is-white.is-outlined.is-focused{background-color:#fff;border-color:#fff;color:#0a0a0a}html.theme--catppuccin-latte .button.is-white.is-outlined.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-white.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-white.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-white.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-white.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--catppuccin-latte .button.is-white.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-white.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-white.is-inverted.is-outlined{background-color:transparent;border-color:#0a0a0a;color:#0a0a0a}html.theme--catppuccin-latte .button.is-white.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-white.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-white.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-white.is-inverted.is-outlined.is-focused{background-color:#0a0a0a;color:#fff}html.theme--catppuccin-latte .button.is-white.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-white.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-white.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-white.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-white.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-white.is-inverted.is-outlined{background-color:transparent;border-color:#0a0a0a;box-shadow:none;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black{background-color:#0a0a0a;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-black:hover,html.theme--catppuccin-latte .button.is-black.is-hovered{background-color:#040404;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-black:focus,html.theme--catppuccin-latte .button.is-black.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-black:focus:not(:active),html.theme--catppuccin-latte .button.is-black.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(10,10,10,0.25)}html.theme--catppuccin-latte .button.is-black:active,html.theme--catppuccin-latte .button.is-black.is-active{background-color:#000;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-black[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-black{background-color:#0a0a0a;border-color:#0a0a0a;box-shadow:none}html.theme--catppuccin-latte .button.is-black.is-inverted{background-color:#fff;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black.is-inverted:hover,html.theme--catppuccin-latte .button.is-black.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-black.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-black.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-black.is-outlined{background-color:transparent;border-color:#0a0a0a;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black.is-outlined:hover,html.theme--catppuccin-latte .button.is-black.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-black.is-outlined:focus,html.theme--catppuccin-latte .button.is-black.is-outlined.is-focused{background-color:#0a0a0a;border-color:#0a0a0a;color:#fff}html.theme--catppuccin-latte .button.is-black.is-outlined.is-loading::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--catppuccin-latte .button.is-black.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-black.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-black.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-black.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-black.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-black.is-outlined{background-color:transparent;border-color:#0a0a0a;box-shadow:none;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-focused{background-color:#fff;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-light{background-color:#f5f5f5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light:hover,html.theme--catppuccin-latte .button.is-light.is-hovered{background-color:#eee;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light:focus,html.theme--catppuccin-latte .button.is-light.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light:focus:not(:active),html.theme--catppuccin-latte .button.is-light.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(245,245,245,0.25)}html.theme--catppuccin-latte .button.is-light:active,html.theme--catppuccin-latte .button.is-light.is-active{background-color:#e8e8e8;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-light{background-color:#f5f5f5;border-color:#f5f5f5;box-shadow:none}html.theme--catppuccin-latte .button.is-light.is-inverted{background-color:rgba(0,0,0,0.7);color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-inverted:hover,html.theme--catppuccin-latte .button.is-light.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-light.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-latte .button.is-light.is-outlined{background-color:transparent;border-color:#f5f5f5;color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-outlined:hover,html.theme--catppuccin-latte .button.is-light.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-light.is-outlined:focus,html.theme--catppuccin-latte .button.is-light.is-outlined.is-focused{background-color:#f5f5f5;border-color:#f5f5f5;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading::after{border-color:transparent transparent #f5f5f5 #f5f5f5 !important}html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-latte .button.is-light.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-light.is-outlined{background-color:transparent;border-color:#f5f5f5;box-shadow:none;color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f5f5f5 #f5f5f5 !important}html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark,html.theme--catppuccin-latte .content kbd.button{background-color:#ccd0da;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark:hover,html.theme--catppuccin-latte .content kbd.button:hover,html.theme--catppuccin-latte .button.is-dark.is-hovered,html.theme--catppuccin-latte .content kbd.button.is-hovered{background-color:#c5c9d5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark:focus,html.theme--catppuccin-latte .content kbd.button:focus,html.theme--catppuccin-latte .button.is-dark.is-focused,html.theme--catppuccin-latte .content kbd.button.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark:focus:not(:active),html.theme--catppuccin-latte .content kbd.button:focus:not(:active),html.theme--catppuccin-latte .button.is-dark.is-focused:not(:active),html.theme--catppuccin-latte .content kbd.button.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(204,208,218,0.25)}html.theme--catppuccin-latte .button.is-dark:active,html.theme--catppuccin-latte .content kbd.button:active,html.theme--catppuccin-latte .button.is-dark.is-active,html.theme--catppuccin-latte .content kbd.button.is-active{background-color:#bdc2cf;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark[disabled],html.theme--catppuccin-latte .content kbd.button[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-dark,fieldset[disabled] html.theme--catppuccin-latte .content kbd.button{background-color:#ccd0da;border-color:#ccd0da;box-shadow:none}html.theme--catppuccin-latte .button.is-dark.is-inverted,html.theme--catppuccin-latte .content kbd.button.is-inverted{background-color:rgba(0,0,0,0.7);color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-inverted:hover,html.theme--catppuccin-latte .content kbd.button.is-inverted:hover,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-hovered,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark.is-inverted[disabled],html.theme--catppuccin-latte .content kbd.button.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-dark.is-inverted,fieldset[disabled] html.theme--catppuccin-latte .content kbd.button.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-loading::after,html.theme--catppuccin-latte .content kbd.button.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-latte .button.is-dark.is-outlined,html.theme--catppuccin-latte .content kbd.button.is-outlined{background-color:transparent;border-color:#ccd0da;color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-outlined:hover,html.theme--catppuccin-latte .content kbd.button.is-outlined:hover,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-hovered,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-dark.is-outlined:focus,html.theme--catppuccin-latte .content kbd.button.is-outlined:focus,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-focused,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-focused{background-color:#ccd0da;border-color:#ccd0da;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading::after{border-color:transparent transparent #ccd0da #ccd0da !important}html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-latte .button.is-dark.is-outlined[disabled],html.theme--catppuccin-latte .content kbd.button.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-dark.is-outlined,fieldset[disabled] html.theme--catppuccin-latte .content kbd.button.is-outlined{background-color:transparent;border-color:#ccd0da;box-shadow:none;color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #ccd0da #ccd0da !important}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined[disabled],html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined,fieldset[disabled] html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-primary,html.theme--catppuccin-latte .docstring>section>a.button.docs-sourcelink{background-color:#1e66f5;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-primary:hover,html.theme--catppuccin-latte .docstring>section>a.button.docs-sourcelink:hover,html.theme--catppuccin-latte .button.is-primary.is-hovered,html.theme--catppuccin-latte .docstring>section>a.button.is-hovered.docs-sourcelink{background-color:#125ef4;border-color:transparent;color:#fff}html.theme--catppuccin-latte 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.button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #40a02b #40a02b !important}html.theme--catppuccin-latte .button.is-success.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-success.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-success.is-outlined{background-color:transparent;border-color:#40a02b;box-shadow:none;color:#40a02b}html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-focused{background-color:#fff;color:#40a02b}html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #40a02b #40a02b !important}html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-success.is-light{background-color:#f1fbef;color:#40a12b}html.theme--catppuccin-latte .button.is-success.is-light:hover,html.theme--catppuccin-latte .button.is-success.is-light.is-hovered{background-color:#e8f8e5;border-color:transparent;color:#40a12b}html.theme--catppuccin-latte .button.is-success.is-light:active,html.theme--catppuccin-latte .button.is-success.is-light.is-active{background-color:#e0f5db;border-color:transparent;color:#40a12b}html.theme--catppuccin-latte .button.is-warning{background-color:#df8e1d;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning:hover,html.theme--catppuccin-latte .button.is-warning.is-hovered{background-color:#d4871c;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning:focus,html.theme--catppuccin-latte .button.is-warning.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning:focus:not(:active),html.theme--catppuccin-latte .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(223,142,29,0.25)}html.theme--catppuccin-latte .button.is-warning:active,html.theme--catppuccin-latte .button.is-warning.is-active{background-color:#c8801a;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning{background-color:#df8e1d;border-color:#df8e1d;box-shadow:none}html.theme--catppuccin-latte .button.is-warning.is-inverted{background-color:#fff;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-inverted:hover,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-warning.is-outlined{background-color:transparent;border-color:#df8e1d;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-outlined:hover,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-warning.is-outlined:focus,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-focused{background-color:#df8e1d;border-color:#df8e1d;color:#fff}html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #df8e1d #df8e1d !important}html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning.is-outlined{background-color:transparent;border-color:#df8e1d;box-shadow:none;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-focused{background-color:#fff;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #df8e1d #df8e1d !important}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-warning.is-light{background-color:#fdf6ed;color:#9e6515}html.theme--catppuccin-latte .button.is-warning.is-light:hover,html.theme--catppuccin-latte .button.is-warning.is-light.is-hovered{background-color:#fbf1e2;border-color:transparent;color:#9e6515}html.theme--catppuccin-latte .button.is-warning.is-light:active,html.theme--catppuccin-latte .button.is-warning.is-light.is-active{background-color:#faebd6;border-color:transparent;color:#9e6515}html.theme--catppuccin-latte .button.is-danger{background-color:#d20f39;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger:hover,html.theme--catppuccin-latte .button.is-danger.is-hovered{background-color:#c60e36;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger:focus,html.theme--catppuccin-latte .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger:focus:not(:active),html.theme--catppuccin-latte .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(210,15,57,0.25)}html.theme--catppuccin-latte .button.is-danger:active,html.theme--catppuccin-latte .button.is-danger.is-active{background-color:#ba0d33;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger{background-color:#d20f39;border-color:#d20f39;box-shadow:none}html.theme--catppuccin-latte .button.is-danger.is-inverted{background-color:#fff;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-inverted:hover,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-danger.is-outlined{background-color:transparent;border-color:#d20f39;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-outlined:hover,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-danger.is-outlined:focus,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-focused{background-color:#d20f39;border-color:#d20f39;color:#fff}html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #d20f39 #d20f39 !important}html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger.is-outlined{background-color:transparent;border-color:#d20f39;box-shadow:none;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #d20f39 #d20f39 !important}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-danger.is-light{background-color:#feecf0;color:#e9113f}html.theme--catppuccin-latte .button.is-danger.is-light:hover,html.theme--catppuccin-latte .button.is-danger.is-light.is-hovered{background-color:#fde0e6;border-color:transparent;color:#e9113f}html.theme--catppuccin-latte .button.is-danger.is-light:active,html.theme--catppuccin-latte .button.is-danger.is-light.is-active{background-color:#fcd4dd;border-color:transparent;color:#e9113f}html.theme--catppuccin-latte .button.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-latte .button.is-small:not(.is-rounded),html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-latte .button.is-normal{font-size:1rem}html.theme--catppuccin-latte .button.is-medium{font-size:1.25rem}html.theme--catppuccin-latte .button.is-large{font-size:1.5rem}html.theme--catppuccin-latte .button[disabled],fieldset[disabled] html.theme--catppuccin-latte .button{background-color:#9ca0b0;border-color:#acb0be;box-shadow:none;opacity:.5}html.theme--catppuccin-latte .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-latte .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-latte .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-latte .button.is-static{background-color:#e6e9ef;border-color:#acb0be;color:#8c8fa1;box-shadow:none;pointer-events:none}html.theme--catppuccin-latte .button.is-rounded,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-latte .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-latte .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-latte .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-latte .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-latte .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-latte .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-latte .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-latte .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-latte .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-latte .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-latte .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-latte .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-latte .buttons.has-addons .button:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-latte .buttons.has-addons .button:focus,html.theme--catppuccin-latte .buttons.has-addons .button.is-focused,html.theme--catppuccin-latte .buttons.has-addons .button:active,html.theme--catppuccin-latte .buttons.has-addons .button.is-active,html.theme--catppuccin-latte .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-latte .buttons.has-addons .button:focus:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-latte .buttons.has-addons .button:active:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-latte .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-latte .buttons.is-centered{justify-content:center}html.theme--catppuccin-latte .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-latte .buttons.is-right{justify-content:flex-end}html.theme--catppuccin-latte .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--catppuccin-latte .button.is-responsive.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--catppuccin-latte .button.is-responsive,html.theme--catppuccin-latte .button.is-responsive.is-normal{font-size:.65625rem}html.theme--catppuccin-latte .button.is-responsive.is-medium{font-size:.75rem}html.theme--catppuccin-latte .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--catppuccin-latte .button.is-responsive.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--catppuccin-latte .button.is-responsive,html.theme--catppuccin-latte .button.is-responsive.is-normal{font-size:.75rem}html.theme--catppuccin-latte .button.is-responsive.is-medium{font-size:1rem}html.theme--catppuccin-latte .button.is-responsive.is-large{font-size:1.25rem}}html.theme--catppuccin-latte .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--catppuccin-latte .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--catppuccin-latte .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--catppuccin-latte .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--catppuccin-latte .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--catppuccin-latte .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-latte .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-latte .content li+li{margin-top:0.25em}html.theme--catppuccin-latte .content p:not(:last-child),html.theme--catppuccin-latte .content dl:not(:last-child),html.theme--catppuccin-latte .content ol:not(:last-child),html.theme--catppuccin-latte 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h3:not(:first-child){margin-top:1.3333em}html.theme--catppuccin-latte .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--catppuccin-latte .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--catppuccin-latte .content h6{font-size:1em;margin-bottom:1em}html.theme--catppuccin-latte .content blockquote{background-color:#e6e9ef;border-left:5px solid #acb0be;padding:1.25em 1.5em}html.theme--catppuccin-latte .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-latte .content ol:not([type]){list-style-type:decimal}html.theme--catppuccin-latte .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--catppuccin-latte .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--catppuccin-latte .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--catppuccin-latte .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--catppuccin-latte .content 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.file.is-link.is-active .file-cta{background-color:#0b57ef;border-color:transparent;color:#fff}html.theme--catppuccin-latte .file.is-info .file-cta{background-color:#179299;border-color:transparent;color:#fff}html.theme--catppuccin-latte .file.is-info:hover .file-cta,html.theme--catppuccin-latte .file.is-info.is-hovered .file-cta{background-color:#15878e;border-color:transparent;color:#fff}html.theme--catppuccin-latte .file.is-info:focus .file-cta,html.theme--catppuccin-latte .file.is-info.is-focused .file-cta{border-color:transparent;box-shadow:0 0 0.5em rgba(23,146,153,0.25);color:#fff}html.theme--catppuccin-latte .file.is-info:active .file-cta,html.theme--catppuccin-latte .file.is-info.is-active .file-cta{background-color:#147d83;border-color:transparent;color:#fff}html.theme--catppuccin-latte .file.is-success .file-cta{background-color:#40a02b;border-color:transparent;color:#fff}html.theme--catppuccin-latte .file.is-success:hover .file-cta,html.theme--catppuccin-latte .file.is-success.is-hovered .file-cta{background-color:#3c9628;border-color:transparent;color:#fff}html.theme--catppuccin-latte .file.is-success:focus .file-cta,html.theme--catppuccin-latte .file.is-success.is-focused .file-cta{border-color:transparent;box-shadow:0 0 0.5em rgba(64,160,43,0.25);color:#fff}html.theme--catppuccin-latte .file.is-success:active .file-cta,html.theme--catppuccin-latte .file.is-success.is-active .file-cta{background-color:#388c26;border-color:transparent;color:#fff}html.theme--catppuccin-latte .file.is-warning .file-cta{background-color:#df8e1d;border-color:transparent;color:#fff}html.theme--catppuccin-latte .file.is-warning:hover .file-cta,html.theme--catppuccin-latte .file.is-warning.is-hovered .file-cta{background-color:#d4871c;border-color:transparent;color:#fff}html.theme--catppuccin-latte .file.is-warning:focus .file-cta,html.theme--catppuccin-latte .file.is-warning.is-focused .file-cta{border-color:transparent;box-shadow:0 0 0.5em rgba(223,142,29,0.25);color:#fff}html.theme--catppuccin-latte .file.is-warning:active .file-cta,html.theme--catppuccin-latte .file.is-warning.is-active .file-cta{background-color:#c8801a;border-color:transparent;color:#fff}html.theme--catppuccin-latte .file.is-danger .file-cta{background-color:#d20f39;border-color:transparent;color:#fff}html.theme--catppuccin-latte .file.is-danger:hover .file-cta,html.theme--catppuccin-latte .file.is-danger.is-hovered .file-cta{background-color:#c60e36;border-color:transparent;color:#fff}html.theme--catppuccin-latte .file.is-danger:focus .file-cta,html.theme--catppuccin-latte .file.is-danger.is-focused .file-cta{border-color:transparent;box-shadow:0 0 0.5em rgba(210,15,57,0.25);color:#fff}html.theme--catppuccin-latte .file.is-danger:active .file-cta,html.theme--catppuccin-latte .file.is-danger.is-active .file-cta{background-color:#ba0d33;border-color:transparent;color:#fff}html.theme--catppuccin-latte .file.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.file{font-size:.75rem}html.theme--catppuccin-latte .file.is-normal{font-size:1rem}html.theme--catppuccin-latte .file.is-medium{font-size:1.25rem}html.theme--catppuccin-latte .file.is-medium .file-icon .fa{font-size:21px}html.theme--catppuccin-latte .file.is-large{font-size:1.5rem}html.theme--catppuccin-latte .file.is-large .file-icon .fa{font-size:28px}html.theme--catppuccin-latte .file.has-name .file-cta{border-bottom-right-radius:0;border-top-right-radius:0}html.theme--catppuccin-latte .file.has-name .file-name{border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-latte .file.has-name.is-empty .file-cta{border-radius:.4em}html.theme--catppuccin-latte .file.has-name.is-empty .file-name{display:none}html.theme--catppuccin-latte .file.is-boxed .file-label{flex-direction:column}html.theme--catppuccin-latte .file.is-boxed .file-cta{flex-direction:column;height:auto;padding:1em 3em}html.theme--catppuccin-latte .file.is-boxed .file-name{border-width:0 1px 1px}html.theme--catppuccin-latte .file.is-boxed .file-icon{height:1.5em;width:1.5em}html.theme--catppuccin-latte .file.is-boxed .file-icon .fa{font-size:21px}html.theme--catppuccin-latte .file.is-boxed.is-small .file-icon .fa,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.is-boxed .file-icon .fa{font-size:14px}html.theme--catppuccin-latte .file.is-boxed.is-medium .file-icon .fa{font-size:28px}html.theme--catppuccin-latte .file.is-boxed.is-large .file-icon .fa{font-size:35px}html.theme--catppuccin-latte .file.is-boxed.has-name .file-cta{border-radius:.4em .4em 0 0}html.theme--catppuccin-latte .file.is-boxed.has-name .file-name{border-radius:0 0 .4em .4em;border-width:0 1px 1px}html.theme--catppuccin-latte .file.is-centered{justify-content:center}html.theme--catppuccin-latte .file.is-fullwidth .file-label{width:100%}html.theme--catppuccin-latte .file.is-fullwidth .file-name{flex-grow:1;max-width:none}html.theme--catppuccin-latte .file.is-right{justify-content:flex-end}html.theme--catppuccin-latte .file.is-right .file-cta{border-radius:0 .4em .4em 0}html.theme--catppuccin-latte .file.is-right .file-name{border-radius:.4em 0 0 .4em;border-width:1px 0 1px 1px;order:-1}html.theme--catppuccin-latte .file-label{align-items:stretch;display:flex;cursor:pointer;justify-content:flex-start;overflow:hidden;position:relative}html.theme--catppuccin-latte .file-label:hover .file-cta{background-color:#c5c9d5;color:#41445a}html.theme--catppuccin-latte .file-label:hover .file-name{border-color:#a5a9b8}html.theme--catppuccin-latte .file-label:active .file-cta{background-color:#bdc2cf;color:#41445a}html.theme--catppuccin-latte .file-label:active .file-name{border-color:#9ea2b3}html.theme--catppuccin-latte .file-input{height:100%;left:0;opacity:0;outline:none;position:absolute;top:0;width:100%}html.theme--catppuccin-latte .file-cta,html.theme--catppuccin-latte .file-name{border-color:#acb0be;border-radius:.4em;font-size:1em;padding-left:1em;padding-right:1em;white-space:nowrap}html.theme--catppuccin-latte .file-cta{background-color:#ccd0da;color:#4c4f69}html.theme--catppuccin-latte .file-name{border-color:#acb0be;border-style:solid;border-width:1px 1px 1px 0;display:block;max-width:16em;overflow:hidden;text-align:inherit;text-overflow:ellipsis}html.theme--catppuccin-latte .file-icon{align-items:center;display:flex;height:1em;justify-content:center;margin-right:.5em;width:1em}html.theme--catppuccin-latte .file-icon .fa{font-size:14px}html.theme--catppuccin-latte .label{color:#41445a;display:block;font-size:1rem;font-weight:700}html.theme--catppuccin-latte .label:not(:last-child){margin-bottom:0.5em}html.theme--catppuccin-latte .label.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.label{font-size:.75rem}html.theme--catppuccin-latte .label.is-medium{font-size:1.25rem}html.theme--catppuccin-latte .label.is-large{font-size:1.5rem}html.theme--catppuccin-latte .help{display:block;font-size:.75rem;margin-top:0.25rem}html.theme--catppuccin-latte .help.is-white{color:#fff}html.theme--catppuccin-latte .help.is-black{color:#0a0a0a}html.theme--catppuccin-latte .help.is-light{color:#f5f5f5}html.theme--catppuccin-latte .help.is-dark,html.theme--catppuccin-latte .content kbd.help{color:#ccd0da}html.theme--catppuccin-latte .help.is-primary,html.theme--catppuccin-latte .docstring>section>a.help.docs-sourcelink{color:#1e66f5}html.theme--catppuccin-latte .help.is-link{color:#1e66f5}html.theme--catppuccin-latte .help.is-info{color:#179299}html.theme--catppuccin-latte .help.is-success{color:#40a02b}html.theme--catppuccin-latte .help.is-warning{color:#df8e1d}html.theme--catppuccin-latte .help.is-danger{color:#d20f39}html.theme--catppuccin-latte .field:not(:last-child){margin-bottom:0.75rem}html.theme--catppuccin-latte .field.has-addons{display:flex;justify-content:flex-start}html.theme--catppuccin-latte .field.has-addons .control:not(:last-child){margin-right:-1px}html.theme--catppuccin-latte .field.has-addons .control:not(:first-child):not(:last-child) .button,html.theme--catppuccin-latte .field.has-addons .control:not(:first-child):not(:last-child) .input,html.theme--catppuccin-latte .field.has-addons .control:not(:first-child):not(:last-child) #documenter .docs-sidebar form.docs-search>input,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control:not(:first-child):not(:last-child) form.docs-search>input,html.theme--catppuccin-latte .field.has-addons .control:not(:first-child):not(:last-child) .select select{border-radius:0}html.theme--catppuccin-latte .field.has-addons .control:first-child:not(:only-child) .button,html.theme--catppuccin-latte .field.has-addons .control:first-child:not(:only-child) .input,html.theme--catppuccin-latte .field.has-addons .control:first-child:not(:only-child) #documenter .docs-sidebar form.docs-search>input,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control:first-child:not(:only-child) form.docs-search>input,html.theme--catppuccin-latte .field.has-addons .control:first-child:not(:only-child) .select select{border-bottom-right-radius:0;border-top-right-radius:0}html.theme--catppuccin-latte .field.has-addons .control:last-child:not(:only-child) .button,html.theme--catppuccin-latte .field.has-addons .control:last-child:not(:only-child) .input,html.theme--catppuccin-latte .field.has-addons .control:last-child:not(:only-child) #documenter .docs-sidebar form.docs-search>input,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control:last-child:not(:only-child) form.docs-search>input,html.theme--catppuccin-latte .field.has-addons .control:last-child:not(:only-child) .select select{border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-latte .field.has-addons .control .button:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .button.is-hovered:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .input:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input:not([disabled]):hover,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .input.is-hovered:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input.is-hovered:not([disabled]),html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input.is-hovered:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .select select:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .select select.is-hovered:not([disabled]){z-index:2}html.theme--catppuccin-latte .field.has-addons .control .button:not([disabled]):focus,html.theme--catppuccin-latte .field.has-addons .control .button.is-focused:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .button:not([disabled]):active,html.theme--catppuccin-latte .field.has-addons .control .button.is-active:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .input:not([disabled]):focus,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input:not([disabled]):focus,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input:not([disabled]):focus,html.theme--catppuccin-latte .field.has-addons .control .input.is-focused:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input.is-focused:not([disabled]),html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input.is-focused:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .input:not([disabled]):active,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input:not([disabled]):active,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input:not([disabled]):active,html.theme--catppuccin-latte .field.has-addons .control .input.is-active:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input.is-active:not([disabled]),html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input.is-active:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .select select:not([disabled]):focus,html.theme--catppuccin-latte .field.has-addons .control .select select.is-focused:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .select select:not([disabled]):active,html.theme--catppuccin-latte .field.has-addons .control .select select.is-active:not([disabled]){z-index:3}html.theme--catppuccin-latte .field.has-addons .control .button:not([disabled]):focus:hover,html.theme--catppuccin-latte .field.has-addons .control .button.is-focused:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .button:not([disabled]):active:hover,html.theme--catppuccin-latte .field.has-addons .control .button.is-active:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .input:not([disabled]):focus:hover,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input:not([disabled]):focus:hover,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input:not([disabled]):focus:hover,html.theme--catppuccin-latte .field.has-addons .control .input.is-focused:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input.is-focused:not([disabled]):hover,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input.is-focused:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .input:not([disabled]):active:hover,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input:not([disabled]):active:hover,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input:not([disabled]):active:hover,html.theme--catppuccin-latte .field.has-addons .control .input.is-active:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input.is-active:not([disabled]):hover,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input.is-active:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .select select:not([disabled]):focus:hover,html.theme--catppuccin-latte .field.has-addons .control .select select.is-focused:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .select select:not([disabled]):active:hover,html.theme--catppuccin-latte .field.has-addons .control .select select.is-active:not([disabled]):hover{z-index:4}html.theme--catppuccin-latte .field.has-addons .control.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-latte .field.has-addons.has-addons-centered{justify-content:center}html.theme--catppuccin-latte .field.has-addons.has-addons-right{justify-content:flex-end}html.theme--catppuccin-latte .field.has-addons.has-addons-fullwidth .control{flex-grow:1;flex-shrink:0}html.theme--catppuccin-latte .field.is-grouped{display:flex;justify-content:flex-start}html.theme--catppuccin-latte .field.is-grouped>.control{flex-shrink:0}html.theme--catppuccin-latte .field.is-grouped>.control:not(:last-child){margin-bottom:0;margin-right:.75rem}html.theme--catppuccin-latte .field.is-grouped>.control.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-latte .field.is-grouped.is-grouped-centered{justify-content:center}html.theme--catppuccin-latte .field.is-grouped.is-grouped-right{justify-content:flex-end}html.theme--catppuccin-latte .field.is-grouped.is-grouped-multiline{flex-wrap:wrap}html.theme--catppuccin-latte .field.is-grouped.is-grouped-multiline>.control:last-child,html.theme--catppuccin-latte .field.is-grouped.is-grouped-multiline>.control:not(:last-child){margin-bottom:0.75rem}html.theme--catppuccin-latte .field.is-grouped.is-grouped-multiline:last-child{margin-bottom:-0.75rem}html.theme--catppuccin-latte 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.icon:only-child,html.theme--catppuccin-latte .navbar-link .icon:only-child{margin-left:-0.25rem;margin-right:-0.25rem}html.theme--catppuccin-latte a.navbar-item,html.theme--catppuccin-latte .navbar-link{cursor:pointer}html.theme--catppuccin-latte a.navbar-item:focus,html.theme--catppuccin-latte a.navbar-item:focus-within,html.theme--catppuccin-latte a.navbar-item:hover,html.theme--catppuccin-latte a.navbar-item.is-active,html.theme--catppuccin-latte .navbar-link:focus,html.theme--catppuccin-latte .navbar-link:focus-within,html.theme--catppuccin-latte .navbar-link:hover,html.theme--catppuccin-latte .navbar-link.is-active{background-color:rgba(0,0,0,0);color:#1e66f5}html.theme--catppuccin-latte .navbar-item{flex-grow:0;flex-shrink:0}html.theme--catppuccin-latte .navbar-item img{max-height:1.75rem}html.theme--catppuccin-latte .navbar-item.has-dropdown{padding:0}html.theme--catppuccin-latte .navbar-item.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-latte .navbar-item.is-tab{border-bottom:1px solid transparent;min-height:4rem;padding-bottom:calc(0.5rem - 1px)}html.theme--catppuccin-latte .navbar-item.is-tab:focus,html.theme--catppuccin-latte .navbar-item.is-tab:hover{background-color:rgba(0,0,0,0);border-bottom-color:#1e66f5}html.theme--catppuccin-latte .navbar-item.is-tab.is-active{background-color:rgba(0,0,0,0);border-bottom-color:#1e66f5;border-bottom-style:solid;border-bottom-width:3px;color:#1e66f5;padding-bottom:calc(0.5rem - 3px)}html.theme--catppuccin-latte .navbar-content{flex-grow:1;flex-shrink:1}html.theme--catppuccin-latte .navbar-link:not(.is-arrowless){padding-right:2.5em}html.theme--catppuccin-latte .navbar-link:not(.is-arrowless)::after{border-color:#fff;margin-top:-0.375em;right:1.125em}html.theme--catppuccin-latte .navbar-dropdown{font-size:0.875rem;padding-bottom:0.5rem;padding-top:0.5rem}html.theme--catppuccin-latte .navbar-dropdown .navbar-item{padding-left:1.5rem;padding-right:1.5rem}html.theme--catppuccin-latte .navbar-divider{background-color:rgba(0,0,0,0.2);border:none;display:none;height:2px;margin:0.5rem 0}@media screen and (max-width: 1055px){html.theme--catppuccin-latte .navbar>.container{display:block}html.theme--catppuccin-latte .navbar-brand .navbar-item,html.theme--catppuccin-latte .navbar-tabs .navbar-item{align-items:center;display:flex}html.theme--catppuccin-latte .navbar-link::after{display:none}html.theme--catppuccin-latte .navbar-menu{background-color:#1e66f5;box-shadow:0 8px 16px rgba(10,10,10,0.1);padding:0.5rem 0}html.theme--catppuccin-latte .navbar-menu.is-active{display:block}html.theme--catppuccin-latte .navbar.is-fixed-bottom-touch,html.theme--catppuccin-latte .navbar.is-fixed-top-touch{left:0;position:fixed;right:0;z-index:30}html.theme--catppuccin-latte .navbar.is-fixed-bottom-touch{bottom:0}html.theme--catppuccin-latte .navbar.is-fixed-bottom-touch.has-shadow{box-shadow:0 -2px 3px rgba(10,10,10,0.1)}html.theme--catppuccin-latte .navbar.is-fixed-top-touch{top:0}html.theme--catppuccin-latte .navbar.is-fixed-top .navbar-menu,html.theme--catppuccin-latte .navbar.is-fixed-top-touch .navbar-menu{-webkit-overflow-scrolling:touch;max-height:calc(100vh - 4rem);overflow:auto}html.theme--catppuccin-latte html.has-navbar-fixed-top-touch,html.theme--catppuccin-latte body.has-navbar-fixed-top-touch{padding-top:4rem}html.theme--catppuccin-latte html.has-navbar-fixed-bottom-touch,html.theme--catppuccin-latte body.has-navbar-fixed-bottom-touch{padding-bottom:4rem}}@media screen and (min-width: 1056px){html.theme--catppuccin-latte .navbar,html.theme--catppuccin-latte .navbar-menu,html.theme--catppuccin-latte .navbar-start,html.theme--catppuccin-latte .navbar-end{align-items:stretch;display:flex}html.theme--catppuccin-latte .navbar{min-height:4rem}html.theme--catppuccin-latte .navbar.is-spaced{padding:1rem 2rem}html.theme--catppuccin-latte .navbar.is-spaced .navbar-start,html.theme--catppuccin-latte .navbar.is-spaced .navbar-end{align-items:center}html.theme--catppuccin-latte .navbar.is-spaced a.navbar-item,html.theme--catppuccin-latte .navbar.is-spaced .navbar-link{border-radius:.4em}html.theme--catppuccin-latte .navbar.is-transparent a.navbar-item:focus,html.theme--catppuccin-latte .navbar.is-transparent a.navbar-item:hover,html.theme--catppuccin-latte .navbar.is-transparent a.navbar-item.is-active,html.theme--catppuccin-latte .navbar.is-transparent .navbar-link:focus,html.theme--catppuccin-latte .navbar.is-transparent .navbar-link:hover,html.theme--catppuccin-latte .navbar.is-transparent .navbar-link.is-active{background-color:transparent !important}html.theme--catppuccin-latte .navbar.is-transparent .navbar-item.has-dropdown.is-active .navbar-link,html.theme--catppuccin-latte .navbar.is-transparent .navbar-item.has-dropdown.is-hoverable:focus .navbar-link,html.theme--catppuccin-latte .navbar.is-transparent .navbar-item.has-dropdown.is-hoverable:focus-within 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.navbar-dropdown.is-boxed,.navbar.is-spaced html.theme--catppuccin-latte .navbar-item.is-hoverable:hover .navbar-dropdown,html.theme--catppuccin-latte .navbar-item.is-hoverable:hover .navbar-dropdown.is-boxed{opacity:1;pointer-events:auto;transform:translateY(0)}html.theme--catppuccin-latte .navbar-menu{flex-grow:1;flex-shrink:0}html.theme--catppuccin-latte .navbar-start{justify-content:flex-start;margin-right:auto}html.theme--catppuccin-latte .navbar-end{justify-content:flex-end;margin-left:auto}html.theme--catppuccin-latte .navbar-dropdown{background-color:#1e66f5;border-bottom-left-radius:8px;border-bottom-right-radius:8px;border-top:1px solid rgba(0,0,0,0.2);box-shadow:0 8px 8px rgba(10,10,10,0.1);display:none;font-size:0.875rem;left:0;min-width:100%;position:absolute;top:100%;z-index:20}html.theme--catppuccin-latte .navbar-dropdown .navbar-item{padding:0.375rem 1rem;white-space:nowrap}html.theme--catppuccin-latte .navbar-dropdown a.navbar-item{padding-right:3rem}html.theme--catppuccin-latte .navbar-dropdown a.navbar-item:focus,html.theme--catppuccin-latte .navbar-dropdown a.navbar-item:hover{background-color:rgba(0,0,0,0);color:#8c8fa1}html.theme--catppuccin-latte .navbar-dropdown a.navbar-item.is-active{background-color:rgba(0,0,0,0);color:#1e66f5}.navbar.is-spaced html.theme--catppuccin-latte .navbar-dropdown,html.theme--catppuccin-latte .navbar-dropdown.is-boxed{border-radius:8px;border-top:none;box-shadow:0 8px 8px rgba(10,10,10,0.1), 0 0 0 1px rgba(10,10,10,0.1);display:block;opacity:0;pointer-events:none;top:calc(100% + (-4px));transform:translateY(-5px);transition-duration:86ms;transition-property:opacity, transform}html.theme--catppuccin-latte .navbar-dropdown.is-right{left:auto;right:0}html.theme--catppuccin-latte .navbar-divider{display:block}html.theme--catppuccin-latte .navbar>.container .navbar-brand,html.theme--catppuccin-latte .container>.navbar .navbar-brand{margin-left:-.75rem}html.theme--catppuccin-latte .navbar>.container .navbar-menu,html.theme--catppuccin-latte .container>.navbar .navbar-menu{margin-right:-.75rem}html.theme--catppuccin-latte .navbar.is-fixed-bottom-desktop,html.theme--catppuccin-latte .navbar.is-fixed-top-desktop{left:0;position:fixed;right:0;z-index:30}html.theme--catppuccin-latte .navbar.is-fixed-bottom-desktop{bottom:0}html.theme--catppuccin-latte .navbar.is-fixed-bottom-desktop.has-shadow{box-shadow:0 -2px 3px rgba(10,10,10,0.1)}html.theme--catppuccin-latte .navbar.is-fixed-top-desktop{top:0}html.theme--catppuccin-latte html.has-navbar-fixed-top-desktop,html.theme--catppuccin-latte body.has-navbar-fixed-top-desktop{padding-top:4rem}html.theme--catppuccin-latte html.has-navbar-fixed-bottom-desktop,html.theme--catppuccin-latte body.has-navbar-fixed-bottom-desktop{padding-bottom:4rem}html.theme--catppuccin-latte html.has-spaced-navbar-fixed-top,html.theme--catppuccin-latte body.has-spaced-navbar-fixed-top{padding-top:6rem}html.theme--catppuccin-latte html.has-spaced-navbar-fixed-bottom,html.theme--catppuccin-latte body.has-spaced-navbar-fixed-bottom{padding-bottom:6rem}html.theme--catppuccin-latte a.navbar-item.is-active,html.theme--catppuccin-latte .navbar-link.is-active{color:#1e66f5}html.theme--catppuccin-latte a.navbar-item.is-active:not(:focus):not(:hover),html.theme--catppuccin-latte .navbar-link.is-active:not(:focus):not(:hover){background-color:rgba(0,0,0,0)}html.theme--catppuccin-latte .navbar-item.has-dropdown:focus .navbar-link,html.theme--catppuccin-latte .navbar-item.has-dropdown:hover .navbar-link,html.theme--catppuccin-latte .navbar-item.has-dropdown.is-active .navbar-link{background-color:rgba(0,0,0,0)}}html.theme--catppuccin-latte .hero.is-fullheight-with-navbar{min-height:calc(100vh - 4rem)}html.theme--catppuccin-latte .pagination{font-size:1rem;margin:-.25rem}html.theme--catppuccin-latte .pagination.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.pagination{font-size:.75rem}html.theme--catppuccin-latte .pagination.is-medium{font-size:1.25rem}html.theme--catppuccin-latte .pagination.is-large{font-size:1.5rem}html.theme--catppuccin-latte .pagination.is-rounded .pagination-previous,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.pagination .pagination-previous,html.theme--catppuccin-latte .pagination.is-rounded .pagination-next,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.pagination .pagination-next{padding-left:1em;padding-right:1em;border-radius:9999px}html.theme--catppuccin-latte .pagination.is-rounded .pagination-link,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.pagination .pagination-link{border-radius:9999px}html.theme--catppuccin-latte .pagination,html.theme--catppuccin-latte .pagination-list{align-items:center;display:flex;justify-content:center;text-align:center}html.theme--catppuccin-latte .pagination-previous,html.theme--catppuccin-latte .pagination-next,html.theme--catppuccin-latte .pagination-link,html.theme--catppuccin-latte .pagination-ellipsis{font-size:1em;justify-content:center;margin:.25rem;padding-left:.5em;padding-right:.5em;text-align:center}html.theme--catppuccin-latte .pagination-previous,html.theme--catppuccin-latte .pagination-next,html.theme--catppuccin-latte .pagination-link{border-color:#acb0be;color:#1e66f5;min-width:2.5em}html.theme--catppuccin-latte .pagination-previous:hover,html.theme--catppuccin-latte .pagination-next:hover,html.theme--catppuccin-latte .pagination-link:hover{border-color:#9ca0b0;color:#04a5e5}html.theme--catppuccin-latte .pagination-previous:focus,html.theme--catppuccin-latte .pagination-next:focus,html.theme--catppuccin-latte .pagination-link:focus{border-color:#9ca0b0}html.theme--catppuccin-latte .pagination-previous:active,html.theme--catppuccin-latte .pagination-next:active,html.theme--catppuccin-latte .pagination-link:active{box-shadow:inset 0 1px 2px rgba(10,10,10,0.2)}html.theme--catppuccin-latte .pagination-previous[disabled],html.theme--catppuccin-latte .pagination-previous.is-disabled,html.theme--catppuccin-latte .pagination-next[disabled],html.theme--catppuccin-latte .pagination-next.is-disabled,html.theme--catppuccin-latte .pagination-link[disabled],html.theme--catppuccin-latte .pagination-link.is-disabled{background-color:#acb0be;border-color:#acb0be;box-shadow:none;color:#616587;opacity:0.5}html.theme--catppuccin-latte .pagination-previous,html.theme--catppuccin-latte .pagination-next{padding-left:.75em;padding-right:.75em;white-space:nowrap}html.theme--catppuccin-latte .pagination-link.is-current{background-color:#1e66f5;border-color:#1e66f5;color:#fff}html.theme--catppuccin-latte .pagination-ellipsis{color:#9ca0b0;pointer-events:none}html.theme--catppuccin-latte .pagination-list{flex-wrap:wrap}html.theme--catppuccin-latte .pagination-list li{list-style:none}@media screen and (max-width: 768px){html.theme--catppuccin-latte .pagination{flex-wrap:wrap}html.theme--catppuccin-latte .pagination-previous,html.theme--catppuccin-latte .pagination-next{flex-grow:1;flex-shrink:1}html.theme--catppuccin-latte .pagination-list li{flex-grow:1;flex-shrink:1}}@media screen and (min-width: 769px),print{html.theme--catppuccin-latte .pagination-list{flex-grow:1;flex-shrink:1;justify-content:flex-start;order:1}html.theme--catppuccin-latte .pagination-previous,html.theme--catppuccin-latte .pagination-next,html.theme--catppuccin-latte .pagination-link,html.theme--catppuccin-latte .pagination-ellipsis{margin-bottom:0;margin-top:0}html.theme--catppuccin-latte .pagination-previous{order:2}html.theme--catppuccin-latte .pagination-next{order:3}html.theme--catppuccin-latte .pagination{justify-content:space-between;margin-bottom:0;margin-top:0}html.theme--catppuccin-latte .pagination.is-centered .pagination-previous{order:1}html.theme--catppuccin-latte .pagination.is-centered .pagination-list{justify-content:center;order:2}html.theme--catppuccin-latte .pagination.is-centered .pagination-next{order:3}html.theme--catppuccin-latte .pagination.is-right .pagination-previous{order:1}html.theme--catppuccin-latte .pagination.is-right .pagination-next{order:2}html.theme--catppuccin-latte .pagination.is-right .pagination-list{justify-content:flex-end;order:3}}html.theme--catppuccin-latte .panel{border-radius:8px;box-shadow:#171717;font-size:1rem}html.theme--catppuccin-latte .panel:not(:last-child){margin-bottom:1.5rem}html.theme--catppuccin-latte .panel.is-white .panel-heading{background-color:#fff;color:#0a0a0a}html.theme--catppuccin-latte .panel.is-white .panel-tabs a.is-active{border-bottom-color:#fff}html.theme--catppuccin-latte .panel.is-white .panel-block.is-active .panel-icon{color:#fff}html.theme--catppuccin-latte .panel.is-black .panel-heading{background-color:#0a0a0a;color:#fff}html.theme--catppuccin-latte .panel.is-black .panel-tabs a.is-active{border-bottom-color:#0a0a0a}html.theme--catppuccin-latte .panel.is-black .panel-block.is-active .panel-icon{color:#0a0a0a}html.theme--catppuccin-latte .panel.is-light .panel-heading{background-color:#f5f5f5;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .panel.is-light .panel-tabs a.is-active{border-bottom-color:#f5f5f5}html.theme--catppuccin-latte .panel.is-light .panel-block.is-active .panel-icon{color:#f5f5f5}html.theme--catppuccin-latte .panel.is-dark .panel-heading,html.theme--catppuccin-latte .content kbd.panel .panel-heading{background-color:#ccd0da;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .panel.is-dark .panel-tabs a.is-active,html.theme--catppuccin-latte .content kbd.panel .panel-tabs a.is-active{border-bottom-color:#ccd0da}html.theme--catppuccin-latte .panel.is-dark .panel-block.is-active .panel-icon,html.theme--catppuccin-latte .content kbd.panel .panel-block.is-active .panel-icon{color:#ccd0da}html.theme--catppuccin-latte .panel.is-primary .panel-heading,html.theme--catppuccin-latte .docstring>section>a.panel.docs-sourcelink .panel-heading{background-color:#1e66f5;color:#fff}html.theme--catppuccin-latte .panel.is-primary .panel-tabs a.is-active,html.theme--catppuccin-latte .docstring>section>a.panel.docs-sourcelink .panel-tabs a.is-active{border-bottom-color:#1e66f5}html.theme--catppuccin-latte .panel.is-primary .panel-block.is-active .panel-icon,html.theme--catppuccin-latte .docstring>section>a.panel.docs-sourcelink .panel-block.is-active .panel-icon{color:#1e66f5}html.theme--catppuccin-latte .panel.is-link .panel-heading{background-color:#1e66f5;color:#fff}html.theme--catppuccin-latte .panel.is-link .panel-tabs a.is-active{border-bottom-color:#1e66f5}html.theme--catppuccin-latte .panel.is-link .panel-block.is-active .panel-icon{color:#1e66f5}html.theme--catppuccin-latte .panel.is-info 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kbd.button.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-dark.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .content kbd.button.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-dark.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .content kbd.button.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-dark.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-macchiato .content kbd.button.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-dark.is-outlined[disabled],html.theme--catppuccin-macchiato .content kbd.button.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-dark.is-outlined,fieldset[disabled] html.theme--catppuccin-macchiato .content kbd.button.is-outlined{background-color:transparent;border-color:#363a4f;box-shadow:none;color:#363a4f}html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined.is-focused{background-color:#fff;color:#363a4f}html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #363a4f #363a4f !important}html.theme--catppuccin-macchiato 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.button.is-link.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-link.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-link.is-outlined.is-focused{background-color:#8aadf4;border-color:#8aadf4;color:#fff}html.theme--catppuccin-macchiato .button.is-link.is-outlined.is-loading::after{border-color:transparent transparent #8aadf4 #8aadf4 !important}html.theme--catppuccin-macchiato .button.is-link.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-link.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-link.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-link.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-link.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-link.is-outlined{background-color:transparent;border-color:#8aadf4;box-shadow:none;color:#8aadf4}html.theme--catppuccin-macchiato .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-macchiato .button.is-link.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-link.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-link.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-link.is-inverted.is-outlined.is-focused{background-color:#fff;color:#8aadf4}html.theme--catppuccin-macchiato .button.is-link.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-link.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-link.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-link.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #8aadf4 #8aadf4 !important}html.theme--catppuccin-macchiato .button.is-link.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-macchiato .button.is-link.is-light{background-color:#ecf2fd;color:#0e3b95}html.theme--catppuccin-macchiato .button.is-link.is-light:hover,html.theme--catppuccin-macchiato .button.is-link.is-light.is-hovered{background-color:#e1eafc;border-color:transparent;color:#0e3b95}html.theme--catppuccin-macchiato .button.is-link.is-light:active,html.theme--catppuccin-macchiato .button.is-link.is-light.is-active{background-color:#d5e2fb;border-color:transparent;color:#0e3b95}html.theme--catppuccin-macchiato 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.button.is-info{background-color:#8bd5ca;border-color:#8bd5ca;box-shadow:none}html.theme--catppuccin-macchiato .button.is-info.is-inverted{background-color:rgba(0,0,0,0.7);color:#8bd5ca}html.theme--catppuccin-macchiato .button.is-info.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-info.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-info.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#8bd5ca}html.theme--catppuccin-macchiato .button.is-info.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-info.is-outlined{background-color:transparent;border-color:#8bd5ca;color:#8bd5ca}html.theme--catppuccin-macchiato .button.is-info.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-info.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-focused{background-color:#8bd5ca;border-color:#8bd5ca;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading::after{border-color:transparent transparent #8bd5ca #8bd5ca !important}html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-info.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-info.is-outlined{background-color:transparent;border-color:#8bd5ca;box-shadow:none;color:#8bd5ca}html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#8bd5ca}html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #8bd5ca #8bd5ca !important}html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-info.is-light{background-color:#f0faf8;color:#276d62}html.theme--catppuccin-macchiato .button.is-info.is-light:hover,html.theme--catppuccin-macchiato .button.is-info.is-light.is-hovered{background-color:#e7f6f4;border-color:transparent;color:#276d62}html.theme--catppuccin-macchiato .button.is-info.is-light:active,html.theme--catppuccin-macchiato .button.is-info.is-light.is-active{background-color:#ddf3f0;border-color:transparent;color:#276d62}html.theme--catppuccin-macchiato .button.is-success{background-color:#a6da95;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success:hover,html.theme--catppuccin-macchiato .button.is-success.is-hovered{background-color:#9ed78c;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success:focus,html.theme--catppuccin-macchiato .button.is-success.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success:focus:not(:active),html.theme--catppuccin-macchiato .button.is-success.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(166,218,149,0.25)}html.theme--catppuccin-macchiato .button.is-success:active,html.theme--catppuccin-macchiato .button.is-success.is-active{background-color:#96d382;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success{background-color:#a6da95;border-color:#a6da95;box-shadow:none}html.theme--catppuccin-macchiato .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-success.is-outlined{background-color:transparent;border-color:#a6da95;color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-success.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-focused{background-color:#a6da95;border-color:#a6da95;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #a6da95 #a6da95 !important}html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success.is-outlined{background-color:transparent;border-color:#a6da95;box-shadow:none;color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #a6da95 #a6da95 !important}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-light{background-color:#f2faf0;color:#386e26}html.theme--catppuccin-macchiato .button.is-success.is-light:hover,html.theme--catppuccin-macchiato .button.is-success.is-light.is-hovered{background-color:#eaf6e6;border-color:transparent;color:#386e26}html.theme--catppuccin-macchiato .button.is-success.is-light:active,html.theme--catppuccin-macchiato .button.is-success.is-light.is-active{background-color:#e2f3dd;border-color:transparent;color:#386e26}html.theme--catppuccin-macchiato .button.is-warning{background-color:#eed49f;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning:hover,html.theme--catppuccin-macchiato .button.is-warning.is-hovered{background-color:#eccf94;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning:focus,html.theme--catppuccin-macchiato .button.is-warning.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning:focus:not(:active),html.theme--catppuccin-macchiato .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(238,212,159,0.25)}html.theme--catppuccin-macchiato .button.is-warning:active,html.theme--catppuccin-macchiato .button.is-warning.is-active{background-color:#eaca89;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning{background-color:#eed49f;border-color:#eed49f;box-shadow:none}html.theme--catppuccin-macchiato .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-warning.is-outlined{background-color:transparent;border-color:#eed49f;color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-warning.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-focused{background-color:#eed49f;border-color:#eed49f;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #eed49f #eed49f !important}html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning.is-outlined{background-color:transparent;border-color:#eed49f;box-shadow:none;color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #eed49f #eed49f !important}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-light{background-color:#fcf7ee;color:#7e5c16}html.theme--catppuccin-macchiato .button.is-warning.is-light:hover,html.theme--catppuccin-macchiato .button.is-warning.is-light.is-hovered{background-color:#faf2e3;border-color:transparent;color:#7e5c16}html.theme--catppuccin-macchiato .button.is-warning.is-light:active,html.theme--catppuccin-macchiato .button.is-warning.is-light.is-active{background-color:#f8eed8;border-color:transparent;color:#7e5c16}html.theme--catppuccin-macchiato .button.is-danger{background-color:#ed8796;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger:hover,html.theme--catppuccin-macchiato .button.is-danger.is-hovered{background-color:#eb7c8c;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger:focus,html.theme--catppuccin-macchiato .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger:focus:not(:active),html.theme--catppuccin-macchiato .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(237,135,150,0.25)}html.theme--catppuccin-macchiato .button.is-danger:active,html.theme--catppuccin-macchiato .button.is-danger.is-active{background-color:#ea7183;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger{background-color:#ed8796;border-color:#ed8796;box-shadow:none}html.theme--catppuccin-macchiato .button.is-danger.is-inverted{background-color:#fff;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-macchiato .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-danger.is-outlined{background-color:transparent;border-color:#ed8796;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-outlined:hover,html.theme--catppuccin-macchiato 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.button.is-danger.is-outlined{background-color:transparent;border-color:#ed8796;box-shadow:none;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #ed8796 #ed8796 !important}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-macchiato .button.is-danger.is-light{background-color:#fcedef;color:#971729}html.theme--catppuccin-macchiato .button.is-danger.is-light:hover,html.theme--catppuccin-macchiato .button.is-danger.is-light.is-hovered{background-color:#fbe2e6;border-color:transparent;color:#971729}html.theme--catppuccin-macchiato .button.is-danger.is-light:active,html.theme--catppuccin-macchiato .button.is-danger.is-light.is-active{background-color:#f9d7dc;border-color:transparent;color:#971729}html.theme--catppuccin-macchiato .button.is-small,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-macchiato .button.is-small:not(.is-rounded),html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-macchiato .button.is-normal{font-size:1rem}html.theme--catppuccin-macchiato .button.is-medium{font-size:1.25rem}html.theme--catppuccin-macchiato .button.is-large{font-size:1.5rem}html.theme--catppuccin-macchiato .button[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button{background-color:#6e738d;border-color:#5b6078;box-shadow:none;opacity:.5}html.theme--catppuccin-macchiato .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-macchiato .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-macchiato .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-macchiato .button.is-static{background-color:#1e2030;border-color:#5b6078;color:#8087a2;box-shadow:none;pointer-events:none}html.theme--catppuccin-macchiato .button.is-rounded,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-macchiato .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-macchiato .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-macchiato .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-macchiato .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-macchiato .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-macchiato .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-macchiato .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-macchiato .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-macchiato .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-macchiato .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-macchiato .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-macchiato .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-macchiato .buttons.has-addons .button:hover,html.theme--catppuccin-macchiato .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-macchiato .buttons.has-addons .button:focus,html.theme--catppuccin-macchiato .buttons.has-addons .button.is-focused,html.theme--catppuccin-macchiato .buttons.has-addons .button:active,html.theme--catppuccin-macchiato .buttons.has-addons .button.is-active,html.theme--catppuccin-macchiato .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-macchiato .buttons.has-addons .button:focus:hover,html.theme--catppuccin-macchiato .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-macchiato .buttons.has-addons .button:active:hover,html.theme--catppuccin-macchiato .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-macchiato .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-macchiato .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-macchiato .buttons.is-centered{justify-content:center}html.theme--catppuccin-macchiato .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-macchiato .buttons.is-right{justify-content:flex-end}html.theme--catppuccin-macchiato .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--catppuccin-macchiato .button.is-responsive.is-small,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--catppuccin-macchiato .button.is-responsive,html.theme--catppuccin-macchiato .button.is-responsive.is-normal{font-size:.65625rem}html.theme--catppuccin-macchiato .button.is-responsive.is-medium{font-size:.75rem}html.theme--catppuccin-macchiato .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--catppuccin-macchiato .button.is-responsive.is-small,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--catppuccin-macchiato .button.is-responsive,html.theme--catppuccin-macchiato .button.is-responsive.is-normal{font-size:.75rem}html.theme--catppuccin-macchiato .button.is-responsive.is-medium{font-size:1rem}html.theme--catppuccin-macchiato .button.is-responsive.is-large{font-size:1.25rem}}html.theme--catppuccin-macchiato .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--catppuccin-macchiato .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--catppuccin-macchiato .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--catppuccin-macchiato .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--catppuccin-macchiato .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--catppuccin-macchiato .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-macchiato .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-macchiato .content li+li{margin-top:0.25em}html.theme--catppuccin-macchiato .content p:not(:last-child),html.theme--catppuccin-macchiato .content dl:not(:last-child),html.theme--catppuccin-macchiato .content ol:not(:last-child),html.theme--catppuccin-macchiato .content ul:not(:last-child),html.theme--catppuccin-macchiato .content blockquote:not(:last-child),html.theme--catppuccin-macchiato .content pre:not(:last-child),html.theme--catppuccin-macchiato .content table:not(:last-child){margin-bottom:1em}html.theme--catppuccin-macchiato .content h1,html.theme--catppuccin-macchiato .content h2,html.theme--catppuccin-macchiato .content h3,html.theme--catppuccin-macchiato .content h4,html.theme--catppuccin-macchiato .content h5,html.theme--catppuccin-macchiato .content h6{color:#cad3f5;font-weight:600;line-height:1.125}html.theme--catppuccin-macchiato .content h1{font-size:2em;margin-bottom:0.5em}html.theme--catppuccin-macchiato .content h1:not(:first-child){margin-top:1em}html.theme--catppuccin-macchiato .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--catppuccin-macchiato .content h2:not(:first-child){margin-top:1.1428em}html.theme--catppuccin-macchiato .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--catppuccin-macchiato .content h3:not(:first-child){margin-top:1.3333em}html.theme--catppuccin-macchiato .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--catppuccin-macchiato .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--catppuccin-macchiato .content h6{font-size:1em;margin-bottom:1em}html.theme--catppuccin-macchiato .content blockquote{background-color:#1e2030;border-left:5px solid #5b6078;padding:1.25em 1.5em}html.theme--catppuccin-macchiato .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-macchiato .content ol:not([type]){list-style-type:decimal}html.theme--catppuccin-macchiato .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--catppuccin-macchiato .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--catppuccin-macchiato .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--catppuccin-macchiato .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--catppuccin-macchiato .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-macchiato .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--catppuccin-macchiato .content ul ul ul{list-style-type:square}html.theme--catppuccin-macchiato .content dd{margin-left:2em}html.theme--catppuccin-macchiato .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--catppuccin-macchiato .content figure:not(:first-child){margin-top:2em}html.theme--catppuccin-macchiato .content figure:not(:last-child){margin-bottom:2em}html.theme--catppuccin-macchiato .content figure img{display:inline-block}html.theme--catppuccin-macchiato .content figure figcaption{font-style:italic}html.theme--catppuccin-macchiato .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--catppuccin-macchiato .content sup,html.theme--catppuccin-macchiato .content sub{font-size:75%}html.theme--catppuccin-macchiato .content table{width:100%}html.theme--catppuccin-macchiato .content table td,html.theme--catppuccin-macchiato .content table th{border:1px solid #5b6078;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--catppuccin-macchiato .content table th{color:#b5c1f1}html.theme--catppuccin-macchiato .content table th:not([align]){text-align:inherit}html.theme--catppuccin-macchiato .content table thead td,html.theme--catppuccin-macchiato .content table thead th{border-width:0 0 2px;color:#b5c1f1}html.theme--catppuccin-macchiato .content table tfoot td,html.theme--catppuccin-macchiato .content table tfoot th{border-width:2px 0 0;color:#b5c1f1}html.theme--catppuccin-macchiato .content table tbody tr:last-child td,html.theme--catppuccin-macchiato .content table tbody tr:last-child th{border-bottom-width:0}html.theme--catppuccin-macchiato .content .tabs li+li{margin-top:0}html.theme--catppuccin-macchiato .content.is-small,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.content{font-size:.75rem}html.theme--catppuccin-macchiato .content.is-normal{font-size:1rem}html.theme--catppuccin-macchiato .content.is-medium{font-size:1.25rem}html.theme--catppuccin-macchiato .content.is-large{font-size:1.5rem}html.theme--catppuccin-macchiato .icon{align-items:center;display:inline-flex;justify-content:center;height:1.5rem;width:1.5rem}html.theme--catppuccin-macchiato .icon.is-small,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.icon{height:1rem;width:1rem}html.theme--catppuccin-macchiato .icon.is-medium{height:2rem;width:2rem}html.theme--catppuccin-macchiato .icon.is-large{height:3rem;width:3rem}html.theme--catppuccin-macchiato .icon-text{align-items:flex-start;color:inherit;display:inline-flex;flex-wrap:wrap;line-height:1.5rem;vertical-align:top}html.theme--catppuccin-macchiato .icon-text .icon{flex-grow:0;flex-shrink:0}html.theme--catppuccin-macchiato .icon-text .icon:not(:last-child){margin-right:.25em}html.theme--catppuccin-macchiato .icon-text .icon:not(:first-child){margin-left:.25em}html.theme--catppuccin-macchiato div.icon-text{display:flex}html.theme--catppuccin-macchiato .image,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img{display:block;position:relative}html.theme--catppuccin-macchiato .image img,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img img{display:block;height:auto;width:100%}html.theme--catppuccin-macchiato .image img.is-rounded,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img img.is-rounded{border-radius:9999px}html.theme--catppuccin-macchiato .image.is-fullwidth,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-fullwidth{width:100%}html.theme--catppuccin-macchiato .image.is-square img,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-square img,html.theme--catppuccin-macchiato .image.is-square .has-ratio,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-square .has-ratio,html.theme--catppuccin-macchiato .image.is-1by1 img,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-1by1 img,html.theme--catppuccin-macchiato .image.is-1by1 .has-ratio,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-1by1 .has-ratio,html.theme--catppuccin-macchiato .image.is-5by4 img,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-5by4 img,html.theme--catppuccin-macchiato .image.is-5by4 .has-ratio,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-5by4 .has-ratio,html.theme--catppuccin-macchiato .image.is-4by3 img,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-4by3 img,html.theme--catppuccin-macchiato .image.is-4by3 .has-ratio,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-4by3 .has-ratio,html.theme--catppuccin-macchiato .image.is-3by2 img,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-3by2 img,html.theme--catppuccin-macchiato .image.is-3by2 .has-ratio,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-3by2 .has-ratio,html.theme--catppuccin-macchiato .image.is-5by3 img,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-5by3 img,html.theme--catppuccin-macchiato .image.is-5by3 .has-ratio,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-5by3 .has-ratio,html.theme--catppuccin-macchiato .image.is-16by9 img,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-16by9 img,html.theme--catppuccin-macchiato .image.is-16by9 .has-ratio,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-16by9 .has-ratio,html.theme--catppuccin-macchiato .image.is-2by1 img,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-2by1 img,html.theme--catppuccin-macchiato .image.is-2by1 .has-ratio,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-2by1 .has-ratio,html.theme--catppuccin-macchiato .image.is-3by1 img,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-3by1 img,html.theme--catppuccin-macchiato .image.is-3by1 .has-ratio,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-3by1 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select[disabled]:-moz-placeholder,html.theme--catppuccin-macchiato .textarea[disabled]:-moz-placeholder,html.theme--catppuccin-macchiato .input[disabled]:-moz-placeholder,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input[disabled]:-moz-placeholder,fieldset[disabled] html.theme--catppuccin-macchiato .select select:-moz-placeholder,fieldset[disabled] html.theme--catppuccin-macchiato .textarea:-moz-placeholder,fieldset[disabled] html.theme--catppuccin-macchiato .input:-moz-placeholder,fieldset[disabled] html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input:-moz-placeholder{color:rgba(245,247,253,0.3)}html.theme--catppuccin-macchiato .select select[disabled]:-ms-input-placeholder,html.theme--catppuccin-macchiato .textarea[disabled]:-ms-input-placeholder,html.theme--catppuccin-macchiato .input[disabled]:-ms-input-placeholder,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input[disabled]:-ms-input-placeholder,fieldset[disabled] html.theme--catppuccin-macchiato .select select:-ms-input-placeholder,fieldset[disabled] html.theme--catppuccin-macchiato .textarea:-ms-input-placeholder,fieldset[disabled] html.theme--catppuccin-macchiato .input:-ms-input-placeholder,fieldset[disabled] html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input:-ms-input-placeholder{color:rgba(245,247,253,0.3)}html.theme--catppuccin-macchiato .textarea,html.theme--catppuccin-macchiato .input,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input{box-shadow:inset 0 0.0625em 0.125em rgba(10,10,10,0.05);max-width:100%;width:100%}html.theme--catppuccin-macchiato .textarea[readonly],html.theme--catppuccin-macchiato .input[readonly],html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input[readonly]{box-shadow:none}html.theme--catppuccin-macchiato 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form.docs-search>input.is-active{box-shadow:0 0 0 0.125em rgba(255,255,255,0.25)}html.theme--catppuccin-macchiato .is-black.textarea,html.theme--catppuccin-macchiato .is-black.input,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.is-black{border-color:#0a0a0a}html.theme--catppuccin-macchiato .is-black.textarea:focus,html.theme--catppuccin-macchiato .is-black.input:focus,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.is-black:focus,html.theme--catppuccin-macchiato .is-black.is-focused.textarea,html.theme--catppuccin-macchiato .is-black.is-focused.input,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.is-focused,html.theme--catppuccin-macchiato .is-black.textarea:active,html.theme--catppuccin-macchiato .is-black.input:active,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.is-black:active,html.theme--catppuccin-macchiato 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kbd.button.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined.is-focused{background-color:#fff;color:#313244}html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .content 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html.theme--catppuccin-mocha .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-mocha .button.is-link.is-light{background-color:#ebf3fe;color:#063c93}html.theme--catppuccin-mocha .button.is-link.is-light:hover,html.theme--catppuccin-mocha .button.is-link.is-light.is-hovered{background-color:#dfebfe;border-color:transparent;color:#063c93}html.theme--catppuccin-mocha .button.is-link.is-light:active,html.theme--catppuccin-mocha .button.is-link.is-light.is-active{background-color:#d3e3fd;border-color:transparent;color:#063c93}html.theme--catppuccin-mocha .button.is-info{background-color:#94e2d5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info:hover,html.theme--catppuccin-mocha .button.is-info.is-hovered{background-color:#8adfd1;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info:focus,html.theme--catppuccin-mocha .button.is-info.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info:focus:not(:active),html.theme--catppuccin-mocha .button.is-info.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(148,226,213,0.25)}html.theme--catppuccin-mocha .button.is-info:active,html.theme--catppuccin-mocha .button.is-info.is-active{background-color:#80ddcd;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-info{background-color:#94e2d5;border-color:#94e2d5;box-shadow:none}html.theme--catppuccin-mocha .button.is-info.is-inverted{background-color:rgba(0,0,0,0.7);color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-inverted:hover,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-info.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-info.is-outlined{background-color:transparent;border-color:#94e2d5;color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-outlined:hover,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-info.is-outlined:focus,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-focused{background-color:#94e2d5;border-color:#94e2d5;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading::after{border-color:transparent transparent #94e2d5 #94e2d5 !important}html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-info.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-info.is-outlined{background-color:transparent;border-color:#94e2d5;box-shadow:none;color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #94e2d5 #94e2d5 !important}html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info.is-light{background-color:#effbf9;color:#207466}html.theme--catppuccin-mocha .button.is-info.is-light:hover,html.theme--catppuccin-mocha .button.is-info.is-light.is-hovered{background-color:#e5f8f5;border-color:transparent;color:#207466}html.theme--catppuccin-mocha .button.is-info.is-light:active,html.theme--catppuccin-mocha .button.is-info.is-light.is-active{background-color:#dbf5f1;border-color:transparent;color:#207466}html.theme--catppuccin-mocha .button.is-success{background-color:#a6e3a1;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success:hover,html.theme--catppuccin-mocha .button.is-success.is-hovered{background-color:#9de097;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success:focus,html.theme--catppuccin-mocha .button.is-success.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success:focus:not(:active),html.theme--catppuccin-mocha .button.is-success.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(166,227,161,0.25)}html.theme--catppuccin-mocha .button.is-success:active,html.theme--catppuccin-mocha .button.is-success.is-active{background-color:#93dd8d;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success{background-color:#a6e3a1;border-color:#a6e3a1;box-shadow:none}html.theme--catppuccin-mocha .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-inverted:hover,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-success.is-outlined{background-color:transparent;border-color:#a6e3a1;color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-outlined:hover,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-success.is-outlined:focus,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-focused{background-color:#a6e3a1;border-color:#a6e3a1;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #a6e3a1 #a6e3a1 !important}html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success.is-outlined{background-color:transparent;border-color:#a6e3a1;box-shadow:none;color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #a6e3a1 #a6e3a1 !important}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-light{background-color:#f0faef;color:#287222}html.theme--catppuccin-mocha .button.is-success.is-light:hover,html.theme--catppuccin-mocha .button.is-success.is-light.is-hovered{background-color:#e7f7e5;border-color:transparent;color:#287222}html.theme--catppuccin-mocha .button.is-success.is-light:active,html.theme--catppuccin-mocha .button.is-success.is-light.is-active{background-color:#def4dc;border-color:transparent;color:#287222}html.theme--catppuccin-mocha .button.is-warning{background-color:#f9e2af;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning:hover,html.theme--catppuccin-mocha .button.is-warning.is-hovered{background-color:#f8dea3;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning:focus,html.theme--catppuccin-mocha .button.is-warning.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning:focus:not(:active),html.theme--catppuccin-mocha .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(249,226,175,0.25)}html.theme--catppuccin-mocha .button.is-warning:active,html.theme--catppuccin-mocha .button.is-warning.is-active{background-color:#f7d997;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning{background-color:#f9e2af;border-color:#f9e2af;box-shadow:none}html.theme--catppuccin-mocha .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-inverted:hover,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-warning.is-outlined{background-color:transparent;border-color:#f9e2af;color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-outlined:hover,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-warning.is-outlined:focus,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-focused{background-color:#f9e2af;border-color:#f9e2af;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #f9e2af #f9e2af !important}html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning.is-outlined{background-color:transparent;border-color:#f9e2af;box-shadow:none;color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f9e2af #f9e2af !important}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-light{background-color:#fef8ec;color:#8a620a}html.theme--catppuccin-mocha .button.is-warning.is-light:hover,html.theme--catppuccin-mocha .button.is-warning.is-light.is-hovered{background-color:#fdf4e0;border-color:transparent;color:#8a620a}html.theme--catppuccin-mocha .button.is-warning.is-light:active,html.theme--catppuccin-mocha .button.is-warning.is-light.is-active{background-color:#fcf0d4;border-color:transparent;color:#8a620a}html.theme--catppuccin-mocha .button.is-danger{background-color:#f38ba8;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger:hover,html.theme--catppuccin-mocha .button.is-danger.is-hovered{background-color:#f27f9f;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger:focus,html.theme--catppuccin-mocha .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger:focus:not(:active),html.theme--catppuccin-mocha .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(243,139,168,0.25)}html.theme--catppuccin-mocha .button.is-danger:active,html.theme--catppuccin-mocha .button.is-danger.is-active{background-color:#f17497;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger{background-color:#f38ba8;border-color:#f38ba8;box-shadow:none}html.theme--catppuccin-mocha .button.is-danger.is-inverted{background-color:#fff;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-inverted:hover,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-mocha .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-mocha .button.is-danger.is-outlined{background-color:transparent;border-color:#f38ba8;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-outlined:hover,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-danger.is-outlined:focus,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-focused{background-color:#f38ba8;border-color:#f38ba8;color:#fff}html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #f38ba8 #f38ba8 !important}html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-mocha .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger.is-outlined{background-color:transparent;border-color:#f38ba8;box-shadow:none;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f38ba8 #f38ba8 !important}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-mocha .button.is-danger.is-light{background-color:#fdedf1;color:#991036}html.theme--catppuccin-mocha .button.is-danger.is-light:hover,html.theme--catppuccin-mocha .button.is-danger.is-light.is-hovered{background-color:#fce1e8;border-color:transparent;color:#991036}html.theme--catppuccin-mocha .button.is-danger.is-light:active,html.theme--catppuccin-mocha .button.is-danger.is-light.is-active{background-color:#fbd5e0;border-color:transparent;color:#991036}html.theme--catppuccin-mocha .button.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-mocha .button.is-small:not(.is-rounded),html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-mocha .button.is-normal{font-size:1rem}html.theme--catppuccin-mocha .button.is-medium{font-size:1.25rem}html.theme--catppuccin-mocha .button.is-large{font-size:1.5rem}html.theme--catppuccin-mocha .button[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button{background-color:#6c7086;border-color:#585b70;box-shadow:none;opacity:.5}html.theme--catppuccin-mocha .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-mocha .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-mocha .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-mocha .button.is-static{background-color:#181825;border-color:#585b70;color:#7f849c;box-shadow:none;pointer-events:none}html.theme--catppuccin-mocha .button.is-rounded,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-mocha .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-mocha .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-mocha .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-mocha .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-mocha .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-mocha .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-mocha .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-mocha .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-mocha .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-mocha .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-mocha .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-mocha .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-mocha .buttons.has-addons .button:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-mocha .buttons.has-addons .button:focus,html.theme--catppuccin-mocha .buttons.has-addons .button.is-focused,html.theme--catppuccin-mocha .buttons.has-addons .button:active,html.theme--catppuccin-mocha .buttons.has-addons .button.is-active,html.theme--catppuccin-mocha .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-mocha .buttons.has-addons .button:focus:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-mocha .buttons.has-addons .button:active:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-mocha .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-mocha .buttons.is-centered{justify-content:center}html.theme--catppuccin-mocha .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-mocha .buttons.is-right{justify-content:flex-end}html.theme--catppuccin-mocha .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--catppuccin-mocha .button.is-responsive.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--catppuccin-mocha .button.is-responsive,html.theme--catppuccin-mocha .button.is-responsive.is-normal{font-size:.65625rem}html.theme--catppuccin-mocha .button.is-responsive.is-medium{font-size:.75rem}html.theme--catppuccin-mocha .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--catppuccin-mocha .button.is-responsive.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--catppuccin-mocha .button.is-responsive,html.theme--catppuccin-mocha .button.is-responsive.is-normal{font-size:.75rem}html.theme--catppuccin-mocha .button.is-responsive.is-medium{font-size:1rem}html.theme--catppuccin-mocha .button.is-responsive.is-large{font-size:1.25rem}}html.theme--catppuccin-mocha .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--catppuccin-mocha .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--catppuccin-mocha .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--catppuccin-mocha .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--catppuccin-mocha .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--catppuccin-mocha .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-mocha .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-mocha .content li+li{margin-top:0.25em}html.theme--catppuccin-mocha .content p:not(:last-child),html.theme--catppuccin-mocha .content dl:not(:last-child),html.theme--catppuccin-mocha .content ol:not(:last-child),html.theme--catppuccin-mocha .content ul:not(:last-child),html.theme--catppuccin-mocha .content blockquote:not(:last-child),html.theme--catppuccin-mocha .content pre:not(:last-child),html.theme--catppuccin-mocha .content table:not(:last-child){margin-bottom:1em}html.theme--catppuccin-mocha .content h1,html.theme--catppuccin-mocha .content h2,html.theme--catppuccin-mocha .content h3,html.theme--catppuccin-mocha .content h4,html.theme--catppuccin-mocha .content h5,html.theme--catppuccin-mocha .content h6{color:#cdd6f4;font-weight:600;line-height:1.125}html.theme--catppuccin-mocha .content h1{font-size:2em;margin-bottom:0.5em}html.theme--catppuccin-mocha .content h1:not(:first-child){margin-top:1em}html.theme--catppuccin-mocha .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--catppuccin-mocha .content h2:not(:first-child){margin-top:1.1428em}html.theme--catppuccin-mocha .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--catppuccin-mocha .content h3:not(:first-child){margin-top:1.3333em}html.theme--catppuccin-mocha .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--catppuccin-mocha .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--catppuccin-mocha .content h6{font-size:1em;margin-bottom:1em}html.theme--catppuccin-mocha .content blockquote{background-color:#181825;border-left:5px solid #585b70;padding:1.25em 1.5em}html.theme--catppuccin-mocha .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-mocha .content ol:not([type]){list-style-type:decimal}html.theme--catppuccin-mocha .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--catppuccin-mocha .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--catppuccin-mocha .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--catppuccin-mocha .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--catppuccin-mocha .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-mocha .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--catppuccin-mocha .content ul ul ul{list-style-type:square}html.theme--catppuccin-mocha .content dd{margin-left:2em}html.theme--catppuccin-mocha .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--catppuccin-mocha .content figure:not(:first-child){margin-top:2em}html.theme--catppuccin-mocha .content figure:not(:last-child){margin-bottom:2em}html.theme--catppuccin-mocha .content figure img{display:inline-block}html.theme--catppuccin-mocha .content figure figcaption{font-style:italic}html.theme--catppuccin-mocha .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--catppuccin-mocha .content sup,html.theme--catppuccin-mocha .content sub{font-size:75%}html.theme--catppuccin-mocha .content table{width:100%}html.theme--catppuccin-mocha .content table 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.content.is-normal{font-size:1rem}html.theme--catppuccin-mocha .content.is-medium{font-size:1.25rem}html.theme--catppuccin-mocha .content.is-large{font-size:1.5rem}html.theme--catppuccin-mocha .icon{align-items:center;display:inline-flex;justify-content:center;height:1.5rem;width:1.5rem}html.theme--catppuccin-mocha .icon.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.icon{height:1rem;width:1rem}html.theme--catppuccin-mocha .icon.is-medium{height:2rem;width:2rem}html.theme--catppuccin-mocha .icon.is-large{height:3rem;width:3rem}html.theme--catppuccin-mocha .icon-text{align-items:flex-start;color:inherit;display:inline-flex;flex-wrap:wrap;line-height:1.5rem;vertical-align:top}html.theme--catppuccin-mocha .icon-text .icon{flex-grow:0;flex-shrink:0}html.theme--catppuccin-mocha .icon-text .icon:not(:last-child){margin-right:.25em}html.theme--catppuccin-mocha .icon-text .icon:not(:first-child){margin-left:.25em}html.theme--catppuccin-mocha div.icon-text{display:flex}html.theme--catppuccin-mocha .image,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img{display:block;position:relative}html.theme--catppuccin-mocha .image img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img img{display:block;height:auto;width:100%}html.theme--catppuccin-mocha .image img.is-rounded,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img img.is-rounded{border-radius:9999px}html.theme--catppuccin-mocha .image.is-fullwidth,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-fullwidth{width:100%}html.theme--catppuccin-mocha .image.is-square img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-square img,html.theme--catppuccin-mocha .image.is-square .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-square .has-ratio,html.theme--catppuccin-mocha .image.is-1by1 img,html.theme--catppuccin-mocha #documenter .docs-sidebar 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.has-ratio,html.theme--catppuccin-mocha .image.is-5by3 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-5by3 img,html.theme--catppuccin-mocha .image.is-5by3 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-5by3 .has-ratio,html.theme--catppuccin-mocha .image.is-16by9 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-16by9 img,html.theme--catppuccin-mocha .image.is-16by9 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-16by9 .has-ratio,html.theme--catppuccin-mocha .image.is-2by1 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-2by1 img,html.theme--catppuccin-mocha .image.is-2by1 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-2by1 .has-ratio,html.theme--catppuccin-mocha .image.is-3by1 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by1 img,html.theme--catppuccin-mocha 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img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by5 img,html.theme--catppuccin-mocha .image.is-3by5 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by5 .has-ratio,html.theme--catppuccin-mocha .image.is-9by16 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-9by16 img,html.theme--catppuccin-mocha .image.is-9by16 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-9by16 .has-ratio,html.theme--catppuccin-mocha .image.is-1by2 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-1by2 img,html.theme--catppuccin-mocha .image.is-1by2 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-1by2 .has-ratio,html.theme--catppuccin-mocha .image.is-1by3 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-1by3 img,html.theme--catppuccin-mocha .image.is-1by3 .has-ratio,html.theme--catppuccin-mocha 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html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-danger.is-light{background-color:#fbefef;color:#c03930}html.theme--documenter-dark .button.is-danger.is-light:hover,html.theme--documenter-dark .button.is-danger.is-light.is-hovered{background-color:#f8e6e5;border-color:transparent;color:#c03930}html.theme--documenter-dark .button.is-danger.is-light:active,html.theme--documenter-dark .button.is-danger.is-light.is-active{background-color:#f6dcda;border-color:transparent;color:#c03930}html.theme--documenter-dark .button.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--documenter-dark .button.is-small:not(.is-rounded),html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--documenter-dark .button.is-normal{font-size:1rem}html.theme--documenter-dark .button.is-medium{font-size:1.25rem}html.theme--documenter-dark .button.is-large{font-size:1.5rem}html.theme--documenter-dark .button[disabled],fieldset[disabled] html.theme--documenter-dark .button{background-color:#8c9b9d;border-color:#5e6d6f;box-shadow:none;opacity:.5}html.theme--documenter-dark .button.is-fullwidth{display:flex;width:100%}html.theme--documenter-dark .button.is-loading{color:transparent !important;pointer-events:none}html.theme--documenter-dark .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--documenter-dark .button.is-static{background-color:#282f2f;border-color:#5e6d6f;color:#dbdee0;box-shadow:none;pointer-events:none}html.theme--documenter-dark .button.is-rounded,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 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.button:active:hover,html.theme--documenter-dark .buttons.has-addons .button.is-active:hover,html.theme--documenter-dark .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--documenter-dark .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--documenter-dark .buttons.is-centered{justify-content:center}html.theme--documenter-dark .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--documenter-dark .buttons.is-right{justify-content:flex-end}html.theme--documenter-dark .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--documenter-dark .button.is-responsive.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--documenter-dark .button.is-responsive,html.theme--documenter-dark .button.is-responsive.is-normal{font-size:.65625rem}html.theme--documenter-dark .button.is-responsive.is-medium{font-size:.75rem}html.theme--documenter-dark .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--documenter-dark .button.is-responsive.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--documenter-dark .button.is-responsive,html.theme--documenter-dark .button.is-responsive.is-normal{font-size:.75rem}html.theme--documenter-dark .button.is-responsive.is-medium{font-size:1rem}html.theme--documenter-dark .button.is-responsive.is-large{font-size:1.25rem}}html.theme--documenter-dark .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--documenter-dark .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--documenter-dark 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pre:not(:last-child),html.theme--documenter-dark .content table:not(:last-child){margin-bottom:1em}html.theme--documenter-dark .content h1,html.theme--documenter-dark .content h2,html.theme--documenter-dark .content h3,html.theme--documenter-dark .content h4,html.theme--documenter-dark .content h5,html.theme--documenter-dark .content h6{color:#f2f2f2;font-weight:600;line-height:1.125}html.theme--documenter-dark .content h1{font-size:2em;margin-bottom:0.5em}html.theme--documenter-dark .content h1:not(:first-child){margin-top:1em}html.theme--documenter-dark .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--documenter-dark .content h2:not(:first-child){margin-top:1.1428em}html.theme--documenter-dark .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--documenter-dark .content h3:not(:first-child){margin-top:1.3333em}html.theme--documenter-dark .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--documenter-dark .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--documenter-dark .content h6{font-size:1em;margin-bottom:1em}html.theme--documenter-dark .content blockquote{background-color:#282f2f;border-left:5px solid #5e6d6f;padding:1.25em 1.5em}html.theme--documenter-dark .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--documenter-dark .content ol:not([type]){list-style-type:decimal}html.theme--documenter-dark .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--documenter-dark .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--documenter-dark .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--documenter-dark .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--documenter-dark .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--documenter-dark .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--documenter-dark .content ul ul ul{list-style-type:square}html.theme--documenter-dark .content dd{margin-left:2em}html.theme--documenter-dark .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--documenter-dark .content figure:not(:first-child){margin-top:2em}html.theme--documenter-dark .content figure:not(:last-child){margin-bottom:2em}html.theme--documenter-dark .content figure img{display:inline-block}html.theme--documenter-dark .content figure figcaption{font-style:italic}html.theme--documenter-dark .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--documenter-dark .content sup,html.theme--documenter-dark .content sub{font-size:75%}html.theme--documenter-dark .content table{width:100%}html.theme--documenter-dark .content table td,html.theme--documenter-dark .content table th{border:1px solid #5e6d6f;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--documenter-dark .content table th{color:#f2f2f2}html.theme--documenter-dark .content table th:not([align]){text-align:inherit}html.theme--documenter-dark .content table thead td,html.theme--documenter-dark .content table thead th{border-width:0 0 2px;color:#f2f2f2}html.theme--documenter-dark .content table tfoot td,html.theme--documenter-dark .content table tfoot th{border-width:2px 0 0;color:#f2f2f2}html.theme--documenter-dark .content table tbody tr:last-child td,html.theme--documenter-dark .content table tbody tr:last-child th{border-bottom-width:0}html.theme--documenter-dark .content .tabs li+li{margin-top:0}html.theme--documenter-dark .content.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.content{font-size:.75rem}html.theme--documenter-dark .content.is-normal{font-size:1rem}html.theme--documenter-dark .content.is-medium{font-size:1.25rem}html.theme--documenter-dark .content.is-large{font-size:1.5rem}html.theme--documenter-dark 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img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img img{display:block;height:auto;width:100%}html.theme--documenter-dark .image img.is-rounded,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img img.is-rounded{border-radius:9999px}html.theme--documenter-dark .image.is-fullwidth,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-fullwidth{width:100%}html.theme--documenter-dark .image.is-square img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-square img,html.theme--documenter-dark .image.is-square .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-square .has-ratio,html.theme--documenter-dark .image.is-1by1 img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-1by1 img,html.theme--documenter-dark .image.is-1by1 .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-1by1 .has-ratio,html.theme--documenter-dark .image.is-5by4 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.hljs-string{color:#38a}.hljs-emphasis{font-style:italic}.hljs-strong{font-weight:bold}.gap-4{gap:1rem} diff --git a/docs/main/assets/themeswap.js b/docs/main/assets/themeswap.js new file mode 100644 index 000000000..9f5eebe6a --- /dev/null +++ b/docs/main/assets/themeswap.js @@ -0,0 +1,84 @@ +// Small function to quickly swap out themes. Gets put into the tag.. +function set_theme_from_local_storage() { + // Initialize the theme to null, which means default + var theme = null; + // If the browser supports the localstorage and is not disabled then try to get the + // documenter theme + if (window.localStorage != null) { + // Get the user-picked theme from localStorage. May be `null`, which means the default + // theme. + theme = window.localStorage.getItem("documenter-theme"); + } + // Check if the users preference is for dark color scheme + var darkPreference = + window.matchMedia("(prefers-color-scheme: dark)").matches === true; + // Initialize a few variables for the loop: + // + // - active: will contain the index of the theme that should be active. Note that there + // is no guarantee that localStorage contains sane values. If `active` stays `null` + // we either could not find the theme or it is the default (primary) theme anyway. + // Either way, we then need to stick to the primary theme. + // + // - disabled: style sheets that should be disabled (i.e. all the theme style sheets + // that are not the currently active theme) + var active = null; + var disabled = []; + var primaryLightTheme = null; + var primaryDarkTheme = null; + for (var i = 0; i < document.styleSheets.length; i++) { + var ss = document.styleSheets[i]; + // The tag of each style sheet is expected to have a data-theme-name attribute + // which must contain the name of the theme. The names in localStorage much match this. + var themename = ss.ownerNode.getAttribute("data-theme-name"); + // attribute not set => non-theme stylesheet => ignore + if (themename === null) continue; + // To distinguish the default (primary) theme, it needs to have the data-theme-primary + // attribute set. + if (ss.ownerNode.getAttribute("data-theme-primary") !== null) { + primaryLightTheme = themename; + } + // Check if the theme is primary dark theme so that we could store its name in darkTheme + if (ss.ownerNode.getAttribute("data-theme-primary-dark") !== null) { + primaryDarkTheme = themename; + } + // If we find a matching theme (and it's not the default), we'll set active to non-null + if (themename === theme) active = i; + // Store the style sheets of inactive themes so that we could disable them + if (themename !== theme) disabled.push(ss); + } + var activeTheme = null; + if (active !== null) { + // If we did find an active theme, we'll (1) add the theme--$(theme) class to + document.getElementsByTagName("html")[0].className = "theme--" + theme; + activeTheme = theme; + } else { + // If we did _not_ find an active theme, then we need to fall back to the primary theme + // which can either be dark or light, depending on the user's OS preference. + var activeTheme = darkPreference ? primaryDarkTheme : primaryLightTheme; + // In case it somehow happens that the relevant primary theme was not found in the + // preceding loop, we abort without doing anything. + if (activeTheme === null) { + console.error("Unable to determine primary theme."); + return; + } + // When switching to the primary light theme, then we must not have a class name + // for the tag. That's only for non-primary or the primary dark theme. + if (darkPreference) { + document.getElementsByTagName("html")[0].className = + "theme--" + activeTheme; + } else { + document.getElementsByTagName("html")[0].className = ""; + } + } + for (var i = 0; i < document.styleSheets.length; i++) { + var ss = document.styleSheets[i]; + // The tag of each style sheet is expected to have a data-theme-name attribute + // which must contain the name of the theme. The names in localStorage much match this. + var themename = ss.ownerNode.getAttribute("data-theme-name"); + // attribute not set => non-theme stylesheet => ignore + if (themename === null) continue; + // we'll disable all the stylesheets, except for the active one + ss.disabled = !(themename == activeTheme); + } +} +set_theme_from_local_storage(); diff --git a/docs/main/assets/warner.js b/docs/main/assets/warner.js new file mode 100644 index 000000000..3f6f5d008 --- /dev/null +++ b/docs/main/assets/warner.js @@ -0,0 +1,52 @@ +function maybeAddWarning() { + // DOCUMENTER_NEWEST is defined in versions.js, DOCUMENTER_CURRENT_VERSION and DOCUMENTER_STABLE + // in siteinfo.js. + // If either of these are undefined something went horribly wrong, so we abort. + if ( + window.DOCUMENTER_NEWEST === undefined || + window.DOCUMENTER_CURRENT_VERSION === undefined || + window.DOCUMENTER_STABLE === undefined + ) { + return; + } + + // Current version is not a version number, so we can't tell if it's the newest version. Abort. + if (!/v(\d+\.)*\d+/.test(window.DOCUMENTER_CURRENT_VERSION)) { + return; + } + + // Current version is newest version, so no need to add a warning. + if (window.DOCUMENTER_NEWEST === window.DOCUMENTER_CURRENT_VERSION) { + return; + } + + // Add a noindex meta tag (unless one exists) so that search engines don't index this version of the docs. + if (document.body.querySelector('meta[name="robots"]') === null) { + const meta = document.createElement("meta"); + meta.name = "robots"; + meta.content = "noindex"; + + document.getElementsByTagName("head")[0].appendChild(meta); + } + + const div = document.createElement("div"); + div.classList.add("outdated-warning-overlay"); + const closer = document.createElement("button"); + closer.classList.add("outdated-warning-closer", "delete"); + closer.addEventListener("click", function () { + document.body.removeChild(div); + }); + const href = window.documenterBaseURL + "/../" + window.DOCUMENTER_STABLE; + div.innerHTML = + 'This documentation is not for the latest stable release, but for either the development version or an older release.
        Click here to go to the documentation for the latest stable release.'; + div.appendChild(closer); + document.body.appendChild(div); +} + +if (document.readyState === "loading") { + document.addEventListener("DOMContentLoaded", maybeAddWarning); +} else { + maybeAddWarning(); +} diff --git a/docs/main/datatoml.org b/docs/main/datatoml.org new file mode 100644 index 000000000..6cc276581 --- /dev/null +++ b/docs/main/datatoml.org @@ -0,0 +1,225 @@ +#+title: Data.toml + +Data collections are represented on-disk as =Data.toml= files. While =DataToolkit= +can be used at a basic level without any knowledge of the structure of the file, +a little knowledge goes a long way (for instance when editing a dataset). + +* Overall structure + +See the TOML refresher below if you're a bit rusty, then come back to this. + +A =Data.toml= file is broadly composed of three sections: +1. Global setup information +2. Configuration +3. Datasets + +Here's what that structure looks like in practice: + +#+begin_src toml +data_config_version=0 + +name="data collection name" +uuid="a UUIDv4" +plugins=["plugin1", "plugin2", ...] + +[config] +# [Properties of the data collection itself] + +[[mydataset]] +uuid="a UUIDv4" +# other properties... + +[[mydataset.TRANSFORMER]] +driver="transformer driver" +type=["a QualifiedType", ...] +priority=1 # (optional) +# other properties... + +[[mydataset]] +# There may be multiple data sets by the same name, +# but they must be uniquely identifyable by their properties + +[[exampledata]] +# Another data set +#+end_src + +** Global setup + +There are four top-level non-[[https://toml.io/en/v1.0.0#table][table]] properties currently recognised: ++ The =Data.toml= format version (~data_config_version~) ++ The name (~name~) and UUID (~uuid~) of the data collection: + - ~name~ is a string that provides a nice human-readable label for the data collection. + It may contain any character but =:=, however sticking to =[A-Za-z0-9_]= is recommended. + - ~uuid~ is a UUIDv4 that canonically identifies the data collection ++ The plugins used by the data collection (~plugins~): a list of strings. + +This should all be set as a matter of course. + +** Configuration + +The =config= TOML table is special, and is used to hold custom attributes of the +data collection, for example: + +#+begin_src toml +[config] +mykey="value" + +[config.defaults] +description="Ooops, somebody forgot to describe this." + +[config.defaults.storage.filesystem] +priority=2 +#+end_src + +As a consequence of this, no dataset may be named ="config"=. + +*** Reserved configuration attributes + +The =config.locked= attribute is used by =DataToolkitCore= to indicate that the +=Data.toml= file should not be modified, and to override it the attribute must be +changed within the =Data.toml= file. By setting src_toml{config.locked = true}, +you protect yourself from accidental modifications to the data file. + +#+begin_notes +This functionality is part of =DataToolkitCore= because it is taken into account +in the implementation of ~Base.iswritable(::DataCollection)~. +#+end_notes + +Other attributes may be used by plugins to affect their behaviour. For instance, +the =defaults= plugin uses the =config.defaults= attribute, and both the =store= and +=cache= plugins use the =config.store= attribute. + +** Datasets + +All datasets are represented using an /[[https://toml.io/en/v1.0.0#array-of-tables][array of tables]]/. This allows multiple +datasets to have the same name, and be distinguished by other attributes (e.g. +version information). The dataset name can be any string that does not contain a +colon (=:=), other than =config=. + +#+begin_src toml +[[mydataset]] +uuid="a UUIDv4" +# other properties... +#+end_src + +Besides =uuid=, the attributes =storage=, =loader=, and =writer= are reserved for +specifying transformers. All datasets must have a =uuid= key, this is important +for providing a canonical unique reference to a particular dataset. All other +attributes are free to be used by plugins or to add arbitrary metadata. + +** Data transformers + +The transformers of a dataset (=storage=, =loader=, and =writer=) are specified using +sub-tables of the dataset. Any number of transformers can be specified, and the +first applicable (sorted by priority, lowest winning) will be used. + +#+begin_src toml +[[mydataset.TRANSFORMER]] +driver="transformer driver" +type = ["list", "of", "types"] # (optional) +priority=1 # (optional) +# other properties... +#+end_src + +The =type= attribute (either a single type, or a list) is given a default value +inferred from loaded code relating to the transformer. In situations where this +is unsatisfactory, it can be explicitly specified. + +All transformers /must/ set the =driver= key. All attributes other than =driver=, +=type=, and =priority= are free to be used by the transformer and plugins. + +* TOML refresher + +TOML files are already widely used with Julia (for example, =Project.toml= and +=Manifest.toml=) files, as they strike a good compromise between capability and +complexity. See [[https://toml.io/en/v1.0.0][the TOML documentation]] for a full description of the format, but +here are the components most relevant to =Data.toml= files. + +** Key-value pairs + +#+begin_src toml +key = "value" +#+end_src + +This represents a ="key"= dictionary key having the value ="value"=. Strings, +numbers, booleans, and date/time stamps are all appropriate value forms. + +#+begin_src toml +a = "value" +b = 2 +c = 3.1e+12 +d = true +e = 1979-05-27T07:32:00Z +#+end_src + +Arrays are written using =[ ]= syntax, and can spread across multiple lines. + +#+begin_src toml +key = [1, 2, 3] +#+end_src + +** Tables (Dictionaries) + +A collection of key-value pairs within a certain scope form a Julia =Dict= when +parsed. TOML allows for nested dictionaries using /tables/. A new table is created +with a bracketed header line, like so: + +#+begin_src toml +[new_table] +#+end_src + +All key-value entries after such a table header, up to the next table header, +belong to that table. For example: + +#+begin_src toml +[mytable] +a = 1 +b = 2 +#+end_src + +this is parsed as + +#+begin_src julia +Dict("mytable" => Dict("a" => 1, "b" => 2)) +#+end_src + +It is also possible to represent this using dotted keys, e.g. + +#+begin_src toml +mytable.a = 1 +mytable.b = 2 +#+end_src + +These two styles can mixed to form nested tables. + +#+begin_src toml +[mytable.innertable.deeply_nested] +key = "value" +#+end_src + +** Arrays of tables + +A list of dictionaries (array of tables in TOML terminology) can be formed using +double-bracketed headers, e.g. + +#+begin_src toml +[[table_array]] +#+end_src + +All double-bracketed tables will be collected together into an array, for +example: + +#+begin_src toml +[[table_array]] +key = 1 + +[[table_array]] +key = 2 +#+end_src + +will be parsed as + +#+begin_src julia +Dict("table_array" => [Dict("key" => 1), + Dict("key" => 2)]) +#+end_src diff --git a/docs/main/datatoml/index.html b/docs/main/datatoml/index.html new file mode 100644 index 000000000..1a83529aa --- /dev/null +++ b/docs/main/datatoml/index.html @@ -0,0 +1,51 @@ +Data.toml format · DataToolkit.jl
        GitHub

        Data.toml

        Data collections are represented on-disk as Data.toml files. While DataToolkit can be used at a basic level without any knowledge of the structure of the file, a little knowledge goes a long way (for instance when editing a dataset).

        Overall structure

        See the TOML refresher below if you're a bit rusty, then come back to this.

        A Data.toml file is broadly composed of three sections:

        1. Global setup information
        2. Configuration
        3. Datasets

        Here's what that structure looks like in practice:

        data_config_version=0
+
+name="data collection name"
+uuid="a UUIDv4"
+plugins=["plugin1", "plugin2", ...]
+
+[config]
+# [Properties of the data collection itself]
+
+[[mydataset]]
+uuid="a UUIDv4"
+# other properties...
+
+[[mydataset.TRANSFORMER]]
+driver="transformer driver"
+type=["a QualifiedType", ...]
+priority=1 # (optional)
+# other properties...
+
+[[mydataset]]
+# There may be multiple data sets by the same name,
+# but they must be uniquely identifyable by their properties
+
+[[exampledata]]
+# Another data set

        Global setup

        There are four top-level non-table properties currently recognised:

        • The Data.toml format version (data_config_version)
        • The name (name) and UUID (uuid) of the data collection:
          • name is a string that provides a nice human-readable label for the data collection. It may contain any character but :, however sticking to [A-Za-z0-9_] is recommended.
          • uuid is a UUIDv4 that canonically identifies the data collection
        • The plugins used by the data collection (plugins): a list of strings.

        This should all be set as a matter of course.

        Configuration

        The config TOML table is special, and is used to hold custom attributes of the data collection, for example:

        [config]
+mykey="value"
+
+[config.defaults]
+description="Ooops, somebody forgot to describe this."
+
+[config.defaults.storage.filesystem]
+priority=2

        As a consequence of this, no dataset may be named "config".

        Reserved configuration attributes

        The config.locked attribute is used by DataToolkitCore to indicate that the Data.toml file should not be modified, and to override it the attribute must be changed within the Data.toml file. By setting config.locked = true, you protect yourself from accidental modifications to the data file.

        Notes

        This functionality is part of DataToolkitCore because it is taken into account in the implementation of Base.iswritable(::DataCollection).

        Other attributes may be used by plugins to affect their behaviour. For instance, the defaults plugin uses the config.defaults attribute, and both the store and cache plugins use the config.store attribute.

        Datasets

        All datasets are represented using an array of tables. This allows multiple datasets to have the same name, and be distinguished by other attributes (e.g. version information). The dataset name can be any string that does not contain a colon (:), other than config.

        [[mydataset]]
+uuid="a UUIDv4"
+# other properties...

        Besides uuid, the attributes storage, loader, and writer are reserved for specifying transformers. All datasets must have a uuid key, this is important for providing a canonical unique reference to a particular dataset. All other attributes are free to be used by plugins or to add arbitrary metadata.

        Data transformers

        The transformers of a dataset (storage, loader, and writer) are specified using sub-tables of the dataset. Any number of transformers can be specified, and the first applicable (sorted by priority, lowest winning) will be used.

        [[mydataset.TRANSFORMER]]
+driver="transformer driver"
+type = ["list", "of", "types"] # (optional)
+priority=1 # (optional)
+# other properties...

        The type attribute (either a single type, or a list) is given a default value inferred from loaded code relating to the transformer. In situations where this is unsatisfactory, it can be explicitly specified.

        All transformers must set the driver key. All attributes other than driver, type, and priority are free to be used by the transformer and plugins.

        TOML refresher

        TOML files are already widely used with Julia (for example, Project.toml and Manifest.toml) files, as they strike a good compromise between capability and complexity. See the TOML documentation for a full description of the format, but here are the components most relevant to Data.toml files.

        Key-value pairs

        key = "value"

        This represents a "key" dictionary key having the value "value". Strings, numbers, booleans, and date/time stamps are all appropriate value forms.

        a = "value"
+b = 2
+c = 3.1e+12
+d = true
+e = 1979-05-27T07:32:00Z

        Arrays are written using [ ] syntax, and can spread across multiple lines.

        key = [1, 2, 3]

        Tables (Dictionaries)

        A collection of key-value pairs within a certain scope form a Julia Dict when parsed. TOML allows for nested dictionaries using tables. A new table is created with a bracketed header line, like so:

        [new_table]

        All key-value entries after such a table header, up to the next table header, belong to that table. For example:

        [mytable]
+a = 1
+b = 2

        this is parsed as

        Dict("mytable" => Dict("a" => 1, "b" => 2))

        It is also possible to represent this using dotted keys, e.g.

        mytable.a = 1
+mytable.b = 2

        These two styles can mixed to form nested tables.

        [mytable.innertable.deeply_nested]
+key = "value"

        Arrays of tables

        A list of dictionaries (array of tables in TOML terminology) can be formed using double-bracketed headers, e.g.

        [[table_array]]

        All double-bracketed tables will be collected together into an array, for example:

        [[table_array]]
+key = 1
+
+[[table_array]]
+key = 2

        will be parsed as

        Dict("table_array" => [Dict("key" => 1),
+                       Dict("key" => 2)])
        \ No newline at end of file diff --git a/docs/main/index.html b/docs/main/index.html new file mode 100644 index 000000000..fdc7da75b --- /dev/null +++ b/docs/main/index.html @@ -0,0 +1,13 @@ +Introduction · DataToolkit.jl
        GitHub

        Introduction

        DataToolkit is a batteries-included family of packages for robustly managing data. The particular package(s) you want to use will depend on the project.

        Whether using DataToolkit or DataToolkitBase, to see what storage providers and formats are supported out-of-the-box, look at the DataToolkitCommon documentation.

        image

        Why this exists

        Poor data management approaches are rampant. This is well-recognised, and so people have created tools that attempt to tackle subsets of the problem — such as DataLad, DVC, the Kedro data catalogue, Snakemake, Nextflow, Intake, Pkg.jl's Artifacts, and DataSets.jl. These tools contain many good ideas, but all fall short of the combination of convenience and robustness that is possible.

        DataToolkit leverages key Julia features —reproducible package management with Pkg.jl, independence from system state with JLL packages, and well-managed environments— to push the envelope on how easily data can be robustly managed. The three tenets of the project are reproducibility, flexibility, and convenience.

        Declarative data management

        DataToolkit takes a declarative approach to data management, and represents collections of datasets in TOML files. To give a taste of what this system looks like in practice, here's a sample TOML representation of a dataset (iris).

        [[iris]]
+uuid = "3f3d7714-22aa-4555-a950-78f43b74b81c"
+description = "Fisher's famous Iris flower measurements"
+
+    [[iris.storage]]
+    driver = "web"
+    checksum = "crc32c:d5c06b86"
+    url = "https://raw.githubusercontent.com/scikit-learn/scikit-learn/1.0/sklearn/datasets/data/iris.csv"
+
+    [[iris.loader]]
+    driver = "csv"
+    args.header = ["sepal_length", "sepal_width", "petal_length", "petal_width", "species_class"]
+    args.skipto = 2

        This creates an iris dataset that can be conveniently and reproducibly loaded within a Julia session, with data flowing like so:

        image

        The data model

        Data Sets — Information and Data

        Useful information is a particular representation of basic data. We acquire data and load it into a more informative form, and similarly can write information back as data.

        To give a concrete example, Fisher's famous iris data set can exist on-disk as a CSV, comprised of bytes or ASCII characters. This is the data form. If we want to do useful analysis, we would want to transform the data into say a table of information (e.g. as a DataFrame). This is the information form. We can load the information form by parsing the CSV data, and write the information back by serialising the table.

        There are thus three essential transformations that can occur involving a data set:

        1. The transformation of a specification into a source of data, termed storage
        2. The transformation of data into information, termed a loader
        3. The transformation of information into data, termed a writer

        image

        Transformers, Data Sets, and Data Collections

        Each DataSet can have any number of storage, loader, and writer transformers. All DataSets must be part of a DataCollection which essentially provides a context for the existence of a particular data set (e.g. you might store Fisher's iris data under a "Flower measurements" data collection). The DataCollections loaded at any one time form the DataCollectionstack. The stack essentially acts as a load-path, if you just ask for the iris data set, it will be fetched from the top collection on the stack that can satisfy it.

        image

        It is also worth noting that "child" elements of this structure (data sets and transformers) contain a link back to their parent, and so from any part of a DataCollection the whole can be accessed.

        Extreme extensibility

        The plethora of formats, workflows, and tools that surround data make designing a "do it all" system implausible. A much easier task is to produce a system that can be adapted to serve as many use cases as possible, even ones the designers have never conceived of! To that end, extensibility is weaved throughout the code base. The core system (DataToolkitBase) is generic to the point of being useless on its own, and special-case behaviour has been avoided. Many basic features (such as default values) are implemented as plugins, to avoid being inadvertently privileged in the core system.

        I have yet to come across a feature that could not be implemented under this framework.

        \ No newline at end of file diff --git a/docs/main/index.org b/docs/main/index.org new file mode 100644 index 000000000..1a7c2837e --- /dev/null +++ b/docs/main/index.org @@ -0,0 +1,108 @@ +#+title: Introduction + +DataToolkit is a batteries-included family of packages for robustly managing +data. The particular package(s) you want to use will depend on the project. + ++ Use =DataToolkit= for analysis projects and scripts ++ Use [[https://tecosaur.github.io/DataToolkit.jl/base/][DataToolkitBase]] when making a package that needs data + - Optionally, use [[https://github.com/tecosaur/DataToolkitDocumenter.jl][DataToolkitDocumenter]] too to document the datasets ++ Use [[https://tecosaur.github.io/DataToolkit.jl/core/][DataToolkitCore]] when making a package extending DataToolkit, and possibly + [[https://tecosaur.github.io/DataToolkit.jl/store/][DataToolkitStore]] too. + +Whether using =DataToolkit= or =DataToolkitBase=, to see what storage providers and +formats are supported out-of-the-box, look at the [[https://tecosaur.github.io/DataToolkit.jl/common/][DataToolkitCommon]] +documentation. + +[[file:assets/package-structure.svg]] + +* Why this exists + +Poor data management approaches are rampant. This is well-recognised, and so +people have created tools that attempt to tackle subsets of the problem --- such +as [[https://www.datalad.org/][DataLad]], [[https://dvc.org/][DVC]], the [[https://docs.kedro.org/en/stable/data/data_catalog.html][Kedro data catalogue]], [[https://snakemake.github.io/][Snakemake]], [[https://www.nextflow.io/][Nextflow]], [[https://intake.readthedocs.io/en/latest/][Intake]], [[https://pkgdocs.julialang.org/v1/artifacts/][Pkg.jl's +Artifacts]], and [[https://github.com/JuliaComputing/DataSets.jl][DataSets.jl]]. These tools contain many good ideas, but all fall +short of the combination of /convenience/ and /robustness/ that is possible. + +DataToolkit leverages key Julia features ---reproducible package management with +[[https://pkgdocs.julialang.org/][Pkg.jl]], independence from system state with [[https://julialang.org/blog/2019/11/artifacts/#julia_library_jll_packages][JLL packages]], and well-managed +environments--- to push the envelope on how easily data can be robustly managed. +The three tenets of the project are /reproducibility/, /flexibility/, and /convenience/. + +* Declarative data management + +DataToolkit takes a declarative approach to data management, and represents +collections of datasets in [[@ref Data.toml][TOML files]]. To give a taste of what this system looks +like in practice, here's a sample TOML representation of a dataset (=iris=). + +#+begin_src toml +[[iris]] +uuid = "3f3d7714-22aa-4555-a950-78f43b74b81c" +description = "Fisher's famous Iris flower measurements" + + [[iris.storage]] + driver = "web" + checksum = "crc32c:d5c06b86" + url = "https://raw.githubusercontent.com/scikit-learn/scikit-learn/1.0/sklearn/datasets/data/iris.csv" + + [[iris.loader]] + driver = "csv" + args.header = ["sepal_length", "sepal_width", "petal_length", "petal_width", "species_class"] + args.skipto = 2 +#+end_src + +This creates an =iris= dataset that can be conveniently and reproducibly loaded +within a Julia session, with data flowing like so: + +[[file:assets/data-flow-iris.svg]] + +* The data model +** Data Sets --- Information and Data + +Useful /information/ is a particular representation of basic /data/. We acquire data +and /load/ it into a more informative form, and similarly can /write/ information +back as data. + +To give a concrete example, Fisher's famous iris data set can exist on-disk as a +CSV, comprised of bytes or ASCII characters. This is the /data/ form. If we want +to do useful analysis, we would want to transform the data into say a table of +information (e.g. as a =DataFrame=). This is the /information/ form. We can /load/ the +information form by parsing the CSV data, and /write/ the information back by +serialising the table. + +There are thus three essential transformations that can occur involving a data +set: +1. The transformation of a specification into a source of /data/, termed [[@extref DataToolkitCore.DataStorage][=storage=]] +2. The transformation of /data/ into /information/, termed a [[@extref DataToolkitCore.DataLoader][=loader=]] +3. The transformation of /information/ into /data/, termed a [[@extref DataToolkitCore.DataWriter][=writer=]] + +[[file:assets/data-flow-horizontal.svg]] + +** Transformers, Data Sets, and Data Collections + +Each [[@extref DataToolkitCore.DataSet][=DataSet=]] can have any number of =storage=, =loader=, and =writer= transformers. +All [[@extref DataToolkitCore.DataSet][=DataSet=]]s must be part of a [[@extref DataToolkitCore.DataCollection][=DataCollection=]] which essentially provides a +context for the existence of a particular data set (e.g. you might store +Fisher's iris data under a "Flower measurements" data collection). The +[[@extref DataToolkitCore.DataCollection][=DataCollection=]]s loaded at any one time form the [[@extref DataToolkitCore.DataCollection][=DataCollection=]] /stack/. The stack +essentially acts as a load-path, if you just ask for the =iris= data set, it will +be fetched from the top collection on the stack that can satisfy it. + +[[file:assets/data-collection-structure.svg]] + +It is also worth noting that "child" elements of this structure (data sets and +transformers) contain a link back to their parent, and so from any part of a +[[@extref DataToolkitCore.DataCollection][=DataCollection=]] the whole can be accessed. + +* Extreme extensibility + +The plethora of formats, workflows, and tools that surround data make designing +a "do it all" system implausible. A much easier task is to produce a system that +can be /adapted/ to serve as many use cases as possible, even ones the designers +have never conceived of! To that end, extensibility is weaved throughout the +code base. The core system (=DataToolkitBase=) is generic to the point of being +useless on its own, and special-case behaviour has been avoided. Many basic +features (such as default values) are implemented as plugins, to avoid being +inadvertently privileged in the core system. + +I have yet to come across a feature that could not be implemented under this +framework. diff --git a/docs/main/objects.inv b/docs/main/objects.inv new file mode 100644 index 0000000000000000000000000000000000000000..853c2f475b58b034211728d008e65d68bc135487 GIT binary patch literal 1361 zcmV-X1+MxdAX9K?X>NERX>N99Zgg*Qc_4OWa&u{KZXhxWBOp+6Z)#;@bUGkJVRT_s zZ*OdCX>=}XYziYFR%LQ?X>V>iATTa5FfK3(BOp|0Wgv28ZDDC{WMy(7Z)PBLXlZjG zW@&6?AZc?TV{dJ6a%FRKWn>_Ab7^j8AbM;X zLz0sfIZZXS$El-Cj~SR;Nr)j(1wh-ne_>R!4J!p1$6xI@+7<>z03 zv#(a_1s8lRihHp@{wUp2YI^a#R#I?Pi4qOBg^_F57iz5_ouC2&k_to>dJ$A0sz6j> zQ_bBHd5LpTE62S{hLxup2n-1v{Kv+|h>hjdoI7!+(DvD_+ld{KP|YDC*`(5Qxu}is zmpjbkY;1#5jFUyJgyC+p#$hYRHXOb|gGaN!mm4~$v>czLbz4>viPpidLtJOGU?TtZ zQijkIMxy;~$i@U7oxjcDqw{wVSD-J$KB?+XC~nc!>)~@p6a*BT`AecjzN$)8JLb>) zwa_wzKN%{02jLCesxQsBaA+tkKVo-y?e8t7JfVsNEtE+5G1U| z&2K+`zT!(%>*0F}QXU5$$GW^c5DAx9(3R4L4~;v7rWjwLb~`@Fu*o+qmW5p9ZLac= ztHY-5PwjD8hI}R8_@wgBK9{D3!Ymj^SJ&5UiW}}Aue(#yGq`TN8m-J6c)QhBR@)_q=P_5VH1TyH+NO;q(Xj{1{$lLkL|o2?F1ZW zAD`Bhaai&%o7G*V?15_EKp{cd#Gr65JY~b#bIfZpbEh0{^_wwWra_LvN=4eTVA-|50!OPzW%7{kOR+WWv2#>T4=qZ)2GR8A5z0qi+c=l-3xgDjX0U1=Au)RMsu9W1+2}%OAauNeX2UcldB1k8CXGr( zb*PNT$;i90>pf{Y@pb?73M`x%J)!P}EA1Ohhh320lrx)cnT7d8B{Yn(3f}Rs| zAmwR<@-067`BtpTBPAMiUqwVeU1Ku^&x3O+u T`DxgI!^F|~YZCt-4&13yB3g%e literal 0 HcmV?d00001 diff --git a/docs/main/quickref.org b/docs/main/quickref.org new file mode 100644 index 000000000..6a831cc9a --- /dev/null +++ b/docs/main/quickref.org @@ -0,0 +1,100 @@ +#+title: Quick Reference Guide + +This gives the bare essentials, as the relevant Data REPL command (enter the +Data REPL with =}=) and Julia function when sensible. + +* Data REPL help + +Look at the REPL =help= docs, accessible within the Data REPL. + +#+begin_src julia-repl +(demo) data> help help +#+end_src + +* Accessing a dataset +** In the default form + +Using the Data REPL. + +#+begin_src julia-repl +(demo) data> show +#+end_src + +Within a program. + +#+begin_src julia +d"" +read(dataset("")) +#+end_src + +** As a particular type + +Either add =::= to the identifier string, or if using =read= provide the type +as the second argument, i.e. + +#+begin_src julia +read(dataset(""), TYPE) +#+end_src + +* Creating a new dataset + +Using the Data REPL. + +#+begin_src julia-repl +(demo) data> add +#+end_src + +Within a program. + +#+begin_src julia +DataToolkit.Base.add(DataSet, "", Dict{String, Any}(), ""; ...) +#+end_src + +* Loading a data collection + +Using the Data REPL + +#+begin_src julia-repl +(⋅) data> stack load +#+end_src + +Within a program. + +#+begin_src julia +loadcollection!("") +#+end_src + +* Creating a data collection + +Using the Data REPL. + +#+begin_src julia-repl +(⋅) data> init +#+end_src + +Within a program. + +#+begin_src julia +DataToolkit.init() +#+end_src + +* Using a package within a =julia= loader script + +Use =@require SomePkg= instead of =import SomePkg= (and don't use =using=). + +* Registering a package for use with =@require= + +Call =DataToolkit.@addpkgs A B C...=, or to make all direct dependencies of the +current module available: =DataToolkit.@addpkgs *=. + +* Using the Data REPL within code + +The ~cmd~ macro ~data`...`~ allows for Data REPL commands to be easily inserted +within a program. + +This also makes it relatively simple to invoke Data REPL functions from the +shell. + +#+begin_src shell +~$ julia -e 'using DataToolkit; data`stuff...`' +#+end_src diff --git a/docs/main/quickref/index.html b/docs/main/quickref/index.html new file mode 100644 index 000000000..848850bf4 --- /dev/null +++ b/docs/main/quickref/index.html @@ -0,0 +1,2 @@ +Quick Reference Guide · DataToolkit.jl
        GitHub

        Quick Reference Guide

        This gives the bare essentials, as the relevant Data REPL command (enter the Data REPL with }) and Julia function when sensible.

        Data REPL help

        Look at the REPL help docs, accessible within the Data REPL.

        (demo) data> help help

        Accessing a dataset

        In the default form

        Using the Data REPL.

        (demo) data> show <identifier>

        Within a program.

        d"<identifier>"
+read(dataset("<identifier>"))

        As a particular type

        Either add ::<type> to the identifier string, or if using read provide the type as the second argument, i.e.

        read(dataset("<identifier>"), TYPE)

        Creating a new dataset

        Using the Data REPL.

        (demo) data> add <name> <source>

        Within a program.

        DataToolkit.Base.add(DataSet, "<name>", Dict{String, Any}(), "<source>"; ...)

        Loading a data collection

        Using the Data REPL

        (⋅) data> stack load <path>

        Within a program.

        loadcollection!("<path>")

        Creating a data collection

        Using the Data REPL.

        (⋅) data> init

        Within a program.

        DataToolkit.init()

        Using a package within a julia loader script

        Use @require SomePkg instead of import SomePkg (and don't use using).

        Registering a package for use with @require

        Call DataToolkit.@addpkgs A B C..., or to make all direct dependencies of the current module available: DataToolkit.@addpkgs *.

        Using the Data REPL within code

        The cmd macro data...`` allows for Data REPL commands to be easily inserted within a program.

        This also makes it relatively simple to invoke Data REPL functions from the shell.

        ~$ julia -e 'using DataToolkit; data`stuff...`'
        \ No newline at end of file diff --git a/docs/main/reference.org b/docs/main/reference.org new file mode 100644 index 000000000..5551a6c4d --- /dev/null +++ b/docs/main/reference.org @@ -0,0 +1,65 @@ +#+title: Reference + +This is the public API for DataToolkit. Some symbols have been exported for +convenience, others need to be specifically imported or accessed with =DataToolkit.=. + +* Exported Symbols +** Macros + +#+begin_src @docs +@d_str +@data_cmd +@require +#+end_src + +** Functions + +#+begin_src @docs +dataset +loadcollection! +#+end_src + +** Types + +#+begin_src @docs +# DataToolkitCore.DataSet +#+end_src + +* Unexported Symbols +** Modules + +=DataToolkitBase= and =DataToolkitCommon= are available as =Base= and =Common= respectively. + +** Macros +*** DataToolkit + +#+begin_src @docs +DataToolkit.@addpkgs +DataToolkit.@addpkg +#+end_src + +** Functions +*** DataToolkit + +#+begin_src @docs +DataToolkit.init +DataToolkit.plugins +DataToolkit.addpkgs +#+end_src + +*** DataToolkitBase + +#+begin_src @docs +DataToolkitCore.getlayer +#+end_src + +** Types + +#+begin_src @docs +# DataToolkitCore.DataCollection +# DataToolkitCore.DataSet +# DataToolkitCore.DataStorage +# DataToolkitCore.DataLoader +# DataToolkitCore.DataWriter +DataToolkitCore.Identifier +#+end_src diff --git a/docs/main/reference/index.html b/docs/main/reference/index.html new file mode 100644 index 000000000..d12bc8991 --- /dev/null +++ b/docs/main/reference/index.html @@ -0,0 +1,10 @@ +Reference · DataToolkit.jl
        GitHub

        Reference

        This is the public API for DataToolkit. Some symbols have been exported for convenience, others need to be specifically imported or accessed with DataToolkit.<thing>.

        Exported Symbols

        Macros

        DataToolkit.@d_str — Macro
        @d_str -> loaded data

        Shorthand for loading a dataset in the default format, d"iris" is equivalent to read(dataset("iris")).

        source
        DataToolkit.@data_cmd — Macro
        @data_cmd -> Data REPL command result

        Proxy for running the command in the Data REPL, e.g. data`config set demo 1` is equivalent to data> config set demo 1.

        source
        DataToolkit.@require — Macro
        @require Package
+@require Package = "UUID"

        Require the package Package, either previously registered with @addpkg or by UUID.

        This sets a variable Package to the module of the package.

        If the package is not currently loaded, DataToolkit will attempt to lazy-load the package via an early return PkgRequiredRerunNeeded singleton. So long as this is seen by a calling invokepkglatest the package will be loaded and the function re-run.

        See also: @addpkg, invokepkglatest.

        source

        Functions

        DataToolkit.dataset — Function
        dataset([collection::DataCollection], identstr::AbstractString, [parameters::Dict{String, Any}])
+dataset([collection::DataCollection], identstr::AbstractString, [parameters::Pair{String, Any}...])

        Return the data set identified by identstr, optionally specifying the collection the data set should be found in and any parameters that apply.

        source
        DataToolkitCore.loadcollection! — Function
        loadcollection!(source::Union{<:AbstractString, <:IO}, mod::Module=Base.Main;
+                soft::Bool=false, index::Int=1)

        Load a data collection from source and add it to the data stack at index. source must be accepted by read(source, DataCollection).

        mod should be set to the Module within which loadcollection! is being invoked. This is important when code is run by the collection. As such, it is usually appropriate to call:

        loadcollection!(source, @__MODULE__; soft)

        When soft is set, should an data collection already exist with the same UUID, nothing will be done and nothing will be returned.

        source

        Types

        Unexported Symbols

        Modules

        DataToolkitBase and DataToolkitCommon are available as Base and Common respectively.

        Macros

        DataToolkit

        DataToolkit.@addpkgs — Macro
        @addpkgs pkgs...

        For each named package, register it with DataToolkitBase. Each package must be a dependency of the current module, recorded in its Project.toml.

        This allows the packages to be used with DataToolkitBase.@require.

        Instead of providing a list of packages, the symbol * can be provided to register all dependencies.

        This must be run at runtime to take effect, so be sure to place it in the __init__ function of a package.

        Examples

        @addpkgs JSON3 CSV
+@addpkgs * # Register all dependencies
        source
        DataToolkit.@addpkg — Macro
        @addpkg name::Symbol uuid::String

        Register the package identified by name with UUID uuid. This package may now be used with @require $name.

        All @addpkg statements should lie within a module's __init__ function.

        Example

        @addpkg CSV "336ed68f-0bac-5ca0-87d4-7b16caf5d00b"

        See also: @require, addpkg.

        source

        Functions

        DataToolkit

        DataToolkit.init — Function
        init(mod::Module=Main; force::Bool=false)

        Load the mod-local Data.toml if it exists. When mod is Main, every Data.toml on the load path is loaded, except for Data.tomls within packages' projects. Unless force is set, the data collection is soft-loaded.

        A Data.d directory can be used in place of a Data.toml, in which case every toml file within it will be read. Mixing Data.d/*.toml and Data.toml is discouraged.

        source
        DataToolkit.addpkgs — Function
        addpkgs(mod::Module, pkgs::Vector{Symbol})

        For each package in pkgs, which are dependencies recorded in mod's Project.toml, register the package with DataToolkitBase.addpkg.

        If pkgs consists of the single symbol :*, then all dependencies of mod will be registered.

        This must be run at runtime to take effect, so be sure to place it in the __init__ function of a package.

        source

        DataToolkitBase

        Types

        DataToolkitCore.Identifier — Type
        Identifier

        A description that can be used to uniquely identify a DataSet.

        Four fields are used to describe the target DataSet:

        • collection, the name or UUID of the collection (optional).
        • dataset, the name or UUID of the dataset.
        • type, the type that should be loaded from the dataset.
        • parameters, any extra parameters of the dataset that should match.

        See also: resolve, refine.

        Constructors

        Identifier(collection::Union{AbstractString, UUID, Nothing},
+           dataset::Union{AbstractString, UUID},
+           type::Union{QualifiedType, Nothing},
+           parameters::Dict{String, Any})

        Parsing

        An Identifier can be represented as a string with the following form, with the optional components enclosed by square brackets:

        [COLLECTION:]DATASET[::TYPE]

        Such forms can be parsed to an Identifier by simply calling the parse function, i.e. parse(Identifier, "mycollection:dataset").

        source
        Identifier(dataset::DataSet, collection::Union{Symbol, Nothing}=:name,
+           name::Symbol=something(collection, :name))

        Create an Identifier referring to dataset, specifying the collection dataset comes from as well (when collection is not nothing) as all of its parameters, but without any type information.

        Should collection and name default to the symbol :name, which signals that the collection and dataset reference of the generated Identifier should use the names of the collection/dataset. If set to :uuid, the UUID is used instead. No other value symbols are supported.

        source
        \ No newline at end of file diff --git a/docs/main/search_index.js b/docs/main/search_index.js new file mode 100644 index 000000000..b352488ef --- /dev/null +++ b/docs/main/search_index.js @@ -0,0 +1,3 @@ +var documenterSearchIndex = {"docs": +[{"location":"datatoml/","page":"Data.toml format","title":"Data.toml format","text":"EditURL=\"datatoml.org\"","category":"page"},{"location":"datatoml/#Data.toml","page":"Data.toml format","title":"Data.toml","text":"","category":"section"},{"location":"datatoml/","page":"Data.toml format","title":"Data.toml format","text":"Data collections are represented on-disk as Data.toml files. 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For example:","category":"page"},{"location":"datatoml/","page":"Data.toml format","title":"Data.toml format","text":"[mytable]\na = 1\nb = 2","category":"page"},{"location":"datatoml/","page":"Data.toml format","title":"Data.toml format","text":"this is parsed as","category":"page"},{"location":"datatoml/","page":"Data.toml format","title":"Data.toml format","text":"Dict(\"mytable\" => Dict(\"a\" => 1, \"b\" => 2))","category":"page"},{"location":"datatoml/","page":"Data.toml format","title":"Data.toml format","text":"It is also possible to represent this using dotted keys, e.g.","category":"page"},{"location":"datatoml/","page":"Data.toml format","title":"Data.toml format","text":"mytable.a = 1\nmytable.b = 2","category":"page"},{"location":"datatoml/","page":"Data.toml format","title":"Data.toml format","text":"These two styles can mixed to form nested tables.","category":"page"},{"location":"datatoml/","page":"Data.toml format","title":"Data.toml format","text":"[mytable.innertable.deeply_nested]\nkey = \"value\"","category":"page"},{"location":"datatoml/#Arrays-of-tables","page":"Data.toml format","title":"Arrays of tables","text":"","category":"section"},{"location":"datatoml/","page":"Data.toml format","title":"Data.toml format","text":"A list of dictionaries (array of tables in TOML terminology) can be formed using double-bracketed headers, e.g.","category":"page"},{"location":"datatoml/","page":"Data.toml format","title":"Data.toml format","text":"[[table_array]]","category":"page"},{"location":"datatoml/","page":"Data.toml format","title":"Data.toml format","text":"All double-bracketed tables will be collected together into an array, for example:","category":"page"},{"location":"datatoml/","page":"Data.toml format","title":"Data.toml format","text":"[[table_array]]\nkey = 1\n\n[[table_array]]\nkey = 2","category":"page"},{"location":"datatoml/","page":"Data.toml format","title":"Data.toml format","text":"will be parsed as","category":"page"},{"location":"datatoml/","page":"Data.toml format","title":"Data.toml format","text":"Dict(\"table_array\" => [Dict(\"key\" => 1),\n Dict(\"key\" => 2)])","category":"page"},{"location":"quickref/","page":"Quick Reference Guide","title":"Quick Reference Guide","text":"EditURL=\"quickref.org\"","category":"page"},{"location":"quickref/#Quick-Reference-Guide","page":"Quick Reference Guide","title":"Quick Reference Guide","text":"","category":"section"},{"location":"quickref/","page":"Quick Reference Guide","title":"Quick Reference Guide","text":"This gives the bare essentials, as the relevant Data REPL command (enter the Data REPL with }) and Julia function when sensible.","category":"page"},{"location":"quickref/#Data-REPL-help","page":"Quick Reference Guide","title":"Data REPL help","text":"","category":"section"},{"location":"quickref/","page":"Quick Reference Guide","title":"Quick Reference Guide","text":"Look at the REPL help docs, accessible within the Data REPL.","category":"page"},{"location":"quickref/","page":"Quick Reference Guide","title":"Quick Reference Guide","text":"(demo) data> help help","category":"page"},{"location":"quickref/#Accessing-a-dataset","page":"Quick Reference Guide","title":"Accessing a dataset","text":"","category":"section"},{"location":"quickref/#In-the-default-form","page":"Quick Reference Guide","title":"In the default form","text":"","category":"section"},{"location":"quickref/","page":"Quick Reference Guide","title":"Quick Reference Guide","text":"Using the Data REPL.","category":"page"},{"location":"quickref/","page":"Quick Reference Guide","title":"Quick Reference Guide","text":"(demo) data> show ","category":"page"},{"location":"quickref/","page":"Quick Reference Guide","title":"Quick Reference Guide","text":"Within a program.","category":"page"},{"location":"quickref/","page":"Quick Reference Guide","title":"Quick Reference Guide","text":"d\"\"\nread(dataset(\"\"))","category":"page"},{"location":"quickref/#As-a-particular-type","page":"Quick Reference Guide","title":"As a particular type","text":"","category":"section"},{"location":"quickref/","page":"Quick Reference Guide","title":"Quick Reference Guide","text":"Either add :: to the identifier string, or if using read provide the type as the second argument, i.e.","category":"page"},{"location":"quickref/","page":"Quick Reference Guide","title":"Quick Reference Guide","text":"read(dataset(\"\"), TYPE)","category":"page"},{"location":"quickref/#Creating-a-new-dataset","page":"Quick Reference Guide","title":"Creating a new dataset","text":"","category":"section"},{"location":"quickref/","page":"Quick Reference Guide","title":"Quick Reference Guide","text":"Using the Data REPL.","category":"page"},{"location":"quickref/","page":"Quick Reference Guide","title":"Quick Reference Guide","text":"(demo) data> add ","category":"page"},{"location":"quickref/","page":"Quick Reference Guide","title":"Quick Reference Guide","text":"Within a program.","category":"page"},{"location":"quickref/","page":"Quick Reference Guide","title":"Quick Reference Guide","text":"DataToolkit.Base.add(DataSet, \"\", Dict{String, Any}(), \"\"; ...)","category":"page"},{"location":"quickref/#Loading-a-data-collection","page":"Quick Reference Guide","title":"Loading a data collection","text":"","category":"section"},{"location":"quickref/","page":"Quick Reference Guide","title":"Quick Reference Guide","text":"Using the Data REPL","category":"page"},{"location":"quickref/","page":"Quick Reference Guide","title":"Quick Reference Guide","text":"(⋅) data> stack load ","category":"page"},{"location":"quickref/","page":"Quick Reference Guide","title":"Quick Reference Guide","text":"Within a program.","category":"page"},{"location":"quickref/","page":"Quick Reference Guide","title":"Quick Reference Guide","text":"loadcollection!(\"\")","category":"page"},{"location":"quickref/#Creating-a-data-collection","page":"Quick Reference Guide","title":"Creating a data collection","text":"","category":"section"},{"location":"quickref/","page":"Quick Reference Guide","title":"Quick Reference Guide","text":"Using the Data REPL.","category":"page"},{"location":"quickref/","page":"Quick Reference Guide","title":"Quick Reference Guide","text":"(⋅) data> init","category":"page"},{"location":"quickref/","page":"Quick Reference Guide","title":"Quick Reference Guide","text":"Within a program.","category":"page"},{"location":"quickref/","page":"Quick Reference Guide","title":"Quick Reference Guide","text":"DataToolkit.init()","category":"page"},{"location":"quickref/#Using-a-package-within-a-julia-loader-script","page":"Quick Reference Guide","title":"Using a package within a julia loader script","text":"","category":"section"},{"location":"quickref/","page":"Quick Reference Guide","title":"Quick Reference Guide","text":"Use @require SomePkg instead of import SomePkg (and don't use using).","category":"page"},{"location":"quickref/#Registering-a-package-for-use-with-@require","page":"Quick Reference Guide","title":"Registering a package for use with @require","text":"","category":"section"},{"location":"quickref/","page":"Quick Reference Guide","title":"Quick Reference Guide","text":"Call DataToolkit.@addpkgs A B C..., or to make all direct dependencies of the current module available: DataToolkit.@addpkgs *.","category":"page"},{"location":"quickref/#Using-the-Data-REPL-within-code","page":"Quick Reference Guide","title":"Using the Data REPL within code","text":"","category":"section"},{"location":"quickref/","page":"Quick Reference Guide","title":"Quick Reference Guide","text":"The cmd macro data...`` allows for Data REPL commands to be easily inserted within a program.","category":"page"},{"location":"quickref/","page":"Quick Reference Guide","title":"Quick Reference Guide","text":"This also makes it relatively simple to invoke Data REPL functions from the shell.","category":"page"},{"location":"quickref/","page":"Quick Reference Guide","title":"Quick Reference Guide","text":"~$ julia -e 'using DataToolkit; data`stuff...`'","category":"page"},{"location":"reference/","page":"Reference","title":"Reference","text":"EditURL=\"reference.org\"","category":"page"},{"location":"reference/#Reference","page":"Reference","title":"Reference","text":"","category":"section"},{"location":"reference/","page":"Reference","title":"Reference","text":"This is the public API for DataToolkit. Some symbols have been exported for convenience, others need to be specifically imported or accessed with DataToolkit..","category":"page"},{"location":"reference/#Exported-Symbols","page":"Reference","title":"Exported Symbols","text":"","category":"section"},{"location":"reference/#Macros","page":"Reference","title":"Macros","text":"","category":"section"},{"location":"reference/","page":"Reference","title":"Reference","text":"@d_str\n@data_cmd\n@require","category":"page"},{"location":"reference/#DataToolkit.@d_str","page":"Reference","title":"DataToolkit.@d_str","text":"@d_str -> loaded data\n\nShorthand for loading a dataset in the default format, d\"iris\" is equivalent to read(dataset(\"iris\")).\n\n\n\n\n\n","category":"macro"},{"location":"reference/#DataToolkit.@data_cmd","page":"Reference","title":"DataToolkit.@data_cmd","text":"@data_cmd -> Data REPL command result\n\nProxy for running the command in the Data REPL, e.g. data`config set demo 1` is equivalent to data> config set demo 1.\n\n\n\n\n\n","category":"macro"},{"location":"reference/#DataToolkit.@require","page":"Reference","title":"DataToolkit.@require","text":"@require Package\n@require Package = \"UUID\"\n\nRequire the package Package, either previously registered with @addpkg or by UUID.\n\nThis sets a variable Package to the module of the package.\n\nIf the package is not currently loaded, DataToolkit will attempt to lazy-load the package via an early return PkgRequiredRerunNeeded singleton. So long as this is seen by a calling invokepkglatest the package will be loaded and the function re-run.\n\nSee also: @addpkg, invokepkglatest.\n\n\n\n\n\n","category":"macro"},{"location":"reference/#Functions","page":"Reference","title":"Functions","text":"","category":"section"},{"location":"reference/","page":"Reference","title":"Reference","text":"dataset\nloadcollection!","category":"page"},{"location":"reference/#DataToolkit.dataset","page":"Reference","title":"DataToolkit.dataset","text":"dataset([collection::DataCollection], identstr::AbstractString, [parameters::Dict{String, Any}])\ndataset([collection::DataCollection], identstr::AbstractString, [parameters::Pair{String, Any}...])\n\nReturn the data set identified by identstr, optionally specifying the collection the data set should be found in and any parameters that apply.\n\n\n\n\n\n","category":"function"},{"location":"reference/#DataToolkitCore.loadcollection!","page":"Reference","title":"DataToolkitCore.loadcollection!","text":"loadcollection!(source::Union{<:AbstractString, <:IO}, mod::Module=Base.Main;\n soft::Bool=false, index::Int=1)\n\nLoad a data collection from source and add it to the data stack at index. source must be accepted by read(source, DataCollection).\n\nmod should be set to the Module within which loadcollection! is being invoked. This is important when code is run by the collection. As such, it is usually appropriate to call:\n\nloadcollection!(source, @__MODULE__; soft)\n\nWhen soft is set, should an data collection already exist with the same UUID, nothing will be done and nothing will be returned.\n\n\n\n\n\n","category":"function"},{"location":"reference/#Types","page":"Reference","title":"Types","text":"","category":"section"},{"location":"reference/","page":"Reference","title":"Reference","text":"# DataToolkitCore.DataSet","category":"page"},{"location":"reference/#Unexported-Symbols","page":"Reference","title":"Unexported Symbols","text":"","category":"section"},{"location":"reference/#Modules","page":"Reference","title":"Modules","text":"","category":"section"},{"location":"reference/","page":"Reference","title":"Reference","text":"DataToolkitBase and DataToolkitCommon are available as Base and Common respectively.","category":"page"},{"location":"reference/#Macros-2","page":"Reference","title":"Macros","text":"","category":"section"},{"location":"reference/#DataToolkit","page":"Reference","title":"DataToolkit","text":"","category":"section"},{"location":"reference/","page":"Reference","title":"Reference","text":"DataToolkit.@addpkgs\nDataToolkit.@addpkg","category":"page"},{"location":"reference/#DataToolkit.@addpkgs","page":"Reference","title":"DataToolkit.@addpkgs","text":"@addpkgs pkgs...\n\nFor each named package, register it with DataToolkitBase. Each package must be a dependency of the current module, recorded in its Project.toml.\n\nThis allows the packages to be used with DataToolkitBase.@require.\n\nInstead of providing a list of packages, the symbol * can be provided to register all dependencies.\n\nThis must be run at runtime to take effect, so be sure to place it in the __init__ function of a package.\n\nExamples\n\n@addpkgs JSON3 CSV\n@addpkgs * # Register all dependencies\n\n\n\n\n\n","category":"macro"},{"location":"reference/#DataToolkit.@addpkg","page":"Reference","title":"DataToolkit.@addpkg","text":"@addpkg name::Symbol uuid::String\n\nRegister the package identified by name with UUID uuid. This package may now be used with @require $name.\n\nAll @addpkg statements should lie within a module's __init__ function.\n\nExample\n\n@addpkg CSV \"336ed68f-0bac-5ca0-87d4-7b16caf5d00b\"\n\nSee also: @require, addpkg.\n\n\n\n\n\n","category":"macro"},{"location":"reference/#Functions-2","page":"Reference","title":"Functions","text":"","category":"section"},{"location":"reference/#DataToolkit-2","page":"Reference","title":"DataToolkit","text":"","category":"section"},{"location":"reference/","page":"Reference","title":"Reference","text":"DataToolkit.init\nDataToolkit.plugins\nDataToolkit.addpkgs","category":"page"},{"location":"reference/#DataToolkit.init","page":"Reference","title":"DataToolkit.init","text":"init(mod::Module=Main; force::Bool=false)\n\nLoad the mod-local Data.toml if it exists. When mod is Main, every Data.toml on the load path is loaded, except for Data.tomls within packages' projects. Unless force is set, the data collection is soft-loaded.\n\nA Data.d directory can be used in place of a Data.toml, in which case every toml file within it will be read. Mixing Data.d/*.toml and Data.toml is discouraged.\n\n\n\n\n\n","category":"function"},{"location":"reference/#DataToolkit.plugins","page":"Reference","title":"DataToolkit.plugins","text":"plugins()\n\nList the currently availible plugins, by name.\n\n\n\n\n\n","category":"function"},{"location":"reference/#DataToolkit.addpkgs","page":"Reference","title":"DataToolkit.addpkgs","text":"addpkgs(mod::Module, pkgs::Vector{Symbol})\n\nFor each package in pkgs, which are dependencies recorded in mod's Project.toml, register the package with DataToolkitBase.addpkg.\n\nIf pkgs consists of the single symbol :*, then all dependencies of mod will be registered.\n\nThis must be run at runtime to take effect, so be sure to place it in the __init__ function of a package.\n\n\n\n\n\n","category":"function"},{"location":"reference/#DataToolkitBase","page":"Reference","title":"DataToolkitBase","text":"","category":"section"},{"location":"reference/","page":"Reference","title":"Reference","text":"DataToolkitCore.getlayer","category":"page"},{"location":"reference/#DataToolkitCore.getlayer","page":"Reference","title":"DataToolkitCore.getlayer","text":"getlayer([::Nothing])\n\nReturn the first DataCollection on the STACK.\n\n\n\n\n\ngetlayer(name::AbstractString)\ngetlayer(uuid::UUID)\n\nFind the DataCollection in STACK with name/uuid.\n\n\n\n\n\n","category":"function"},{"location":"reference/#Types-2","page":"Reference","title":"Types","text":"","category":"section"},{"location":"reference/","page":"Reference","title":"Reference","text":"# DataToolkitCore.DataCollection\n# DataToolkitCore.DataSet\n# DataToolkitCore.DataStorage\n# DataToolkitCore.DataLoader\n# DataToolkitCore.DataWriter\nDataToolkitCore.Identifier","category":"page"},{"location":"reference/#DataToolkitCore.Identifier","page":"Reference","title":"DataToolkitCore.Identifier","text":"Identifier\n\nA description that can be used to uniquely identify a DataSet.\n\nFour fields are used to describe the target DataSet:\n\ncollection, the name or UUID of the collection (optional).\ndataset, the name or UUID of the dataset.\ntype, the type that should be loaded from the dataset.\nparameters, any extra parameters of the dataset that should match.\n\nSee also: resolve, refine.\n\nConstructors\n\nIdentifier(collection::Union{AbstractString, UUID, Nothing},\n dataset::Union{AbstractString, UUID},\n type::Union{QualifiedType, Nothing},\n parameters::Dict{String, Any})\n\nParsing\n\nAn Identifier can be represented as a string with the following form, with the optional components enclosed by square brackets:\n\n[COLLECTION:]DATASET[::TYPE]\n\nSuch forms can be parsed to an Identifier by simply calling the parse function, i.e. parse(Identifier, \"mycollection:dataset\").\n\n\n\n\n\nIdentifier(dataset::DataSet, collection::Union{Symbol, Nothing}=:name,\n name::Symbol=something(collection, :name))\n\nCreate an Identifier referring to dataset, specifying the collection dataset comes from as well (when collection is not nothing) as all of its parameters, but without any type information.\n\nShould collection and name default to the symbol :name, which signals that the collection and dataset reference of the generated Identifier should use the names of the collection/dataset. If set to :uuid, the UUID is used instead. No other value symbols are supported.\n\n\n\n\n\n","category":"type"},{"location":"","page":"Introduction","title":"Introduction","text":"EditURL=\"index.org\"","category":"page"},{"location":"#Introduction","page":"Introduction","title":"Introduction","text":"","category":"section"},{"location":"","page":"Introduction","title":"Introduction","text":"DataToolkit is a batteries-included family of packages for robustly managing data. The particular package(s) you want to use will depend on the project.","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"Use DataToolkit for analysis projects and scripts\nUse DataToolkitBase when making a package that needs data\nOptionally, use DataToolkitDocumenter too to document the datasets\nUse DataToolkitCore when making a package extending DataToolkit, and possibly DataToolkitStore too.","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"Whether using DataToolkit or DataToolkitBase, to see what storage providers and formats are supported out-of-the-box, look at the DataToolkitCommon documentation.","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"(Image: image)","category":"page"},{"location":"#Why-this-exists","page":"Introduction","title":"Why this exists","text":"","category":"section"},{"location":"","page":"Introduction","title":"Introduction","text":"Poor data management approaches are rampant. This is well-recognised, and so people have created tools that attempt to tackle subsets of the problem — such as DataLad, DVC, the Kedro data catalogue, Snakemake, Nextflow, Intake, Pkg.jl's Artifacts, and DataSets.jl. These tools contain many good ideas, but all fall short of the combination of convenience and robustness that is possible.","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"DataToolkit leverages key Julia features —reproducible package management with Pkg.jl, independence from system state with JLL packages, and well-managed environments— to push the envelope on how easily data can be robustly managed. The three tenets of the project are reproducibility, flexibility, and convenience.","category":"page"},{"location":"#Declarative-data-management","page":"Introduction","title":"Declarative data management","text":"","category":"section"},{"location":"","page":"Introduction","title":"Introduction","text":"DataToolkit takes a declarative approach to data management, and represents collections of datasets in TOML files. To give a taste of what this system looks like in practice, here's a sample TOML representation of a dataset (iris).","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"[[iris]]\nuuid = \"3f3d7714-22aa-4555-a950-78f43b74b81c\"\ndescription = \"Fisher's famous Iris flower measurements\"\n\n [[iris.storage]]\n driver = \"web\"\n checksum = \"crc32c:d5c06b86\"\n url = \"https://raw.githubusercontent.com/scikit-learn/scikit-learn/1.0/sklearn/datasets/data/iris.csv\"\n\n [[iris.loader]]\n driver = \"csv\"\n args.header = [\"sepal_length\", \"sepal_width\", \"petal_length\", \"petal_width\", \"species_class\"]\n args.skipto = 2","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"This creates an iris dataset that can be conveniently and reproducibly loaded within a Julia session, with data flowing like so:","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"(Image: image)","category":"page"},{"location":"#The-data-model","page":"Introduction","title":"The data model","text":"","category":"section"},{"location":"#Data-Sets-—-Information-and-Data","page":"Introduction","title":"Data Sets — Information and Data","text":"","category":"section"},{"location":"","page":"Introduction","title":"Introduction","text":"Useful information is a particular representation of basic data. We acquire data and load it into a more informative form, and similarly can write information back as data.","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"To give a concrete example, Fisher's famous iris data set can exist on-disk as a CSV, comprised of bytes or ASCII characters. This is the data form. If we want to do useful analysis, we would want to transform the data into say a table of information (e.g. as a DataFrame). This is the information form. We can load the information form by parsing the CSV data, and write the information back by serialising the table.","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"There are thus three essential transformations that can occur involving a data set:","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"The transformation of a specification into a source of data, termed storage\nThe transformation of data into information, termed a loader\nThe transformation of information into data, termed a writer","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"(Image: image)","category":"page"},{"location":"#Transformers,-Data-Sets,-and-Data-Collections","page":"Introduction","title":"Transformers, Data Sets, and Data Collections","text":"","category":"section"},{"location":"","page":"Introduction","title":"Introduction","text":"Each DataSet can have any number of storage, loader, and writer transformers. All DataSets must be part of a DataCollection which essentially provides a context for the existence of a particular data set (e.g. you might store Fisher's iris data under a \"Flower measurements\" data collection). The DataCollections loaded at any one time form the DataCollection stack. The stack essentially acts as a load-path, if you just ask for the iris data set, it will be fetched from the top collection on the stack that can satisfy it.","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"(Image: image)","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"It is also worth noting that \"child\" elements of this structure (data sets and transformers) contain a link back to their parent, and so from any part of a DataCollection the whole can be accessed.","category":"page"},{"location":"#Extreme-extensibility","page":"Introduction","title":"Extreme extensibility","text":"","category":"section"},{"location":"","page":"Introduction","title":"Introduction","text":"The plethora of formats, workflows, and tools that surround data make designing a \"do it all\" system implausible. A much easier task is to produce a system that can be adapted to serve as many use cases as possible, even ones the designers have never conceived of! To that end, extensibility is weaved throughout the code base. The core system (DataToolkitBase) is generic to the point of being useless on its own, and special-case behaviour has been avoided. Many basic features (such as default values) are implemented as plugins, to avoid being inadvertently privileged in the core system.","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"I have yet to come across a feature that could not be implemented under this framework.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"EditURL=\"tutorial.org\"","category":"page"},{"location":"tutorial/#Tutorial","page":"Tutorial","title":"Tutorial","text":"","category":"section"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"In this tutorial you will be guided through some of the main usage patterns involving DataToolkit. After doing the first step (Initialising a Data Collection), all other sections can be treated as self-contained exercises.","category":"page"},{"location":"tutorial/#Initialising-a-Data-Collection","page":"Tutorial","title":"Initialising a Data Collection","text":"","category":"section"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"First, we will create a new environment to run through the tutorial in, and load the DataToolkit package.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"julia> using Pkg\n\njulia> expanduser(\"~/Documents/datatoolkit_tutorial\") |> mkpath |> cd\n\njulia> Pkg.activate(\".\")\n Activating new project at `~/Documents/datatoolkit_tutorial`\n\njulia> Pkg.add(\"DataToolkit\")\n Resolving package versions...\n Updating `~/Documents/datatoolkit_tutorial/Project.toml`\n [dc83c90b] + DataToolkit\n ...\nPrecompiling project...\n\njulia> using DataToolkit","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"Notice that by typing } at an empty julia> prompt, the REPL prompt will change to (⋅) data> (in the same way that typing ] enters the pkg> REPL). This is the \"Data REPL\", and the (⋅) prefix indicates the current project. When there is no current project, the dot is shown.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"In the data REPL, we can see a list of all the available commands by typing help or ?, which will pull up a command list like so:","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"(⋅) data> help\n Command Action\n ────────────────────────────────────────────────────────\n \n ... ...\n help Display help text for commands and transformers","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"tip: Tip\nGet more information on a particular command with help , you can even get more information on what help does with help help 😉.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"We will initialise a new data collection with the init command.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"note: Note\nWe can use the full command (init), or any substring that uniquely identifies the command (e.g. it).","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"(⋅) data> init\n Create Data.toml for current project? [Y/n]: y\n Name: tutorial\n Use checksums by default? [Y/n]: n\n ✓ Created new data collection 'tutorial' at /home/tec/Documents/datatoolkit_tutorial/Data.toml","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"tip: Tip\nThere are a few other ways init can be used, see the full docs with help init.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"If we look at the ~/Documents/datatoolkit_tutorial folder, we should now see three files.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"shell> tree\n.\n├── Data.toml\n├── Manifest.toml\n└── Project.toml","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"Looking inside the Data.toml, we can see what a data collection with no data sets looks like:","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"data_config_version = 0\nuuid = \"f20a77d0-0dc9-41bb-875b-ad0bf42c90bd\"\nname = \"tutorial\"\nplugins = [\"store\", \"defaults\", \"memorise\"]","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"note: Note\nThe plugins store, defaults, and memorise are the default set of plugins, which is why we see them here. A minimal Data.toml would have plugins = [].","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"At this point, we have created a new data collection, and seen what is created. If we close the Julia session and re-open a REPL in the datatoolkit_test project, loading DataToolkit will automatically cause the data collection we just created to be loaded as well, as seen in the prompt prefix.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"julia> using DataToolkit\n\n(tutorial) data> # after typing '}'","category":"page"},{"location":"tutorial/#Adding-and-loading-the-Iris-data-set","page":"Tutorial","title":"Adding and loading the Iris data set","text":"","category":"section"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"Now we have a data collection, we can add data sets too it. Fisher's Iris data set is part of the scikit-learn repository, which makes it fairly easy to find a link to it: https://raw.githubusercontent.com/scikit-learn/scikit-learn/1.0/sklearn/datasets/data/iris.csv","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"We can easily add this as a DataSet using the add Data REPL command,","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"(tutorial) data> add iris https://raw.githubusercontent.com/scikit-learn/scikit-learn/1.0/sklearn/datasets/data/iris.csv\n Description: Fisher's famous Iris flower measurements\n ✓ Created 'iris' (3f3d7714-22aa-4555-a950-78f43b74b81c)\n DataSet tutorial:iris\n Storage: web(IO, Vector{UInt8}, String, FilePath)\n Loaders: csv(DataFrame, Matrix, File)","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"note: Note\nSay halfway through we decide we don't want to proceed with this Data REPL command, at any point we can interrupt it with ^C (Control + C) and abort the action. This works with other Data REPL commands in the same way.(tutorial) data> add iris https://raw.githubusercontent.com/scikit-learn/scikit-learn/1.0/sklearn/datasets/data/iris.csv\n Description: ! Aborted","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"The add command tries to be a bit clever and guess how the data should be acquired and loaded. In this case it (correctly) guessed that this file should be downloaded from the web, and loaded as a CSV. It is worth noting that downloading will occur when iris is first accessed or the store fetch Data REPL command is run.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"The DataSet tutorial:iris and Storage:​/​Loaders: lines are how all DataSet​s are displayed. Using the dataset function we can obtain any data set easily by name, and so dataset(\"iris\") will show the same information.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"julia> dataset(\"iris\")\nDataSet tutorial:iris\n Storage: web(IO, Vector{UInt8}, String, FilePath)\n Loaders: csv(DataFrame, Matrix, File)","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"We can see from the Storage: web(IO, Vector{UInt8}, String, FilePath) line that the web storage driver is being used, and it can make the content available as an IO, Vector{UInt8}, String, or FilePath (a string wrapper type provided by DataToolkitBase for dispatch purposes). Similarly, the Loaders: csv(DataFrame, Matrix, File) tells us that the csv loader is being used, and it can provide a DataFrame, Matrix, or CSV.File.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"If we look at the Data.toml again, we can see how the iris data set is represented:","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"[[iris]]\nuuid = \"3f3d7714-22aa-4555-a950-78f43b74b81c\"\ndescription = \"Fisher's famous Iris flower measurements\"\n\n [[iris.storage]]\n driver = \"web\"\n url = \"https://raw.githubusercontent.com/scikit-learn/scikit-learn/1.0/sklearn/datasets/data/iris.csv\"\n\n [[iris.loader]]\n driver = \"csv\"","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"To obtain a particular loaded form of the data set, we can use the read function. For instance, read(dataset(\"iris\"), DataFrame) or read(dataset(\"iris\"), Matrix). We can also omit the second argument, in which case the first form that can be loaded will be (e.g. in this case since DataFrames is not loaded, iris can not be loaded as a DataFrame, but it can be loaded as a Matrix, and so it will be).","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"julia> read(dataset(\"iris\"))\n[ Info: Lazy-loading KangarooTwelve [2a5dabf5-6a39-42aa-818d-ce8a58d1b312]\n │ Package KangarooTwelve not found, but a package named KangarooTwelve is available from a registry.\n │ Install package?\n │ (dt_test) pkg> add KangarooTwelve\n └ (y/n/o) [y]: y\n Updating registry at `~/.julia/registries/General.toml`\n Resolving package versions...\n Updating `/tmp/dt_test/Project.toml`\n [2a5dabf5] + KangarooTwelve v1.0.0\n Updating `/tmp/dt_test/Manifest.toml`\n ...\n[ Info: Lazy-loading KangarooTwelve [2a5dabf5-6a39-42aa-818d-ce8a58d1b312]\n[ Info: Lazy-loading CSV [336ed68f-0bac-5ca0-87d4-7b16caf5d00b]\n │ Package CSV not found, but a package named CSV is available from a registry.\n │ Install package?\n │ (dt_test) pkg> add CSV\n └ (y/n/o) [y]:\n Resolving package versions...\n Updating `/tmp/dt_test/Project.toml`\n [336ed68f] + CSV v0.10.11\n Updating `/tmp/dt_test/Manifest.toml`\n ...\n[ Info: Lazy-loading CSV [336ed68f-0bac-5ca0-87d4-7b16caf5d00b]\n150×5 Matrix{Float64}:\n 5.1 3.5 1.4 0.2 0.0\n 4.9 3.0 1.4 0.2 0.0\n 4.7 3.2 1.3 0.2 0.0\n ⋮\n 6.5 3.0 5.2 2.0 2.0\n 6.2 3.4 5.4 2.3 2.0\n 5.9 3.0 5.1 1.8 2.0","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"note: Note\nWe haven't installed the KangarooTwelve (a cryptographic hash) or CSV packages, but thanks to the lazy-loading system we are presented with the option to install them on-the-fly. The KangarooTwelve package is only used when hashing new data, or verifying the hash of downloaded data. Should you want to avoid lazy-loading, you can always just load the CSV package yourself before trying to access information that uses the csv loader.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"Because read(dataset(\"iris\")) is a fairly common pattern, for convenience there is a d\"\" \"data set in loaded form\" macro. d\"iris\" is equivalent to read(dataset(\"iris\")).","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"Having the iris data as a Matrix is fine, but it would be nicer to have it as a DataFrame. Since that is the first format listed, if we just install DataFrames and ask for iris again (but this time using the d\"\" macro).","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"julia> using DataFrames\n │ Package DataFrames not found, but a package named DataFrames is available from a registry.\n │ Install package?\n │ (datatoolkit_tutorial) pkg> add DataFrames\n └ (y/n/o) [y]:\n Resolving package versions...\n Updating `~/Documents/datatoolkit_tutorial/Project.toml`\n [a93c6f00] + DataFrames v1.6.1\n ...\n 1 dependency successfully precompiled in 25 seconds. 41 already precompiled.\n\njulia> d\"iris\"\n150×5 DataFrame\n Row │ 150 4 setosa versicolor virginica\n │ Float64 Float64 Float64 Float64 Int64\n─────┼──────────────────────────────────────────────────\n 1 │ 5.1 3.5 1.4 0.2 0\n 2 │ 4.9 3.0 1.4 0.2 0\n 3 │ 4.7 3.2 1.3 0.2 0\n ⋮ │ ⋮ ⋮ ⋮ ⋮ ⋮\n 149 │ 6.2 3.4 5.4 2.3 2\n 150 │ 5.9 3.0 5.1 1.8 2","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"That's nicer, but wait, those column names aren't right! The first line appears to be describing the size of the data (150×4) and the three category names, when the columns should be:","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"sepal_length,\nsepal_width,\npetal_length,\npetal_width, and\nspecies_class","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"Perhaps there's a way we can specify the correct column names? We could check the online docs for the CSV loader, but we can also look at them with the help Data REPL command.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"(tutorial) data> help :csv\n Parse and serialize CSV data\n\n ...\n\n Parameters\n ≡≡≡≡≡≡≡≡≡≡≡≡\n\n • args: keyword arguments to be provided to CSV.File, see\n https://csv.juliadata.org/stable/reading.html#CSV.File.\n\n As a quick-reference, some arguments of particular interest are:\n\n • header: Either,\n • the row number to parse for column names\n • the list of column names\n\n ...","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"Perfect! Looks like we can just set the args.header parameter of the csv loader, and we'll get the right column names. To easily do so, we can make use of the edit Data REPL command, which opens up a TOML file with just a single data set in $JULIA_EDITOR (which defaults to $VISUAL​/​$EDITOR) and records the changes upon exit.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"(tutorial) data> edit iris","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"Setting args.header is as simple as editing the iris loader to the following value (adding one line):","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"[[iris.loader]]\ndriver = \"csv\"\nargs.header = [\"sepal_length\", \"sepal_width\", \"petal_length\", \"petal_width\", \"species_class\"]","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"After saving and exiting, you'll be presented with a summary of the changes and a prompt to accept them.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"(tutorial) data> edit iris\n ~ Modified loader:\n ~ Modified [1]:\n + Added args\n Does this look correct? [y/N]: y\n ✓ Edited 'iris' (3f3d7714-22aa-4555-a950-78f43b74b81c)","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"Now if we ask for the iris data set again, we should see the correct headers.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"julia> d\"iris\"\n151×5 DataFrame\n Row │ sepal_length sepal_width petal_length petal_width species_class\n │ Float64 Float64 String7 String15 String15\n─────┼─────────────────────────────────────────────────────────────────────\n 1 │ 150.0 4.0 setosa versicolor virginica\n 2 │ 5.1 3.5 1.4 0.2 0\n 3 │ 4.9 3.0 1.4 0.2 0\n ⋮ │ ⋮ ⋮ ⋮ ⋮ ⋮\n 150 │ 6.2 3.4 5.4 2.3 2\n 151 │ 5.9 3.0 5.1 1.8 2","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"The headers are correct, but now the first line is counted as part of the data. This can be fixed by editing iris again and setting args.skipto to 2 in the csv loader settings.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"The final iris entry in the Data.toml should look like so:","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"[[iris]]\nuuid = \"3f3d7714-22aa-4555-a950-78f43b74b81c\"\ndescription = \"Fisher's famous Iris flower measurements\"\n\n [[iris.storage]]\n driver = \"web\"\n checksum = \"k12:cfb9a6a302f58e5a9b0c815bb7e8efb4\"\n url = \"https://raw.githubusercontent.com/scikit-learn/scikit-learn/1.0/sklearn/datasets/data/iris.csv\"\n\n [[iris.loader]]\n driver = \"csv\"\n\n [iris.loader.args]\n header = [\"sepal_length\", \"sepal_width\", \"petal_length\", \"petal_width\", \"species_class\"]\n skipto = 2","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"Now, you have a Project.toml, Manifest.toml, and Data.toml that can be relocated to other systems and d\"iris\" will consistently produce the exact same DataFrame.","category":"page"},{"location":"tutorial/#On-ensuring-the-integrity-of-the-downloaded-data","page":"Tutorial","title":"On ensuring the integrity of the downloaded data","text":"","category":"section"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"One of the three plugins used by default is the store plugin. It is responsible for caching IO data and checking data validity. For a more complete description of what it does, see the web docs or the Data REPL (sub)command plugin info store.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"There are two immediate impacts of this plugin we can easily observe. The first is that we can load the iris data set offline in a fresh Julia session, and in fact if we copy the iris specification into a separate data set it will re-use the same downloaded data.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"The second, is that by setting iris's web storage driver's checksum property to \"auto\" (as is done by default), the next time we load iris a checksum will be generated and saved. If in future the web storage driver produces different data, this will now be caught and raised. This can be done automatically by setting the default value to \"auto\", which we were prompted to do during initialisation.","category":"page"},{"location":"tutorial/#Multi-step-analysis-with-the-Boston-Housing-data-set","page":"Tutorial","title":"Multi-step analysis with the Boston Housing data set","text":"","category":"section"},{"location":"tutorial/#Loading-the-data","page":"Tutorial","title":"Loading the data","text":"","category":"section"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"The Boston Housing data set is part of the RDatasets package, and we can obtain a link to the raw data file in the repository: https://github.com/JuliaStats/RDatasets.jl/raw/v0.7.0/data/MASS/Boston.csv.gz","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"As with the Iris data, we will use the add Data REPL command to conveniently create a new data set.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"(tutorial) data> add boston https://github.com/JuliaStats/RDatasets.jl/raw/v0.7.0/data/MASS/Boston.csv.gz\n Description: The Boston Housing data set. This contains information collected by the U.S Census Service concerning housing in the area of Boston Mass.\n ✓ Created 'boston' (02968c42-828e-4f22-86b8-ec67ac629a03)\n DataSet tutorial:boston\n Storage: web(IO, Vector{UInt8}, String, FilePath)\n Loaders: chain(DataFrame, Matrix, File)","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"This example is a bit more complicated because we have a gzipped CSV. There is a gzip-decompressing loader, and a CSV loader, but no single loader that does both. Thankfully, there is a special loader called chain that allows for multiple loaders to be chained together. We can see it's automatically been used here, and if we inspect the Data.toml we an see the following generated representation of the boston housing data, in which the gzip and csv loaders are both used.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"[[boston]]\nuuid = \"02968c42-828e-4f22-86b8-ec67ac629a03\"\ndescription = \"The Boston Housing data set. This contains information collected by the U.S Census Service concerning housing in the area of Boston Mass.\"\n\n [[boston.storage]]\n driver = \"web\"\n url = \"https://github.com/JuliaStats/RDatasets.jl/raw/v0.7.0/data/MASS/Boston.csv.gz\"\n\n [[boston.loader]]\n driver = \"chain\"\n loaders = [\"gzip\", \"csv\"]\n type = [\"DataFrame\", \"Matrix\", \"CSV.File\"]","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"note: Note\nWe can see the loaders chain passes the data through are given by loaders = [\"gzip\", \"csv\"]. For more information on the chain loader see help :chain in the Data REPL or the online documentation.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"Thanks to this cleverness, obtaining the Boston Housing data as a nice DataFrame is as simple as d\"boston\" (when DataFrames is loaded).","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"julia> d\"boston\"\n506×14 DataFrame\n Row │ Crim Zn Indus Chas NOx Rm Age Dis Rad ⋯\n │ Float64 Float64 Float64 Int64 Float64 Float64 Float64 Float64 Int64 ⋯\n─────┼──────────────────────────────────────────────────────────────────────────────\n 1 │ 0.00632 18.0 2.31 0 0.538 6.575 65.2 4.09 1 ⋯\n 2 │ 0.02731 0.0 7.07 0 0.469 6.421 78.9 4.9671 2\n 3 │ 0.02729 0.0 7.07 0 0.469 7.185 61.1 4.9671 2\n ⋮ │ ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ ⋱\n 504 │ 0.06076 0.0 11.93 0 0.573 6.976 91.0 2.1675 1\n 505 │ 0.10959 0.0 11.93 0 0.573 6.794 89.3 2.3889 1\n 506 │ 0.04741 0.0 11.93 0 0.573 6.03 80.8 2.505 1 ⋯","category":"page"},{"location":"tutorial/#Cleaning-the-data","page":"Tutorial","title":"Cleaning the data","text":"","category":"section"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"Say the data needs some massaging, such as imputation, outlier removal, or restructuring. We can cleanly handle this by creating a second dataset that uses the value of the initial dataset. Say we consider this initial data unclean, and that to \"clean\" this dataset we filter out the entries where the we only keep entries where the MedV value is within the 90% quantile. We can easily do this with the make Data REPL command.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"For this, we'll want to use the StatsBase package, so we'll add it and then make it available to use with DataToolkit.@addpkgs.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"(datatoolkit_tutorial) pkg> add StatsBase\n\njulia> DataToolkit.@addpkgs StatsBase","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"info: Info\nThe DataToolkit.@addpkgs StatsBase line will need to be executed in every fresh Julia session, when creating a data package it makes sense to put this within the __init__ function.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"Now we can create the boston (clean) dataset with the make command.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"(tutorial) data> make boston (clean)\n\n(data) julia> @require StatsBase\nStatsBase\n\n(data) julia> proportion = 0.8\n0.8\n\n(data) julia> column = \"MedV\"\n\n(data) julia> vals = d\"boston\"[!, column]\n506-element Vector{Float64}:\n\n(data) julia> minval, maxval = StatsBase.quantile(vals, [0.5 - proportion/2, 0.5 + proportion/2])\n2-element Vector{Float64}:\n 12.75\n 34.8\n\n(data) julia> mask = minval .<= vals .<= maxval\n506-element BitVector:\n\n(data) julia> d\"boston\"[mask, :]\n456×14 DataFrame...\n\n^D\n\n Would you like to edit the final script? [Y/n]: n\n What is the type of the returned value? DataFrame\n Description: Cleaned Boston Housing data\n Should the script be inserted inline (i), or as a file (f)? i\n ✓ Created 'boston (clean)' (5162814a-120f-4cdc-9958-620189295330)\n\n(tutorial) data>","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"We can look inside the Data.toml to see the new entry.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"[[\"boston (clean)\"]]\nuuid = \"5162814a-120f-4cdc-9958-620189295330\"\ndescription = \"Cleaned Boston Housing data\"\n\n [[\"boston (clean)\".loader]]\n driver = \"julia\"\n function = '''\nfunction (; var\"data#boston\")\n @require StatsBase\n proportion = 0.8\n column = \"MedV\"\n vals = var\"data#boston\"[!, column]\n (minval, maxval) = StatsBase.quantile(vals, [0.5 - proportion / 2, 0.5 + proportion / 2])\n mask = minval .<= vals .<= maxval\n var\"data#boston\"[mask, :]\nend\n'''\n type = \"DataFrame\"\n\n [\"boston (clean)\".loader.arguments]\n \"data#boston\" = \"📇DATASET<>\"","category":"page"},{"location":"tutorial/#Fitting-a-linear-model","page":"Tutorial","title":"Fitting a linear model","text":"","category":"section"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"Now let's say we want to fit a linear model for the relationship between MedV and Rm. We could do this in a script … or create another derived dataset.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"Let's do this with GLM, so first run ] add GLM, then DataToolkit.@addpkgs GLM. Now we'll create another derived data set with make.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"(tutorial) data> make boston Rm ~ MedV\n\n(data) julia> @require GLM\n\n(data) julia> GLM.lm(GLM.@formula(Rm ~ MedV), d\"boston (clean)\")\n\n^D\n\n Would you like to edit the final script? [Y/n]: n\n What is the type of the returned value? Any\n Description: A linear model for the relation between Rm and MedV\n Should the script be inserted inline (i), or as a file (f)? i\n ✓ Created 'boston Rm ~ MedV' (e720acb2-5ed1-417f-bfd0-668c21134c87)\n\n(tutorial) data>","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"info: Info\nFor now, manually specify Any as the return type instead of the default StatsModels.TableRegressionModel{GLM.LinearModel{GLM.LmResp{Array{Float64,1}},GLM.DensePredChol{Float64,LinearAlgebra.CholeskyPivoted{Float64,Array{Float64,2},Array{Int64,1}}}},Array{Float64,2}}. It's currently difficult for DataToolkitBase to represent types that rely on nested modules, which occurs here.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"Obtaining the linear regression result is as easy as fetching any other dataset.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"julia> d\"boston Rm ~ MedV\"\nStatsModels.TableRegressionModel{LinearModel{GLM.LmResp{Vector{Float64}}, GLM.DensePredChol{Float64, LinearAlgebra.CholeskyPivoted{Float64, Matrix{Float64}, Vector{Int64}}}}, Matrix{Float64}}\n\nRm ~ 1 + MedV\n\nCoefficients:\n─────────────────────────────────────────────────────────────────────────\n Coef. Std. Error t Pr(>|t|) Lower 95% Upper 95%\n─────────────────────────────────────────────────────────────────────────\n(Intercept) 4.95241 0.0753342 65.74 <1e-99 4.80436 5.10045\nMedV 0.0588453 0.0033047 17.81 <1e-53 0.0523509 0.0653397\n─────────────────────────────────────────────────────────────────────────","category":"page"},{"location":"tutorial/#A-more-easily-tunable-cleaner","page":"Tutorial","title":"A more easily tunable cleaner","text":"","category":"section"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"In the current implementation of boston (clean), we hardcoded a proportion value of 0.8, and set the column to \"MedV\". It could be nice if we made those more easily tunable. We can do this by turning them into keyword arguments of the function.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"To make this change, we will use the edit Data REPL command.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"(tutorial) data> edit boston (clean)","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"This will open up a temporary TOML file containing the boston (clean) dataset in your text editor of choice. In this file, change the function to:","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"function (; var\"data#boston\", proportion, column)\n @require StatsBase\n vals = var\"data#boston\"[!, column]\n (minval, maxval) = StatsBase.quantile(vals, [0.5 - proportion / 2, 0.5 + proportion / 2])\n mask = minval .<= vals .<= maxval\n var\"data#boston\"[mask, :]\nend","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"We will then move the proportion = 0.8 and column = \"MedV\" lines to the arguments table.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"[\"boston (clean)\".loader.arguments]\n\"data#boston\" = \"📇DATASET<>\"\nproportion = 0.8\ncolumn = \"MedV\"","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"Aftre making these changes and closing the file, we'll be asked if we want to make this change (we do).","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"(tutorial) data> edit boston (clean)\n ~ Modified loader:\n ~ Modified [1]:\n ~ Modified arguments:\n + Added column\n + Added proportion\n ~ Modified function:\n \"function (; var\\\"data#boston\\\")\\n @require StatsBase\\n proportion = 0.9\\n column = \\\"MedV\\\"\\n vals = var\\\"data#boston\\\"[!, column]\\n (minval, maxval) = StatsBase.quantile(vals, [0.5 - proportion / 2, 0.5 + proportion / 2])\\n mask = minval .<= vals .<= maxval\\n var\\\"data#boston\\\"[mask, :]\\nend\\n\" ~> \"function (; var\\\"data#boston\\\", proportion, column)\\n @require StatsBase\\n vals = var\\\"data#boston\\\"[!, column]\\n (minval, maxval) = StatsBase.quantile(vals, [0.5 - proportion / 2, 0.5 + proportion / 2])\\n mask = minval .<= vals .<= maxval\\n var\\\"data#boston\\\"[mask, :]\\nend\\n\"\n Does this look correct? [y/N]: y\n ✓ Edited 'boston (clean)' (5162814a-120f-4cdc-9958-620189295330)","category":"page"},{"location":"tutorial/#Propagating-changes","page":"Tutorial","title":"Propagating changes","text":"","category":"section"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"With our new parameterisation of the cleaning step, we can now easily tune the cleaning step. We can see the results of this propagating through in the boston Rm ~ MedV dataset.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"First, see that the d\"boston Rm ~ MedV\" result is the same as it was before.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"julia> d\"boston Rm ~ MedV\"\nStatsModels.TableRegressionModel{LinearModel{GLM.LmResp{Vector{Float64}}, GLM.DensePredChol{Float64, LinearAlgebra.CholeskyPivoted{Float64, Matrix{Float64}, Vector{Int64}}}}, Matrix{Float64}}\n\nRm ~ 1 + MedV\n\nCoefficients:\n─────────────────────────────────────────────────────────────────────────\n Coef. Std. Error t Pr(>|t|) Lower 95% Upper 95%\n─────────────────────────────────────────────────────────────────────────\n(Intercept) 4.98609 0.0978742 50.94 <1e-99 4.79369 5.1785\nMedV 0.0563562 0.0044222 12.74 <1e-30 0.0476627 0.0650497\n─────────────────────────────────────────────────────────────────────────","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"Now, edit the boston (clean) dataset again and change the proportion to 0.95.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"(tutorial) data> edit boston (clean)\n ~ Modified loader:\n ~ Modified [1]:\n ~ Modified arguments:\n ~ Modified proportion:\n 0.8 ~> 0.95\n Does this look correct? [y/N]: y\n ✓ Edited 'boston (clean)' (5162814a-120f-4cdc-9958-620189295330)","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"Since boston (clean) is an input of boston Rm ~ MedV, and all inputs are recursively hashed (like in a Merkle tree), we can immediately see the (small) change simply by fetching it again — it is automatically recomputed.","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"julia> d\"boston Rm ~ MedV\"\nStatsModels.TableRegressionModel{LinearModel{GLM.LmResp{Vector{Float64}}, GLM.DensePredChol{Float64, LinearAlgebra.CholeskyPivoted{Float64, Matrix{Float64}, Vector{Int64}}}}, Matrix{Float64}}\n\nRm ~ 1 + MedV\n\nCoefficients:\n─────────────────────────────────────────────────────────────────────────\n Coef. Std. Error t Pr(>|t|) Lower 95% Upper 95%\n─────────────────────────────────────────────────────────────────────────\n(Intercept) 5.05849 0.0618848 81.74 <1e-99 4.9369 5.18008\nMedV 0.0541727 0.00251511 21.54 <1e-72 0.049231 0.0591144\n─────────────────────────────────────────────────────────────────────────","category":"page"},{"location":"tutorial/#The-final-Data.toml","page":"Tutorial","title":"The final Data.toml","text":"","category":"section"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"At the end of this tutorial (or should you wish to just poke at the results), you should end up with a Data.toml that looks like this:","category":"page"},{"location":"tutorial/","page":"Tutorial","title":"Tutorial","text":"data_config_version = 0\nuuid = \"f20a77d0-0dc9-41bb-875b-ad0bf42c90bd\"\nname = \"tutorial\"\nplugins = [\"defaults\", \"store\"]\n\n[config.defaults.storage._]\nchecksum = \"auto\"\n\n[[boston]]\nuuid = \"02968c42-828e-4f22-86b8-ec67ac629a03\"\ndescription = \"The Boston Housing data set. This contains information collected by the U.S Census Service concerning housing in the area of Boston Mass.\"\n\n [[boston.storage]]\n driver = \"web\"\n checksum = \"k12:663371e9040b883267104b32d8ac28e6\"\n url = \"https://github.com/JuliaStats/RDatasets.jl/raw/v0.7.0/data/MASS/Boston.csv.gz\"\n\n [[boston.loader]]\n driver = \"chain\"\n loaders = [\"gzip\", \"csv\"]\n\n[[\"boston (clean)\"]]\nuuid = \"5162814a-120f-4cdc-9958-620189295330\"\ndescription = \"Cleaned Boston Housing data\"\n\n [[\"boston (clean)\".loader]]\n driver = \"julia\"\n function = '''\nfunction (; var\"data#boston\", proportion, column)\n @require StatsBase\n vals = var\"data#boston\"[!, column]\n (minval, maxval) = StatsBase.quantile(vals, [0.5 - proportion / 2, 0.5 + proportion / 2])\n mask = minval .<= vals .<= maxval\n var\"data#boston\"[mask, :]\nend\n'''\n type = \"DataFrame\"\n\n [\"boston (clean)\".loader.arguments]\n column = \"MedV\"\n \"data#boston\" = \"📇DATASET<>\"\n proportion = 0.95\n\n[[\"boston Rm ~ MedV\"]]\nuuid = \"e720acb2-5ed1-417f-bfd0-668c21134c87\"\ndescription = \"A linear model for the relation between Rm and MedV\"\n\n [[\"boston Rm ~ MedV\".loader]]\n driver = \"julia\"\n function = \"\"\"\nfunction (; var\\\"data#boston (clean)\\\")\n @require GLM\n GLM.lm(GLM.@formula(Rm ~ MedV), var\\\"data#boston (clean)\\\")\nend\n\"\"\"\n\n [\"boston Rm ~ MedV\".loader.arguments]\n \"data#boston (clean)\" = \"📇DATASET<>\"\n\n[[iris]]\nuuid = \"3f3d7714-22aa-4555-a950-78f43b74b81c\"\ndescription = \"Fisher's famous Iris flower measurements\"\n\n [[iris.storage]]\n driver = \"web\"\n checksum = \"k12:cfb9a6a302f58e5a9b0c815bb7e8efb4\"\n url = \"https://raw.githubusercontent.com/scikit-learn/scikit-learn/1.0/sklearn/datasets/data/iris.csv\"\n\n [[iris.loader]]\n driver = \"csv\"\n\n [iris.loader.args]\n header = [\"sepal_length\", \"sepal_width\", \"petal_length\", \"petal_width\", \"species_class\"]\n skipto = 2","category":"page"}] +} diff --git a/docs/main/tutorial.org b/docs/main/tutorial.org new file mode 100644 index 000000000..3b8021866 --- /dev/null +++ b/docs/main/tutorial.org @@ -0,0 +1,779 @@ +#+title: Tutorial + +In this tutorial you will be guided through some of the main usage patterns +involving =DataToolkit=. After doing the first step (/Initialising a Data +Collection/), all other sections can be treated as self-contained exercises. + +* Initialising a Data Collection + +First, we will create a new environment to run through the tutorial in, and load +the =DataToolkit= package. + +#+begin_src julia-repl +julia> using Pkg + +julia> expanduser("~/Documents/datatoolkit_tutorial") |> mkpath |> cd + +julia> Pkg.activate(".") + Activating new project at `~/Documents/datatoolkit_tutorial` + +julia> Pkg.add("DataToolkit") + Resolving package versions... + Updating `~/Documents/datatoolkit_tutorial/Project.toml` + [dc83c90b] + DataToolkit + ... +Precompiling project... + +julia> using DataToolkit +#+end_src + +Notice that by typing =}= at an empty =julia>= prompt, the REPL prompt will change +to =(⋅) data>= (in the same way that typing =]= enters the =pkg>= REPL). This is the +"Data REPL", and the =(⋅)= prefix indicates the current project. When there is no +current project, the dot is shown. + +In the data REPL, we can see a list of all the available commands by typing =help= +or =?=, which will pull up a command list like so: + +#+begin_example +(⋅) data> help + Command Action + ──────────────────────────────────────────────────────── + + ... ... + help Display help text for commands and transformers +#+end_example + +#+begin_tip +Get more information on a particular command with =help =, you can even get +more information on what =help= does with =help help= 😉. +#+end_tip + +We will initialise a new data collection with the [[@extref DataToolkitREPL repl-init][=init=]] command. + +#+begin_note +We can use the full command (=init=), or any substring that uniquely identifies +the command (e.g. =it=). +#+end_note + +#+begin_example +(⋅) data> init + Create Data.toml for current project? [Y/n]: y + Name: tutorial + Use checksums by default? [Y/n]: n + ✓ Created new data collection 'tutorial' at /home/tec/Documents/datatoolkit_tutorial/Data.toml +#+end_example + +#+begin_tip +There are a few other ways =init= can be used, see the full docs with =help init=. +#+end_tip + +If we look at the =~/Documents/datatoolkit_tutorial= folder, we should now see +three files. + +#+begin_example +shell> tree +. +├── Data.toml +├── Manifest.toml +└── Project.toml +#+end_example + +Looking inside the =Data.toml=, we can see what a data collection with no data +sets looks like: + +#+begin_src toml +data_config_version = 0 +uuid = "f20a77d0-0dc9-41bb-875b-ad0bf42c90bd" +name = "tutorial" +plugins = ["store", "defaults", "memorise"] +#+end_src + +#+begin_note +The plugins [[@extref DataToolkitCommon plugin-addpkgs][=store=]], [[@extref DataToolkitCommon plugin-defaults][=defaults=]], and [[@extref DataToolkitCommon plugin-memorise][=memorise=]] are the default set of plugins, which +is why we see them here. A minimal =Data.toml= would have ~plugins = []~. +#+end_note + +At this point, we have created a new data collection, and seen what is created. +If we close the Julia session and re-open a REPL in the =datatoolkit_test= +project, loading =DataToolkit= will automatically cause the data collection we +just created to be loaded as well, as seen in the prompt prefix. + +#+begin_src julia-repl +julia> using DataToolkit + +(tutorial) data> # after typing '}' +#+end_src + +* Adding and loading the Iris data set + +Now we have a data collection, we can add data sets too it. Fisher's /Iris/ data +set is part of the =scikit-learn= repository, which makes it fairly easy to find a +link to it: +https://raw.githubusercontent.com/scikit-learn/scikit-learn/1.0/sklearn/datasets/data/iris.csv + +We can easily add this as a [[@extref DataToolkitCore.DataSet][=DataSet=]] using the [[@extref DataToolkitREPL repl-add][=add=]] Data REPL command, + +#+begin_example +(tutorial) data> add iris https://raw.githubusercontent.com/scikit-learn/scikit-learn/1.0/sklearn/datasets/data/iris.csv + Description: Fisher's famous Iris flower measurements + ✓ Created 'iris' (3f3d7714-22aa-4555-a950-78f43b74b81c) + DataSet tutorial:iris + Storage: web(IO, Vector{UInt8}, String, FilePath) + Loaders: csv(DataFrame, Matrix, File) +#+end_example + +#+begin_note +Say halfway through we decide we don't want to proceed with this Data REPL +command, at any point we can interrupt it with =^C= (Control + =C=) and abort the +action. This works with other Data REPL commands in the same way. + +#+begin_example +(tutorial) data> add iris https://raw.githubusercontent.com/scikit-learn/scikit-learn/1.0/sklearn/datasets/data/iris.csv + Description: ! Aborted +#+end_example +#+end_note + +The =add= command tries to be a bit clever and guess how the data should be +acquired and loaded. In this case it (correctly) guessed that this file should +be downloaded from the web, and loaded as a CSV. It is worth noting that +downloading will occur when =iris= is first accessed or the =store fetch= Data REPL +command is run. + +The =DataSet tutorial:iris= and =Storage:=​/​=Loaders:= lines are how all =DataSet=​s are +displayed. Using the ~dataset~ function we can obtain any data set easily by name, +and so ~dataset("iris")~ will show the same information. + +#+begin_src julia-repl +julia> dataset("iris") +DataSet tutorial:iris + Storage: web(IO, Vector{UInt8}, String, FilePath) + Loaders: csv(DataFrame, Matrix, File) +#+end_src + +We can see from the =Storage: web(IO, Vector{UInt8}, String, FilePath)= line that +the [[@extref DataToolkitCommon storage-web][=web=]] storage driver is being used, and it can make the content available as +an ~IO~, ~Vector{UInt8}~, ~String~, or ~FilePath~ (a string wrapper type provided by +=DataToolkitBase= for dispatch purposes). Similarly, the =Loaders: csv(DataFrame, +Matrix, File)= tells us that the [[@extref DataToolkitCommon saveload-csv][=csv=]] loader is being used, and it can provide a +~DataFrame~, ~Matrix~, or ~CSV.File~. + +If we look at the =Data.toml= again, we can see how the =iris= data set is +represented: + +#+begin_src toml +[[iris]] +uuid = "3f3d7714-22aa-4555-a950-78f43b74b81c" +description = "Fisher's famous Iris flower measurements" + + [[iris.storage]] + driver = "web" + url = "https://raw.githubusercontent.com/scikit-learn/scikit-learn/1.0/sklearn/datasets/data/iris.csv" + + [[iris.loader]] + driver = "csv" +#+end_src + +To obtain a particular loaded form of the data set, we can use the ~read~ +function. For instance, ~read(dataset("iris"), DataFrame)~ or +~read(dataset("iris"), Matrix)~. We can also omit the second argument, in which +case the first form that /can/ be loaded will be (e.g. in this case since +=DataFrames= is not loaded, =iris= can not be loaded as a ~DataFrame~, but it can be +loaded as a ~Matrix~, and so it will be). + +#+begin_example +julia> read(dataset("iris")) +[ Info: Lazy-loading KangarooTwelve [2a5dabf5-6a39-42aa-818d-ce8a58d1b312] + │ Package KangarooTwelve not found, but a package named KangarooTwelve is available from a registry. + │ Install package? + │ (dt_test) pkg> add KangarooTwelve + └ (y/n/o) [y]: y + Updating registry at `~/.julia/registries/General.toml` + Resolving package versions... + Updating `/tmp/dt_test/Project.toml` + [2a5dabf5] + KangarooTwelve v1.0.0 + Updating `/tmp/dt_test/Manifest.toml` + ... +[ Info: Lazy-loading KangarooTwelve [2a5dabf5-6a39-42aa-818d-ce8a58d1b312] +[ Info: Lazy-loading CSV [336ed68f-0bac-5ca0-87d4-7b16caf5d00b] + │ Package CSV not found, but a package named CSV is available from a registry. + │ Install package? + │ (dt_test) pkg> add CSV + └ (y/n/o) [y]: + Resolving package versions... + Updating `/tmp/dt_test/Project.toml` + [336ed68f] + CSV v0.10.11 + Updating `/tmp/dt_test/Manifest.toml` + ... +[ Info: Lazy-loading CSV [336ed68f-0bac-5ca0-87d4-7b16caf5d00b] +150×5 Matrix{Float64}: + 5.1 3.5 1.4 0.2 0.0 + 4.9 3.0 1.4 0.2 0.0 + 4.7 3.2 1.3 0.2 0.0 + ⋮ + 6.5 3.0 5.2 2.0 2.0 + 6.2 3.4 5.4 2.3 2.0 + 5.9 3.0 5.1 1.8 2.0 +#+end_example + +#+begin_note +We haven't installed the =KangarooTwelve= (a cryptographic hash) or =CSV= packages, +but thanks to the lazy-loading system we are presented with the option to +install them on-the-fly. The =KangarooTwelve= package is only used when hashing +new data, or verifying the hash of downloaded data. Should you want to avoid +lazy-loading, you can always just load the =CSV= package yourself before trying to +access information that uses the =csv= loader. +#+end_note + +Because ~read(dataset("iris"))~ is a fairly common pattern, for convenience there +is a ~d""~ "data set in loaded form" macro. ~d"iris"~ is equivalent to +~read(dataset("iris"))~. + +Having the =iris= data as a ~Matrix~ is fine, but it would be nicer to have it as a +~DataFrame~. Since that is the first format listed, if we just install =DataFrames= +and ask for =iris= again (but this time using the ~d""~ macro). + +#+begin_src julia-repl +julia> using DataFrames + │ Package DataFrames not found, but a package named DataFrames is available from a registry. + │ Install package? + │ (datatoolkit_tutorial) pkg> add DataFrames + └ (y/n/o) [y]: + Resolving package versions... + Updating `~/Documents/datatoolkit_tutorial/Project.toml` + [a93c6f00] + DataFrames v1.6.1 + ... + 1 dependency successfully precompiled in 25 seconds. 41 already precompiled. + +julia> d"iris" +150×5 DataFrame + Row │ 150 4 setosa versicolor virginica + │ Float64 Float64 Float64 Float64 Int64 +─────┼────────────────────────────────────────────────── + 1 │ 5.1 3.5 1.4 0.2 0 + 2 │ 4.9 3.0 1.4 0.2 0 + 3 │ 4.7 3.2 1.3 0.2 0 + ⋮ │ ⋮ ⋮ ⋮ ⋮ ⋮ + 149 │ 6.2 3.4 5.4 2.3 2 + 150 │ 5.9 3.0 5.1 1.8 2 +#+end_src + +That's nicer, but wait, those column names aren't right! The first line appears +to be describing the size of the data (150\times4) and the three category names, when +the columns should be: ++ =sepal_length=, ++ =sepal_width=, ++ =petal_length=, ++ =petal_width=, and ++ =species_class= + +Perhaps there's a way we can specify the correct column names? We could check +the online docs for the CSV loader, but we can also look at them with the =help= +Data REPL command. + +#+begin_example +(tutorial) data> help :csv + Parse and serialize CSV data + + ... + + Parameters + ≡≡≡≡≡≡≡≡≡≡≡≡ + + • args: keyword arguments to be provided to CSV.File, see + https://csv.juliadata.org/stable/reading.html#CSV.File. + + As a quick-reference, some arguments of particular interest are: + + • header: Either, + • the row number to parse for column names + • the list of column names + + ... +#+end_example + +Perfect! Looks like we can just set the =args.header= parameter of the =csv= loader, +and we'll get the right column names. To easily do so, we can make use of the +=edit= Data REPL command, which opens up a TOML file with just a single data set +in =$JULIA_EDITOR= (which defaults to =$VISUAL=​/​=$EDITOR=) and records the changes +upon exit. + +#+begin_example +(tutorial) data> edit iris +#+end_example + +Setting =args.header= is as simple as editing the =iris= loader to the following +value (adding one line): + +#+begin_src toml +[[iris.loader]] +driver = "csv" +args.header = ["sepal_length", "sepal_width", "petal_length", "petal_width", "species_class"] +#+end_src + +After saving and exiting, you'll be presented with a summary of the changes and +a prompt to accept them. + +#+begin_example +(tutorial) data> edit iris + ~ Modified loader: + ~ Modified [1]: + + Added args + Does this look correct? [y/N]: y + ✓ Edited 'iris' (3f3d7714-22aa-4555-a950-78f43b74b81c) +#+end_example + +Now if we ask for the =iris= data set again, we should see the correct headers. + +#+begin_src julia-repl +julia> d"iris" +151×5 DataFrame + Row │ sepal_length sepal_width petal_length petal_width species_class + │ Float64 Float64 String7 String15 String15 +─────┼───────────────────────────────────────────────────────────────────── + 1 │ 150.0 4.0 setosa versicolor virginica + 2 │ 5.1 3.5 1.4 0.2 0 + 3 │ 4.9 3.0 1.4 0.2 0 + ⋮ │ ⋮ ⋮ ⋮ ⋮ ⋮ + 150 │ 6.2 3.4 5.4 2.3 2 + 151 │ 5.9 3.0 5.1 1.8 2 +#+end_src + +The headers are correct, but now the first line is counted as part of the data. +This can be fixed by editing =iris= again and setting =args.skipto= to =2= in the =csv= +loader settings. + +The final =iris= entry in the =Data.toml= should look like so: + +#+begin_src toml +[[iris]] +uuid = "3f3d7714-22aa-4555-a950-78f43b74b81c" +description = "Fisher's famous Iris flower measurements" + + [[iris.storage]] + driver = "web" + checksum = "k12:cfb9a6a302f58e5a9b0c815bb7e8efb4" + url = "https://raw.githubusercontent.com/scikit-learn/scikit-learn/1.0/sklearn/datasets/data/iris.csv" + + [[iris.loader]] + driver = "csv" + + [iris.loader.args] + header = ["sepal_length", "sepal_width", "petal_length", "petal_width", "species_class"] + skipto = 2 +#+end_src + +Now, you have a =Project.toml=, =Manifest.toml=, and =Data.toml= that can be relocated +to other systems and ~d"iris"~ will consistently produce the exact same ~DataFrame~. + +** On ensuring the integrity of the downloaded data + +One of the three plugins used by default is the =store= plugin. It is responsible +for caching IO data and checking data validity. For a more complete description +of what it does, see the web docs or the Data REPL (sub)command =plugin info +store=. + +There are two immediate impacts of this plugin we can easily observe. The first +is that we can load the =iris= data set offline in a fresh Julia session, and in +fact if we copy the =iris= specification into a separate data set it will re-use +the /same/ downloaded data. + +The second, is that by setting =iris='s =web= storage driver's =checksum= property to +="auto"= (as is done by default), the next time we load =iris= a checksum will be +generated and saved. If in future the =web= storage driver produces different +data, this will now be caught and raised. This can be done automatically by +setting the default value to ="auto"=, which we were prompted to do during +initialisation. + +* Multi-step analysis with the Boston Housing data set +** Loading the data + +The /Boston Housing/ data set is part of the =RDatasets= package, and we can obtain +a link to the raw data file in the repository: +https://github.com/JuliaStats/RDatasets.jl/raw/v0.7.0/data/MASS/Boston.csv.gz + +As with the Iris data, we will use the =add= Data REPL command to conveniently +create a new data set. + +#+begin_example +(tutorial) data> add boston https://github.com/JuliaStats/RDatasets.jl/raw/v0.7.0/data/MASS/Boston.csv.gz + Description: The Boston Housing data set. This contains information collected by the U.S Census Service concerning housing in the area of Boston Mass. + ✓ Created 'boston' (02968c42-828e-4f22-86b8-ec67ac629a03) + DataSet tutorial:boston + Storage: web(IO, Vector{UInt8}, String, FilePath) + Loaders: chain(DataFrame, Matrix, File) +#+end_example + +This example is a bit more complicated because we have a gzipped CSV. There is a +gzip-decompressing loader, and a CSV loader, but no single loader that does +both. Thankfully, there is a special loader called [[@extref DataToolkitCommon saveload-chain][=chain=]] that allows for +multiple loaders to be /chained/ together. We can see it's automatically been used +here, and if we inspect the =Data.toml= we an see the following generated +representation of the boston housing data, in which the [[@extref DataToolkitCommon saveload-compressed][=gzip=]] and [[@extref DataToolkitCommon saveload-csv][=csv=]] loaders are +both used. + +#+begin_src toml +[[boston]] +uuid = "02968c42-828e-4f22-86b8-ec67ac629a03" +description = "The Boston Housing data set. This contains information collected by the U.S Census Service concerning housing in the area of Boston Mass." + + [[boston.storage]] + driver = "web" + url = "https://github.com/JuliaStats/RDatasets.jl/raw/v0.7.0/data/MASS/Boston.csv.gz" + + [[boston.loader]] + driver = "chain" + loaders = ["gzip", "csv"] + type = ["DataFrame", "Matrix", "CSV.File"] +#+end_src + +#+begin_note +We can see the loaders =chain= passes the =data= through are given by ~loaders = +["gzip", "csv"]~. For more information on the =chain= loader see =help :chain= in the +Data REPL or the online documentation. +#+end_note + +Thanks to this cleverness, obtaining the Boston Housing data as a nice +~DataFrame~ is as simple as ~d"boston"~ (when =DataFrames= is loaded). + +#+begin_src julia-repl +julia> d"boston" +506×14 DataFrame + Row │ Crim Zn Indus Chas NOx Rm Age Dis Rad ⋯ + │ Float64 Float64 Float64 Int64 Float64 Float64 Float64 Float64 Int64 ⋯ +─────┼────────────────────────────────────────────────────────────────────────────── + 1 │ 0.00632 18.0 2.31 0 0.538 6.575 65.2 4.09 1 ⋯ + 2 │ 0.02731 0.0 7.07 0 0.469 6.421 78.9 4.9671 2 + 3 │ 0.02729 0.0 7.07 0 0.469 7.185 61.1 4.9671 2 + ⋮ │ ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ ⋱ + 504 │ 0.06076 0.0 11.93 0 0.573 6.976 91.0 2.1675 1 + 505 │ 0.10959 0.0 11.93 0 0.573 6.794 89.3 2.3889 1 + 506 │ 0.04741 0.0 11.93 0 0.573 6.03 80.8 2.505 1 ⋯ +#+end_src + +** Cleaning the data + +Say the data needs some massaging, such as imputation, outlier removal, or +restructuring. We can cleanly handle this by creating a /second/ dataset that uses +the value of the /initial/ dataset. Say we consider this initial data unclean, and +that to "clean" this dataset we filter out the entries where the we only keep +entries where the =MedV= value is within the 90% quantile. We can easily do this +with the =make= Data REPL command. + +For this, we'll want to use the =StatsBase= package, so we'll add it and then make +it available to use with ~DataToolkit.@addpkgs~. + +#+begin_src julia-repl +(datatoolkit_tutorial) pkg> add StatsBase + +julia> DataToolkit.@addpkgs StatsBase +#+end_src + +#+begin_info +The ~DataToolkit.@addpkgs StatsBase~ line will need to be executed in every fresh +Julia session, when creating a data /package/ it makes sense to put this within +the ~__init__~ function. +#+end_info + +Now we can create the =boston (clean)= dataset with the =make= command. + +#+begin_src julia-repl +(tutorial) data> make boston (clean) + +(data) julia> @require StatsBase +StatsBase + +(data) julia> proportion = 0.8 +0.8 + +(data) julia> column = "MedV" + +(data) julia> vals = d"boston"[!, column] +506-element Vector{Float64}: + +(data) julia> minval, maxval = StatsBase.quantile(vals, [0.5 - proportion/2, 0.5 + proportion/2]) +2-element Vector{Float64}: + 12.75 + 34.8 + +(data) julia> mask = minval .<= vals .<= maxval +506-element BitVector: + +(data) julia> d"boston"[mask, :] +456×14 DataFrame... + +^D + + Would you like to edit the final script? [Y/n]: n + What is the type of the returned value? DataFrame + Description: Cleaned Boston Housing data + Should the script be inserted inline (i), or as a file (f)? i + ✓ Created 'boston (clean)' (5162814a-120f-4cdc-9958-620189295330) + +(tutorial) data> +#+end_src + +We can look inside the =Data.toml= to see the new entry. + +#+begin_src toml +[["boston (clean)"]] +uuid = "5162814a-120f-4cdc-9958-620189295330" +description = "Cleaned Boston Housing data" + + [["boston (clean)".loader]] + driver = "julia" + function = ''' +function (; var"data#boston") + @require StatsBase + proportion = 0.8 + column = "MedV" + vals = var"data#boston"[!, column] + (minval, maxval) = StatsBase.quantile(vals, [0.5 - proportion / 2, 0.5 + proportion / 2]) + mask = minval .<= vals .<= maxval + var"data#boston"[mask, :] +end +''' + type = "DataFrame" + + ["boston (clean)".loader.arguments] + "data#boston" = "📇DATASET<>" +#+end_src + +** Fitting a linear model + +Now let's say we want to fit a linear model for the relationship between =MedV= +and =Rm=. We could do this in a script ... or create another derived dataset. + +Let's do this with =GLM=, so first run ~] add GLM~, then ~DataToolkit.@addpkgs GLM~. +Now we'll create another derived data set with =make=. + +#+begin_src julia-repl +(tutorial) data> make boston Rm ~ MedV + +(data) julia> @require GLM + +(data) julia> GLM.lm(GLM.@formula(Rm ~ MedV), d"boston (clean)") + +^D + + Would you like to edit the final script? [Y/n]: n + What is the type of the returned value? Any + Description: A linear model for the relation between Rm and MedV + Should the script be inserted inline (i), or as a file (f)? i + ✓ Created 'boston Rm ~ MedV' (e720acb2-5ed1-417f-bfd0-668c21134c87) + +(tutorial) data> +#+end_src + +#+begin_info +For now, manually specify ~Any~ as the return type instead of the default +~StatsModels.TableRegressionModel{GLM.LinearModel{GLM.LmResp{Array{Float64,1}},GLM.DensePredChol{Float64,LinearAlgebra.CholeskyPivoted{Float64,Array{Float64,2},Array{Int64,1}}}},Array{Float64,2}}~. +It's currently difficult for =DataToolkitBase= to represent types that rely on +nested modules, which occurs here. +#+end_info + +Obtaining the linear regression result is as easy as fetching any other dataset. + +#+begin_src julia-repl +julia> d"boston Rm ~ MedV" +StatsModels.TableRegressionModel{LinearModel{GLM.LmResp{Vector{Float64}}, GLM.DensePredChol{Float64, LinearAlgebra.CholeskyPivoted{Float64, Matrix{Float64}, Vector{Int64}}}}, Matrix{Float64}} + +Rm ~ 1 + MedV + +Coefficients: +───────────────────────────────────────────────────────────────────────── + Coef. Std. Error t Pr(>|t|) Lower 95% Upper 95% +───────────────────────────────────────────────────────────────────────── +(Intercept) 4.95241 0.0753342 65.74 <1e-99 4.80436 5.10045 +MedV 0.0588453 0.0033047 17.81 <1e-53 0.0523509 0.0653397 +───────────────────────────────────────────────────────────────────────── +#+end_src + +** A more easily tunable cleaner + +In the current implementation of =boston (clean)=, we hardcoded a ~proportion~ +value of ~0.8~, and set the ~column~ to ~"MedV"~. It could be nice if we made those +more easily tunable. We can do this by turning them into keyword arguments of +the function. + +To make this change, we will use the [[@extref DataToolkitREPL repl-edit][=edit=]] Data REPL command. + +#+begin_src julia-repl +(tutorial) data> edit boston (clean) +#+end_src + +This will open up a temporary TOML file containing the =boston (clean)= dataset in +your text editor of choice. In this file, change the function to: + +#+begin_src julia +function (; var"data#boston", proportion, column) + @require StatsBase + vals = var"data#boston"[!, column] + (minval, maxval) = StatsBase.quantile(vals, [0.5 - proportion / 2, 0.5 + proportion / 2]) + mask = minval .<= vals .<= maxval + var"data#boston"[mask, :] +end +#+end_src + +We will then move the ~proportion = 0.8~ and ~column = "MedV"~ lines to the +arguments table. + +#+begin_src toml +["boston (clean)".loader.arguments] +"data#boston" = "📇DATASET<>" +proportion = 0.8 +column = "MedV" +#+end_src + +Aftre making these changes and closing the file, we'll be asked if we want to +make this change (we do). + +#+begin_src julia-repl +(tutorial) data> edit boston (clean) + ~ Modified loader: + ~ Modified [1]: + ~ Modified arguments: + + Added column + + Added proportion + ~ Modified function: + "function (; var\"data#boston\")\n @require StatsBase\n proportion = 0.9\n column = \"MedV\"\n vals = var\"data#boston\"[!, column]\n (minval, maxval) = StatsBase.quantile(vals, [0.5 - proportion / 2, 0.5 + proportion / 2])\n mask = minval .<= vals .<= maxval\n var\"data#boston\"[mask, :]\nend\n" ~> "function (; var\"data#boston\", proportion, column)\n @require StatsBase\n vals = var\"data#boston\"[!, column]\n (minval, maxval) = StatsBase.quantile(vals, [0.5 - proportion / 2, 0.5 + proportion / 2])\n mask = minval .<= vals .<= maxval\n var\"data#boston\"[mask, :]\nend\n" + Does this look correct? [y/N]: y + ✓ Edited 'boston (clean)' (5162814a-120f-4cdc-9958-620189295330) +#+end_src + +** Propagating changes + +With our new parameterisation of the cleaning step, we can now easily tune the +cleaning step. We can see the results of this propagating through in the =boston +Rm ~ MedV= dataset. + +First, see that the ~d"boston Rm ~ MedV"~ result is the same as it was before. + +#+begin_src julia-repl +julia> d"boston Rm ~ MedV" +StatsModels.TableRegressionModel{LinearModel{GLM.LmResp{Vector{Float64}}, GLM.DensePredChol{Float64, LinearAlgebra.CholeskyPivoted{Float64, Matrix{Float64}, Vector{Int64}}}}, Matrix{Float64}} + +Rm ~ 1 + MedV + +Coefficients: +───────────────────────────────────────────────────────────────────────── + Coef. Std. Error t Pr(>|t|) Lower 95% Upper 95% +───────────────────────────────────────────────────────────────────────── +(Intercept) 4.98609 0.0978742 50.94 <1e-99 4.79369 5.1785 +MedV 0.0563562 0.0044222 12.74 <1e-30 0.0476627 0.0650497 +───────────────────────────────────────────────────────────────────────── +#+end_src + +Now, =edit= the =boston (clean)= dataset again and change the ~proportion~ to ~0.95~. + +#+begin_src julia-repl +(tutorial) data> edit boston (clean) + ~ Modified loader: + ~ Modified [1]: + ~ Modified arguments: + ~ Modified proportion: + 0.8 ~> 0.95 + Does this look correct? [y/N]: y + ✓ Edited 'boston (clean)' (5162814a-120f-4cdc-9958-620189295330) +#+end_src + +Since =boston (clean)= is an input of =boston Rm ~ MedV=, and all inputs are +recursively hashed (like in a [[https://en.wikipedia.org/wiki/Merkle_tree][Merkle tree]]), we can immediately see the (small) +change simply by fetching it again --- it is automatically recomputed. + +#+begin_src julia-repl +julia> d"boston Rm ~ MedV" +StatsModels.TableRegressionModel{LinearModel{GLM.LmResp{Vector{Float64}}, GLM.DensePredChol{Float64, LinearAlgebra.CholeskyPivoted{Float64, Matrix{Float64}, Vector{Int64}}}}, Matrix{Float64}} + +Rm ~ 1 + MedV + +Coefficients: +───────────────────────────────────────────────────────────────────────── + Coef. Std. Error t Pr(>|t|) Lower 95% Upper 95% +───────────────────────────────────────────────────────────────────────── +(Intercept) 5.05849 0.0618848 81.74 <1e-99 4.9369 5.18008 +MedV 0.0541727 0.00251511 21.54 <1e-72 0.049231 0.0591144 +───────────────────────────────────────────────────────────────────────── +#+end_src + +* The final =Data.toml= + +At the end of this tutorial (or should you wish to just poke at the results), +you should end up with a =Data.toml= that looks like this: + +#+begin_src toml +data_config_version = 0 +uuid = "f20a77d0-0dc9-41bb-875b-ad0bf42c90bd" +name = "tutorial" +plugins = ["defaults", "store"] + +[config.defaults.storage._] +checksum = "auto" + +[[boston]] +uuid = "02968c42-828e-4f22-86b8-ec67ac629a03" +description = "The Boston Housing data set. This contains information collected by the U.S Census Service concerning housing in the area of Boston Mass." + + [[boston.storage]] + driver = "web" + checksum = "k12:663371e9040b883267104b32d8ac28e6" + url = "https://github.com/JuliaStats/RDatasets.jl/raw/v0.7.0/data/MASS/Boston.csv.gz" + + [[boston.loader]] + driver = "chain" + loaders = ["gzip", "csv"] + +[["boston (clean)"]] +uuid = "5162814a-120f-4cdc-9958-620189295330" +description = "Cleaned Boston Housing data" + + [["boston (clean)".loader]] + driver = "julia" + function = ''' +function (; var"data#boston", proportion, column) + @require StatsBase + vals = var"data#boston"[!, column] + (minval, maxval) = StatsBase.quantile(vals, [0.5 - proportion / 2, 0.5 + proportion / 2]) + mask = minval .<= vals .<= maxval + var"data#boston"[mask, :] +end +''' + type = "DataFrame" + + ["boston (clean)".loader.arguments] + column = "MedV" + "data#boston" = "📇DATASET<>" + proportion = 0.95 + +[["boston Rm ~ MedV"]] +uuid = "e720acb2-5ed1-417f-bfd0-668c21134c87" +description = "A linear model for the relation between Rm and MedV" + + [["boston Rm ~ MedV".loader]] + driver = "julia" + function = """ +function (; var\"data#boston (clean)\") + @require GLM + GLM.lm(GLM.@formula(Rm ~ MedV), var\"data#boston (clean)\") +end +""" + + ["boston Rm ~ MedV".loader.arguments] + "data#boston (clean)" = "📇DATASET<>" + +[[iris]] +uuid = "3f3d7714-22aa-4555-a950-78f43b74b81c" +description = "Fisher's famous Iris flower measurements" + + [[iris.storage]] + driver = "web" + checksum = "k12:cfb9a6a302f58e5a9b0c815bb7e8efb4" + url = "https://raw.githubusercontent.com/scikit-learn/scikit-learn/1.0/sklearn/datasets/data/iris.csv" + + [[iris.loader]] + driver = "csv" + + [iris.loader.args] + header = ["sepal_length", "sepal_width", "petal_length", "petal_width", "species_class"] + skipto = 2 +#+end_src diff --git a/docs/main/tutorial/index.html b/docs/main/tutorial/index.html new file mode 100644 index 000000000..ac1c0b887 --- /dev/null +++ b/docs/main/tutorial/index.html @@ -0,0 +1,377 @@ +Tutorial · DataToolkit.jl
        GitHub

        Tutorial

        In this tutorial you will be guided through some of the main usage patterns involving DataToolkit. After doing the first step (Initialising a Data Collection), all other sections can be treated as self-contained exercises.

        Initialising a Data Collection

        First, we will create a new environment to run through the tutorial in, and load the DataToolkit package.

        julia> using Pkg
+
+julia> expanduser("~/Documents/datatoolkit_tutorial") |> mkpath |> cd
+
+julia> Pkg.activate(".")
+  Activating new project at `~/Documents/datatoolkit_tutorial`
+
+julia> Pkg.add("DataToolkit")
+   Resolving package versions...
+    Updating `~/Documents/datatoolkit_tutorial/Project.toml`
+  [dc83c90b] + DataToolkit
+  ...
+Precompiling project...
+
+julia> using DataToolkit

        Notice that by typing } at an empty julia> prompt, the REPL prompt will change to (⋅) data> (in the same way that typing ] enters the pkg> REPL). This is the "Data REPL", and the (⋅) prefix indicates the current project. When there is no current project, the dot is shown.

        In the data REPL, we can see a list of all the available commands by typing help or ?, which will pull up a command list like so:

        (⋅) data> help
+ Command  Action
+ ────────────────────────────────────────────────────────
+ <cmd>    <brief description of what cmd does>
+ ...      ...
+ help     Display help text for commands and transformers
        Tip

        Get more information on a particular command with help <cmd>, you can even get more information on what help does with help help 😉.

        We will initialise a new data collection with the init command.

        Note

        We can use the full command (init), or any substring that uniquely identifies the command (e.g. it).

        (⋅) data> init
+ Create Data.toml for current project? [Y/n]: y
+ Name: tutorial
+ Use checksums by default? [Y/n]: n
+ ✓ Created new data collection 'tutorial' at /home/tec/Documents/datatoolkit_tutorial/Data.toml
        Tip

        There are a few other ways init can be used, see the full docs with help init.

        If we look at the ~/Documents/datatoolkit_tutorial folder, we should now see three files.

        shell> tree
+.
+├── Data.toml
+├── Manifest.toml
+└── Project.toml

        Looking inside the Data.toml, we can see what a data collection with no data sets looks like:

        data_config_version = 0
+uuid = "f20a77d0-0dc9-41bb-875b-ad0bf42c90bd"
+name = "tutorial"
+plugins = ["store", "defaults", "memorise"]
        Note

        The plugins store, defaults, and memorise are the default set of plugins, which is why we see them here. A minimal Data.toml would have plugins = [].

        At this point, we have created a new data collection, and seen what is created. If we close the Julia session and re-open a REPL in the datatoolkit_test project, loading DataToolkit will automatically cause the data collection we just created to be loaded as well, as seen in the prompt prefix.

        julia> using DataToolkit
+
+(tutorial) data> # after typing '}'

        Adding and loading the Iris data set

        Now we have a data collection, we can add data sets too it. Fisher's Iris data set is part of the scikit-learn repository, which makes it fairly easy to find a link to it: https://raw.githubusercontent.com/scikit-learn/scikit-learn/1.0/sklearn/datasets/data/iris.csv

        We can easily add this as a DataSet using the add Data REPL command,

        (tutorial) data> add iris https://raw.githubusercontent.com/scikit-learn/scikit-learn/1.0/sklearn/datasets/data/iris.csv
+ Description: Fisher's famous Iris flower measurements
+ ✓ Created 'iris' (3f3d7714-22aa-4555-a950-78f43b74b81c)
+ DataSet tutorial:iris
+  Storage: web(IO, Vector{UInt8}, String, FilePath)
+  Loaders: csv(DataFrame, Matrix, File)
        Note

        Say halfway through we decide we don't want to proceed with this Data REPL command, at any point we can interrupt it with ^C (Control + C) and abort the action. This works with other Data REPL commands in the same way.

        (tutorial) data> add iris https://raw.githubusercontent.com/scikit-learn/scikit-learn/1.0/sklearn/datasets/data/iris.csv
+ Description:  ! Aborted

        The add command tries to be a bit clever and guess how the data should be acquired and loaded. In this case it (correctly) guessed that this file should be downloaded from the web, and loaded as a CSV. It is worth noting that downloading will occur when iris is first accessed or the store fetch Data REPL command is run.

        The DataSet tutorial:iris and Storage:​/​Loaders: lines are how all DataSet​s are displayed. Using the dataset function we can obtain any data set easily by name, and so dataset("iris") will show the same information.

        julia> dataset("iris")
+DataSet tutorial:iris
+  Storage: web(IO, Vector{UInt8}, String, FilePath)
+  Loaders: csv(DataFrame, Matrix, File)

        We can see from the Storage: web(IO, Vector{UInt8}, String, FilePath) line that the web storage driver is being used, and it can make the content available as an IO, Vector{UInt8}, String, or FilePath (a string wrapper type provided by DataToolkitBase for dispatch purposes). Similarly, the Loaders: csv(DataFrame, Matrix, File) tells us that the csv loader is being used, and it can provide a DataFrame, Matrix, or CSV.File.

        If we look at the Data.toml again, we can see how the iris data set is represented:

        [[iris]]
+uuid = "3f3d7714-22aa-4555-a950-78f43b74b81c"
+description = "Fisher's famous Iris flower measurements"
+
+    [[iris.storage]]
+    driver = "web"
+    url = "https://raw.githubusercontent.com/scikit-learn/scikit-learn/1.0/sklearn/datasets/data/iris.csv"
+
+    [[iris.loader]]
+    driver = "csv"

        To obtain a particular loaded form of the data set, we can use the read function. For instance, read(dataset("iris"), DataFrame) or read(dataset("iris"), Matrix). We can also omit the second argument, in which case the first form that can be loaded will be (e.g. in this case since DataFrames is not loaded, iris can not be loaded as a DataFrame, but it can be loaded as a Matrix, and so it will be).

        julia> read(dataset("iris"))
+[ Info: Lazy-loading KangarooTwelve [2a5dabf5-6a39-42aa-818d-ce8a58d1b312]
+ │ Package KangarooTwelve not found, but a package named KangarooTwelve is available from a registry.
+ │ Install package?
+ │   (dt_test) pkg> add KangarooTwelve
+ └ (y/n/o) [y]: y
+    Updating registry at `~/.julia/registries/General.toml`
+   Resolving package versions...
+    Updating `/tmp/dt_test/Project.toml`
+  [2a5dabf5] + KangarooTwelve v1.0.0
+    Updating `/tmp/dt_test/Manifest.toml`
+    ...
+[ Info: Lazy-loading KangarooTwelve [2a5dabf5-6a39-42aa-818d-ce8a58d1b312]
+[ Info: Lazy-loading CSV [336ed68f-0bac-5ca0-87d4-7b16caf5d00b]
+ │ Package CSV not found, but a package named CSV is available from a registry.
+ │ Install package?
+ │   (dt_test) pkg> add CSV
+ └ (y/n/o) [y]:
+   Resolving package versions...
+    Updating `/tmp/dt_test/Project.toml`
+  [336ed68f] + CSV v0.10.11
+    Updating `/tmp/dt_test/Manifest.toml`
+    ...
+[ Info: Lazy-loading CSV [336ed68f-0bac-5ca0-87d4-7b16caf5d00b]
+150×5 Matrix{Float64}:
+ 5.1  3.5  1.4  0.2  0.0
+ 4.9  3.0  1.4  0.2  0.0
+ 4.7  3.2  1.3  0.2  0.0
+ ⋮
+ 6.5  3.0  5.2  2.0  2.0
+ 6.2  3.4  5.4  2.3  2.0
+ 5.9  3.0  5.1  1.8  2.0
        Note

        We haven't installed the KangarooTwelve (a cryptographic hash) or CSV packages, but thanks to the lazy-loading system we are presented with the option to install them on-the-fly. The KangarooTwelve package is only used when hashing new data, or verifying the hash of downloaded data. Should you want to avoid lazy-loading, you can always just load the CSV package yourself before trying to access information that uses the csv loader.

        Because read(dataset("iris")) is a fairly common pattern, for convenience there is a d"" "data set in loaded form" macro. d"iris" is equivalent to read(dataset("iris")).

        Having the iris data as a Matrix is fine, but it would be nicer to have it as a DataFrame. Since that is the first format listed, if we just install DataFrames and ask for iris again (but this time using the d"" macro).

        julia> using DataFrames
+ │ Package DataFrames not found, but a package named DataFrames is available from a registry.
+ │ Install package?
+ │   (datatoolkit_tutorial) pkg> add DataFrames
+ └ (y/n/o) [y]:
+   Resolving package versions...
+    Updating `~/Documents/datatoolkit_tutorial/Project.toml`
+  [a93c6f00] + DataFrames v1.6.1
+  ...
+  1 dependency successfully precompiled in 25 seconds. 41 already precompiled.
+
+julia> d"iris"
+150×5 DataFrame
+ Row │ 150      4        setosa   versicolor  virginica
+     │ Float64  Float64  Float64  Float64     Int64
+─────┼──────────────────────────────────────────────────
+   1 │     5.1      3.5      1.4         0.2          0
+   2 │     4.9      3.0      1.4         0.2          0
+   3 │     4.7      3.2      1.3         0.2          0
+  ⋮  │    ⋮        ⋮        ⋮         ⋮           ⋮
+ 149 │     6.2      3.4      5.4         2.3          2
+ 150 │     5.9      3.0      5.1         1.8          2

        That's nicer, but wait, those column names aren't right! The first line appears to be describing the size of the data (150×4) and the three category names, when the columns should be:

        • sepal_length,
        • sepal_width,
        • petal_length,
        • petal_width, and
        • species_class

        Perhaps there's a way we can specify the correct column names? We could check the online docs for the CSV loader, but we can also look at them with the help Data REPL command.

        (tutorial) data> help :csv
+  Parse and serialize CSV data
+
+  ...
+
+  Parameters
+  ≡≡≡≡≡≡≡≡≡≡≡≡
+
+    •  args: keyword arguments to be provided to CSV.File, see
+       https://csv.juliadata.org/stable/reading.html#CSV.File.
+
+  As a quick-reference, some arguments of particular interest are:
+
+    •  header: Either,
+       • the row number to parse for column names
+       • the list of column names
+
+  ...

        Perfect! Looks like we can just set the args.header parameter of the csv loader, and we'll get the right column names. To easily do so, we can make use of the edit Data REPL command, which opens up a TOML file with just a single data set in $JULIA_EDITOR (which defaults to $VISUAL​/​$EDITOR) and records the changes upon exit.

        (tutorial) data> edit iris

        Setting args.header is as simple as editing the iris loader to the following value (adding one line):

        [[iris.loader]]
+driver = "csv"
+args.header = ["sepal_length", "sepal_width", "petal_length", "petal_width", "species_class"]

        After saving and exiting, you'll be presented with a summary of the changes and a prompt to accept them.

        (tutorial) data> edit iris
+ ~ Modified loader:
+   ~ Modified [1]:
+     + Added args
+ Does this look correct? [y/N]: y
+ ✓ Edited 'iris' (3f3d7714-22aa-4555-a950-78f43b74b81c)

        Now if we ask for the iris data set again, we should see the correct headers.

        julia> d"iris"
+151×5 DataFrame
+ Row │ sepal_length  sepal_width  petal_length  petal_width  species_class
+     │ Float64       Float64      String7       String15     String15
+─────┼─────────────────────────────────────────────────────────────────────
+   1 │        150.0          4.0  setosa        versicolor   virginica
+   2 │          5.1          3.5  1.4           0.2          0
+   3 │          4.9          3.0  1.4           0.2          0
+  ⋮  │      ⋮             ⋮            ⋮             ⋮             ⋮
+ 150 │          6.2          3.4  5.4           2.3          2
+ 151 │          5.9          3.0  5.1           1.8          2

        The headers are correct, but now the first line is counted as part of the data. This can be fixed by editing iris again and setting args.skipto to 2 in the csv loader settings.

        The final iris entry in the Data.toml should look like so:

        [[iris]]
+uuid = "3f3d7714-22aa-4555-a950-78f43b74b81c"
+description = "Fisher's famous Iris flower measurements"
+
+    [[iris.storage]]
+    driver = "web"
+    checksum = "k12:cfb9a6a302f58e5a9b0c815bb7e8efb4"
+    url = "https://raw.githubusercontent.com/scikit-learn/scikit-learn/1.0/sklearn/datasets/data/iris.csv"
+
+    [[iris.loader]]
+    driver = "csv"
+
+        [iris.loader.args]
+        header = ["sepal_length", "sepal_width", "petal_length", "petal_width", "species_class"]
+        skipto = 2

        Now, you have a Project.toml, Manifest.toml, and Data.toml that can be relocated to other systems and d"iris" will consistently produce the exact same DataFrame.

        On ensuring the integrity of the downloaded data

        One of the three plugins used by default is the store plugin. It is responsible for caching IO data and checking data validity. For a more complete description of what it does, see the web docs or the Data REPL (sub)command plugin info store.

        There are two immediate impacts of this plugin we can easily observe. The first is that we can load the iris data set offline in a fresh Julia session, and in fact if we copy the iris specification into a separate data set it will re-use the same downloaded data.

        The second, is that by setting iris's web storage driver's checksum property to "auto" (as is done by default), the next time we load iris a checksum will be generated and saved. If in future the web storage driver produces different data, this will now be caught and raised. This can be done automatically by setting the default value to "auto", which we were prompted to do during initialisation.

        Multi-step analysis with the Boston Housing data set

        Loading the data

        The Boston Housing data set is part of the RDatasets package, and we can obtain a link to the raw data file in the repository: https://github.com/JuliaStats/RDatasets.jl/raw/v0.7.0/data/MASS/Boston.csv.gz

        As with the Iris data, we will use the add Data REPL command to conveniently create a new data set.

        (tutorial) data> add boston https://github.com/JuliaStats/RDatasets.jl/raw/v0.7.0/data/MASS/Boston.csv.gz
+ Description: The Boston Housing data set. This contains information collected by the U.S Census Service concerning housing in the area of Boston Mass.
+ ✓ Created 'boston' (02968c42-828e-4f22-86b8-ec67ac629a03)
+ DataSet tutorial:boston
+  Storage: web(IO, Vector{UInt8}, String, FilePath)
+  Loaders: chain(DataFrame, Matrix, File)

        This example is a bit more complicated because we have a gzipped CSV. There is a gzip-decompressing loader, and a CSV loader, but no single loader that does both. Thankfully, there is a special loader called chain that allows for multiple loaders to be chained together. We can see it's automatically been used here, and if we inspect the Data.toml we an see the following generated representation of the boston housing data, in which the gzip and csv loaders are both used.

        [[boston]]
+uuid = "02968c42-828e-4f22-86b8-ec67ac629a03"
+description = "The Boston Housing data set. This contains information collected by the U.S Census Service concerning housing in the area of Boston Mass."
+
+    [[boston.storage]]
+    driver = "web"
+    url = "https://github.com/JuliaStats/RDatasets.jl/raw/v0.7.0/data/MASS/Boston.csv.gz"
+
+    [[boston.loader]]
+    driver = "chain"
+    loaders = ["gzip", "csv"]
+    type = ["DataFrame", "Matrix", "CSV.File"]
        Note

        We can see the loaders chain passes the data through are given by loaders = ["gzip", "csv"]. For more information on the chain loader see help :chain in the Data REPL or the online documentation.

        Thanks to this cleverness, obtaining the Boston Housing data as a nice DataFrame is as simple as d"boston" (when DataFrames is loaded).

        julia> d"boston"
+506×14 DataFrame
+ Row │ Crim     Zn       Indus    Chas   NOx      Rm       Age      Dis      Rad   ⋯
+     │ Float64  Float64  Float64  Int64  Float64  Float64  Float64  Float64  Int64 ⋯
+─────┼──────────────────────────────────────────────────────────────────────────────
+   1 │ 0.00632     18.0     2.31      0    0.538    6.575     65.2   4.09        1 ⋯
+   2 │ 0.02731      0.0     7.07      0    0.469    6.421     78.9   4.9671      2
+   3 │ 0.02729      0.0     7.07      0    0.469    7.185     61.1   4.9671      2
+  ⋮  │    ⋮        ⋮        ⋮       ⋮       ⋮        ⋮        ⋮        ⋮       ⋮   ⋱
+ 504 │ 0.06076      0.0    11.93      0    0.573    6.976     91.0   2.1675      1
+ 505 │ 0.10959      0.0    11.93      0    0.573    6.794     89.3   2.3889      1
+ 506 │ 0.04741      0.0    11.93      0    0.573    6.03      80.8   2.505       1 ⋯

        Cleaning the data

        Say the data needs some massaging, such as imputation, outlier removal, or restructuring. We can cleanly handle this by creating a second dataset that uses the value of the initial dataset. Say we consider this initial data unclean, and that to "clean" this dataset we filter out the entries where the we only keep entries where the MedV value is within the 90% quantile. We can easily do this with the make Data REPL command.

        For this, we'll want to use the StatsBase package, so we'll add it and then make it available to use with DataToolkit.@addpkgs.

        (datatoolkit_tutorial) pkg> add StatsBase
+
+julia> DataToolkit.@addpkgs StatsBase
        Info

        The DataToolkit.@addpkgs StatsBase line will need to be executed in every fresh Julia session, when creating a data package it makes sense to put this within the __init__ function.

        Now we can create the boston (clean) dataset with the make command.

        (tutorial) data> make boston (clean)
+
+(data) julia> @require StatsBase
+StatsBase
+
+(data) julia> proportion = 0.8
+0.8
+
+(data) julia> column = "MedV"
+
+(data) julia> vals = d"boston"[!, column]
+506-element Vector{Float64}:
+
+(data) julia> minval, maxval = StatsBase.quantile(vals, [0.5 - proportion/2, 0.5 + proportion/2])
+2-element Vector{Float64}:
+ 12.75
+ 34.8
+
+(data) julia> mask = minval .<= vals .<= maxval
+506-element BitVector:
+
+(data) julia> d"boston"[mask, :]
+456×14 DataFrame...
+
+^D
+
+ Would you like to edit the final script? [Y/n]: n
+ What is the type of the returned value? DataFrame
+ Description: Cleaned Boston Housing data
+ Should the script be inserted inline (i), or as a file (f)? i
+ ✓ Created 'boston (clean)' (5162814a-120f-4cdc-9958-620189295330)
+
+(tutorial) data>

        We can look inside the Data.toml to see the new entry.

        [["boston (clean)"]]
+uuid = "5162814a-120f-4cdc-9958-620189295330"
+description = "Cleaned Boston Housing data"
+
+    [["boston (clean)".loader]]
+    driver = "julia"
+    function = '''
+function (; var"data#boston")
+    @require StatsBase
+    proportion = 0.8
+    column = "MedV"
+    vals = var"data#boston"[!, column]
+    (minval, maxval) = StatsBase.quantile(vals, [0.5 - proportion / 2, 0.5 + proportion / 2])
+    mask = minval .<= vals .<= maxval
+    var"data#boston"[mask, :]
+end
+'''
+    type = "DataFrame"
+
+        ["boston (clean)".loader.arguments]
+        "data#boston" = "📇DATASET<<boston::DataFrame>>"

        Fitting a linear model

        Now let's say we want to fit a linear model for the relationship between MedV and Rm. We could do this in a script … or create another derived dataset.

        Let's do this with GLM, so first run ] add GLM, then DataToolkit.@addpkgs GLM. Now we'll create another derived data set with make.

        (tutorial) data> make boston Rm ~ MedV
+
+(data) julia> @require GLM
+
+(data) julia> GLM.lm(GLM.@formula(Rm ~ MedV), d"boston (clean)")
+
+^D
+
+ Would you like to edit the final script? [Y/n]: n
+ What is the type of the returned value? Any
+ Description: A linear model for the relation between Rm and MedV
+ Should the script be inserted inline (i), or as a file (f)? i
+ ✓ Created 'boston Rm ~ MedV' (e720acb2-5ed1-417f-bfd0-668c21134c87)
+
+(tutorial) data>
        Info

        For now, manually specify Any as the return type instead of the default StatsModels.TableRegressionModel{GLM.LinearModel{GLM.LmResp{Array{Float64,1}},GLM.DensePredChol{Float64,LinearAlgebra.CholeskyPivoted{Float64,Array{Float64,2},Array{Int64,1}}}},Array{Float64,2}}. It's currently difficult for DataToolkitBase to represent types that rely on nested modules, which occurs here.

        Obtaining the linear regression result is as easy as fetching any other dataset.

        julia> d"boston Rm ~ MedV"
+StatsModels.TableRegressionModel{LinearModel{GLM.LmResp{Vector{Float64}}, GLM.DensePredChol{Float64, LinearAlgebra.CholeskyPivoted{Float64, Matrix{Float64}, Vector{Int64}}}}, Matrix{Float64}}
+
+Rm ~ 1 + MedV
+
+Coefficients:
+─────────────────────────────────────────────────────────────────────────
+                 Coef.  Std. Error      t  Pr(>|t|)  Lower 95%  Upper 95%
+─────────────────────────────────────────────────────────────────────────
+(Intercept)  4.95241     0.0753342  65.74    <1e-99  4.80436    5.10045
+MedV         0.0588453   0.0033047  17.81    <1e-53  0.0523509  0.0653397
+─────────────────────────────────────────────────────────────────────────

        A more easily tunable cleaner

        In the current implementation of boston (clean), we hardcoded a proportion value of 0.8, and set the column to "MedV". It could be nice if we made those more easily tunable. We can do this by turning them into keyword arguments of the function.

        To make this change, we will use the edit Data REPL command.

        (tutorial) data> edit boston (clean)

        This will open up a temporary TOML file containing the boston (clean) dataset in your text editor of choice. In this file, change the function to:

        function (; var"data#boston", proportion, column)
+    @require StatsBase
+    vals = var"data#boston"[!, column]
+    (minval, maxval) = StatsBase.quantile(vals, [0.5 - proportion / 2, 0.5 + proportion / 2])
+    mask = minval .<= vals .<= maxval
+    var"data#boston"[mask, :]
+end

        We will then move the proportion = 0.8 and column = "MedV" lines to the arguments table.

        ["boston (clean)".loader.arguments]
+"data#boston" = "📇DATASET<<boston::DataFrame>>"
+proportion = 0.8
+column = "MedV"

        Aftre making these changes and closing the file, we'll be asked if we want to make this change (we do).

        (tutorial) data> edit boston (clean)
+ ~ Modified loader:
+   ~ Modified [1]:
+     ~ Modified arguments:
+       + Added column
+       + Added proportion
+     ~ Modified function:
+       "function (; var\"data#boston\")\n    @require StatsBase\n    proportion = 0.9\n    column = \"MedV\"\n    vals = var\"data#boston\"[!, column]\n    (minval, maxval) = StatsBase.quantile(vals, [0.5 - proportion / 2, 0.5 + proportion / 2])\n    mask = minval .<= vals .<= maxval\n    var\"data#boston\"[mask, :]\nend\n" ~> "function (; var\"data#boston\", proportion, column)\n    @require StatsBase\n    vals = var\"data#boston\"[!, column]\n    (minval, maxval) = StatsBase.quantile(vals, [0.5 - proportion / 2, 0.5 + proportion / 2])\n    mask = minval .<= vals .<= maxval\n    var\"data#boston\"[mask, :]\nend\n"
+ Does this look correct? [y/N]: y
+ ✓ Edited 'boston (clean)' (5162814a-120f-4cdc-9958-620189295330)

        Propagating changes

        With our new parameterisation of the cleaning step, we can now easily tune the cleaning step. We can see the results of this propagating through in the boston Rm ~ MedV dataset.

        First, see that the d"boston Rm ~ MedV" result is the same as it was before.

        julia> d"boston Rm ~ MedV"
+StatsModels.TableRegressionModel{LinearModel{GLM.LmResp{Vector{Float64}}, GLM.DensePredChol{Float64, LinearAlgebra.CholeskyPivoted{Float64, Matrix{Float64}, Vector{Int64}}}}, Matrix{Float64}}
+
+Rm ~ 1 + MedV
+
+Coefficients:
+─────────────────────────────────────────────────────────────────────────
+                 Coef.  Std. Error      t  Pr(>|t|)  Lower 95%  Upper 95%
+─────────────────────────────────────────────────────────────────────────
+(Intercept)  4.98609     0.0978742  50.94    <1e-99  4.79369    5.1785
+MedV         0.0563562   0.0044222  12.74    <1e-30  0.0476627  0.0650497
+─────────────────────────────────────────────────────────────────────────

        Now, edit the boston (clean) dataset again and change the proportion to 0.95.

        (tutorial) data> edit boston (clean)
+ ~ Modified loader:
+   ~ Modified [1]:
+     ~ Modified arguments:
+       ~ Modified proportion:
+         0.8 ~> 0.95
+ Does this look correct? [y/N]: y
+ ✓ Edited 'boston (clean)' (5162814a-120f-4cdc-9958-620189295330)

        Since boston (clean) is an input of boston Rm ~ MedV, and all inputs are recursively hashed (like in a Merkle tree), we can immediately see the (small) change simply by fetching it again — it is automatically recomputed.

        julia> d"boston Rm ~ MedV"
+StatsModels.TableRegressionModel{LinearModel{GLM.LmResp{Vector{Float64}}, GLM.DensePredChol{Float64, LinearAlgebra.CholeskyPivoted{Float64, Matrix{Float64}, Vector{Int64}}}}, Matrix{Float64}}
+
+Rm ~ 1 + MedV
+
+Coefficients:
+─────────────────────────────────────────────────────────────────────────
+                 Coef.  Std. Error      t  Pr(>|t|)  Lower 95%  Upper 95%
+─────────────────────────────────────────────────────────────────────────
+(Intercept)  5.05849    0.0618848   81.74    <1e-99   4.9369    5.18008
+MedV         0.0541727  0.00251511  21.54    <1e-72   0.049231  0.0591144
+─────────────────────────────────────────────────────────────────────────

        The final Data.toml

        At the end of this tutorial (or should you wish to just poke at the results), you should end up with a Data.toml that looks like this:

        data_config_version = 0
+uuid = "f20a77d0-0dc9-41bb-875b-ad0bf42c90bd"
+name = "tutorial"
+plugins = ["defaults", "store"]
+
+[config.defaults.storage._]
+checksum = "auto"
+
+[[boston]]
+uuid = "02968c42-828e-4f22-86b8-ec67ac629a03"
+description = "The Boston Housing data set. This contains information collected by the U.S Census Service concerning housing in the area of Boston Mass."
+
+    [[boston.storage]]
+    driver = "web"
+    checksum = "k12:663371e9040b883267104b32d8ac28e6"
+    url = "https://github.com/JuliaStats/RDatasets.jl/raw/v0.7.0/data/MASS/Boston.csv.gz"
+
+    [[boston.loader]]
+    driver = "chain"
+    loaders = ["gzip", "csv"]
+
+[["boston (clean)"]]
+uuid = "5162814a-120f-4cdc-9958-620189295330"
+description = "Cleaned Boston Housing data"
+
+    [["boston (clean)".loader]]
+    driver = "julia"
+    function = '''
+function (; var"data#boston", proportion, column)
+    @require StatsBase
+    vals = var"data#boston"[!, column]
+    (minval, maxval) = StatsBase.quantile(vals, [0.5 - proportion / 2, 0.5 + proportion / 2])
+    mask = minval .<= vals .<= maxval
+    var"data#boston"[mask, :]
+end
+'''
+    type = "DataFrame"
+
+        ["boston (clean)".loader.arguments]
+        column = "MedV"
+        "data#boston" = "📇DATASET<<boston::DataFrame>>"
+        proportion = 0.95
+
+[["boston Rm ~ MedV"]]
+uuid = "e720acb2-5ed1-417f-bfd0-668c21134c87"
+description = "A linear model for the relation between Rm and MedV"
+
+    [["boston Rm ~ MedV".loader]]
+    driver = "julia"
+    function = """
+function (; var\"data#boston (clean)\")
+    @require GLM
+    GLM.lm(GLM.@formula(Rm ~ MedV), var\"data#boston (clean)\")
+end
+"""
+
+        ["boston Rm ~ MedV".loader.arguments]
+        "data#boston (clean)" = "📇DATASET<<boston (clean)::DataFrame>>"
+
+[[iris]]
+uuid = "3f3d7714-22aa-4555-a950-78f43b74b81c"
+description = "Fisher's famous Iris flower measurements"
+
+    [[iris.storage]]
+    driver = "web"
+    checksum = "k12:cfb9a6a302f58e5a9b0c815bb7e8efb4"
+    url = "https://raw.githubusercontent.com/scikit-learn/scikit-learn/1.0/sklearn/datasets/data/iris.csv"
+
+    [[iris.loader]]
+    driver = "csv"
+
+        [iris.loader.args]
+        header = ["sepal_length", "sepal_width", "petal_length", "petal_width", "species_class"]
+        skipto = 2
        \ No newline at end of file diff --git a/docs/repl/.documenter-siteinfo.json b/docs/repl/.documenter-siteinfo.json new file mode 100644 index 000000000..682216c48 --- /dev/null +++ b/docs/repl/.documenter-siteinfo.json @@ -0,0 +1 @@ +{"documenter":{"julia_version":"1.10.5","generation_timestamp":"2024-09-29T08:45:47","documenter_version":"1.7.0"}} \ No newline at end of file diff --git a/docs/repl/assets/documenter.js b/docs/repl/assets/documenter.js new file mode 100644 index 000000000..82252a11d --- /dev/null +++ b/docs/repl/assets/documenter.js @@ -0,0 +1,1064 @@ +// Generated by Documenter.jl +requirejs.config({ + paths: { + 'highlight-julia': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/languages/julia.min', + 'headroom': 'https://cdnjs.cloudflare.com/ajax/libs/headroom/0.12.0/headroom.min', + 'jqueryui': 'https://cdnjs.cloudflare.com/ajax/libs/jqueryui/1.13.2/jquery-ui.min', + 'katex-auto-render': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/contrib/auto-render.min', + 'jquery': 'https://cdnjs.cloudflare.com/ajax/libs/jquery/3.7.0/jquery.min', + 'headroom-jquery': 'https://cdnjs.cloudflare.com/ajax/libs/headroom/0.12.0/jQuery.headroom.min', + 'katex': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min', + 'highlight': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/highlight.min', + 'highlight-julia-repl': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/languages/julia-repl.min', + }, + shim: { + "highlight-julia": { + "deps": [ + "highlight" + ] + }, + "katex-auto-render": { + "deps": [ + "katex" + ] + }, + "headroom-jquery": { + "deps": [ + "jquery", + "headroom" + ] + }, + "highlight-julia-repl": { + "deps": [ + "highlight" + ] + } +} +}); +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'katex', 'katex-auto-render'], function($, katex, renderMathInElement) { +$(document).ready(function() { + renderMathInElement( + document.body, + { + "delimiters": [ + { + "left": "$", + "right": "$", + "display": false + }, + { + "left": "$$", + "right": "$$", + "display": true + }, + { + "left": "\\[", + "right": "\\]", + "display": true + } + ] +} + + ); +}) + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'highlight', 'highlight-julia', 'highlight-julia-repl'], function($) { +$(document).ready(function() { + hljs.highlightAll(); +}) + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +let timer = 0; +var isExpanded = true; + +$(document).on( + "click", + ".docstring .docstring-article-toggle-button", + function () { + let articleToggleTitle = "Expand docstring"; + const parent = $(this).parent(); + + debounce(() => { + if (parent.siblings("section").is(":visible")) { + parent + .find("a.docstring-article-toggle-button") + .removeClass("fa-chevron-down") + .addClass("fa-chevron-right"); + } else { + parent + .find("a.docstring-article-toggle-button") + .removeClass("fa-chevron-right") + .addClass("fa-chevron-down"); + + articleToggleTitle = "Collapse docstring"; + } + + parent + .children(".docstring-article-toggle-button") + .prop("title", articleToggleTitle); + parent.siblings("section").slideToggle(); + }); + } +); + +$(document).on("click", ".docs-article-toggle-button", function (event) { + let articleToggleTitle = "Expand docstring"; + let navArticleToggleTitle = "Expand all docstrings"; + let animationSpeed = event.noToggleAnimation ? 0 : 400; + + debounce(() => { + if (isExpanded) { + $(this).removeClass("fa-chevron-up").addClass("fa-chevron-down"); + $("a.docstring-article-toggle-button") + .removeClass("fa-chevron-down") + .addClass("fa-chevron-right"); + + isExpanded = false; + + $(".docstring section").slideUp(animationSpeed); + } else { + $(this).removeClass("fa-chevron-down").addClass("fa-chevron-up"); + $("a.docstring-article-toggle-button") + .removeClass("fa-chevron-right") + .addClass("fa-chevron-down"); + + isExpanded = true; + articleToggleTitle = "Collapse docstring"; + navArticleToggleTitle = "Collapse all docstrings"; + + $(".docstring section").slideDown(animationSpeed); + } + + $(this).prop("title", navArticleToggleTitle); + $(".docstring-article-toggle-button").prop("title", articleToggleTitle); + }); +}); + +function debounce(callback, timeout = 300) { + if (Date.now() - timer > timeout) { + callback(); + } + + clearTimeout(timer); + + timer = Date.now(); +} + +}) +//////////////////////////////////////////////////////////////////////////////// +require([], function() { +function addCopyButtonCallbacks() { + for (const el of document.getElementsByTagName("pre")) { + const button = document.createElement("button"); + button.classList.add("copy-button", "fa-solid", "fa-copy"); + button.setAttribute("aria-label", "Copy this code block"); + button.setAttribute("title", "Copy"); + + el.appendChild(button); + + const success = function () { + button.classList.add("success", "fa-check"); + button.classList.remove("fa-copy"); + }; + + const failure = function () { + button.classList.add("error", "fa-xmark"); + button.classList.remove("fa-copy"); + }; + + button.addEventListener("click", function () { + copyToClipboard(el.innerText).then(success, failure); + + setTimeout(function () { + button.classList.add("fa-copy"); + button.classList.remove("success", "fa-check", "fa-xmark"); + }, 5000); + }); + } +} + +function copyToClipboard(text) { + // clipboard API is only available in secure contexts + if (window.navigator && window.navigator.clipboard) { + return window.navigator.clipboard.writeText(text); + } else { + return new Promise(function (resolve, reject) { + try { + const el = document.createElement("textarea"); + el.textContent = text; + el.style.position = "fixed"; + el.style.opacity = 0; + document.body.appendChild(el); + el.select(); + document.execCommand("copy"); + + resolve(); + } catch (err) { + reject(err); + } finally { + document.body.removeChild(el); + } + }); + } +} + +if (document.readyState === "loading") { + document.addEventListener("DOMContentLoaded", addCopyButtonCallbacks); +} else { + addCopyButtonCallbacks(); +} + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'headroom', 'headroom-jquery'], function($, Headroom) { + +// Manages the top navigation bar (hides it when the user starts scrolling down on the +// mobile). +window.Headroom = Headroom; // work around buggy module loading? +$(document).ready(function () { + $("#documenter .docs-navbar").headroom({ + tolerance: { up: 10, down: 10 }, + }); +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +$(document).ready(function () { + let meta = $("div[data-docstringscollapsed]").data(); + + if (meta?.docstringscollapsed) { + $("#documenter-article-toggle-button").trigger({ + type: "click", + noToggleAnimation: true, + }); + } +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +/* +To get an in-depth about the thought process you can refer: https://hetarth02.hashnode.dev/series/gsoc + +PSEUDOCODE: + +Searching happens automatically as the user types or adjusts the selected filters. +To preserve responsiveness, as much as possible of the slow parts of the search are done +in a web worker. Searching and result generation are done in the worker, and filtering and +DOM updates are done in the main thread. The filters are in the main thread as they should +be very quick to apply. This lets filters be changed without re-searching with minisearch +(which is possible even if filtering is on the worker thread) and also lets filters be +changed _while_ the worker is searching and without message passing (neither of which are +possible if filtering is on the worker thread) + +SEARCH WORKER: + +Import minisearch + +Build index + +On message from main thread + run search + find the first 200 unique results from each category, and compute their divs for display + note that this is necessary and sufficient information for the main thread to find the + first 200 unique results from any given filter set + post results to main thread + +MAIN: + +Launch worker + +Declare nonconstant globals (worker_is_running, last_search_text, unfiltered_results) + +On text update + if worker is not running, launch_search() + +launch_search + set worker_is_running to true, set last_search_text to the search text + post the search query to worker + +on message from worker + if last_search_text is not the same as the text in the search field, + the latest search result is not reflective of the latest search query, so update again + launch_search() + otherwise + set worker_is_running to false + + regardless, display the new search results to the user + save the unfiltered_results as a global + update_search() + +on filter click + adjust the filter selection + update_search() + +update_search + apply search filters by looping through the unfiltered_results and finding the first 200 + unique results that match the filters + + Update the DOM +*/ + +/////// SEARCH WORKER /////// + +function worker_function(documenterSearchIndex, documenterBaseURL, filters) { + importScripts( + "https://cdn.jsdelivr.net/npm/minisearch@6.1.0/dist/umd/index.min.js" + ); + + let data = documenterSearchIndex.map((x, key) => { + x["id"] = key; // minisearch requires a unique for each object + return x; + }); + + // list below is the lunr 2.1.3 list minus the intersect with names(Base) + // (all, any, get, in, is, only, which) and (do, else, for, let, where, while, with) + // ideally we'd just filter the original list but it's not available as a variable + const stopWords = new Set([ + "a", + "able", + "about", + "across", + "after", + "almost", + "also", + "am", + "among", + "an", + "and", + "are", + "as", + "at", + "be", + "because", + "been", + "but", + "by", + "can", + "cannot", + "could", + "dear", + "did", + "does", + "either", + "ever", + "every", + "from", + "got", + "had", + "has", + "have", + "he", + "her", + "hers", + "him", + "his", + "how", + "however", + "i", + "if", + "into", + "it", + "its", + "just", + "least", + "like", + "likely", + "may", + "me", + "might", + "most", + "must", + "my", + "neither", + "no", + "nor", + "not", + "of", + "off", + "often", + "on", + "or", + "other", + "our", + "own", + "rather", + "said", + "say", + "says", + "she", + "should", + "since", + "so", + "some", + "than", + "that", + "the", + "their", + "them", + "then", + "there", + "these", + "they", + "this", + "tis", + "to", + "too", + "twas", + "us", + "wants", + "was", + "we", + "were", + "what", + "when", + "who", + "whom", + "why", + "will", + "would", + "yet", + "you", + "your", + ]); + + let index = new MiniSearch({ + fields: ["title", "text"], // fields to index for full-text search + storeFields: ["location", "title", "text", "category", "page"], // fields to return with results + processTerm: (term) => { + let word = stopWords.has(term) ? null : term; + if (word) { + // custom trimmer that doesn't strip @ and !, which are used in julia macro and function names + word = word + .replace(/^[^a-zA-Z0-9@!]+/, "") + .replace(/[^a-zA-Z0-9@!]+$/, ""); + + word = word.toLowerCase(); + } + + return word ?? null; + }, + // add . as a separator, because otherwise "title": "Documenter.Anchors.add!", would not + // find anything if searching for "add!", only for the entire qualification + tokenize: (string) => string.split(/[\s\-\.]+/), + // options which will be applied during the search + searchOptions: { + prefix: true, + boost: { title: 100 }, + fuzzy: 2, + }, + }); + + index.addAll(data); + + /** + * Used to map characters to HTML entities. + * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts + */ + const htmlEscapes = { + "&": "&", + "<": "<", + ">": ">", + '"': """, + "'": "'", + }; + + /** + * Used to match HTML entities and HTML characters. + * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts + */ + const reUnescapedHtml = /[&<>"']/g; + const reHasUnescapedHtml = RegExp(reUnescapedHtml.source); + + /** + * Escape function from lodash + * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts + */ + function escape(string) { + return string && reHasUnescapedHtml.test(string) + ? string.replace(reUnescapedHtml, (chr) => htmlEscapes[chr]) + : string || ""; + } + + /** + * RegX escape function from MDN + * Refer: https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Regular_Expressions#escaping + */ + function escapeRegExp(string) { + return string.replace(/[.*+?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string + } + + /** + * Make the result component given a minisearch result data object and the value + * of the search input as queryString. To view the result object structure, refer: + * https://lucaong.github.io/minisearch/modules/_minisearch_.html#searchresult + * + * @param {object} result + * @param {string} querystring + * @returns string + */ + function make_search_result(result, querystring) { + let search_divider = `
        `; + let display_link = + result.location.slice(Math.max(0), Math.min(50, result.location.length)) + + (result.location.length > 30 ? "..." : ""); // To cut-off the link because it messes with the overflow of the whole div + + if (result.page !== "") { + display_link += ` (${result.page})`; + } + searchstring = escapeRegExp(querystring); + let textindex = new RegExp(`${searchstring}`, "i").exec(result.text); + let text = + textindex !== null + ? result.text.slice( + Math.max(textindex.index - 100, 0), + Math.min( + textindex.index + querystring.length + 100, + result.text.length + ) + ) + : ""; // cut-off text before and after from the match + + text = text.length ? escape(text) : ""; + + let display_result = text.length + ? "..." + + text.replace( + new RegExp(`${escape(searchstring)}`, "i"), // For first occurrence + '$&' + ) + + "..." + : ""; // highlights the match + + let in_code = false; + if (!["page", "section"].includes(result.category.toLowerCase())) { + in_code = true; + } + + // We encode the full url to escape some special characters which can lead to broken links + let result_div = ` + +
        +
        ${escape(result.title)}
        +
        ${result.category}
        +
        +

        + ${display_result} +

        +
        + ${display_link} +
        +         + ${search_divider} + `; + + return result_div; + } + + self.onmessage = function (e) { + let query = e.data; + let results = index.search(query, { + filter: (result) => { + // Only return relevant results + return result.score >= 1; + }, + combineWith: "AND", + }); + + // Pre-filter to deduplicate and limit to 200 per category to the extent + // possible without knowing what the filters are. + let filtered_results = []; + let counts = {}; + for (let filter of filters) { + counts[filter] = 0; + } + let present = {}; + + for (let result of results) { + cat = result.category; + cnt = counts[cat]; + if (cnt < 200) { + id = cat + "---" + result.location; + if (present[id]) { + continue; + } + present[id] = true; + filtered_results.push({ + location: result.location, + category: cat, + div: make_search_result(result, query), + }); + } + } + + postMessage(filtered_results); + }; +} + +// `worker = Threads.@spawn worker_function(documenterSearchIndex)`, but in JavaScript! +const filters = [ + ...new Set(documenterSearchIndex["docs"].map((x) => x.category)), +]; +const worker_str = + "(" + + worker_function.toString() + + ")(" + + JSON.stringify(documenterSearchIndex["docs"]) + + "," + + JSON.stringify(documenterBaseURL) + + "," + + JSON.stringify(filters) + + ")"; +const worker_blob = new Blob([worker_str], { type: "text/javascript" }); +const worker = new Worker(URL.createObjectURL(worker_blob)); + +/////// SEARCH MAIN /////// + +// Whether the worker is currently handling a search. This is a boolean +// as the worker only ever handles 1 or 0 searches at a time. +var worker_is_running = false; + +// The last search text that was sent to the worker. This is used to determine +// if the worker should be launched again when it reports back results. +var last_search_text = ""; + +// The results of the last search. This, in combination with the state of the filters +// in the DOM, is used compute the results to display on calls to update_search. +var unfiltered_results = []; + +// Which filter is currently selected +var selected_filter = ""; + +$(document).on("input", ".documenter-search-input", function (event) { + if (!worker_is_running) { + launch_search(); + } +}); + +function launch_search() { + worker_is_running = true; + last_search_text = $(".documenter-search-input").val(); + worker.postMessage(last_search_text); +} + +worker.onmessage = function (e) { + if (last_search_text !== $(".documenter-search-input").val()) { + launch_search(); + } else { + worker_is_running = false; + } + + unfiltered_results = e.data; + update_search(); +}; + +$(document).on("click", ".search-filter", function () { + if ($(this).hasClass("search-filter-selected")) { + selected_filter = ""; + } else { + selected_filter = $(this).text().toLowerCase(); + } + + // This updates search results and toggles classes for UI: + update_search(); +}); + +/** + * Make/Update the search component + */ +function update_search() { + let querystring = $(".documenter-search-input").val(); + + if (querystring.trim()) { + if (selected_filter == "") { + results = unfiltered_results; + } else { + results = unfiltered_results.filter((result) => { + return selected_filter == result.category.toLowerCase(); + }); + } + + let search_result_container = ``; + let modal_filters = make_modal_body_filters(); + let search_divider = `
        `; + + if (results.length) { + let links = []; + let count = 0; + let search_results = ""; + + for (var i = 0, n = results.length; i < n && count < 200; ++i) { + let result = results[i]; + if (result.location && !links.includes(result.location)) { + search_results += result.div; + count++; + links.push(result.location); + } + } + + if (count == 1) { + count_str = "1 result"; + } else if (count == 200) { + count_str = "200+ results"; + } else { + count_str = count + " results"; + } + let result_count = `
        ${count_str}
        `; + + search_result_container = ` +
        + ${modal_filters} + ${search_divider} + ${result_count} +
        + ${search_results} +
        +
        + `; + } else { + search_result_container = ` +
        + ${modal_filters} + ${search_divider} +
        0 result(s)
        +
        +
        No result found!
        + `; + } + + if ($(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").removeClass("is-justify-content-center"); + } + + $(".search-modal-card-body").html(search_result_container); + } else { + if (!$(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").addClass("is-justify-content-center"); + } + + $(".search-modal-card-body").html(` +
        Type something to get started!
        + `); + } +} + +/** + * Make the modal filter html + * + * @returns string + */ +function make_modal_body_filters() { + let str = filters + .map((val) => { + if (selected_filter == val.toLowerCase()) { + return `${val}`; + } else { + return `${val}`; + } + }) + .join(""); + + return ` +
        + Filters: + ${str} +
        `; +} + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// Modal settings dialog +$(document).ready(function () { + var settings = $("#documenter-settings"); + $("#documenter-settings-button").click(function () { + settings.toggleClass("is-active"); + }); + // Close the dialog if X is clicked + $("#documenter-settings button.delete").click(function () { + settings.removeClass("is-active"); + }); + // Close dialog if ESC is pressed + $(document).keyup(function (e) { + if (e.keyCode == 27) settings.removeClass("is-active"); + }); +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +$(document).ready(function () { + let search_modal_header = ` +
        +
        +

        + + + + +

        +
        +
        + +
        +
        + `; + + let initial_search_body = ` +
        Type something to get started!
        + `; + + let search_modal_footer = ` +
        + + Ctrl + + / to search + + esc to close +
        + `; + + $(document.body).append( + ` + + ` + ); + + document.querySelector(".docs-search-query").addEventListener("click", () => { + openModal(); + }); + + document + .querySelector(".close-search-modal") + .addEventListener("click", () => { + closeModal(); + }); + + $(document).on("click", ".search-result-link", function () { + closeModal(); + }); + + document.addEventListener("keydown", (event) => { + if ((event.ctrlKey || event.metaKey) && event.key === "/") { + openModal(); + } else if (event.key === "Escape") { + closeModal(); + } + + return false; + }); + + // Functions to open and close a modal + function openModal() { + let searchModal = document.querySelector("#search-modal"); + + searchModal.classList.add("is-active"); + document.querySelector(".documenter-search-input").focus(); + } + + function closeModal() { + let searchModal = document.querySelector("#search-modal"); + let initial_search_body = ` +
        Type something to get started!
        + `; + + searchModal.classList.remove("is-active"); + document.querySelector(".documenter-search-input").blur(); + + if (!$(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").addClass("is-justify-content-center"); + } + + $(".documenter-search-input").val(""); + $(".search-modal-card-body").html(initial_search_body); + } + + document + .querySelector("#search-modal .modal-background") + .addEventListener("click", () => { + closeModal(); + }); +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// Manages the showing and hiding of the sidebar. +$(document).ready(function () { + var sidebar = $("#documenter > .docs-sidebar"); + var sidebar_button = $("#documenter-sidebar-button"); + sidebar_button.click(function (ev) { + ev.preventDefault(); + sidebar.toggleClass("visible"); + if (sidebar.hasClass("visible")) { + // Makes sure that the current menu item is visible in the sidebar. + $("#documenter .docs-menu a.is-active").focus(); + } + }); + $("#documenter > .docs-main").bind("click", function (ev) { + if ($(ev.target).is(sidebar_button)) { + return; + } + if (sidebar.hasClass("visible")) { + sidebar.removeClass("visible"); + } + }); +}); + +// Resizes the package name / sitename in the sidebar if it is too wide. +// Inspired by: https://github.com/davatron5000/FitText.js +$(document).ready(function () { + e = $("#documenter .docs-autofit"); + function resize() { + var L = parseInt(e.css("max-width"), 10); + var L0 = e.width(); + if (L0 > L) { + var h0 = parseInt(e.css("font-size"), 10); + e.css("font-size", (L * h0) / L0); + // TODO: make sure it survives resizes? + } + } + // call once and then register events + resize(); + $(window).resize(resize); + $(window).on("orientationchange", resize); +}); + +// Scroll the navigation bar to the currently selected menu item +$(document).ready(function () { + var sidebar = $("#documenter .docs-menu").get(0); + var active = $("#documenter .docs-menu .is-active").get(0); + if (typeof active !== "undefined") { + sidebar.scrollTop = active.offsetTop - sidebar.offsetTop - 15; + } +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// Theme picker setup +$(document).ready(function () { + // onchange callback + $("#documenter-themepicker").change(function themepick_callback(ev) { + var themename = $("#documenter-themepicker option:selected").attr("value"); + if (themename === "auto") { + // set_theme(window.matchMedia('(prefers-color-scheme: dark)').matches ? 'dark' : 'light'); + window.localStorage.removeItem("documenter-theme"); + } else { + // set_theme(themename); + window.localStorage.setItem("documenter-theme", themename); + } + // We re-use the global function from themeswap.js to actually do the swapping. + set_theme_from_local_storage(); + }); + + // Make sure that the themepicker displays the correct theme when the theme is retrieved + // from localStorage + if (typeof window.localStorage !== "undefined") { + var theme = window.localStorage.getItem("documenter-theme"); + if (theme !== null) { + $("#documenter-themepicker option").each(function (i, e) { + e.selected = e.value === theme; + }); + } + } +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// update the version selector with info from the siteinfo.js and ../versions.js files +$(document).ready(function () { + // If the version selector is disabled with DOCUMENTER_VERSION_SELECTOR_DISABLED in the + // siteinfo.js file, we just return immediately and not display the version selector. + if ( + typeof DOCUMENTER_VERSION_SELECTOR_DISABLED === "boolean" && + DOCUMENTER_VERSION_SELECTOR_DISABLED + ) { + return; + } + + var version_selector = $("#documenter .docs-version-selector"); + var version_selector_select = $("#documenter .docs-version-selector select"); + + version_selector_select.change(function (x) { + target_href = version_selector_select + .children("option:selected") + .get(0).value; + window.location.href = target_href; + }); + + // add the current version to the selector based on siteinfo.js, but only if the selector is empty + if ( + typeof DOCUMENTER_CURRENT_VERSION !== "undefined" && + $("#version-selector > option").length == 0 + ) { + var option = $( + "" + ); + version_selector_select.append(option); + } + + if (typeof DOC_VERSIONS !== "undefined") { + var existing_versions = version_selector_select.children("option"); + var existing_versions_texts = existing_versions.map(function (i, x) { + return x.text; + }); + DOC_VERSIONS.forEach(function (each) { + var version_url = documenterBaseURL + "/../" + each + "/"; + var existing_id = $.inArray(each, existing_versions_texts); + // if not already in the version selector, add it as a new option, + // otherwise update the old option with the URL and enable it + if (existing_id == -1) { + var option = $( + "" + ); + version_selector_select.append(option); + } else { + var option = existing_versions[existing_id]; + option.value = version_url; + option.disabled = false; + } + }); + } + + // only show the version selector if the selector has been populated + if (version_selector_select.children("option").length > 0) { + version_selector.toggleClass("visible"); + } +}); + +}) diff --git a/docs/repl/assets/favicon.ico b/docs/repl/assets/favicon.ico new file mode 100644 index 0000000000000000000000000000000000000000..be2bb11095f88934234a113e8315511128280243 GIT binary patch literal 3336 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.docstring>section>a.button.is-inverted.is-outlined.is-loading.is-focused.docs-sourcelink::after{border-color:transparent transparent #8caaee #8caaee !important}html.theme--catppuccin-frappe .button.is-primary.is-inverted.is-outlined[disabled],html.theme--catppuccin-frappe .docstring>section>a.button.is-inverted.is-outlined.docs-sourcelink[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-primary.is-inverted.is-outlined,fieldset[disabled] html.theme--catppuccin-frappe .docstring>section>a.button.is-inverted.is-outlined.docs-sourcelink{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-frappe .button.is-primary.is-light,html.theme--catppuccin-frappe .docstring>section>a.button.is-light.docs-sourcelink{background-color:#edf2fc;color:#153a8e}html.theme--catppuccin-frappe .button.is-primary.is-light:hover,html.theme--catppuccin-frappe .docstring>section>a.button.is-light.docs-sourcelink:hover,html.theme--catppuccin-frappe .button.is-primary.is-light.is-hovered,html.theme--catppuccin-frappe .docstring>section>a.button.is-light.is-hovered.docs-sourcelink{background-color:#e2eafb;border-color:transparent;color:#153a8e}html.theme--catppuccin-frappe .button.is-primary.is-light:active,html.theme--catppuccin-frappe .docstring>section>a.button.is-light.docs-sourcelink:active,html.theme--catppuccin-frappe .button.is-primary.is-light.is-active,html.theme--catppuccin-frappe .docstring>section>a.button.is-light.is-active.docs-sourcelink{background-color:#d7e1f9;border-color:transparent;color:#153a8e}html.theme--catppuccin-frappe .button.is-link{background-color:#8caaee;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-link:hover,html.theme--catppuccin-frappe .button.is-link.is-hovered{background-color:#81a2ec;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-link:focus,html.theme--catppuccin-frappe 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.button.is-link.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#8caaee}html.theme--catppuccin-frappe .button.is-link.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-link.is-outlined{background-color:transparent;border-color:#8caaee;color:#8caaee}html.theme--catppuccin-frappe .button.is-link.is-outlined:hover,html.theme--catppuccin-frappe .button.is-link.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-link.is-outlined:focus,html.theme--catppuccin-frappe .button.is-link.is-outlined.is-focused{background-color:#8caaee;border-color:#8caaee;color:#fff}html.theme--catppuccin-frappe .button.is-link.is-outlined.is-loading::after{border-color:transparent transparent #8caaee #8caaee !important}html.theme--catppuccin-frappe .button.is-link.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-link.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-link.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-link.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-link.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-link.is-outlined{background-color:transparent;border-color:#8caaee;box-shadow:none;color:#8caaee}html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined.is-focused{background-color:#fff;color:#8caaee}html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #8caaee #8caaee !important}html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-frappe .button.is-link.is-light{background-color:#edf2fc;color:#153a8e}html.theme--catppuccin-frappe .button.is-link.is-light:hover,html.theme--catppuccin-frappe .button.is-link.is-light.is-hovered{background-color:#e2eafb;border-color:transparent;color:#153a8e}html.theme--catppuccin-frappe .button.is-link.is-light:active,html.theme--catppuccin-frappe .button.is-link.is-light.is-active{background-color:#d7e1f9;border-color:transparent;color:#153a8e}html.theme--catppuccin-frappe .button.is-info{background-color:#81c8be;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info:hover,html.theme--catppuccin-frappe .button.is-info.is-hovered{background-color:#78c4b9;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info:focus,html.theme--catppuccin-frappe .button.is-info.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info:focus:not(:active),html.theme--catppuccin-frappe .button.is-info.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(129,200,190,0.25)}html.theme--catppuccin-frappe .button.is-info:active,html.theme--catppuccin-frappe .button.is-info.is-active{background-color:#6fc0b5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-info{background-color:#81c8be;border-color:#81c8be;box-shadow:none}html.theme--catppuccin-frappe .button.is-info.is-inverted{background-color:rgba(0,0,0,0.7);color:#81c8be}html.theme--catppuccin-frappe .button.is-info.is-inverted:hover,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-info.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#81c8be}html.theme--catppuccin-frappe .button.is-info.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-info.is-outlined{background-color:transparent;border-color:#81c8be;color:#81c8be}html.theme--catppuccin-frappe .button.is-info.is-outlined:hover,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-info.is-outlined:focus,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-focused{background-color:#81c8be;border-color:#81c8be;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading::after{border-color:transparent transparent #81c8be #81c8be !important}html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-info.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-info.is-outlined{background-color:transparent;border-color:#81c8be;box-shadow:none;color:#81c8be}html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#81c8be}html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #81c8be #81c8be !important}html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info.is-light{background-color:#f1f9f8;color:#2d675f}html.theme--catppuccin-frappe .button.is-info.is-light:hover,html.theme--catppuccin-frappe .button.is-info.is-light.is-hovered{background-color:#e8f5f3;border-color:transparent;color:#2d675f}html.theme--catppuccin-frappe .button.is-info.is-light:active,html.theme--catppuccin-frappe .button.is-info.is-light.is-active{background-color:#dff1ef;border-color:transparent;color:#2d675f}html.theme--catppuccin-frappe .button.is-success{background-color:#a6d189;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success:hover,html.theme--catppuccin-frappe .button.is-success.is-hovered{background-color:#9fcd80;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success:focus,html.theme--catppuccin-frappe .button.is-success.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success:focus:not(:active),html.theme--catppuccin-frappe .button.is-success.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(166,209,137,0.25)}html.theme--catppuccin-frappe .button.is-success:active,html.theme--catppuccin-frappe .button.is-success.is-active{background-color:#98ca77;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-success{background-color:#a6d189;border-color:#a6d189;box-shadow:none}html.theme--catppuccin-frappe .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-inverted:hover,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-success.is-outlined{background-color:transparent;border-color:#a6d189;color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-outlined:hover,html.theme--catppuccin-frappe 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.button.is-success.is-outlined{background-color:transparent;border-color:#a6d189;box-shadow:none;color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #a6d189 #a6d189 !important}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-light{background-color:#f4f9f0;color:#446a29}html.theme--catppuccin-frappe .button.is-success.is-light:hover,html.theme--catppuccin-frappe .button.is-success.is-light.is-hovered{background-color:#edf6e7;border-color:transparent;color:#446a29}html.theme--catppuccin-frappe .button.is-success.is-light:active,html.theme--catppuccin-frappe .button.is-success.is-light.is-active{background-color:#e6f2de;border-color:transparent;color:#446a29}html.theme--catppuccin-frappe .button.is-warning{background-color:#e5c890;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning:hover,html.theme--catppuccin-frappe .button.is-warning.is-hovered{background-color:#e3c386;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning:focus,html.theme--catppuccin-frappe .button.is-warning.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning:focus:not(:active),html.theme--catppuccin-frappe .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(229,200,144,0.25)}html.theme--catppuccin-frappe .button.is-warning:active,html.theme--catppuccin-frappe .button.is-warning.is-active{background-color:#e0be7b;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-warning{background-color:#e5c890;border-color:#e5c890;box-shadow:none}html.theme--catppuccin-frappe .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-inverted:hover,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-warning.is-outlined{background-color:transparent;border-color:#e5c890;color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-outlined:hover,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-warning.is-outlined:focus,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-focused{background-color:#e5c890;border-color:#e5c890;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #e5c890 #e5c890 !important}html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-warning.is-outlined{background-color:transparent;border-color:#e5c890;box-shadow:none;color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #e5c890 #e5c890 !important}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning.is-light{background-color:#fbf7ee;color:#78591c}html.theme--catppuccin-frappe .button.is-warning.is-light:hover,html.theme--catppuccin-frappe .button.is-warning.is-light.is-hovered{background-color:#f9f2e4;border-color:transparent;color:#78591c}html.theme--catppuccin-frappe .button.is-warning.is-light:active,html.theme--catppuccin-frappe .button.is-warning.is-light.is-active{background-color:#f6edda;border-color:transparent;color:#78591c}html.theme--catppuccin-frappe .button.is-danger{background-color:#e78284;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger:hover,html.theme--catppuccin-frappe .button.is-danger.is-hovered{background-color:#e57779;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger:focus,html.theme--catppuccin-frappe .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger:focus:not(:active),html.theme--catppuccin-frappe .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(231,130,132,0.25)}html.theme--catppuccin-frappe .button.is-danger:active,html.theme--catppuccin-frappe .button.is-danger.is-active{background-color:#e36d6f;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger{background-color:#e78284;border-color:#e78284;box-shadow:none}html.theme--catppuccin-frappe .button.is-danger.is-inverted{background-color:#fff;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-inverted:hover,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-frappe .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-danger.is-outlined{background-color:transparent;border-color:#e78284;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-outlined:hover,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-danger.is-outlined:focus,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-focused{background-color:#e78284;border-color:#e78284;color:#fff}html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #e78284 #e78284 !important}html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger.is-outlined{background-color:transparent;border-color:#e78284;box-shadow:none;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #e78284 #e78284 !important}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-frappe .button.is-danger.is-light{background-color:#fceeee;color:#9a1e20}html.theme--catppuccin-frappe .button.is-danger.is-light:hover,html.theme--catppuccin-frappe .button.is-danger.is-light.is-hovered{background-color:#fae3e4;border-color:transparent;color:#9a1e20}html.theme--catppuccin-frappe .button.is-danger.is-light:active,html.theme--catppuccin-frappe .button.is-danger.is-light.is-active{background-color:#f8d8d9;border-color:transparent;color:#9a1e20}html.theme--catppuccin-frappe .button.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-frappe .button.is-small:not(.is-rounded),html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-frappe .button.is-normal{font-size:1rem}html.theme--catppuccin-frappe .button.is-medium{font-size:1.25rem}html.theme--catppuccin-frappe .button.is-large{font-size:1.5rem}html.theme--catppuccin-frappe .button[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button{background-color:#737994;border-color:#626880;box-shadow:none;opacity:.5}html.theme--catppuccin-frappe .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-frappe .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-frappe .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-frappe .button.is-static{background-color:#292c3c;border-color:#626880;color:#838ba7;box-shadow:none;pointer-events:none}html.theme--catppuccin-frappe .button.is-rounded,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-frappe .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-frappe .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-frappe .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-frappe .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-frappe .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-frappe .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-frappe .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-frappe .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-frappe .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-frappe .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-frappe .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-frappe .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-frappe .buttons.has-addons .button:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-frappe .buttons.has-addons .button:focus,html.theme--catppuccin-frappe .buttons.has-addons .button.is-focused,html.theme--catppuccin-frappe .buttons.has-addons .button:active,html.theme--catppuccin-frappe .buttons.has-addons .button.is-active,html.theme--catppuccin-frappe .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-frappe .buttons.has-addons .button:focus:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-frappe .buttons.has-addons .button:active:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-frappe .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-frappe .buttons.is-centered{justify-content:center}html.theme--catppuccin-frappe .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-frappe .buttons.is-right{justify-content:flex-end}html.theme--catppuccin-frappe .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--catppuccin-frappe .button.is-responsive.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--catppuccin-frappe .button.is-responsive,html.theme--catppuccin-frappe .button.is-responsive.is-normal{font-size:.65625rem}html.theme--catppuccin-frappe .button.is-responsive.is-medium{font-size:.75rem}html.theme--catppuccin-frappe .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--catppuccin-frappe .button.is-responsive.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--catppuccin-frappe .button.is-responsive,html.theme--catppuccin-frappe .button.is-responsive.is-normal{font-size:.75rem}html.theme--catppuccin-frappe .button.is-responsive.is-medium{font-size:1rem}html.theme--catppuccin-frappe .button.is-responsive.is-large{font-size:1.25rem}}html.theme--catppuccin-frappe .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--catppuccin-frappe .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--catppuccin-frappe .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--catppuccin-frappe .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--catppuccin-frappe .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--catppuccin-frappe .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-frappe .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-frappe .content li+li{margin-top:0.25em}html.theme--catppuccin-frappe .content p:not(:last-child),html.theme--catppuccin-frappe .content dl:not(:last-child),html.theme--catppuccin-frappe .content ol:not(:last-child),html.theme--catppuccin-frappe .content ul:not(:last-child),html.theme--catppuccin-frappe .content blockquote:not(:last-child),html.theme--catppuccin-frappe .content pre:not(:last-child),html.theme--catppuccin-frappe .content table:not(:last-child){margin-bottom:1em}html.theme--catppuccin-frappe .content h1,html.theme--catppuccin-frappe .content h2,html.theme--catppuccin-frappe .content h3,html.theme--catppuccin-frappe .content h4,html.theme--catppuccin-frappe .content h5,html.theme--catppuccin-frappe .content h6{color:#c6d0f5;font-weight:600;line-height:1.125}html.theme--catppuccin-frappe .content h1{font-size:2em;margin-bottom:0.5em}html.theme--catppuccin-frappe .content h1:not(:first-child){margin-top:1em}html.theme--catppuccin-frappe .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--catppuccin-frappe .content h2:not(:first-child){margin-top:1.1428em}html.theme--catppuccin-frappe .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--catppuccin-frappe .content h3:not(:first-child){margin-top:1.3333em}html.theme--catppuccin-frappe .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--catppuccin-frappe .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--catppuccin-frappe .content h6{font-size:1em;margin-bottom:1em}html.theme--catppuccin-frappe .content blockquote{background-color:#292c3c;border-left:5px solid #626880;padding:1.25em 1.5em}html.theme--catppuccin-frappe .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-frappe .content ol:not([type]){list-style-type:decimal}html.theme--catppuccin-frappe .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--catppuccin-frappe .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--catppuccin-frappe .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--catppuccin-frappe .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--catppuccin-frappe .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-frappe .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--catppuccin-frappe .content ul ul ul{list-style-type:square}html.theme--catppuccin-frappe .content dd{margin-left:2em}html.theme--catppuccin-frappe .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--catppuccin-frappe .content figure:not(:first-child){margin-top:2em}html.theme--catppuccin-frappe .content figure:not(:last-child){margin-bottom:2em}html.theme--catppuccin-frappe .content figure img{display:inline-block}html.theme--catppuccin-frappe .content figure figcaption{font-style:italic}html.theme--catppuccin-frappe .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--catppuccin-frappe .content sup,html.theme--catppuccin-frappe .content sub{font-size:75%}html.theme--catppuccin-frappe .content table{width:100%}html.theme--catppuccin-frappe .content table td,html.theme--catppuccin-frappe .content table th{border:1px solid #626880;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--catppuccin-frappe .content table th{color:#b0bef1}html.theme--catppuccin-frappe .content table th:not([align]){text-align:inherit}html.theme--catppuccin-frappe .content table thead td,html.theme--catppuccin-frappe .content table thead th{border-width:0 0 2px;color:#b0bef1}html.theme--catppuccin-frappe .content table tfoot td,html.theme--catppuccin-frappe .content table tfoot th{border-width:2px 0 0;color:#b0bef1}html.theme--catppuccin-frappe .content table tbody tr:last-child td,html.theme--catppuccin-frappe .content table tbody tr:last-child th{border-bottom-width:0}html.theme--catppuccin-frappe .content .tabs li+li{margin-top:0}html.theme--catppuccin-frappe .content.is-small,html.theme--catppuccin-frappe #documenter 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select:not([multiple]){padding-right:2.5em}html.theme--catppuccin-frappe .select select[multiple]{height:auto;padding:0}html.theme--catppuccin-frappe .select select[multiple] option{padding:0.5em 1em}html.theme--catppuccin-frappe .select:not(.is-multiple):not(.is-loading):hover::after{border-color:#99d1db}html.theme--catppuccin-frappe .select.is-white:not(:hover)::after{border-color:#fff}html.theme--catppuccin-frappe .select.is-white select{border-color:#fff}html.theme--catppuccin-frappe .select.is-white select:hover,html.theme--catppuccin-frappe .select.is-white select.is-hovered{border-color:#f2f2f2}html.theme--catppuccin-frappe .select.is-white select:focus,html.theme--catppuccin-frappe .select.is-white select.is-focused,html.theme--catppuccin-frappe .select.is-white select:active,html.theme--catppuccin-frappe .select.is-white select.is-active{box-shadow:0 0 0 0.125em rgba(255,255,255,0.25)}html.theme--catppuccin-frappe 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select.is-focused,html.theme--catppuccin-frappe .select.is-dark select:active,html.theme--catppuccin-frappe .content kbd.select select:active,html.theme--catppuccin-frappe .select.is-dark select.is-active,html.theme--catppuccin-frappe .content kbd.select select.is-active{box-shadow:0 0 0 0.125em rgba(65,69,89,0.25)}html.theme--catppuccin-frappe .select.is-primary:not(:hover)::after,html.theme--catppuccin-frappe .docstring>section>a.select.docs-sourcelink:not(:hover)::after{border-color:#8caaee}html.theme--catppuccin-frappe .select.is-primary select,html.theme--catppuccin-frappe .docstring>section>a.select.docs-sourcelink select{border-color:#8caaee}html.theme--catppuccin-frappe .select.is-primary select:hover,html.theme--catppuccin-frappe .docstring>section>a.select.docs-sourcelink select:hover,html.theme--catppuccin-frappe .select.is-primary select.is-hovered,html.theme--catppuccin-frappe .docstring>section>a.select.docs-sourcelink select.is-hovered{border-color:#769aeb}html.theme--catppuccin-frappe .select.is-primary select:focus,html.theme--catppuccin-frappe .docstring>section>a.select.docs-sourcelink select:focus,html.theme--catppuccin-frappe .select.is-primary select.is-focused,html.theme--catppuccin-frappe .docstring>section>a.select.docs-sourcelink select.is-focused,html.theme--catppuccin-frappe .select.is-primary select:active,html.theme--catppuccin-frappe .docstring>section>a.select.docs-sourcelink select:active,html.theme--catppuccin-frappe .select.is-primary select.is-active,html.theme--catppuccin-frappe .docstring>section>a.select.docs-sourcelink select.is-active{box-shadow:0 0 0 0.125em rgba(140,170,238,0.25)}html.theme--catppuccin-frappe .select.is-link:not(:hover)::after{border-color:#8caaee}html.theme--catppuccin-frappe .select.is-link select{border-color:#8caaee}html.theme--catppuccin-frappe .select.is-link select:hover,html.theme--catppuccin-frappe .select.is-link select.is-hovered{border-color:#769aeb}html.theme--catppuccin-frappe .select.is-link select:focus,html.theme--catppuccin-frappe .select.is-link select.is-focused,html.theme--catppuccin-frappe .select.is-link select:active,html.theme--catppuccin-frappe .select.is-link select.is-active{box-shadow:0 0 0 0.125em rgba(140,170,238,0.25)}html.theme--catppuccin-frappe .select.is-info:not(:hover)::after{border-color:#81c8be}html.theme--catppuccin-frappe .select.is-info select{border-color:#81c8be}html.theme--catppuccin-frappe .select.is-info select:hover,html.theme--catppuccin-frappe .select.is-info select.is-hovered{border-color:#6fc0b5}html.theme--catppuccin-frappe .select.is-info select:focus,html.theme--catppuccin-frappe .select.is-info select.is-focused,html.theme--catppuccin-frappe .select.is-info select:active,html.theme--catppuccin-frappe .select.is-info select.is-active{box-shadow:0 0 0 0.125em rgba(129,200,190,0.25)}html.theme--catppuccin-frappe 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a.navbar-item:focus,html.theme--catppuccin-frappe a.navbar-item:focus-within,html.theme--catppuccin-frappe a.navbar-item:hover,html.theme--catppuccin-frappe a.navbar-item.is-active,html.theme--catppuccin-frappe .navbar-link:focus,html.theme--catppuccin-frappe .navbar-link:focus-within,html.theme--catppuccin-frappe .navbar-link:hover,html.theme--catppuccin-frappe .navbar-link.is-active{background-color:rgba(0,0,0,0);color:#8caaee}html.theme--catppuccin-frappe .navbar-item{flex-grow:0;flex-shrink:0}html.theme--catppuccin-frappe .navbar-item img{max-height:1.75rem}html.theme--catppuccin-frappe .navbar-item.has-dropdown{padding:0}html.theme--catppuccin-frappe .navbar-item.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-frappe .navbar-item.is-tab{border-bottom:1px solid transparent;min-height:4rem;padding-bottom:calc(0.5rem - 1px)}html.theme--catppuccin-frappe .navbar-item.is-tab:focus,html.theme--catppuccin-frappe .navbar-item.is-tab:hover{background-color:rgba(0,0,0,0);border-bottom-color:#8caaee}html.theme--catppuccin-frappe .navbar-item.is-tab.is-active{background-color:rgba(0,0,0,0);border-bottom-color:#8caaee;border-bottom-style:solid;border-bottom-width:3px;color:#8caaee;padding-bottom:calc(0.5rem - 3px)}html.theme--catppuccin-frappe .navbar-content{flex-grow:1;flex-shrink:1}html.theme--catppuccin-frappe .navbar-link:not(.is-arrowless){padding-right:2.5em}html.theme--catppuccin-frappe .navbar-link:not(.is-arrowless)::after{border-color:#fff;margin-top:-0.375em;right:1.125em}html.theme--catppuccin-frappe .navbar-dropdown{font-size:0.875rem;padding-bottom:0.5rem;padding-top:0.5rem}html.theme--catppuccin-frappe .navbar-dropdown .navbar-item{padding-left:1.5rem;padding-right:1.5rem}html.theme--catppuccin-frappe .navbar-divider{background-color:rgba(0,0,0,0.2);border:none;display:none;height:2px;margin:0.5rem 0}@media screen and (max-width: 1055px){html.theme--catppuccin-frappe 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a.navbar-item:hover{background-color:rgba(0,0,0,0);color:#838ba7}html.theme--catppuccin-frappe .navbar-dropdown a.navbar-item.is-active{background-color:rgba(0,0,0,0);color:#8caaee}.navbar.is-spaced html.theme--catppuccin-frappe .navbar-dropdown,html.theme--catppuccin-frappe .navbar-dropdown.is-boxed{border-radius:8px;border-top:none;box-shadow:0 8px 8px rgba(10,10,10,0.1), 0 0 0 1px rgba(10,10,10,0.1);display:block;opacity:0;pointer-events:none;top:calc(100% + (-4px));transform:translateY(-5px);transition-duration:86ms;transition-property:opacity, transform}html.theme--catppuccin-frappe .navbar-dropdown.is-right{left:auto;right:0}html.theme--catppuccin-frappe .navbar-divider{display:block}html.theme--catppuccin-frappe .navbar>.container .navbar-brand,html.theme--catppuccin-frappe .container>.navbar .navbar-brand{margin-left:-.75rem}html.theme--catppuccin-frappe .navbar>.container .navbar-menu,html.theme--catppuccin-frappe .container>.navbar 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body.has-spaced-navbar-fixed-bottom{padding-bottom:6rem}html.theme--catppuccin-frappe a.navbar-item.is-active,html.theme--catppuccin-frappe .navbar-link.is-active{color:#8caaee}html.theme--catppuccin-frappe a.navbar-item.is-active:not(:focus):not(:hover),html.theme--catppuccin-frappe .navbar-link.is-active:not(:focus):not(:hover){background-color:rgba(0,0,0,0)}html.theme--catppuccin-frappe .navbar-item.has-dropdown:focus .navbar-link,html.theme--catppuccin-frappe .navbar-item.has-dropdown:hover .navbar-link,html.theme--catppuccin-frappe .navbar-item.has-dropdown.is-active .navbar-link{background-color:rgba(0,0,0,0)}}html.theme--catppuccin-frappe .hero.is-fullheight-with-navbar{min-height:calc(100vh - 4rem)}html.theme--catppuccin-frappe .pagination{font-size:1rem;margin:-.25rem}html.theme--catppuccin-frappe .pagination.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.pagination{font-size:.75rem}html.theme--catppuccin-frappe .pagination.is-medium{font-size:1.25rem}html.theme--catppuccin-frappe .pagination.is-large{font-size:1.5rem}html.theme--catppuccin-frappe .pagination.is-rounded .pagination-previous,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.pagination .pagination-previous,html.theme--catppuccin-frappe .pagination.is-rounded .pagination-next,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.pagination .pagination-next{padding-left:1em;padding-right:1em;border-radius:9999px}html.theme--catppuccin-frappe .pagination.is-rounded .pagination-link,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.pagination .pagination-link{border-radius:9999px}html.theme--catppuccin-frappe .pagination,html.theme--catppuccin-frappe .pagination-list{align-items:center;display:flex;justify-content:center;text-align:center}html.theme--catppuccin-frappe .pagination-previous,html.theme--catppuccin-frappe .pagination-next,html.theme--catppuccin-frappe .pagination-link,html.theme--catppuccin-frappe .pagination-ellipsis{font-size:1em;justify-content:center;margin:.25rem;padding-left:.5em;padding-right:.5em;text-align:center}html.theme--catppuccin-frappe .pagination-previous,html.theme--catppuccin-frappe .pagination-next,html.theme--catppuccin-frappe .pagination-link{border-color:#626880;color:#8caaee;min-width:2.5em}html.theme--catppuccin-frappe .pagination-previous:hover,html.theme--catppuccin-frappe .pagination-next:hover,html.theme--catppuccin-frappe .pagination-link:hover{border-color:#737994;color:#99d1db}html.theme--catppuccin-frappe .pagination-previous:focus,html.theme--catppuccin-frappe .pagination-next:focus,html.theme--catppuccin-frappe .pagination-link:focus{border-color:#737994}html.theme--catppuccin-frappe .pagination-previous:active,html.theme--catppuccin-frappe .pagination-next:active,html.theme--catppuccin-frappe .pagination-link:active{box-shadow:inset 0 1px 2px 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768px){html.theme--catppuccin-frappe .pagination{flex-wrap:wrap}html.theme--catppuccin-frappe .pagination-previous,html.theme--catppuccin-frappe .pagination-next{flex-grow:1;flex-shrink:1}html.theme--catppuccin-frappe .pagination-list li{flex-grow:1;flex-shrink:1}}@media screen and (min-width: 769px),print{html.theme--catppuccin-frappe .pagination-list{flex-grow:1;flex-shrink:1;justify-content:flex-start;order:1}html.theme--catppuccin-frappe .pagination-previous,html.theme--catppuccin-frappe .pagination-next,html.theme--catppuccin-frappe .pagination-link,html.theme--catppuccin-frappe .pagination-ellipsis{margin-bottom:0;margin-top:0}html.theme--catppuccin-frappe .pagination-previous{order:2}html.theme--catppuccin-frappe .pagination-next{order:3}html.theme--catppuccin-frappe .pagination{justify-content:space-between;margin-bottom:0;margin-top:0}html.theme--catppuccin-frappe .pagination.is-centered .pagination-previous{order:1}html.theme--catppuccin-frappe .pagination.is-centered 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.button.is-black.is-hovered{background-color:#040404;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-black:focus,html.theme--catppuccin-latte .button.is-black.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-black:focus:not(:active),html.theme--catppuccin-latte .button.is-black.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(10,10,10,0.25)}html.theme--catppuccin-latte .button.is-black:active,html.theme--catppuccin-latte .button.is-black.is-active{background-color:#000;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-black[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-black{background-color:#0a0a0a;border-color:#0a0a0a;box-shadow:none}html.theme--catppuccin-latte .button.is-black.is-inverted{background-color:#fff;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black.is-inverted:hover,html.theme--catppuccin-latte .button.is-black.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-black.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-black.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-black.is-outlined{background-color:transparent;border-color:#0a0a0a;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black.is-outlined:hover,html.theme--catppuccin-latte .button.is-black.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-black.is-outlined:focus,html.theme--catppuccin-latte .button.is-black.is-outlined.is-focused{background-color:#0a0a0a;border-color:#0a0a0a;color:#fff}html.theme--catppuccin-latte .button.is-black.is-outlined.is-loading::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--catppuccin-latte .button.is-black.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-black.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-black.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-black.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-black.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-black.is-outlined{background-color:transparent;border-color:#0a0a0a;box-shadow:none;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-focused{background-color:#fff;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-light{background-color:#f5f5f5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light:hover,html.theme--catppuccin-latte .button.is-light.is-hovered{background-color:#eee;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light:focus,html.theme--catppuccin-latte .button.is-light.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light:focus:not(:active),html.theme--catppuccin-latte .button.is-light.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(245,245,245,0.25)}html.theme--catppuccin-latte .button.is-light:active,html.theme--catppuccin-latte .button.is-light.is-active{background-color:#e8e8e8;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-light{background-color:#f5f5f5;border-color:#f5f5f5;box-shadow:none}html.theme--catppuccin-latte .button.is-light.is-inverted{background-color:rgba(0,0,0,0.7);color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-inverted:hover,html.theme--catppuccin-latte .button.is-light.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-light.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-latte .button.is-light.is-outlined{background-color:transparent;border-color:#f5f5f5;color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-outlined:hover,html.theme--catppuccin-latte .button.is-light.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-light.is-outlined:focus,html.theme--catppuccin-latte .button.is-light.is-outlined.is-focused{background-color:#f5f5f5;border-color:#f5f5f5;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading::after{border-color:transparent transparent #f5f5f5 #f5f5f5 !important}html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-latte .button.is-light.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-light.is-outlined{background-color:transparent;border-color:#f5f5f5;box-shadow:none;color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f5f5f5 #f5f5f5 !important}html.theme--catppuccin-latte 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kbd.button.is-inverted{background-color:rgba(0,0,0,0.7);color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-inverted:hover,html.theme--catppuccin-latte .content kbd.button.is-inverted:hover,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-hovered,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark.is-inverted[disabled],html.theme--catppuccin-latte .content kbd.button.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-dark.is-inverted,fieldset[disabled] html.theme--catppuccin-latte .content kbd.button.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-loading::after,html.theme--catppuccin-latte .content kbd.button.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-latte .button.is-dark.is-outlined,html.theme--catppuccin-latte .content kbd.button.is-outlined{background-color:transparent;border-color:#ccd0da;color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-outlined:hover,html.theme--catppuccin-latte .content kbd.button.is-outlined:hover,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-hovered,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-dark.is-outlined:focus,html.theme--catppuccin-latte .content kbd.button.is-outlined:focus,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-focused,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-focused{background-color:#ccd0da;border-color:#ccd0da;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading::after{border-color:transparent transparent #ccd0da #ccd0da !important}html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-latte .button.is-dark.is-outlined[disabled],html.theme--catppuccin-latte .content kbd.button.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-dark.is-outlined,fieldset[disabled] html.theme--catppuccin-latte .content kbd.button.is-outlined{background-color:transparent;border-color:#ccd0da;box-shadow:none;color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #ccd0da #ccd0da !important}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined[disabled],html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined,fieldset[disabled] html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-primary,html.theme--catppuccin-latte .docstring>section>a.button.docs-sourcelink{background-color:#1e66f5;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-primary:hover,html.theme--catppuccin-latte .docstring>section>a.button.docs-sourcelink:hover,html.theme--catppuccin-latte .button.is-primary.is-hovered,html.theme--catppuccin-latte .docstring>section>a.button.is-hovered.docs-sourcelink{background-color:#125ef4;border-color:transparent;color:#fff}html.theme--catppuccin-latte 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.button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-focused{background-color:#fff;color:#40a02b}html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #40a02b #40a02b !important}html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-success.is-light{background-color:#f1fbef;color:#40a12b}html.theme--catppuccin-latte .button.is-success.is-light:hover,html.theme--catppuccin-latte .button.is-success.is-light.is-hovered{background-color:#e8f8e5;border-color:transparent;color:#40a12b}html.theme--catppuccin-latte .button.is-success.is-light:active,html.theme--catppuccin-latte .button.is-success.is-light.is-active{background-color:#e0f5db;border-color:transparent;color:#40a12b}html.theme--catppuccin-latte .button.is-warning{background-color:#df8e1d;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning:hover,html.theme--catppuccin-latte .button.is-warning.is-hovered{background-color:#d4871c;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning:focus,html.theme--catppuccin-latte .button.is-warning.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning:focus:not(:active),html.theme--catppuccin-latte .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(223,142,29,0.25)}html.theme--catppuccin-latte .button.is-warning:active,html.theme--catppuccin-latte .button.is-warning.is-active{background-color:#c8801a;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning{background-color:#df8e1d;border-color:#df8e1d;box-shadow:none}html.theme--catppuccin-latte .button.is-warning.is-inverted{background-color:#fff;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-inverted:hover,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-warning.is-outlined{background-color:transparent;border-color:#df8e1d;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-outlined:hover,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-warning.is-outlined:focus,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-focused{background-color:#df8e1d;border-color:#df8e1d;color:#fff}html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #df8e1d #df8e1d !important}html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning.is-outlined{background-color:transparent;border-color:#df8e1d;box-shadow:none;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-focused{background-color:#fff;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #df8e1d #df8e1d !important}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-warning.is-light{background-color:#fdf6ed;color:#9e6515}html.theme--catppuccin-latte .button.is-warning.is-light:hover,html.theme--catppuccin-latte .button.is-warning.is-light.is-hovered{background-color:#fbf1e2;border-color:transparent;color:#9e6515}html.theme--catppuccin-latte .button.is-warning.is-light:active,html.theme--catppuccin-latte .button.is-warning.is-light.is-active{background-color:#faebd6;border-color:transparent;color:#9e6515}html.theme--catppuccin-latte .button.is-danger{background-color:#d20f39;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger:hover,html.theme--catppuccin-latte .button.is-danger.is-hovered{background-color:#c60e36;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger:focus,html.theme--catppuccin-latte .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger:focus:not(:active),html.theme--catppuccin-latte .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(210,15,57,0.25)}html.theme--catppuccin-latte .button.is-danger:active,html.theme--catppuccin-latte .button.is-danger.is-active{background-color:#ba0d33;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger{background-color:#d20f39;border-color:#d20f39;box-shadow:none}html.theme--catppuccin-latte .button.is-danger.is-inverted{background-color:#fff;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-inverted:hover,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-danger.is-outlined{background-color:transparent;border-color:#d20f39;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-outlined:hover,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-danger.is-outlined:focus,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-focused{background-color:#d20f39;border-color:#d20f39;color:#fff}html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #d20f39 #d20f39 !important}html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger.is-outlined{background-color:transparent;border-color:#d20f39;box-shadow:none;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #d20f39 #d20f39 !important}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-danger.is-light{background-color:#feecf0;color:#e9113f}html.theme--catppuccin-latte .button.is-danger.is-light:hover,html.theme--catppuccin-latte .button.is-danger.is-light.is-hovered{background-color:#fde0e6;border-color:transparent;color:#e9113f}html.theme--catppuccin-latte .button.is-danger.is-light:active,html.theme--catppuccin-latte .button.is-danger.is-light.is-active{background-color:#fcd4dd;border-color:transparent;color:#e9113f}html.theme--catppuccin-latte .button.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-latte .button.is-small:not(.is-rounded),html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-latte .button.is-normal{font-size:1rem}html.theme--catppuccin-latte .button.is-medium{font-size:1.25rem}html.theme--catppuccin-latte .button.is-large{font-size:1.5rem}html.theme--catppuccin-latte .button[disabled],fieldset[disabled] html.theme--catppuccin-latte .button{background-color:#9ca0b0;border-color:#acb0be;box-shadow:none;opacity:.5}html.theme--catppuccin-latte .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-latte .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-latte .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-latte .button.is-static{background-color:#e6e9ef;border-color:#acb0be;color:#8c8fa1;box-shadow:none;pointer-events:none}html.theme--catppuccin-latte .button.is-rounded,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-latte .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-latte .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-latte .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-latte .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-latte .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-latte .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-latte .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-latte .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-latte .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-latte .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-latte .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-latte .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-latte .buttons.has-addons .button:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-latte .buttons.has-addons .button:focus,html.theme--catppuccin-latte .buttons.has-addons .button.is-focused,html.theme--catppuccin-latte .buttons.has-addons .button:active,html.theme--catppuccin-latte .buttons.has-addons .button.is-active,html.theme--catppuccin-latte .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-latte .buttons.has-addons .button:focus:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-latte .buttons.has-addons .button:active:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-latte .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-latte .buttons.is-centered{justify-content:center}html.theme--catppuccin-latte .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-latte .buttons.is-right{justify-content:flex-end}html.theme--catppuccin-latte .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--catppuccin-latte .button.is-responsive.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--catppuccin-latte .button.is-responsive,html.theme--catppuccin-latte .button.is-responsive.is-normal{font-size:.65625rem}html.theme--catppuccin-latte .button.is-responsive.is-medium{font-size:.75rem}html.theme--catppuccin-latte .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--catppuccin-latte .button.is-responsive.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--catppuccin-latte .button.is-responsive,html.theme--catppuccin-latte .button.is-responsive.is-normal{font-size:.75rem}html.theme--catppuccin-latte .button.is-responsive.is-medium{font-size:1rem}html.theme--catppuccin-latte .button.is-responsive.is-large{font-size:1.25rem}}html.theme--catppuccin-latte .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--catppuccin-latte .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--catppuccin-latte .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--catppuccin-latte .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--catppuccin-latte .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--catppuccin-latte .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-latte .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-latte .content li+li{margin-top:0.25em}html.theme--catppuccin-latte .content p:not(:last-child),html.theme--catppuccin-latte .content dl:not(:last-child),html.theme--catppuccin-latte .content ol:not(:last-child),html.theme--catppuccin-latte .content ul:not(:last-child),html.theme--catppuccin-latte .content blockquote:not(:last-child),html.theme--catppuccin-latte .content pre:not(:last-child),html.theme--catppuccin-latte .content table:not(:last-child){margin-bottom:1em}html.theme--catppuccin-latte .content h1,html.theme--catppuccin-latte .content h2,html.theme--catppuccin-latte .content h3,html.theme--catppuccin-latte .content h4,html.theme--catppuccin-latte .content h5,html.theme--catppuccin-latte .content h6{color:#4c4f69;font-weight:600;line-height:1.125}html.theme--catppuccin-latte .content h1{font-size:2em;margin-bottom:0.5em}html.theme--catppuccin-latte .content h1:not(:first-child){margin-top:1em}html.theme--catppuccin-latte .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--catppuccin-latte .content h2:not(:first-child){margin-top:1.1428em}html.theme--catppuccin-latte .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--catppuccin-latte .content h3:not(:first-child){margin-top:1.3333em}html.theme--catppuccin-latte .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--catppuccin-latte .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--catppuccin-latte .content h6{font-size:1em;margin-bottom:1em}html.theme--catppuccin-latte .content blockquote{background-color:#e6e9ef;border-left:5px solid #acb0be;padding:1.25em 1.5em}html.theme--catppuccin-latte .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-latte .content ol:not([type]){list-style-type:decimal}html.theme--catppuccin-latte .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--catppuccin-latte .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--catppuccin-latte .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--catppuccin-latte .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--catppuccin-latte .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-latte .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--catppuccin-latte .content ul ul ul{list-style-type:square}html.theme--catppuccin-latte .content dd{margin-left:2em}html.theme--catppuccin-latte .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--catppuccin-latte .content figure:not(:first-child){margin-top:2em}html.theme--catppuccin-latte .content figure:not(:last-child){margin-bottom:2em}html.theme--catppuccin-latte .content figure img{display:inline-block}html.theme--catppuccin-latte .content figure figcaption{font-style:italic}html.theme--catppuccin-latte .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--catppuccin-latte .content sup,html.theme--catppuccin-latte .content sub{font-size:75%}html.theme--catppuccin-latte .content table{width:100%}html.theme--catppuccin-latte .content table 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#documenter .docs-sidebar form.docs-search>input.file{font-size:.75rem}html.theme--catppuccin-latte .file.is-normal{font-size:1rem}html.theme--catppuccin-latte .file.is-medium{font-size:1.25rem}html.theme--catppuccin-latte .file.is-medium .file-icon .fa{font-size:21px}html.theme--catppuccin-latte .file.is-large{font-size:1.5rem}html.theme--catppuccin-latte .file.is-large .file-icon .fa{font-size:28px}html.theme--catppuccin-latte .file.has-name .file-cta{border-bottom-right-radius:0;border-top-right-radius:0}html.theme--catppuccin-latte .file.has-name .file-name{border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-latte .file.has-name.is-empty .file-cta{border-radius:.4em}html.theme--catppuccin-latte .file.has-name.is-empty .file-name{display:none}html.theme--catppuccin-latte .file.is-boxed .file-label{flex-direction:column}html.theme--catppuccin-latte .file.is-boxed .file-cta{flex-direction:column;height:auto;padding:1em 3em}html.theme--catppuccin-latte .file.is-boxed .file-name{border-width:0 1px 1px}html.theme--catppuccin-latte .file.is-boxed .file-icon{height:1.5em;width:1.5em}html.theme--catppuccin-latte .file.is-boxed .file-icon .fa{font-size:21px}html.theme--catppuccin-latte .file.is-boxed.is-small .file-icon .fa,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.is-boxed .file-icon .fa{font-size:14px}html.theme--catppuccin-latte .file.is-boxed.is-medium .file-icon .fa{font-size:28px}html.theme--catppuccin-latte .file.is-boxed.is-large .file-icon .fa{font-size:35px}html.theme--catppuccin-latte .file.is-boxed.has-name .file-cta{border-radius:.4em .4em 0 0}html.theme--catppuccin-latte .file.is-boxed.has-name .file-name{border-radius:0 0 .4em .4em;border-width:0 1px 1px}html.theme--catppuccin-latte .file.is-centered{justify-content:center}html.theme--catppuccin-latte .file.is-fullwidth .file-label{width:100%}html.theme--catppuccin-latte .file.is-fullwidth .file-name{flex-grow:1;max-width:none}html.theme--catppuccin-latte .file.is-right{justify-content:flex-end}html.theme--catppuccin-latte .file.is-right .file-cta{border-radius:0 .4em .4em 0}html.theme--catppuccin-latte .file.is-right .file-name{border-radius:.4em 0 0 .4em;border-width:1px 0 1px 1px;order:-1}html.theme--catppuccin-latte .file-label{align-items:stretch;display:flex;cursor:pointer;justify-content:flex-start;overflow:hidden;position:relative}html.theme--catppuccin-latte .file-label:hover .file-cta{background-color:#c5c9d5;color:#41445a}html.theme--catppuccin-latte .file-label:hover .file-name{border-color:#a5a9b8}html.theme--catppuccin-latte .file-label:active .file-cta{background-color:#bdc2cf;color:#41445a}html.theme--catppuccin-latte .file-label:active .file-name{border-color:#9ea2b3}html.theme--catppuccin-latte .file-input{height:100%;left:0;opacity:0;outline:none;position:absolute;top:0;width:100%}html.theme--catppuccin-latte .file-cta,html.theme--catppuccin-latte .file-name{border-color:#acb0be;border-radius:.4em;font-size:1em;padding-left:1em;padding-right:1em;white-space:nowrap}html.theme--catppuccin-latte .file-cta{background-color:#ccd0da;color:#4c4f69}html.theme--catppuccin-latte .file-name{border-color:#acb0be;border-style:solid;border-width:1px 1px 1px 0;display:block;max-width:16em;overflow:hidden;text-align:inherit;text-overflow:ellipsis}html.theme--catppuccin-latte .file-icon{align-items:center;display:flex;height:1em;justify-content:center;margin-right:.5em;width:1em}html.theme--catppuccin-latte .file-icon .fa{font-size:14px}html.theme--catppuccin-latte .label{color:#41445a;display:block;font-size:1rem;font-weight:700}html.theme--catppuccin-latte .label:not(:last-child){margin-bottom:0.5em}html.theme--catppuccin-latte .label.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.label{font-size:.75rem}html.theme--catppuccin-latte .label.is-medium{font-size:1.25rem}html.theme--catppuccin-latte .label.is-large{font-size:1.5rem}html.theme--catppuccin-latte .help{display:block;font-size:.75rem;margin-top:0.25rem}html.theme--catppuccin-latte .help.is-white{color:#fff}html.theme--catppuccin-latte .help.is-black{color:#0a0a0a}html.theme--catppuccin-latte .help.is-light{color:#f5f5f5}html.theme--catppuccin-latte .help.is-dark,html.theme--catppuccin-latte .content kbd.help{color:#ccd0da}html.theme--catppuccin-latte .help.is-primary,html.theme--catppuccin-latte .docstring>section>a.help.docs-sourcelink{color:#1e66f5}html.theme--catppuccin-latte .help.is-link{color:#1e66f5}html.theme--catppuccin-latte .help.is-info{color:#179299}html.theme--catppuccin-latte .help.is-success{color:#40a02b}html.theme--catppuccin-latte .help.is-warning{color:#df8e1d}html.theme--catppuccin-latte .help.is-danger{color:#d20f39}html.theme--catppuccin-latte .field:not(:last-child){margin-bottom:0.75rem}html.theme--catppuccin-latte .field.has-addons{display:flex;justify-content:flex-start}html.theme--catppuccin-latte .field.has-addons .control:not(:last-child){margin-right:-1px}html.theme--catppuccin-latte .field.has-addons .control:not(:first-child):not(:last-child) .button,html.theme--catppuccin-latte .field.has-addons .control:not(:first-child):not(:last-child) .input,html.theme--catppuccin-latte .field.has-addons .control:not(:first-child):not(:last-child) #documenter .docs-sidebar form.docs-search>input,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control:not(:first-child):not(:last-child) form.docs-search>input,html.theme--catppuccin-latte .field.has-addons .control:not(:first-child):not(:last-child) .select select{border-radius:0}html.theme--catppuccin-latte .field.has-addons .control:first-child:not(:only-child) .button,html.theme--catppuccin-latte .field.has-addons .control:first-child:not(:only-child) .input,html.theme--catppuccin-latte .field.has-addons .control:first-child:not(:only-child) #documenter .docs-sidebar form.docs-search>input,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control:first-child:not(:only-child) form.docs-search>input,html.theme--catppuccin-latte .field.has-addons .control:first-child:not(:only-child) .select select{border-bottom-right-radius:0;border-top-right-radius:0}html.theme--catppuccin-latte .field.has-addons .control:last-child:not(:only-child) .button,html.theme--catppuccin-latte .field.has-addons .control:last-child:not(:only-child) .input,html.theme--catppuccin-latte .field.has-addons .control:last-child:not(:only-child) #documenter .docs-sidebar form.docs-search>input,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control:last-child:not(:only-child) form.docs-search>input,html.theme--catppuccin-latte .field.has-addons .control:last-child:not(:only-child) .select select{border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-latte .field.has-addons .control .button:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .button.is-hovered:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .input:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input:not([disabled]):hover,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .input.is-hovered:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input.is-hovered:not([disabled]),html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input.is-hovered:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .select select:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .select select.is-hovered:not([disabled]){z-index:2}html.theme--catppuccin-latte .field.has-addons .control .button:not([disabled]):focus,html.theme--catppuccin-latte .field.has-addons .control .button.is-focused:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .button:not([disabled]):active,html.theme--catppuccin-latte .field.has-addons .control .button.is-active:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .input:not([disabled]):focus,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input:not([disabled]):focus,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input:not([disabled]):focus,html.theme--catppuccin-latte .field.has-addons .control .input.is-focused:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input.is-focused:not([disabled]),html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input.is-focused:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .input:not([disabled]):active,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input:not([disabled]):active,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input:not([disabled]):active,html.theme--catppuccin-latte .field.has-addons .control .input.is-active:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input.is-active:not([disabled]),html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input.is-active:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .select select:not([disabled]):focus,html.theme--catppuccin-latte .field.has-addons .control .select select.is-focused:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .select select:not([disabled]):active,html.theme--catppuccin-latte .field.has-addons .control .select select.is-active:not([disabled]){z-index:3}html.theme--catppuccin-latte .field.has-addons .control .button:not([disabled]):focus:hover,html.theme--catppuccin-latte .field.has-addons .control .button.is-focused:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .button:not([disabled]):active:hover,html.theme--catppuccin-latte .field.has-addons .control .button.is-active:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .input:not([disabled]):focus:hover,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input:not([disabled]):focus:hover,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input:not([disabled]):focus:hover,html.theme--catppuccin-latte .field.has-addons .control .input.is-focused:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input.is-focused:not([disabled]):hover,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input.is-focused:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .input:not([disabled]):active:hover,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input:not([disabled]):active:hover,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input:not([disabled]):active:hover,html.theme--catppuccin-latte .field.has-addons .control .input.is-active:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input.is-active:not([disabled]):hover,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input.is-active:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .select select:not([disabled]):focus:hover,html.theme--catppuccin-latte .field.has-addons .control .select select.is-focused:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .select select:not([disabled]):active:hover,html.theme--catppuccin-latte .field.has-addons .control .select select.is-active:not([disabled]):hover{z-index:4}html.theme--catppuccin-latte .field.has-addons .control.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-latte .field.has-addons.has-addons-centered{justify-content:center}html.theme--catppuccin-latte .field.has-addons.has-addons-right{justify-content:flex-end}html.theme--catppuccin-latte .field.has-addons.has-addons-fullwidth .control{flex-grow:1;flex-shrink:0}html.theme--catppuccin-latte .field.is-grouped{display:flex;justify-content:flex-start}html.theme--catppuccin-latte .field.is-grouped>.control{flex-shrink:0}html.theme--catppuccin-latte .field.is-grouped>.control:not(:last-child){margin-bottom:0;margin-right:.75rem}html.theme--catppuccin-latte .field.is-grouped>.control.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-latte .field.is-grouped.is-grouped-centered{justify-content:center}html.theme--catppuccin-latte .field.is-grouped.is-grouped-right{justify-content:flex-end}html.theme--catppuccin-latte .field.is-grouped.is-grouped-multiline{flex-wrap:wrap}html.theme--catppuccin-latte .field.is-grouped.is-grouped-multiline>.control:last-child,html.theme--catppuccin-latte .field.is-grouped.is-grouped-multiline>.control:not(:last-child){margin-bottom:0.75rem}html.theme--catppuccin-latte .field.is-grouped.is-grouped-multiline:last-child{margin-bottom:-0.75rem}html.theme--catppuccin-latte .field.is-grouped.is-grouped-multiline:not(:last-child){margin-bottom:0}@media screen and (min-width: 769px),print{html.theme--catppuccin-latte .field.is-horizontal{display:flex}}html.theme--catppuccin-latte .field-label .label{font-size:inherit}@media screen and (max-width: 768px){html.theme--catppuccin-latte .field-label{margin-bottom:0.5rem}}@media screen and (min-width: 769px),print{html.theme--catppuccin-latte .field-label{flex-basis:0;flex-grow:1;flex-shrink:0;margin-right:1.5rem;text-align:right}html.theme--catppuccin-latte .field-label.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.field-label{font-size:.75rem;padding-top:0.375em}html.theme--catppuccin-latte .field-label.is-normal{padding-top:0.375em}html.theme--catppuccin-latte .field-label.is-medium{font-size:1.25rem;padding-top:0.375em}html.theme--catppuccin-latte .field-label.is-large{font-size:1.5rem;padding-top:0.375em}}html.theme--catppuccin-latte .field-body .field .field{margin-bottom:0}@media screen and (min-width: 769px),print{html.theme--catppuccin-latte .field-body{display:flex;flex-basis:0;flex-grow:5;flex-shrink:1}html.theme--catppuccin-latte .field-body .field{margin-bottom:0}html.theme--catppuccin-latte .field-body>.field{flex-shrink:1}html.theme--catppuccin-latte .field-body>.field:not(.is-narrow){flex-grow:1}html.theme--catppuccin-latte .field-body>.field:not(:last-child){margin-right:.75rem}}html.theme--catppuccin-latte .control{box-sizing:border-box;clear:both;font-size:1rem;position:relative;text-align:inherit}html.theme--catppuccin-latte .control.has-icons-left .input:focus~.icon,html.theme--catppuccin-latte .control.has-icons-left #documenter .docs-sidebar form.docs-search>input:focus~.icon,html.theme--catppuccin-latte #documenter .docs-sidebar .control.has-icons-left form.docs-search>input:focus~.icon,html.theme--catppuccin-latte .control.has-icons-left .select:focus~.icon,html.theme--catppuccin-latte .control.has-icons-right .input:focus~.icon,html.theme--catppuccin-latte .control.has-icons-right #documenter .docs-sidebar form.docs-search>input:focus~.icon,html.theme--catppuccin-latte #documenter .docs-sidebar .control.has-icons-right form.docs-search>input:focus~.icon,html.theme--catppuccin-latte .control.has-icons-right .select:focus~.icon{color:#ccd0da}html.theme--catppuccin-latte .control.has-icons-left .input.is-small~.icon,html.theme--catppuccin-latte .control.has-icons-left #documenter .docs-sidebar form.docs-search>input~.icon,html.theme--catppuccin-latte #documenter .docs-sidebar .control.has-icons-left form.docs-search>input~.icon,html.theme--catppuccin-latte .control.has-icons-left .select.is-small~.icon,html.theme--catppuccin-latte .control.has-icons-right .input.is-small~.icon,html.theme--catppuccin-latte .control.has-icons-right #documenter .docs-sidebar form.docs-search>input~.icon,html.theme--catppuccin-latte #documenter .docs-sidebar .control.has-icons-right form.docs-search>input~.icon,html.theme--catppuccin-latte .control.has-icons-right .select.is-small~.icon{font-size:.75rem}html.theme--catppuccin-latte .control.has-icons-left .input.is-medium~.icon,html.theme--catppuccin-latte .control.has-icons-left #documenter .docs-sidebar form.docs-search>input.is-medium~.icon,html.theme--catppuccin-latte #documenter .docs-sidebar .control.has-icons-left form.docs-search>input.is-medium~.icon,html.theme--catppuccin-latte .control.has-icons-left .select.is-medium~.icon,html.theme--catppuccin-latte .control.has-icons-right .input.is-medium~.icon,html.theme--catppuccin-latte .control.has-icons-right #documenter .docs-sidebar form.docs-search>input.is-medium~.icon,html.theme--catppuccin-latte #documenter .docs-sidebar .control.has-icons-right form.docs-search>input.is-medium~.icon,html.theme--catppuccin-latte .control.has-icons-right .select.is-medium~.icon{font-size:1.25rem}html.theme--catppuccin-latte .control.has-icons-left 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kbd.button.is-outlined{background-color:transparent;border-color:#363a4f;box-shadow:none;color:#363a4f}html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--catppuccin-macchiato .content 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.button.is-info.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-info.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-focused{background-color:#8bd5ca;border-color:#8bd5ca;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading::after{border-color:transparent transparent #8bd5ca #8bd5ca !important}html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-info.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-info.is-outlined{background-color:transparent;border-color:#8bd5ca;box-shadow:none;color:#8bd5ca}html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#8bd5ca}html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #8bd5ca #8bd5ca !important}html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-info.is-light{background-color:#f0faf8;color:#276d62}html.theme--catppuccin-macchiato .button.is-info.is-light:hover,html.theme--catppuccin-macchiato .button.is-info.is-light.is-hovered{background-color:#e7f6f4;border-color:transparent;color:#276d62}html.theme--catppuccin-macchiato .button.is-info.is-light:active,html.theme--catppuccin-macchiato .button.is-info.is-light.is-active{background-color:#ddf3f0;border-color:transparent;color:#276d62}html.theme--catppuccin-macchiato .button.is-success{background-color:#a6da95;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success:hover,html.theme--catppuccin-macchiato .button.is-success.is-hovered{background-color:#9ed78c;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success:focus,html.theme--catppuccin-macchiato .button.is-success.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success:focus:not(:active),html.theme--catppuccin-macchiato .button.is-success.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(166,218,149,0.25)}html.theme--catppuccin-macchiato .button.is-success:active,html.theme--catppuccin-macchiato .button.is-success.is-active{background-color:#96d382;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success{background-color:#a6da95;border-color:#a6da95;box-shadow:none}html.theme--catppuccin-macchiato .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-success.is-outlined{background-color:transparent;border-color:#a6da95;color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-success.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-focused{background-color:#a6da95;border-color:#a6da95;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #a6da95 #a6da95 !important}html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success.is-outlined{background-color:transparent;border-color:#a6da95;box-shadow:none;color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #a6da95 #a6da95 !important}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-light{background-color:#f2faf0;color:#386e26}html.theme--catppuccin-macchiato .button.is-success.is-light:hover,html.theme--catppuccin-macchiato .button.is-success.is-light.is-hovered{background-color:#eaf6e6;border-color:transparent;color:#386e26}html.theme--catppuccin-macchiato .button.is-success.is-light:active,html.theme--catppuccin-macchiato .button.is-success.is-light.is-active{background-color:#e2f3dd;border-color:transparent;color:#386e26}html.theme--catppuccin-macchiato .button.is-warning{background-color:#eed49f;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning:hover,html.theme--catppuccin-macchiato .button.is-warning.is-hovered{background-color:#eccf94;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning:focus,html.theme--catppuccin-macchiato .button.is-warning.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning:focus:not(:active),html.theme--catppuccin-macchiato .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(238,212,159,0.25)}html.theme--catppuccin-macchiato .button.is-warning:active,html.theme--catppuccin-macchiato .button.is-warning.is-active{background-color:#eaca89;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning{background-color:#eed49f;border-color:#eed49f;box-shadow:none}html.theme--catppuccin-macchiato .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-warning.is-outlined{background-color:transparent;border-color:#eed49f;color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-warning.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-focused{background-color:#eed49f;border-color:#eed49f;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #eed49f #eed49f !important}html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning.is-outlined{background-color:transparent;border-color:#eed49f;box-shadow:none;color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #eed49f #eed49f !important}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-light{background-color:#fcf7ee;color:#7e5c16}html.theme--catppuccin-macchiato .button.is-warning.is-light:hover,html.theme--catppuccin-macchiato .button.is-warning.is-light.is-hovered{background-color:#faf2e3;border-color:transparent;color:#7e5c16}html.theme--catppuccin-macchiato .button.is-warning.is-light:active,html.theme--catppuccin-macchiato .button.is-warning.is-light.is-active{background-color:#f8eed8;border-color:transparent;color:#7e5c16}html.theme--catppuccin-macchiato .button.is-danger{background-color:#ed8796;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger:hover,html.theme--catppuccin-macchiato .button.is-danger.is-hovered{background-color:#eb7c8c;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger:focus,html.theme--catppuccin-macchiato .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger:focus:not(:active),html.theme--catppuccin-macchiato .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(237,135,150,0.25)}html.theme--catppuccin-macchiato .button.is-danger:active,html.theme--catppuccin-macchiato .button.is-danger.is-active{background-color:#ea7183;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger{background-color:#ed8796;border-color:#ed8796;box-shadow:none}html.theme--catppuccin-macchiato .button.is-danger.is-inverted{background-color:#fff;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-macchiato .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-danger.is-outlined{background-color:transparent;border-color:#ed8796;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-danger.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-focused{background-color:#ed8796;border-color:#ed8796;color:#fff}html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #ed8796 #ed8796 !important}html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger.is-outlined{background-color:transparent;border-color:#ed8796;box-shadow:none;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #ed8796 #ed8796 !important}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-macchiato .button.is-danger.is-light{background-color:#fcedef;color:#971729}html.theme--catppuccin-macchiato .button.is-danger.is-light:hover,html.theme--catppuccin-macchiato .button.is-danger.is-light.is-hovered{background-color:#fbe2e6;border-color:transparent;color:#971729}html.theme--catppuccin-macchiato .button.is-danger.is-light:active,html.theme--catppuccin-macchiato .button.is-danger.is-light.is-active{background-color:#f9d7dc;border-color:transparent;color:#971729}html.theme--catppuccin-macchiato .button.is-small,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-macchiato .button.is-small:not(.is-rounded),html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-macchiato .button.is-normal{font-size:1rem}html.theme--catppuccin-macchiato .button.is-medium{font-size:1.25rem}html.theme--catppuccin-macchiato .button.is-large{font-size:1.5rem}html.theme--catppuccin-macchiato .button[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button{background-color:#6e738d;border-color:#5b6078;box-shadow:none;opacity:.5}html.theme--catppuccin-macchiato .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-macchiato .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-macchiato .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-macchiato .button.is-static{background-color:#1e2030;border-color:#5b6078;color:#8087a2;box-shadow:none;pointer-events:none}html.theme--catppuccin-macchiato .button.is-rounded,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-macchiato .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-macchiato .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-macchiato .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-macchiato .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-macchiato .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-macchiato .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-macchiato .buttons.are-small 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.container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-macchiato .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-macchiato .content li+li{margin-top:0.25em}html.theme--catppuccin-macchiato .content p:not(:last-child),html.theme--catppuccin-macchiato .content dl:not(:last-child),html.theme--catppuccin-macchiato .content ol:not(:last-child),html.theme--catppuccin-macchiato .content ul:not(:last-child),html.theme--catppuccin-macchiato .content blockquote:not(:last-child),html.theme--catppuccin-macchiato .content pre:not(:last-child),html.theme--catppuccin-macchiato .content table:not(:last-child){margin-bottom:1em}html.theme--catppuccin-macchiato .content h1,html.theme--catppuccin-macchiato .content h2,html.theme--catppuccin-macchiato .content h3,html.theme--catppuccin-macchiato .content h4,html.theme--catppuccin-macchiato .content h5,html.theme--catppuccin-macchiato .content 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ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-macchiato .content ol:not([type]){list-style-type:decimal}html.theme--catppuccin-macchiato .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--catppuccin-macchiato .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--catppuccin-macchiato .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--catppuccin-macchiato .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--catppuccin-macchiato .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-macchiato .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--catppuccin-macchiato .content ul ul ul{list-style-type:square}html.theme--catppuccin-macchiato .content dd{margin-left:2em}html.theme--catppuccin-macchiato .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--catppuccin-macchiato 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form.docs-search>input.is-active{box-shadow:0 0 0 0.125em rgba(255,255,255,0.25)}html.theme--catppuccin-macchiato .is-black.textarea,html.theme--catppuccin-macchiato .is-black.input,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.is-black{border-color:#0a0a0a}html.theme--catppuccin-macchiato .is-black.textarea:focus,html.theme--catppuccin-macchiato .is-black.input:focus,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.is-black:focus,html.theme--catppuccin-macchiato .is-black.is-focused.textarea,html.theme--catppuccin-macchiato .is-black.is-focused.input,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.is-focused,html.theme--catppuccin-macchiato .is-black.textarea:active,html.theme--catppuccin-macchiato .is-black.input:active,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.is-black:active,html.theme--catppuccin-macchiato 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html.theme--catppuccin-mocha .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-mocha .button.is-link.is-light{background-color:#ebf3fe;color:#063c93}html.theme--catppuccin-mocha .button.is-link.is-light:hover,html.theme--catppuccin-mocha .button.is-link.is-light.is-hovered{background-color:#dfebfe;border-color:transparent;color:#063c93}html.theme--catppuccin-mocha .button.is-link.is-light:active,html.theme--catppuccin-mocha .button.is-link.is-light.is-active{background-color:#d3e3fd;border-color:transparent;color:#063c93}html.theme--catppuccin-mocha .button.is-info{background-color:#94e2d5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info:hover,html.theme--catppuccin-mocha .button.is-info.is-hovered{background-color:#8adfd1;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info:focus,html.theme--catppuccin-mocha .button.is-info.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info:focus:not(:active),html.theme--catppuccin-mocha .button.is-info.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(148,226,213,0.25)}html.theme--catppuccin-mocha .button.is-info:active,html.theme--catppuccin-mocha .button.is-info.is-active{background-color:#80ddcd;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-info{background-color:#94e2d5;border-color:#94e2d5;box-shadow:none}html.theme--catppuccin-mocha .button.is-info.is-inverted{background-color:rgba(0,0,0,0.7);color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-inverted:hover,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-info.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-info.is-outlined{background-color:transparent;border-color:#94e2d5;color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-outlined:hover,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-info.is-outlined:focus,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-focused{background-color:#94e2d5;border-color:#94e2d5;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading::after{border-color:transparent transparent #94e2d5 #94e2d5 !important}html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-info.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-info.is-outlined{background-color:transparent;border-color:#94e2d5;box-shadow:none;color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #94e2d5 #94e2d5 !important}html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info.is-light{background-color:#effbf9;color:#207466}html.theme--catppuccin-mocha .button.is-info.is-light:hover,html.theme--catppuccin-mocha .button.is-info.is-light.is-hovered{background-color:#e5f8f5;border-color:transparent;color:#207466}html.theme--catppuccin-mocha .button.is-info.is-light:active,html.theme--catppuccin-mocha .button.is-info.is-light.is-active{background-color:#dbf5f1;border-color:transparent;color:#207466}html.theme--catppuccin-mocha .button.is-success{background-color:#a6e3a1;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success:hover,html.theme--catppuccin-mocha .button.is-success.is-hovered{background-color:#9de097;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success:focus,html.theme--catppuccin-mocha .button.is-success.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success:focus:not(:active),html.theme--catppuccin-mocha .button.is-success.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(166,227,161,0.25)}html.theme--catppuccin-mocha .button.is-success:active,html.theme--catppuccin-mocha .button.is-success.is-active{background-color:#93dd8d;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success{background-color:#a6e3a1;border-color:#a6e3a1;box-shadow:none}html.theme--catppuccin-mocha .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-inverted:hover,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-success.is-outlined{background-color:transparent;border-color:#a6e3a1;color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-outlined:hover,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-success.is-outlined:focus,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-focused{background-color:#a6e3a1;border-color:#a6e3a1;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #a6e3a1 #a6e3a1 !important}html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success.is-outlined{background-color:transparent;border-color:#a6e3a1;box-shadow:none;color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #a6e3a1 #a6e3a1 !important}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-light{background-color:#f0faef;color:#287222}html.theme--catppuccin-mocha .button.is-success.is-light:hover,html.theme--catppuccin-mocha .button.is-success.is-light.is-hovered{background-color:#e7f7e5;border-color:transparent;color:#287222}html.theme--catppuccin-mocha .button.is-success.is-light:active,html.theme--catppuccin-mocha .button.is-success.is-light.is-active{background-color:#def4dc;border-color:transparent;color:#287222}html.theme--catppuccin-mocha .button.is-warning{background-color:#f9e2af;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning:hover,html.theme--catppuccin-mocha .button.is-warning.is-hovered{background-color:#f8dea3;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning:focus,html.theme--catppuccin-mocha .button.is-warning.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning:focus:not(:active),html.theme--catppuccin-mocha .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(249,226,175,0.25)}html.theme--catppuccin-mocha .button.is-warning:active,html.theme--catppuccin-mocha .button.is-warning.is-active{background-color:#f7d997;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning{background-color:#f9e2af;border-color:#f9e2af;box-shadow:none}html.theme--catppuccin-mocha .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-inverted:hover,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-warning.is-outlined{background-color:transparent;border-color:#f9e2af;color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-outlined:hover,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-warning.is-outlined:focus,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-focused{background-color:#f9e2af;border-color:#f9e2af;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #f9e2af #f9e2af !important}html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning.is-outlined{background-color:transparent;border-color:#f9e2af;box-shadow:none;color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f9e2af #f9e2af !important}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-light{background-color:#fef8ec;color:#8a620a}html.theme--catppuccin-mocha .button.is-warning.is-light:hover,html.theme--catppuccin-mocha .button.is-warning.is-light.is-hovered{background-color:#fdf4e0;border-color:transparent;color:#8a620a}html.theme--catppuccin-mocha .button.is-warning.is-light:active,html.theme--catppuccin-mocha .button.is-warning.is-light.is-active{background-color:#fcf0d4;border-color:transparent;color:#8a620a}html.theme--catppuccin-mocha .button.is-danger{background-color:#f38ba8;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger:hover,html.theme--catppuccin-mocha .button.is-danger.is-hovered{background-color:#f27f9f;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger:focus,html.theme--catppuccin-mocha .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger:focus:not(:active),html.theme--catppuccin-mocha .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(243,139,168,0.25)}html.theme--catppuccin-mocha .button.is-danger:active,html.theme--catppuccin-mocha .button.is-danger.is-active{background-color:#f17497;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger{background-color:#f38ba8;border-color:#f38ba8;box-shadow:none}html.theme--catppuccin-mocha .button.is-danger.is-inverted{background-color:#fff;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-inverted:hover,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-mocha .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-mocha .button.is-danger.is-outlined{background-color:transparent;border-color:#f38ba8;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-outlined:hover,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-danger.is-outlined:focus,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-focused{background-color:#f38ba8;border-color:#f38ba8;color:#fff}html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #f38ba8 #f38ba8 !important}html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-mocha .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger.is-outlined{background-color:transparent;border-color:#f38ba8;box-shadow:none;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f38ba8 #f38ba8 !important}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-mocha .button.is-danger.is-light{background-color:#fdedf1;color:#991036}html.theme--catppuccin-mocha .button.is-danger.is-light:hover,html.theme--catppuccin-mocha .button.is-danger.is-light.is-hovered{background-color:#fce1e8;border-color:transparent;color:#991036}html.theme--catppuccin-mocha .button.is-danger.is-light:active,html.theme--catppuccin-mocha .button.is-danger.is-light.is-active{background-color:#fbd5e0;border-color:transparent;color:#991036}html.theme--catppuccin-mocha .button.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-mocha .button.is-small:not(.is-rounded),html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-mocha .button.is-normal{font-size:1rem}html.theme--catppuccin-mocha .button.is-medium{font-size:1.25rem}html.theme--catppuccin-mocha .button.is-large{font-size:1.5rem}html.theme--catppuccin-mocha .button[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button{background-color:#6c7086;border-color:#585b70;box-shadow:none;opacity:.5}html.theme--catppuccin-mocha .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-mocha .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-mocha .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-mocha .button.is-static{background-color:#181825;border-color:#585b70;color:#7f849c;box-shadow:none;pointer-events:none}html.theme--catppuccin-mocha .button.is-rounded,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-mocha .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-mocha .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-mocha .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-mocha .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-mocha .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-mocha .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-mocha .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-mocha .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-mocha .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-mocha .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-mocha .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-mocha .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-mocha .buttons.has-addons .button:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-mocha .buttons.has-addons .button:focus,html.theme--catppuccin-mocha .buttons.has-addons .button.is-focused,html.theme--catppuccin-mocha .buttons.has-addons .button:active,html.theme--catppuccin-mocha .buttons.has-addons .button.is-active,html.theme--catppuccin-mocha .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-mocha .buttons.has-addons .button:focus:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-mocha .buttons.has-addons .button:active:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-mocha .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-mocha .buttons.is-centered{justify-content:center}html.theme--catppuccin-mocha .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-mocha .buttons.is-right{justify-content:flex-end}html.theme--catppuccin-mocha .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--catppuccin-mocha .button.is-responsive.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--catppuccin-mocha .button.is-responsive,html.theme--catppuccin-mocha .button.is-responsive.is-normal{font-size:.65625rem}html.theme--catppuccin-mocha .button.is-responsive.is-medium{font-size:.75rem}html.theme--catppuccin-mocha .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--catppuccin-mocha .button.is-responsive.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--catppuccin-mocha .button.is-responsive,html.theme--catppuccin-mocha .button.is-responsive.is-normal{font-size:.75rem}html.theme--catppuccin-mocha .button.is-responsive.is-medium{font-size:1rem}html.theme--catppuccin-mocha .button.is-responsive.is-large{font-size:1.25rem}}html.theme--catppuccin-mocha .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--catppuccin-mocha .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--catppuccin-mocha .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--catppuccin-mocha .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--catppuccin-mocha .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--catppuccin-mocha .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-mocha .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-mocha .content li+li{margin-top:0.25em}html.theme--catppuccin-mocha .content p:not(:last-child),html.theme--catppuccin-mocha .content dl:not(:last-child),html.theme--catppuccin-mocha .content ol:not(:last-child),html.theme--catppuccin-mocha .content ul:not(:last-child),html.theme--catppuccin-mocha .content blockquote:not(:last-child),html.theme--catppuccin-mocha .content pre:not(:last-child),html.theme--catppuccin-mocha .content table:not(:last-child){margin-bottom:1em}html.theme--catppuccin-mocha .content h1,html.theme--catppuccin-mocha .content h2,html.theme--catppuccin-mocha .content h3,html.theme--catppuccin-mocha .content h4,html.theme--catppuccin-mocha .content h5,html.theme--catppuccin-mocha .content h6{color:#cdd6f4;font-weight:600;line-height:1.125}html.theme--catppuccin-mocha .content h1{font-size:2em;margin-bottom:0.5em}html.theme--catppuccin-mocha .content h1:not(:first-child){margin-top:1em}html.theme--catppuccin-mocha .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--catppuccin-mocha .content h2:not(:first-child){margin-top:1.1428em}html.theme--catppuccin-mocha .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--catppuccin-mocha .content h3:not(:first-child){margin-top:1.3333em}html.theme--catppuccin-mocha .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--catppuccin-mocha .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--catppuccin-mocha .content h6{font-size:1em;margin-bottom:1em}html.theme--catppuccin-mocha .content blockquote{background-color:#181825;border-left:5px solid #585b70;padding:1.25em 1.5em}html.theme--catppuccin-mocha .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-mocha .content ol:not([type]){list-style-type:decimal}html.theme--catppuccin-mocha .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--catppuccin-mocha .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--catppuccin-mocha .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--catppuccin-mocha .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--catppuccin-mocha .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-mocha .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--catppuccin-mocha .content ul ul ul{list-style-type:square}html.theme--catppuccin-mocha .content dd{margin-left:2em}html.theme--catppuccin-mocha .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--catppuccin-mocha .content figure:not(:first-child){margin-top:2em}html.theme--catppuccin-mocha .content figure:not(:last-child){margin-bottom:2em}html.theme--catppuccin-mocha .content figure img{display:inline-block}html.theme--catppuccin-mocha .content figure figcaption{font-style:italic}html.theme--catppuccin-mocha .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--catppuccin-mocha .content sup,html.theme--catppuccin-mocha .content sub{font-size:75%}html.theme--catppuccin-mocha .content table{width:100%}html.theme--catppuccin-mocha .content table td,html.theme--catppuccin-mocha .content table th{border:1px solid #585b70;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--catppuccin-mocha .content table th{color:#b8c5ef}html.theme--catppuccin-mocha .content table th:not([align]){text-align:inherit}html.theme--catppuccin-mocha .content table thead td,html.theme--catppuccin-mocha .content table thead th{border-width:0 0 2px;color:#b8c5ef}html.theme--catppuccin-mocha .content table tfoot td,html.theme--catppuccin-mocha .content table tfoot th{border-width:2px 0 0;color:#b8c5ef}html.theme--catppuccin-mocha .content table tbody tr:last-child td,html.theme--catppuccin-mocha .content table tbody tr:last-child th{border-bottom-width:0}html.theme--catppuccin-mocha .content .tabs li+li{margin-top:0}html.theme--catppuccin-mocha .content.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.content{font-size:.75rem}html.theme--catppuccin-mocha .content.is-normal{font-size:1rem}html.theme--catppuccin-mocha .content.is-medium{font-size:1.25rem}html.theme--catppuccin-mocha .content.is-large{font-size:1.5rem}html.theme--catppuccin-mocha .icon{align-items:center;display:inline-flex;justify-content:center;height:1.5rem;width:1.5rem}html.theme--catppuccin-mocha .icon.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.icon{height:1rem;width:1rem}html.theme--catppuccin-mocha .icon.is-medium{height:2rem;width:2rem}html.theme--catppuccin-mocha .icon.is-large{height:3rem;width:3rem}html.theme--catppuccin-mocha .icon-text{align-items:flex-start;color:inherit;display:inline-flex;flex-wrap:wrap;line-height:1.5rem;vertical-align:top}html.theme--catppuccin-mocha .icon-text .icon{flex-grow:0;flex-shrink:0}html.theme--catppuccin-mocha .icon-text .icon:not(:last-child){margin-right:.25em}html.theme--catppuccin-mocha .icon-text .icon:not(:first-child){margin-left:.25em}html.theme--catppuccin-mocha div.icon-text{display:flex}html.theme--catppuccin-mocha .image,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img{display:block;position:relative}html.theme--catppuccin-mocha .image img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img img{display:block;height:auto;width:100%}html.theme--catppuccin-mocha .image img.is-rounded,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img img.is-rounded{border-radius:9999px}html.theme--catppuccin-mocha .image.is-fullwidth,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-fullwidth{width:100%}html.theme--catppuccin-mocha .image.is-square img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-square img,html.theme--catppuccin-mocha .image.is-square .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-square .has-ratio,html.theme--catppuccin-mocha .image.is-1by1 img,html.theme--catppuccin-mocha #documenter .docs-sidebar 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.has-ratio,html.theme--catppuccin-mocha .image.is-5by3 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-5by3 img,html.theme--catppuccin-mocha .image.is-5by3 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-5by3 .has-ratio,html.theme--catppuccin-mocha .image.is-16by9 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-16by9 img,html.theme--catppuccin-mocha .image.is-16by9 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-16by9 .has-ratio,html.theme--catppuccin-mocha .image.is-2by1 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-2by1 img,html.theme--catppuccin-mocha .image.is-2by1 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-2by1 .has-ratio,html.theme--catppuccin-mocha .image.is-3by1 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by1 img,html.theme--catppuccin-mocha 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img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by5 img,html.theme--catppuccin-mocha .image.is-3by5 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by5 .has-ratio,html.theme--catppuccin-mocha .image.is-9by16 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-9by16 img,html.theme--catppuccin-mocha .image.is-9by16 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-9by16 .has-ratio,html.theme--catppuccin-mocha .image.is-1by2 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-1by2 img,html.theme--catppuccin-mocha .image.is-1by2 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-1by2 .has-ratio,html.theme--catppuccin-mocha .image.is-1by3 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-1by3 img,html.theme--catppuccin-mocha .image.is-1by3 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-1by3 .has-ratio{height:100%;width:100%}html.theme--catppuccin-mocha .image.is-square,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-square,html.theme--catppuccin-mocha .image.is-1by1,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-1by1{padding-top:100%}html.theme--catppuccin-mocha .image.is-5by4,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-5by4{padding-top:80%}html.theme--catppuccin-mocha .image.is-4by3,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-4by3{padding-top:75%}html.theme--catppuccin-mocha .image.is-3by2,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by2{padding-top:66.6666%}html.theme--catppuccin-mocha .image.is-5by3,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-5by3{padding-top:60%}html.theme--catppuccin-mocha .image.is-16by9,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-16by9{padding-top:56.25%}html.theme--catppuccin-mocha .image.is-2by1,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-2by1{padding-top:50%}html.theme--catppuccin-mocha .image.is-3by1,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by1{padding-top:33.3333%}html.theme--catppuccin-mocha .image.is-4by5,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-4by5{padding-top:125%}html.theme--catppuccin-mocha .image.is-3by4,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by4{padding-top:133.3333%}html.theme--catppuccin-mocha .image.is-2by3,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-2by3{padding-top:150%}html.theme--catppuccin-mocha .image.is-3by5,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by5{padding-top:166.6666%}html.theme--catppuccin-mocha .image.is-9by16,html.theme--catppuccin-mocha #documenter 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html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-danger.is-light{background-color:#fbefef;color:#c03930}html.theme--documenter-dark .button.is-danger.is-light:hover,html.theme--documenter-dark .button.is-danger.is-light.is-hovered{background-color:#f8e6e5;border-color:transparent;color:#c03930}html.theme--documenter-dark .button.is-danger.is-light:active,html.theme--documenter-dark .button.is-danger.is-light.is-active{background-color:#f6dcda;border-color:transparent;color:#c03930}html.theme--documenter-dark .button.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--documenter-dark .button.is-small:not(.is-rounded),html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--documenter-dark 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.button.is-responsive.is-normal{font-size:.65625rem}html.theme--documenter-dark .button.is-responsive.is-medium{font-size:.75rem}html.theme--documenter-dark .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--documenter-dark .button.is-responsive.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--documenter-dark .button.is-responsive,html.theme--documenter-dark .button.is-responsive.is-normal{font-size:.75rem}html.theme--documenter-dark .button.is-responsive.is-medium{font-size:1rem}html.theme--documenter-dark .button.is-responsive.is-large{font-size:1.25rem}}html.theme--documenter-dark .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--documenter-dark .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--documenter-dark 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h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--documenter-dark .content h6{font-size:1em;margin-bottom:1em}html.theme--documenter-dark .content blockquote{background-color:#282f2f;border-left:5px solid #5e6d6f;padding:1.25em 1.5em}html.theme--documenter-dark .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--documenter-dark .content ol:not([type]){list-style-type:decimal}html.theme--documenter-dark .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--documenter-dark .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--documenter-dark .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--documenter-dark .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--documenter-dark .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--documenter-dark .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--documenter-dark .content ul ul ul{list-style-type:square}html.theme--documenter-dark .content dd{margin-left:2em}html.theme--documenter-dark .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--documenter-dark .content figure:not(:first-child){margin-top:2em}html.theme--documenter-dark .content figure:not(:last-child){margin-bottom:2em}html.theme--documenter-dark .content figure img{display:inline-block}html.theme--documenter-dark .content figure figcaption{font-style:italic}html.theme--documenter-dark .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--documenter-dark .content sup,html.theme--documenter-dark .content sub{font-size:75%}html.theme--documenter-dark .content table{width:100%}html.theme--documenter-dark .content table td,html.theme--documenter-dark .content table th{border:1px solid #5e6d6f;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--documenter-dark .content table th{color:#f2f2f2}html.theme--documenter-dark .content table th:not([align]){text-align:inherit}html.theme--documenter-dark .content table thead td,html.theme--documenter-dark .content table thead th{border-width:0 0 2px;color:#f2f2f2}html.theme--documenter-dark .content table tfoot td,html.theme--documenter-dark .content table tfoot th{border-width:2px 0 0;color:#f2f2f2}html.theme--documenter-dark .content table tbody tr:last-child td,html.theme--documenter-dark .content table tbody tr:last-child th{border-bottom-width:0}html.theme--documenter-dark .content .tabs li+li{margin-top:0}html.theme--documenter-dark .content.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.content{font-size:.75rem}html.theme--documenter-dark .content.is-normal{font-size:1rem}html.theme--documenter-dark .content.is-medium{font-size:1.25rem}html.theme--documenter-dark .content.is-large{font-size:1.5rem}html.theme--documenter-dark 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span.sgr42{background-color:#066f00}.ansi span.sgr43{background-color:#856b00}.ansi span.sgr44{background-color:#2149b0}.ansi span.sgr45{background-color:#7d4498}.ansi span.sgr46{background-color:#007989}.ansi span.sgr47{background-color:gray}.ansi span.sgr90{color:#616161}.ansi span.sgr91{color:#cb3c33}.ansi span.sgr92{color:#0e8300}.ansi span.sgr93{color:#a98800}.ansi span.sgr94{color:#3c5dcd}.ansi span.sgr95{color:#9256af}.ansi span.sgr96{color:#008fa3}.ansi span.sgr97{color:#f5f5f5}.ansi span.sgr100{background-color:#616161}.ansi span.sgr101{background-color:#cb3c33}.ansi span.sgr102{background-color:#0e8300}.ansi span.sgr103{background-color:#a98800}.ansi span.sgr104{background-color:#3c5dcd}.ansi span.sgr105{background-color:#9256af}.ansi span.sgr106{background-color:#008fa3}.ansi span.sgr107{background-color:#f5f5f5}code.language-julia-repl>span.hljs-meta{color:#066f00;font-weight:bolder}/*! + Theme: Default + Description: Original highlight.js style + Author: (c) Ivan Sagalaev + Maintainer: @highlightjs/core-team + Website: https://highlightjs.org/ + License: see project LICENSE + Touched: 2021 +*/pre code.hljs{display:block;overflow-x:auto;padding:1em}code.hljs{padding:3px 5px}.hljs{background:#F3F3F3;color:#444}.hljs-comment{color:#697070}.hljs-tag,.hljs-punctuation{color:#444a}.hljs-tag .hljs-name,.hljs-tag .hljs-attr{color:#444}.hljs-keyword,.hljs-attribute,.hljs-selector-tag,.hljs-meta .hljs-keyword,.hljs-doctag,.hljs-name{font-weight:bold}.hljs-type,.hljs-string,.hljs-number,.hljs-selector-id,.hljs-selector-class,.hljs-quote,.hljs-template-tag,.hljs-deletion{color:#880000}.hljs-title,.hljs-section{color:#880000;font-weight:bold}.hljs-regexp,.hljs-symbol,.hljs-variable,.hljs-template-variable,.hljs-link,.hljs-selector-attr,.hljs-operator,.hljs-selector-pseudo{color:#ab5656}.hljs-literal{color:#695}.hljs-built_in,.hljs-bullet,.hljs-code,.hljs-addition{color:#397300}.hljs-meta{color:#1f7199}.hljs-meta .hljs-string{color:#38a}.hljs-emphasis{font-style:italic}.hljs-strong{font-weight:bold}.gap-4{gap:1rem} diff --git a/docs/repl/assets/themeswap.js b/docs/repl/assets/themeswap.js new file mode 100644 index 000000000..9f5eebe6a --- /dev/null +++ b/docs/repl/assets/themeswap.js @@ -0,0 +1,84 @@ +// Small function to quickly swap out themes. Gets put into the tag.. +function set_theme_from_local_storage() { + // Initialize the theme to null, which means default + var theme = null; + // If the browser supports the localstorage and is not disabled then try to get the + // documenter theme + if (window.localStorage != null) { + // Get the user-picked theme from localStorage. May be `null`, which means the default + // theme. + theme = window.localStorage.getItem("documenter-theme"); + } + // Check if the users preference is for dark color scheme + var darkPreference = + window.matchMedia("(prefers-color-scheme: dark)").matches === true; + // Initialize a few variables for the loop: + // + // - active: will contain the index of the theme that should be active. Note that there + // is no guarantee that localStorage contains sane values. If `active` stays `null` + // we either could not find the theme or it is the default (primary) theme anyway. + // Either way, we then need to stick to the primary theme. + // + // - disabled: style sheets that should be disabled (i.e. all the theme style sheets + // that are not the currently active theme) + var active = null; + var disabled = []; + var primaryLightTheme = null; + var primaryDarkTheme = null; + for (var i = 0; i < document.styleSheets.length; i++) { + var ss = document.styleSheets[i]; + // The tag of each style sheet is expected to have a data-theme-name attribute + // which must contain the name of the theme. The names in localStorage much match this. + var themename = ss.ownerNode.getAttribute("data-theme-name"); + // attribute not set => non-theme stylesheet => ignore + if (themename === null) continue; + // To distinguish the default (primary) theme, it needs to have the data-theme-primary + // attribute set. + if (ss.ownerNode.getAttribute("data-theme-primary") !== null) { + primaryLightTheme = themename; + } + // Check if the theme is primary dark theme so that we could store its name in darkTheme + if (ss.ownerNode.getAttribute("data-theme-primary-dark") !== null) { + primaryDarkTheme = themename; + } + // If we find a matching theme (and it's not the default), we'll set active to non-null + if (themename === theme) active = i; + // Store the style sheets of inactive themes so that we could disable them + if (themename !== theme) disabled.push(ss); + } + var activeTheme = null; + if (active !== null) { + // If we did find an active theme, we'll (1) add the theme--$(theme) class to + document.getElementsByTagName("html")[0].className = "theme--" + theme; + activeTheme = theme; + } else { + // If we did _not_ find an active theme, then we need to fall back to the primary theme + // which can either be dark or light, depending on the user's OS preference. + var activeTheme = darkPreference ? primaryDarkTheme : primaryLightTheme; + // In case it somehow happens that the relevant primary theme was not found in the + // preceding loop, we abort without doing anything. + if (activeTheme === null) { + console.error("Unable to determine primary theme."); + return; + } + // When switching to the primary light theme, then we must not have a class name + // for the tag. That's only for non-primary or the primary dark theme. + if (darkPreference) { + document.getElementsByTagName("html")[0].className = + "theme--" + activeTheme; + } else { + document.getElementsByTagName("html")[0].className = ""; + } + } + for (var i = 0; i < document.styleSheets.length; i++) { + var ss = document.styleSheets[i]; + // The tag of each style sheet is expected to have a data-theme-name attribute + // which must contain the name of the theme. The names in localStorage much match this. + var themename = ss.ownerNode.getAttribute("data-theme-name"); + // attribute not set => non-theme stylesheet => ignore + if (themename === null) continue; + // we'll disable all the stylesheets, except for the active one + ss.disabled = !(themename == activeTheme); + } +} +set_theme_from_local_storage(); diff --git a/docs/repl/assets/warner.js b/docs/repl/assets/warner.js new file mode 100644 index 000000000..3f6f5d008 --- /dev/null +++ b/docs/repl/assets/warner.js @@ -0,0 +1,52 @@ +function maybeAddWarning() { + // DOCUMENTER_NEWEST is defined in versions.js, DOCUMENTER_CURRENT_VERSION and DOCUMENTER_STABLE + // in siteinfo.js. + // If either of these are undefined something went horribly wrong, so we abort. + if ( + window.DOCUMENTER_NEWEST === undefined || + window.DOCUMENTER_CURRENT_VERSION === undefined || + window.DOCUMENTER_STABLE === undefined + ) { + return; + } + + // Current version is not a version number, so we can't tell if it's the newest version. Abort. + if (!/v(\d+\.)*\d+/.test(window.DOCUMENTER_CURRENT_VERSION)) { + return; + } + + // Current version is newest version, so no need to add a warning. + if (window.DOCUMENTER_NEWEST === window.DOCUMENTER_CURRENT_VERSION) { + return; + } + + // Add a noindex meta tag (unless one exists) so that search engines don't index this version of the docs. + if (document.body.querySelector('meta[name="robots"]') === null) { + const meta = document.createElement("meta"); + meta.name = "robots"; + meta.content = "noindex"; + + document.getElementsByTagName("head")[0].appendChild(meta); + } + + const div = document.createElement("div"); + div.classList.add("outdated-warning-overlay"); + const closer = document.createElement("button"); + closer.classList.add("outdated-warning-closer", "delete"); + closer.addEventListener("click", function () { + document.body.removeChild(div); + }); + const href = window.documenterBaseURL + "/../" + window.DOCUMENTER_STABLE; + div.innerHTML = + 'This documentation is not for the latest stable release, but for either the development version or an older release.
        Click here to go to the documentation for the latest stable release.'; + div.appendChild(closer); + document.body.appendChild(div); +} + +if (document.readyState === "loading") { + document.addEventListener("DOMContentLoaded", maybeAddWarning); +} else { + maybeAddWarning(); +} diff --git a/docs/repl/commands.org b/docs/repl/commands.org new file mode 100644 index 000000000..735e565f9 --- /dev/null +++ b/docs/repl/commands.org @@ -0,0 +1,63 @@ +#+title: Commands + +All of the relevant help for the REPL can be accessed from inside the REPL. They +are repeated here verbatim. + +#+begin_src @datarepl +help +#+end_src + +#+begin_src @datareplhelp +add +check +#+end_src + +#+begin_src @datarepl +?config +#+end_src + +#+begin_src @datareplhelp +config get +config set +config unset +#+end_src + +#+begin_src @datareplhelp +edit +init +list +make +#+end_src + +#+begin_src @datarepl +?plugin +#+end_src + +#+begin_src @datareplhelp +plugin add +plugin remove +plugin edit +plugin info +plugin list +#+end_src + +#+begin_src @datareplhelp +remove +search +show +#+end_src + +#+begin_src @datarepl +?stack +#+end_src + +#+begin_src @datareplhelp +stack promote +stack demote +stack load +stack remove +#+end_src + +#+begin_src @datareplhelp +help +#+end_src diff --git a/docs/repl/commands/index.html b/docs/repl/commands/index.html new file mode 100644 index 000000000..ee823ba3d --- /dev/null +++ b/docs/repl/commands/index.html @@ -0,0 +1,95 @@ +Commands · DataToolkitREPL.jl
        GitHub

        Commands

        All of the relevant help for the REPL can be accessed from inside the REPL. They are repeated here verbatim.

        help

          Command  Action                                         
+  ────────────────────────────────────────────────────────
+  add      Add a data set to the current collection       
+  check    Check the state for potential issues           
+  config   Inspect and modify the current configuration   
+  edit     Edit the specification of a dataset            
+  init     Initialise a new data collection               
+  list     List the datasets in a certain collection      
+  make     Create a new data set from existing information
+  plugin   Inspect and modify the set of plugins used     
+  remove   Remove a data set                              
+  search   Search for a particular data collection        
+  show     Show the dataset refered to by an identifier   
+  stack    Operate on the data collection stack           
+  help     Display help text for commands and transformers
+
+  Commands can also be triggered by unique prefixes or substrings.
+

        ?add

        Add a data set to the current collection

        Usage

        This will interactively ask for all required information.

        Optionally, the name and source can be specified using the following forms:

        data> add NAME
+data> add NAME from SOURCE
+data> add from SOURCE

        As a shorthand, f can be used instead of from.

        The transformers drivers used can also be specified by using a via argument before from, with a form like so:

        data> add via TRANSFORMERS...
+data> add NAME via TRANSFORMERS... from SOURCE

        The type of transformer can also be specified using flags. Namely storage (-s), loader (-l), and writer (-w). For example:

        data> add via -s web -l csv

        Invalid transformer drivers are automatically skipped, so one could use:

        data> add via -sl web csv

        which would be equivalent to add via -s web csv -l web csv, but only web will be reccognised as a valid storage backend and csv as a valid loader. This works well in most cases, which is why -sl are the default flags.

        Examples

        data> add iris from https://github.com/mwaskom/seaborn-data/blob/master/iris.csv
+data> add iris via web csv from https://github.com/mwaskom/seaborn-data/blob/master/iris.csv
+data> add iris via -s web -l csv from https://github.com/mwaskom/seaborn-data/blob/master/iris.csv
+data> add "from" from.txt # add a data set with the name from

        ?check

        Check the state for potential issues

        By default, this operates on the active collection, however it can also be applied to any other collection or a specific data set.

        Usage

        data> check (runs on the active collection)
+data> check COLLECTION
+data> check IDENTIFIER

        ?config

          Inspect and modify the current configuration
+
+  Subcommand  Action                                         
+  ───────────────────────────────────────────────────────────
+  get         Get the current configuration                  
+  set         Set a configuration property                   
+  unset       Remove a configuration property                
+  help        Display help text for commands and transformers
+

        ?config get

        Get the current configuration

        The parameter to get the configuration of should be given using TOML-style dot seperation.

        Examples

        data> get defaults.memorise
+data> get my."special thing".extra

        ?config set

        Set a configuration property

        The parameter to set the configuration of should be given using TOML-style dot seperation.

        Similarly, the new value should be expressed using TOML syntax.

        ##Examples

        data> set defaults.memorise true
+data> set my."special thing".extra {a=1, b=2}

        ?config unset

        Remove a configuration property

        The parameter to be removed should be given using TOML-style dot seperation.

        Examples

        data> unset defaults.memorise
+data> unset my."special thing".extra

        ?edit

        Edit the specification of a dataset

        Open the specified dataset as a TOML file for editing, and reload the dataset from the edited contents.

        Usage

        data> edit IDENTIFIER

        ?init

        Initialise a new data collection

        Optionally, a data collection name and path can be specified with the forms:

        data> init [NAME]
+data> init [PATH]
+data> init [NAME] [PATH]
+data> init [NAME] at [PATH]

        Plugins can also be specified by adding a with argument,

        data> init [...] with PLUGINS...

        To omit the default set of plugins, put with -n instead, i.e.

        data> init [...] with -n PLUGINS...

        Usage

        data> init
+data> init /tmp/test
+data> init test at /tmp/test
+data> init test at /tmp/test with plugin1 plugin2

        ?list

        List the datasets in a certain collection

        By default, the datasets of the active collection are shown.

        Usage

        data> list (lists dataset of the active collection)
+data> list COLLECTION

        ?make

        Create a new data set from existing information

        This drops you into a sandbox where you can interactively develop a script to produce a new data set.

        Usage

        data> make
+data> make new_dataset_name

        ?plugin

          Inspect and modify the set of plugins used
+
+  Subcommand  Action                                            
+  ──────────────────────────────────────────────────────────────
+  add         Add plugins to the first data collection          
+  remove      Remove plugins from the first data collection     
+  edit        Edit the plugins used by the first data collection
+  info        Fetch the documentation of a plugin               
+  list        List the plugins used by the first data collection
+  help        Display help text for commands and transformers   
+

        ?plugin add

        Add plugins to the first data collection

        ?plugin remove

        Remove plugins from the first data collection

        ?plugin edit

        Edit the plugins used by the first data collection

        ?plugin info

        Fetch the documentation of a plugin

        ?plugin list

        List the plugins used by the first data collection
+
+With '-a'/'--availible' all loaded plugins are listed instead.

        ?remove

        Remove a data set

        Usage

        data> remove IDENTIFIER

        Search for a particular data collection

        Usage

        data> search TEXT...

        ?show

        Show the dataset refered to by an identifier

        Usage

        data> show IDENTIFIER

        ?stack

          Operate on the data collection stack
+
+  Subcommand  Action                                          
+  ────────────────────────────────────────────────────────────
+  list        List the data collections of the data stack     
+  promote     Move an entry up the stack                      
+  demote      Move an entry down the stack                    
+  load        Load a data collection onto the top of the stack
+  remove      Remove an entry from the stack                  
+  help        Display help text for commands and transformers 
+

        ?stack promote

        Move an entry up the stack

        An entry can be identified using any of the following:

        • The current position in the stack
        • The name of the data collection
        • The UUID of the data collection

        The number of positions the entry should be promoted by defaults to 1, but can optionally be specified by putting either an integer or the character * after the identifier. When * is given, the entry will be promoted to the top of the data stack.

        Examples with different identifier forms

        data> promote 2
+data> promote mydata
+data> promote 853a9f6a-cd5e-4447-a0a4-b4b2793e0a48

        Examples with different promotion degrees

        data> promote mydata
+data> promote mydata 3
+data> promote mydata *

        ?stack demote

        Move an entry down the stack

        An entry can be identified using any of the following:

        • The current position in the stack
        • The name of the data collection
        • The UUID of the data collection

        The number of positions the entry should be demoted by defaults to 1, but can optionally be specified by putting either an integer or the character * after the identifier. When * is given, the entry will be demoted to the bottom of the data stack.

        Examples with different identifier forms

        data> demote 2
+data> demote mydata
+data> demote 853a9f6a-cd5e-4447-a0a4-b4b2793e0a48

        Examples with different demotion degrees

        data> demote mydata
+data> demote mydata 3
+data> demote mydata *

        ?stack load

        Load a data collection onto the top of the stack

        The data collection should be given by a path to either:

        • A Data TOML file
        • A folder containing a 'Data.toml' file

        The path can be optionally preceeded by an position to insert the loaded collection into the stack at. The default behaviour is to put the new collection at the top of the stack.

        Examples

        data> load path/to/mydata.toml
+data> load 2 somefolder/

        ?stack remove

        Remove an entry from the stack

        An entry can be identified using any of the following:

        • The current position in the stack
        • The name of the data collection
        • The UUID of the data collection

        Examples

        data> remove 2
+data> remove mydata
+data> remove 853a9f6a-cd5e-4447-a0a4-b4b2793e0a48

        ?help

        Display help information on the available Data REPL commands
+
+For convenience, help information can also be accessed via '?', e.g. '?help'.
+
+Help for data transformers can also be accessed by asking for the help of the
+transformer name prefixed by ':' (i.e. ':transformer'), and a list of documented
+transformers can be pulled up with just ':'.
+
+Usage
+=====
+
+data> help
+data> help CMD
+data> help PARENT CMD
+data> PARENT help CMD
+data> help :
+data> help :TRANSFORMER
+
        \ No newline at end of file diff --git a/docs/repl/index.html b/docs/repl/index.html new file mode 100644 index 000000000..1378e4e51 --- /dev/null +++ b/docs/repl/index.html @@ -0,0 +1,75 @@ +Introduction · DataToolkitREPL.jl
        GitHub

        The Data REPL

        General design

        An extensible "Data REPL" is provided to make directly interacting with the Data.toml a bit more convenient. It can be entered by pressing } on an empty julia> REPL line.

        julia> # type }
+data>
+data> help
+ Command  Action
+ ───────────────────────────────────────────────────────────
+ help     Display help information on the available commands

        The foremost data collection is also listed in the prompt in much the same manner as (environment) pkg>, i.e.

        (⋅) data>        # No currently loaded data collections
+(example) data>  # The top data collection is "example"

        Commands (and sub-commands) can be triggered by typing them out in full (i.e. cmd args...) but also abbreviated up to the unique stem. For instance if cmd is the only command starting with c, then it can be called with any of

        • data> cmd args...
        • data> cm args...
        • data> c args...

        However, should a command conflict also exist, then c is no longer a unique stem and so c args... will produce an error message like so:

        data> c args...
+ ! Multiple matching Data REPL commands: cmd, conflict

        The help command

        help is implemented specially in the Data REPL. It can be invoked normally (i.e. help cmd) but also with ? prefix (i.e. ?cmd). Furthermore, all commands with sub-commands with automatically have a help sub-command added. Overall, help supports the following usage patterns.

        data> help             # List available commands.
+data> help cmd         # Obtain the help for cmd, or
+data> help cmd         # list available sub-command (if applicable).
+data> ?cmd             # Obtain the help for cmd.
+data> help cmd subcmd  # Obtain the help for subcmd.
+data> ?cmd subcmd      # Obtain the help for subcmd.
+data> cmd help subcmd  # Obtain the help for subcmd.
+data> cmd ?subcmd      # Obtain the help for subcmd.

        Extending the Data REPL

        Registering commands

        To register a command, one simply needs to push a ReplCmd onto REPL_CMDS.

        DataToolkitREPL.ReplCmd — Type

        A command that can be used in the Data REPL (accessible through '}').

        A ReplCmd consists of the following fields:

        • name, a string that designates the command, and triggers it in the repl
        • description, a short overview of the functionality as a string or displayable object.
        • execute, either a list of sub-ReplCmds, or a function which will perform the command's action. The function must take a single argument, the rest of the command as an AbstractString (for example, 'cmd arg1 arg2' will call the execute function with "arg1 arg2").
        • completions (optional), a function that takes a partial argument string and returns a list of candidate completions.
        ReplCmd(name::String, description::String, execute::Function, [completions::Function])
+ReplCmd(name::String, description::String, execute::Vector{<:ReplCmd})

        Examples

        ReplCmd("echo", "print the argument", identity)
+
+ReplCmd("math", "A collection of basic integer arithmetic",
+    [ReplCmd("add", "a + b + ...", nums -> sum(parse.(Int, split(nums))))],
+     ReplCmd("mul", "a * b * ...", nums -> prod(parse.(Int, split(nums)))))
        source

        Helper functions

        To create a pleasant user interface, a number of utility functions are provided.

        DataToolkitREPL.prompt — Function
        prompt(question::AbstractString, default::AbstractString="",
+       allowempty::Bool=false, cleardefault::Bool=true,
+       multiline::Bool=false)

        Interactively ask question and return the response string, optionally with a default value. If multiline is true, RET must be pressed twice consecutively to submit a value.

        Unless allowempty is set an empty response is not accepted. If cleardefault is set, then an initial backspace will clear the default value.

        The prompt supports the following line-edit-y keys:

        • left arrow
        • right arrow
        • home
        • end
        • delete forwards
        • delete backwards

        Example

        julia> prompt("What colour is the sky? ")
+What colour is the sky? Blue
+"Blue"
        source
        DataToolkitREPL.prompt_char — Function
        prompt_char(question::AbstractString, options::Vector{Char},
+            default::Union{Char, Nothing}=nothing)

        Interactively ask question, only accepting options keys as answers. All keys are converted to lower case on input. If default is not nothing and 'RET' is hit, then default will be returned.

        Should '^C' be pressed, an InterruptException will be thrown.

        source
        DataToolkitREPL.confirm_yn — Function
        confirm_yn(question::AbstractString, default::Bool=false)

        Interactively ask question and accept y/Y/n/N as the response. If any other key is pressed, then default will be taken as the response. A " [y/n]: " string will be appended to the question, with y/n capitalised to indicate the default value.

        Example

        julia> confirm_yn("Do you like chocolate?", true)
+Do you like chocolate? [Y/n]: y
+true
        source
        DataToolkitREPL.peelword — Function
        peelword(input::AbstractString)

        Read the next 'word' from input. If input starts with a quote, this is the unescaped text between the opening and closing quote. Other wise this is simply the next word.

        Returns a tuple of the form (word, rest).

        Example

        julia> peelword("one two")
+("one", "two")
+
+julia> peelword(""one two" three")
+("one two", "three")
        source

        Simple example

        In the below example we will extend the Data REPL by adding a command cowsay which simply call the (assumed to be installed) system cowsay executable.

        function cowsay_repl(input::AbstractString)
+    if isempty(input)
+        confirm_yn("Are you ready to hear your fortune?", true) &&
+            cowsay_repl(read(`fortune`, String))
+    else
+        println(read(`cowsay $input`, String))
+    end
+end
+
+cowsay3 = ReplCmd(
+    "cowsay3",
+    "Hear what the cow has to say
+\n Call with no argument to obtain a fortune.",
+    cowsay_repl,
+    ["Improve your data management with DataToolkits & co."])
+
+push!(REPL_CMDS, cowsay3)

        If you enter the Data REPL, you will be able to note that:

        • cowsay is listed in data> help
        • running cowsay with no arguments results in a Y/n prompt to show a fortune
        • pressing TAB after cowsay fills in the sole completion, Improve your data management with DataToolkits & co..
        (⋅) data> help
+ Command  Action
+ ───────────────────────────────────────────────────────────
+ cowsay   Hear what the cow has to say
+ help     Display help information on the available commands
+
+(⋅) data> ?cowsay3
+ Hear what the cow has to say
+
+ Call with no argument to obtain a fortune.
+
+(⋅) data> cowsay
+Are you ready to hear your fortune? [Y/n]: y
+ _________________________________________
+/ (1) A sheet of paper is an ink-lined    \
+| plane. (2) An inclined plane is a slope |
+| up. (3) A slow pup is a lazy dog.       |
+|                                         |
+| QED: A sheet of paper is a lazy dog.    |
+|                                         |
+| -- Willard Espy, "An Almanac of Words   |
+\ at Play"                                /
+ -----------------------------------------
+        \   ^__^
+         \  (oo)\_______
+            (__)\       )\/\
+                ||----w |
+                ||     ||
+
        \ No newline at end of file diff --git a/docs/repl/index.org b/docs/repl/index.org new file mode 100644 index 000000000..f87fa8e55 --- /dev/null +++ b/docs/repl/index.org @@ -0,0 +1,140 @@ +#+title: The Data REPL + +* General design + +An extensible "Data REPL" is provided to make directly interacting with the +=Data.toml= a bit more convenient. It can be entered by pressing =}= on an empty +=julia>= REPL line. + +#+begin_example +julia> # type } +data> +data> help + Command Action + ─────────────────────────────────────────────────────────── + help Display help information on the available commands +#+end_example + +The foremost data collection is also listed in the prompt in much the same +manner as =(environment) pkg>=, i.e. + +#+begin_example +(⋅) data> # No currently loaded data collections +(example) data> # The top data collection is "example" +#+end_example + +Commands (and sub-commands) can be triggered by typing them out in full (i.e. +=cmd args...=) but also abbreviated up to the unique stem. For instance if =cmd= is +the only command starting with =c=, then it can be called with any of ++ =data> cmd args...= ++ =data> cm args...= ++ =data> c args...= +However, should a command =conflict= also exist, then =c= is no longer a unique stem +and so =c args...= will produce an error message like so: + +#+begin_example +data> c args... + ! Multiple matching Data REPL commands: cmd, conflict +#+end_example + +* The help command + +=help= is implemented specially in the Data REPL. It can be invoked normally (i.e. +=help cmd=) but also with =?= prefix (i.e. =?cmd=). Furthermore, all commands with +sub-commands with automatically have a =help= sub-command added. Overall, =help= +supports the following usage patterns. + +#+begin_example +data> help # List available commands. +data> help cmd # Obtain the help for cmd, or +data> help cmd # list available sub-command (if applicable). +data> ?cmd # Obtain the help for cmd. +data> help cmd subcmd # Obtain the help for subcmd. +data> ?cmd subcmd # Obtain the help for subcmd. +data> cmd help subcmd # Obtain the help for subcmd. +data> cmd ?subcmd # Obtain the help for subcmd. +#+end_example + +* Extending the Data REPL +** Registering commands + +To register a command, one simply needs to push a ~ReplCmd~ onto ~REPL_CMDS~. + +#+begin_src @docs +REPL_CMDS +ReplCmd +#+end_src + +** Helper functions + +To create a pleasant user interface, a number of utility functions are provided. + +#+begin_src @docs +prompt +prompt_char +confirm_yn +peelword +#+end_src + +** Simple example + +In the below example we will extend the Data REPL by adding a command =cowsay= +which simply call the (assumed to be installed) system ~cowsay~ executable. + +#+begin_src julia +function cowsay_repl(input::AbstractString) + if isempty(input) + confirm_yn("Are you ready to hear your fortune?", true) && + cowsay_repl(read(`fortune`, String)) + else + println(read(`cowsay $input`, String)) + end +end + +cowsay3 = ReplCmd( + "cowsay3", + "Hear what the cow has to say +\n Call with no argument to obtain a fortune.", + cowsay_repl, + ["Improve your data management with DataToolkits & co."]) + +push!(REPL_CMDS, cowsay3) +#+end_src + +If you enter the Data REPL, you will be able to note that: ++ =cowsay= is listed in =data> help= ++ running =cowsay= with no arguments results in a Y/n prompt to show a fortune ++ pressing =TAB= after =cowsay= fills in the sole completion, =Improve your data + management with DataToolkits & co.=. + +#+begin_example +(⋅) data> help + Command Action + ─────────────────────────────────────────────────────────── + cowsay Hear what the cow has to say + help Display help information on the available commands + +(⋅) data> ?cowsay3 + Hear what the cow has to say + + Call with no argument to obtain a fortune. + +(⋅) data> cowsay +Are you ready to hear your fortune? [Y/n]: y + _________________________________________ +/ (1) A sheet of paper is an ink-lined \ +| plane. (2) An inclined plane is a slope | +| up. (3) A slow pup is a lazy dog. | +| | +| QED: A sheet of paper is a lazy dog. | +| | +| -- Willard Espy, "An Almanac of Words | +\ at Play" / + ----------------------------------------- + \ ^__^ + \ (oo)\_______ + (__)\ )\/\ + ||----w | + || || + +#+end_example diff --git a/docs/repl/objects.inv b/docs/repl/objects.inv new file mode 100644 index 0000000000000000000000000000000000000000..1e4d992d9713d53baef1658673cb86f51685822e GIT binary patch literal 684 zcmV;d0#p4XAX9K?X>NERX>N99Zgg*Qc_4OWa&u{KZXhxWBOp+6Z)#;@bUGkJVRT_s zZ*OdCX>?LWP)sgrYziYFR%LQ?X>V>iATTa5FfK3(BOp|0Wgv28ZDDC{WMy(7Z)PBL zXlZjGW@&6?AZc?TV{dJ6a%FRKWn>_Ab7^j8AbMtSs%@Pn2ZGMq)X@E{0)#q<;M*t&GH1=)Js?wgUbc z;D_X*Dc^9Z_Iq?_Jnx(h@gO(Us~uv$TyQ7>R075lFqVK^f<0ladXG+- zn$KJq>xOa@Xgp?mzg0`p{bt6Xa8*-EiNK;6(X0RRVyG}$5p`A8>{T7)`GU3tL4Zoz2A@ZnjJE{;jxh3P2_In2JJK__&$Z?9@|LFX`}aQ3*dr;@`V9Q^fYBz506 z$nS+0{ORHM&x`sa2Z00PfH=0fIy2LAI2--Cj(qs?EdxC1Zcujx-4tfqpq5^Sp}i0s z0EmS$Fzb{ud%NBzqF7lBk3yDh+s@3ItW4U(^_|JwG*w$6SMvyBk3l;+zCW7yo4Z`> z1i%QeoW0zs6wi$kvLqx#XFFBjvQzc2Qz%slr|_)$(cHAN5le|W{L=~v6i#3(4y8s> zm<=|6%;Y!J&1=9IIM4K6o_?nv=j{gpfB1I|~?X)EUEv~v%XDe@F%v<6#i^+9=B zhL1Gaorf2FH;f;|ndA%Pu4;t41*gYu^XvYZ;L!Fkvf+2X1PA$>RubypI$Xly^tg8S SW^NLUs880(YwSOeSLmdv#7S!a literal 0 HcmV?d00001 diff --git a/docs/repl/search_index.js b/docs/repl/search_index.js new file mode 100644 index 000000000..3e9c6c310 --- /dev/null +++ b/docs/repl/search_index.js @@ -0,0 +1,3 @@ +var documenterSearchIndex = {"docs": +[{"location":"commands/","page":"Commands","title":"Commands","text":"EditURL=\"commands.org\"","category":"page"},{"location":"commands/#Commands","page":"Commands","title":"Commands","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"All of the relevant help for the REPL can be accessed from inside the REPL. They are repeated here verbatim.","category":"page"},{"location":"commands/#help","page":"Commands","title":"help","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":" Command Action \n ────────────────────────────────────────────────────────\n add Add a data set to the current collection \n check Check the state for potential issues \n config Inspect and modify the current configuration \n edit Edit the specification of a dataset \n init Initialise a new data collection \n list List the datasets in a certain collection \n make Create a new data set from existing information\n plugin Inspect and modify the set of plugins used \n remove Remove a data set \n search Search for a particular data collection \n show Show the dataset refered to by an identifier \n stack Operate on the data collection stack \n help Display help text for commands and transformers\n\n Commands can also be triggered by unique prefixes or substrings.\n","category":"page"},{"location":"commands/#repl-add","page":"Commands","title":"?add","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"Add a data set to the current collection","category":"page"},{"location":"commands/#Usage","page":"Commands","title":"Usage","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"This will interactively ask for all required information.","category":"page"},{"location":"commands/","page":"Commands","title":"Commands","text":"Optionally, the name and source can be specified using the following forms:","category":"page"},{"location":"commands/","page":"Commands","title":"Commands","text":"data> add NAME\ndata> add NAME from SOURCE\ndata> add from SOURCE","category":"page"},{"location":"commands/","page":"Commands","title":"Commands","text":"As a shorthand, f can be used instead of from.","category":"page"},{"location":"commands/","page":"Commands","title":"Commands","text":"The transformers drivers used can also be specified by using a via argument before from, with a form like so:","category":"page"},{"location":"commands/","page":"Commands","title":"Commands","text":"data> add via TRANSFORMERS...\ndata> add NAME via TRANSFORMERS... from SOURCE","category":"page"},{"location":"commands/","page":"Commands","title":"Commands","text":"The type of transformer can also be specified using flags. 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This works well in most cases, which is why -sl are the default flags.","category":"page"},{"location":"commands/#Examples","page":"Commands","title":"Examples","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"data> add iris from https://github.com/mwaskom/seaborn-data/blob/master/iris.csv\ndata> add iris via web csv from https://github.com/mwaskom/seaborn-data/blob/master/iris.csv\ndata> add iris via -s web -l csv from https://github.com/mwaskom/seaborn-data/blob/master/iris.csv\ndata> add \"from\" from.txt # add a data set with the name from","category":"page"},{"location":"commands/#repl-check","page":"Commands","title":"?check","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"Check the state for potential issues","category":"page"},{"location":"commands/","page":"Commands","title":"Commands","text":"By default, this operates on the active collection, however it can also be applied to any other collection or a specific data set.","category":"page"},{"location":"commands/#Usage-2","page":"Commands","title":"Usage","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"data> check (runs on the active collection)\ndata> check COLLECTION\ndata> check IDENTIFIER","category":"page"},{"location":"commands/#?config","page":"Commands","title":"?config","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":" Inspect and modify the current configuration\n\n Subcommand Action \n ───────────────────────────────────────────────────────────\n get Get the current configuration \n set Set a configuration property \n unset Remove a configuration property \n help Display help text for commands and transformers\n","category":"page"},{"location":"commands/#repl-config-get","page":"Commands","title":"?config get","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"Get the current configuration","category":"page"},{"location":"commands/","page":"Commands","title":"Commands","text":"The parameter to get the configuration of should be given using TOML-style dot seperation.","category":"page"},{"location":"commands/#Examples-2","page":"Commands","title":"Examples","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"data> get defaults.memorise\ndata> get my.\"special thing\".extra","category":"page"},{"location":"commands/#repl-config-set","page":"Commands","title":"?config set","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"Set a configuration property","category":"page"},{"location":"commands/","page":"Commands","title":"Commands","text":"The parameter to set the configuration of should be given using TOML-style dot seperation.","category":"page"},{"location":"commands/","page":"Commands","title":"Commands","text":"Similarly, the new value should be expressed using TOML syntax.","category":"page"},{"location":"commands/","page":"Commands","title":"Commands","text":"##Examples","category":"page"},{"location":"commands/","page":"Commands","title":"Commands","text":"data> set defaults.memorise true\ndata> set my.\"special thing\".extra {a=1, b=2}","category":"page"},{"location":"commands/#repl-config-unset","page":"Commands","title":"?config unset","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"Remove a configuration property","category":"page"},{"location":"commands/","page":"Commands","title":"Commands","text":"The parameter to be removed should be given using TOML-style dot seperation.","category":"page"},{"location":"commands/#Examples-3","page":"Commands","title":"Examples","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"data> unset defaults.memorise\ndata> unset my.\"special thing\".extra","category":"page"},{"location":"commands/#repl-edit","page":"Commands","title":"?edit","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"Edit the specification of a dataset","category":"page"},{"location":"commands/","page":"Commands","title":"Commands","text":"Open the specified dataset as a TOML file for editing, and reload the dataset from the edited contents.","category":"page"},{"location":"commands/#Usage-3","page":"Commands","title":"Usage","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"data> edit IDENTIFIER","category":"page"},{"location":"commands/#repl-init","page":"Commands","title":"?init","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"Initialise a new data collection","category":"page"},{"location":"commands/","page":"Commands","title":"Commands","text":"Optionally, a data collection name and path can be specified with the forms:","category":"page"},{"location":"commands/","page":"Commands","title":"Commands","text":"data> init [NAME]\ndata> init [PATH]\ndata> init [NAME] [PATH]\ndata> init [NAME] at [PATH]","category":"page"},{"location":"commands/","page":"Commands","title":"Commands","text":"Plugins can also be specified by adding a with argument,","category":"page"},{"location":"commands/","page":"Commands","title":"Commands","text":"data> init [...] with PLUGINS...","category":"page"},{"location":"commands/","page":"Commands","title":"Commands","text":"To omit the default set of plugins, put with -n instead, i.e.","category":"page"},{"location":"commands/","page":"Commands","title":"Commands","text":"data> init [...] with -n PLUGINS...","category":"page"},{"location":"commands/#Usage-4","page":"Commands","title":"Usage","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"data> init\ndata> init /tmp/test\ndata> init test at /tmp/test\ndata> init test at /tmp/test with plugin1 plugin2","category":"page"},{"location":"commands/#repl-list","page":"Commands","title":"?list","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"List the datasets in a certain collection","category":"page"},{"location":"commands/","page":"Commands","title":"Commands","text":"By default, the datasets of the active collection are shown.","category":"page"},{"location":"commands/#Usage-5","page":"Commands","title":"Usage","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"data> list (lists dataset of the active collection)\ndata> list COLLECTION","category":"page"},{"location":"commands/#repl-make","page":"Commands","title":"?make","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"Create a new data set from existing information","category":"page"},{"location":"commands/","page":"Commands","title":"Commands","text":"This drops you into a sandbox where you can interactively develop a script to produce a new data set.","category":"page"},{"location":"commands/#Usage-6","page":"Commands","title":"Usage","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"data> make\ndata> make new_dataset_name","category":"page"},{"location":"commands/#?plugin","page":"Commands","title":"?plugin","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":" Inspect and modify the set of plugins used\n\n Subcommand Action \n ──────────────────────────────────────────────────────────────\n add Add plugins to the first data collection \n remove Remove plugins from the first data collection \n edit Edit the plugins used by the first data collection\n info Fetch the documentation of a plugin \n list List the plugins used by the first data collection\n help Display help text for commands and transformers \n","category":"page"},{"location":"commands/#repl-plugin-add","page":"Commands","title":"?plugin add","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"Add plugins to the first data collection","category":"page"},{"location":"commands/#repl-plugin-remove","page":"Commands","title":"?plugin remove","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"Remove plugins from the first data collection","category":"page"},{"location":"commands/#repl-plugin-edit","page":"Commands","title":"?plugin edit","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"Edit the plugins used by the first data collection","category":"page"},{"location":"commands/#repl-plugin-info","page":"Commands","title":"?plugin info","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"Fetch the documentation of a plugin","category":"page"},{"location":"commands/#repl-plugin-list","page":"Commands","title":"?plugin list","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"List the plugins used by the first data collection\n\nWith '-a'/'--availible' all loaded plugins are listed instead.","category":"page"},{"location":"commands/#repl-remove","page":"Commands","title":"?remove","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"Remove a data set","category":"page"},{"location":"commands/#Usage-7","page":"Commands","title":"Usage","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"data> remove IDENTIFIER","category":"page"},{"location":"commands/#repl-search","page":"Commands","title":"?search","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"Search for a particular data collection","category":"page"},{"location":"commands/#Usage-8","page":"Commands","title":"Usage","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"data> search TEXT...","category":"page"},{"location":"commands/#repl-show","page":"Commands","title":"?show","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"Show the dataset refered to by an identifier","category":"page"},{"location":"commands/#Usage-9","page":"Commands","title":"Usage","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"data> show IDENTIFIER","category":"page"},{"location":"commands/#?stack","page":"Commands","title":"?stack","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":" Operate on the data collection stack\n\n Subcommand Action \n ────────────────────────────────────────────────────────────\n list List the data collections of the data stack \n promote Move an entry up the stack \n demote Move an entry down the stack \n load Load a data collection onto the top of the stack\n remove Remove an entry from the stack \n help Display help text for commands and transformers \n","category":"page"},{"location":"commands/#repl-stack-promote","page":"Commands","title":"?stack promote","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"Move an entry up the stack","category":"page"},{"location":"commands/","page":"Commands","title":"Commands","text":"An entry can be identified using any of the following:","category":"page"},{"location":"commands/","page":"Commands","title":"Commands","text":"The current position in the stack\nThe name of the data collection\nThe UUID of the data collection","category":"page"},{"location":"commands/","page":"Commands","title":"Commands","text":"The number of positions the entry should be promoted by defaults to 1, but can optionally be specified by putting either an integer or the character * after the identifier. When * is given, the entry will be promoted to the top of the data stack.","category":"page"},{"location":"commands/#Examples-with-different-identifier-forms","page":"Commands","title":"Examples with different identifier forms","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"data> promote 2\ndata> promote mydata\ndata> promote 853a9f6a-cd5e-4447-a0a4-b4b2793e0a48","category":"page"},{"location":"commands/#Examples-with-different-promotion-degrees","page":"Commands","title":"Examples with different promotion degrees","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"data> promote mydata\ndata> promote mydata 3\ndata> promote mydata *","category":"page"},{"location":"commands/#repl-stack-demote","page":"Commands","title":"?stack demote","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"Move an entry down the stack","category":"page"},{"location":"commands/","page":"Commands","title":"Commands","text":"An entry can be identified using any of the following:","category":"page"},{"location":"commands/","page":"Commands","title":"Commands","text":"The current position in the stack\nThe name of the data collection\nThe UUID of the data collection","category":"page"},{"location":"commands/","page":"Commands","title":"Commands","text":"The number of positions the entry should be demoted by defaults to 1, but can optionally be specified by putting either an integer or the character * after the identifier. When * is given, the entry will be demoted to the bottom of the data stack.","category":"page"},{"location":"commands/#Examples-with-different-identifier-forms-2","page":"Commands","title":"Examples with different identifier forms","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"data> demote 2\ndata> demote mydata\ndata> demote 853a9f6a-cd5e-4447-a0a4-b4b2793e0a48","category":"page"},{"location":"commands/#Examples-with-different-demotion-degrees","page":"Commands","title":"Examples with different demotion degrees","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"data> demote mydata\ndata> demote mydata 3\ndata> demote mydata *","category":"page"},{"location":"commands/#repl-stack-load","page":"Commands","title":"?stack load","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"Load a data collection onto the top of the stack","category":"page"},{"location":"commands/","page":"Commands","title":"Commands","text":"The data collection should be given by a path to either:","category":"page"},{"location":"commands/","page":"Commands","title":"Commands","text":"A Data TOML file\nA folder containing a 'Data.toml' file","category":"page"},{"location":"commands/","page":"Commands","title":"Commands","text":"The path can be optionally preceeded by an position to insert the loaded collection into the stack at. The default behaviour is to put the new collection at the top of the stack.","category":"page"},{"location":"commands/#Examples-4","page":"Commands","title":"Examples","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"data> load path/to/mydata.toml\ndata> load 2 somefolder/","category":"page"},{"location":"commands/#repl-stack-remove","page":"Commands","title":"?stack remove","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"Remove an entry from the stack","category":"page"},{"location":"commands/","page":"Commands","title":"Commands","text":"An entry can be identified using any of the following:","category":"page"},{"location":"commands/","page":"Commands","title":"Commands","text":"The current position in the stack\nThe name of the data collection\nThe UUID of the data collection","category":"page"},{"location":"commands/#Examples-5","page":"Commands","title":"Examples","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"data> remove 2\ndata> remove mydata\ndata> remove 853a9f6a-cd5e-4447-a0a4-b4b2793e0a48","category":"page"},{"location":"commands/#repl-help","page":"Commands","title":"?help","text":"","category":"section"},{"location":"commands/","page":"Commands","title":"Commands","text":"Display help information on the available Data REPL commands\n\nFor convenience, help information can also be accessed via '?', e.g. '?help'.\n\nHelp for data transformers can also be accessed by asking for the help of the\ntransformer name prefixed by ':' (i.e. ':transformer'), and a list of documented\ntransformers can be pulled up with just ':'.\n\nUsage\n=====\n\ndata> help\ndata> help CMD\ndata> help PARENT CMD\ndata> PARENT help CMD\ndata> help :\ndata> help :TRANSFORMER\n","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"EditURL=\"index.org\"","category":"page"},{"location":"#The-Data-REPL","page":"Introduction","title":"The Data REPL","text":"","category":"section"},{"location":"#General-design","page":"Introduction","title":"General design","text":"","category":"section"},{"location":"","page":"Introduction","title":"Introduction","text":"An extensible \"Data REPL\" is provided to make directly interacting with the Data.toml a bit more convenient. It can be entered by pressing } on an empty julia> REPL line.","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"julia> # type }\ndata>\ndata> help\n Command Action\n ───────────────────────────────────────────────────────────\n help Display help information on the available commands","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"The foremost data collection is also listed in the prompt in much the same manner as (environment) pkg>, i.e.","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"(⋅) data> # No currently loaded data collections\n(example) data> # The top data collection is \"example\"","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"Commands (and sub-commands) can be triggered by typing them out in full (i.e. cmd args...) but also abbreviated up to the unique stem. For instance if cmd is the only command starting with c, then it can be called with any of","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"data> cmd args...\ndata> cm args...\ndata> c args...","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"However, should a command conflict also exist, then c is no longer a unique stem and so c args... will produce an error message like so:","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"data> c args...\n ! Multiple matching Data REPL commands: cmd, conflict","category":"page"},{"location":"#The-help-command","page":"Introduction","title":"The help command","text":"","category":"section"},{"location":"","page":"Introduction","title":"Introduction","text":"help is implemented specially in the Data REPL. It can be invoked normally (i.e. help cmd) but also with ? prefix (i.e. ?cmd). Furthermore, all commands with sub-commands with automatically have a help sub-command added. Overall, help supports the following usage patterns.","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"data> help # List available commands.\ndata> help cmd # Obtain the help for cmd, or\ndata> help cmd # list available sub-command (if applicable).\ndata> ?cmd # Obtain the help for cmd.\ndata> help cmd subcmd # Obtain the help for subcmd.\ndata> ?cmd subcmd # Obtain the help for subcmd.\ndata> cmd help subcmd # Obtain the help for subcmd.\ndata> cmd ?subcmd # Obtain the help for subcmd.","category":"page"},{"location":"#Extending-the-Data-REPL","page":"Introduction","title":"Extending the Data REPL","text":"","category":"section"},{"location":"#Registering-commands","page":"Introduction","title":"Registering commands","text":"","category":"section"},{"location":"","page":"Introduction","title":"Introduction","text":"To register a command, one simply needs to push a ReplCmd onto REPL_CMDS.","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"REPL_CMDS\nReplCmd","category":"page"},{"location":"#DataToolkitREPL.REPL_CMDS","page":"Introduction","title":"DataToolkitREPL.REPL_CMDS","text":"The set of commands available directly in the Data REPL.\n\n\n\n\n\n","category":"constant"},{"location":"#DataToolkitREPL.ReplCmd","page":"Introduction","title":"DataToolkitREPL.ReplCmd","text":"A command that can be used in the Data REPL (accessible through '}').\n\nA ReplCmd consists of the following fields:\n\nname, a string that designates the command, and triggers it in the repl\ndescription, a short overview of the functionality as a string or displayable object.\nexecute, either a list of sub-ReplCmds, or a function which will perform the command's action. The function must take a single argument, the rest of the command as an AbstractString (for example, 'cmd arg1 arg2' will call the execute function with \"arg1 arg2\").\ncompletions (optional), a function that takes a partial argument string and returns a list of candidate completions.\n\nReplCmd(name::String, description::String, execute::Function, [completions::Function])\nReplCmd(name::String, description::String, execute::Vector{<:ReplCmd})\n\nExamples\n\nReplCmd(\"echo\", \"print the argument\", identity)\n\nReplCmd(\"math\", \"A collection of basic integer arithmetic\",\n [ReplCmd(\"add\", \"a + b + ...\", nums -> sum(parse.(Int, split(nums))))],\n ReplCmd(\"mul\", \"a * b * ...\", nums -> prod(parse.(Int, split(nums)))))\n\n\n\n\n\n","category":"type"},{"location":"#Helper-functions","page":"Introduction","title":"Helper functions","text":"","category":"section"},{"location":"","page":"Introduction","title":"Introduction","text":"To create a pleasant user interface, a number of utility functions are provided.","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"prompt\nprompt_char\nconfirm_yn\npeelword","category":"page"},{"location":"#DataToolkitREPL.prompt","page":"Introduction","title":"DataToolkitREPL.prompt","text":"prompt(question::AbstractString, default::AbstractString=\"\",\n allowempty::Bool=false, cleardefault::Bool=true,\n multiline::Bool=false)\n\nInteractively ask question and return the response string, optionally with a default value. If multiline is true, RET must be pressed twice consecutively to submit a value.\n\nUnless allowempty is set an empty response is not accepted. If cleardefault is set, then an initial backspace will clear the default value.\n\nThe prompt supports the following line-edit-y keys:\n\nleft arrow\nright arrow\nhome\nend\ndelete forwards\ndelete backwards\n\nExample\n\njulia> prompt(\"What colour is the sky? \")\nWhat colour is the sky? Blue\n\"Blue\"\n\n\n\n\n\n","category":"function"},{"location":"#DataToolkitREPL.prompt_char","page":"Introduction","title":"DataToolkitREPL.prompt_char","text":"prompt_char(question::AbstractString, options::Vector{Char},\n default::Union{Char, Nothing}=nothing)\n\nInteractively ask question, only accepting options keys as answers. All keys are converted to lower case on input. If default is not nothing and 'RET' is hit, then default will be returned.\n\nShould '^C' be pressed, an InterruptException will be thrown.\n\n\n\n\n\n","category":"function"},{"location":"#DataToolkitREPL.confirm_yn","page":"Introduction","title":"DataToolkitREPL.confirm_yn","text":"confirm_yn(question::AbstractString, default::Bool=false)\n\nInteractively ask question and accept y/Y/n/N as the response. If any other key is pressed, then default will be taken as the response. A \" [y/n]: \" string will be appended to the question, with y/n capitalised to indicate the default value.\n\nExample\n\njulia> confirm_yn(\"Do you like chocolate?\", true)\nDo you like chocolate? [Y/n]: y\ntrue\n\n\n\n\n\n","category":"function"},{"location":"#DataToolkitREPL.peelword","page":"Introduction","title":"DataToolkitREPL.peelword","text":"peelword(input::AbstractString)\n\nRead the next 'word' from input. If input starts with a quote, this is the unescaped text between the opening and closing quote. Other wise this is simply the next word.\n\nReturns a tuple of the form (word, rest).\n\nExample\n\njulia> peelword(\"one two\")\n(\"one\", \"two\")\n\njulia> peelword(\"\"one two\" three\")\n(\"one two\", \"three\")\n\n\n\n\n\n","category":"function"},{"location":"#Simple-example","page":"Introduction","title":"Simple example","text":"","category":"section"},{"location":"","page":"Introduction","title":"Introduction","text":"In the below example we will extend the Data REPL by adding a command cowsay which simply call the (assumed to be installed) system cowsay executable.","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"function cowsay_repl(input::AbstractString)\n if isempty(input)\n confirm_yn(\"Are you ready to hear your fortune?\", true) &&\n cowsay_repl(read(`fortune`, String))\n else\n println(read(`cowsay $input`, String))\n end\nend\n\ncowsay3 = ReplCmd(\n \"cowsay3\",\n \"Hear what the cow has to say\n\\n Call with no argument to obtain a fortune.\",\n cowsay_repl,\n [\"Improve your data management with DataToolkits & co.\"])\n\npush!(REPL_CMDS, cowsay3)","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"If you enter the Data REPL, you will be able to note that:","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"cowsay is listed in data> help\nrunning cowsay with no arguments results in a Y/n prompt to show a fortune\npressing TAB after cowsay fills in the sole completion, Improve your data management with DataToolkits & co..","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"(⋅) data> help\n Command Action\n ───────────────────────────────────────────────────────────\n cowsay Hear what the cow has to say\n help Display help information on the available commands\n\n(⋅) data> ?cowsay3\n Hear what the cow has to say\n\n Call with no argument to obtain a fortune.\n\n(⋅) data> cowsay\nAre you ready to hear your fortune? [Y/n]: y\n _________________________________________\n/ (1) A sheet of paper is an ink-lined \\\n| plane. (2) An inclined plane is a slope |\n| up. (3) A slow pup is a lazy dog. |\n| |\n| QED: A sheet of paper is a lazy dog. |\n| |\n| -- Willard Espy, \"An Almanac of Words |\n\\ at Play\" /\n -----------------------------------------\n \\ ^__^\n \\ (oo)\\_______\n (__)\\ )\\/\\\n ||----w |\n || ||\n","category":"page"}] +} diff --git a/docs/search-data/content.cfg.json b/docs/search-data/content.cfg.json new file mode 100644 index 000000000..2aa826626 --- /dev/null +++ b/docs/search-data/content.cfg.json @@ -0,0 +1 @@ +{"doc":0,"opt":1} \ No newline at end of file diff --git a/docs/search-data/content.ctx.json b/docs/search-data/content.ctx.json new file mode 100644 index 000000000..ee1aac42b --- /dev/null +++ b/docs/search-data/content.ctx.json @@ -0,0 +1 @@ +[{}] \ No newline at end of file diff --git a/docs/search-data/content.map.json b/docs/search-data/content.map.json new file mode 100644 index 000000000..afc49dd3a --- /dev/null +++ b/docs/search-data/content.map.json @@ -0,0 +1 @@ +[{},{},{},{},{}] \ No newline at end of file diff --git a/docs/search-data/reg.json b/docs/search-data/reg.json new file mode 100644 index 000000000..9e26dfeeb --- /dev/null +++ b/docs/search-data/reg.json @@ -0,0 +1 @@ +{} \ No newline at end of file diff --git a/docs/search-data/store.json b/docs/search-data/store.json new file mode 100644 index 000000000..9e26dfeeb --- /dev/null +++ b/docs/search-data/store.json @@ -0,0 +1 @@ +{} \ No newline at end of file diff --git a/docs/store/.documenter-siteinfo.json b/docs/store/.documenter-siteinfo.json new file mode 100644 index 000000000..d00b17b39 --- /dev/null +++ b/docs/store/.documenter-siteinfo.json @@ -0,0 +1 @@ +{"documenter":{"julia_version":"1.10.5","generation_timestamp":"2024-09-29T08:38:36","documenter_version":"1.7.0"}} \ No newline at end of file diff --git a/docs/store/assets/documenter.js b/docs/store/assets/documenter.js new file mode 100644 index 000000000..82252a11d --- /dev/null +++ b/docs/store/assets/documenter.js @@ -0,0 +1,1064 @@ +// Generated by Documenter.jl +requirejs.config({ + paths: { + 'highlight-julia': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/languages/julia.min', + 'headroom': 'https://cdnjs.cloudflare.com/ajax/libs/headroom/0.12.0/headroom.min', + 'jqueryui': 'https://cdnjs.cloudflare.com/ajax/libs/jqueryui/1.13.2/jquery-ui.min', + 'katex-auto-render': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/contrib/auto-render.min', + 'jquery': 'https://cdnjs.cloudflare.com/ajax/libs/jquery/3.7.0/jquery.min', + 'headroom-jquery': 'https://cdnjs.cloudflare.com/ajax/libs/headroom/0.12.0/jQuery.headroom.min', + 'katex': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min', + 'highlight': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/highlight.min', + 'highlight-julia-repl': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/languages/julia-repl.min', + }, + shim: { + "highlight-julia": { + "deps": [ + "highlight" + ] + }, + "katex-auto-render": { + "deps": [ + "katex" + ] + }, + "headroom-jquery": { + "deps": [ + "jquery", + "headroom" + ] + }, + "highlight-julia-repl": { + "deps": [ + "highlight" + ] + } +} +}); +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'katex', 'katex-auto-render'], function($, katex, renderMathInElement) { +$(document).ready(function() { + renderMathInElement( + document.body, + { + "delimiters": [ + { + "left": "$", + "right": "$", + "display": false + }, + { + "left": "$$", + "right": "$$", + "display": true + }, + { + "left": "\\[", + "right": "\\]", + "display": true + } + ] +} + + ); +}) + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'highlight', 'highlight-julia', 'highlight-julia-repl'], function($) { +$(document).ready(function() { + hljs.highlightAll(); +}) + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +let timer = 0; +var isExpanded = true; + +$(document).on( + "click", + ".docstring .docstring-article-toggle-button", + function () { + let articleToggleTitle = "Expand docstring"; + const parent = $(this).parent(); + + debounce(() => { + if (parent.siblings("section").is(":visible")) { + parent + .find("a.docstring-article-toggle-button") + .removeClass("fa-chevron-down") + .addClass("fa-chevron-right"); + } else { + parent + .find("a.docstring-article-toggle-button") + .removeClass("fa-chevron-right") + .addClass("fa-chevron-down"); + + articleToggleTitle = "Collapse docstring"; + } + + parent + .children(".docstring-article-toggle-button") + .prop("title", articleToggleTitle); + parent.siblings("section").slideToggle(); + }); + } +); + +$(document).on("click", ".docs-article-toggle-button", function (event) { + let articleToggleTitle = "Expand docstring"; + let navArticleToggleTitle = "Expand all docstrings"; + let animationSpeed = event.noToggleAnimation ? 0 : 400; + + debounce(() => { + if (isExpanded) { + $(this).removeClass("fa-chevron-up").addClass("fa-chevron-down"); + $("a.docstring-article-toggle-button") + .removeClass("fa-chevron-down") + .addClass("fa-chevron-right"); + + isExpanded = false; + + $(".docstring section").slideUp(animationSpeed); + } else { + $(this).removeClass("fa-chevron-down").addClass("fa-chevron-up"); + $("a.docstring-article-toggle-button") + .removeClass("fa-chevron-right") + .addClass("fa-chevron-down"); + + isExpanded = true; + articleToggleTitle = "Collapse docstring"; + navArticleToggleTitle = "Collapse all docstrings"; + + $(".docstring section").slideDown(animationSpeed); + } + + $(this).prop("title", navArticleToggleTitle); + $(".docstring-article-toggle-button").prop("title", articleToggleTitle); + }); +}); + +function debounce(callback, timeout = 300) { + if (Date.now() - timer > timeout) { + callback(); + } + + clearTimeout(timer); + + timer = Date.now(); +} + +}) +//////////////////////////////////////////////////////////////////////////////// +require([], function() { +function addCopyButtonCallbacks() { + for (const el of document.getElementsByTagName("pre")) { + const button = document.createElement("button"); + button.classList.add("copy-button", "fa-solid", "fa-copy"); + button.setAttribute("aria-label", "Copy this code block"); + button.setAttribute("title", "Copy"); + + el.appendChild(button); + + const success = function () { + button.classList.add("success", "fa-check"); + button.classList.remove("fa-copy"); + }; + + const failure = function () { + button.classList.add("error", "fa-xmark"); + button.classList.remove("fa-copy"); + }; + + button.addEventListener("click", function () { + copyToClipboard(el.innerText).then(success, failure); + + setTimeout(function () { + button.classList.add("fa-copy"); + button.classList.remove("success", "fa-check", "fa-xmark"); + }, 5000); + }); + } +} + +function copyToClipboard(text) { + // clipboard API is only available in secure contexts + if (window.navigator && window.navigator.clipboard) { + return window.navigator.clipboard.writeText(text); + } else { + return new Promise(function (resolve, reject) { + try { + const el = document.createElement("textarea"); + el.textContent = text; + el.style.position = "fixed"; + el.style.opacity = 0; + document.body.appendChild(el); + el.select(); + document.execCommand("copy"); + + resolve(); + } catch (err) { + reject(err); + } finally { + document.body.removeChild(el); + } + }); + } +} + +if (document.readyState === "loading") { + document.addEventListener("DOMContentLoaded", addCopyButtonCallbacks); +} else { + addCopyButtonCallbacks(); +} + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'headroom', 'headroom-jquery'], function($, Headroom) { + +// Manages the top navigation bar (hides it when the user starts scrolling down on the +// mobile). +window.Headroom = Headroom; // work around buggy module loading? +$(document).ready(function () { + $("#documenter .docs-navbar").headroom({ + tolerance: { up: 10, down: 10 }, + }); +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +$(document).ready(function () { + let meta = $("div[data-docstringscollapsed]").data(); + + if (meta?.docstringscollapsed) { + $("#documenter-article-toggle-button").trigger({ + type: "click", + noToggleAnimation: true, + }); + } +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +/* +To get an in-depth about the thought process you can refer: https://hetarth02.hashnode.dev/series/gsoc + +PSEUDOCODE: + +Searching happens automatically as the user types or adjusts the selected filters. +To preserve responsiveness, as much as possible of the slow parts of the search are done +in a web worker. Searching and result generation are done in the worker, and filtering and +DOM updates are done in the main thread. The filters are in the main thread as they should +be very quick to apply. This lets filters be changed without re-searching with minisearch +(which is possible even if filtering is on the worker thread) and also lets filters be +changed _while_ the worker is searching and without message passing (neither of which are +possible if filtering is on the worker thread) + +SEARCH WORKER: + +Import minisearch + +Build index + +On message from main thread + run search + find the first 200 unique results from each category, and compute their divs for display + note that this is necessary and sufficient information for the main thread to find the + first 200 unique results from any given filter set + post results to main thread + +MAIN: + +Launch worker + +Declare nonconstant globals (worker_is_running, last_search_text, unfiltered_results) + +On text update + if worker is not running, launch_search() + +launch_search + set worker_is_running to true, set last_search_text to the search text + post the search query to worker + +on message from worker + if last_search_text is not the same as the text in the search field, + the latest search result is not reflective of the latest search query, so update again + launch_search() + otherwise + set worker_is_running to false + + regardless, display the new search results to the user + save the unfiltered_results as a global + update_search() + +on filter click + adjust the filter selection + update_search() + +update_search + apply search filters by looping through the unfiltered_results and finding the first 200 + unique results that match the filters + + Update the DOM +*/ + +/////// SEARCH WORKER /////// + +function worker_function(documenterSearchIndex, documenterBaseURL, filters) { + importScripts( + "https://cdn.jsdelivr.net/npm/minisearch@6.1.0/dist/umd/index.min.js" + ); + + let data = documenterSearchIndex.map((x, key) => { + x["id"] = key; // minisearch requires a unique for each object + return x; + }); + + // list below is the lunr 2.1.3 list minus the intersect with names(Base) + // (all, any, get, in, is, only, which) and (do, else, for, let, where, while, with) + // ideally we'd just filter the original list but it's not available as a variable + const stopWords = new Set([ + "a", + "able", + "about", + "across", + "after", + "almost", + "also", + "am", + "among", + "an", + "and", + "are", + "as", + "at", + "be", + "because", + "been", + "but", + "by", + "can", + "cannot", + "could", + "dear", + "did", + "does", + "either", + "ever", + "every", + "from", + "got", + "had", + "has", + "have", + "he", + "her", + "hers", + "him", + "his", + "how", + "however", + "i", + "if", + "into", + "it", + "its", + "just", + "least", + "like", + "likely", + "may", + "me", + "might", + "most", + "must", + "my", + "neither", + "no", + "nor", + "not", + "of", + "off", + "often", + "on", + "or", + "other", + "our", + "own", + "rather", + "said", + "say", + "says", + "she", + "should", + "since", + "so", + "some", + "than", + "that", + "the", + "their", + "them", + "then", + "there", + "these", + "they", + "this", + "tis", + "to", + "too", + "twas", + "us", + "wants", + "was", + "we", + "were", + "what", + "when", + "who", + "whom", + "why", + "will", + "would", + "yet", + "you", + "your", + ]); + + let index = new MiniSearch({ + fields: ["title", "text"], // fields to index for full-text search + storeFields: ["location", "title", "text", "category", "page"], // fields to return with results + processTerm: (term) => { + let word = stopWords.has(term) ? null : term; + if (word) { + // custom trimmer that doesn't strip @ and !, which are used in julia macro and function names + word = word + .replace(/^[^a-zA-Z0-9@!]+/, "") + .replace(/[^a-zA-Z0-9@!]+$/, ""); + + word = word.toLowerCase(); + } + + return word ?? null; + }, + // add . as a separator, because otherwise "title": "Documenter.Anchors.add!", would not + // find anything if searching for "add!", only for the entire qualification + tokenize: (string) => string.split(/[\s\-\.]+/), + // options which will be applied during the search + searchOptions: { + prefix: true, + boost: { title: 100 }, + fuzzy: 2, + }, + }); + + index.addAll(data); + + /** + * Used to map characters to HTML entities. + * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts + */ + const htmlEscapes = { + "&": "&", + "<": "<", + ">": ">", + '"': """, + "'": "'", + }; + + /** + * Used to match HTML entities and HTML characters. + * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts + */ + const reUnescapedHtml = /[&<>"']/g; + const reHasUnescapedHtml = RegExp(reUnescapedHtml.source); + + /** + * Escape function from lodash + * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts + */ + function escape(string) { + return string && reHasUnescapedHtml.test(string) + ? string.replace(reUnescapedHtml, (chr) => htmlEscapes[chr]) + : string || ""; + } + + /** + * RegX escape function from MDN + * Refer: https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Regular_Expressions#escaping + */ + function escapeRegExp(string) { + return string.replace(/[.*+?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string + } + + /** + * Make the result component given a minisearch result data object and the value + * of the search input as queryString. To view the result object structure, refer: + * https://lucaong.github.io/minisearch/modules/_minisearch_.html#searchresult + * + * @param {object} result + * @param {string} querystring + * @returns string + */ + function make_search_result(result, querystring) { + let search_divider = `
        `; + let display_link = + result.location.slice(Math.max(0), Math.min(50, result.location.length)) + + (result.location.length > 30 ? "..." : ""); // To cut-off the link because it messes with the overflow of the whole div + + if (result.page !== "") { + display_link += ` (${result.page})`; + } + searchstring = escapeRegExp(querystring); + let textindex = new RegExp(`${searchstring}`, "i").exec(result.text); + let text = + textindex !== null + ? result.text.slice( + Math.max(textindex.index - 100, 0), + Math.min( + textindex.index + querystring.length + 100, + result.text.length + ) + ) + : ""; // cut-off text before and after from the match + + text = text.length ? escape(text) : ""; + + let display_result = text.length + ? "..." + + text.replace( + new RegExp(`${escape(searchstring)}`, "i"), // For first occurrence + '$&' + ) + + "..." + : ""; // highlights the match + + let in_code = false; + if (!["page", "section"].includes(result.category.toLowerCase())) { + in_code = true; + } + + // We encode the full url to escape some special characters which can lead to broken links + let result_div = ` + +
        +
        ${escape(result.title)}
        +
        ${result.category}
        +
        +

        + ${display_result} +

        +
        + ${display_link} +
        +         + ${search_divider} + `; + + return result_div; + } + + self.onmessage = function (e) { + let query = e.data; + let results = index.search(query, { + filter: (result) => { + // Only return relevant results + return result.score >= 1; + }, + combineWith: "AND", + }); + + // Pre-filter to deduplicate and limit to 200 per category to the extent + // possible without knowing what the filters are. + let filtered_results = []; + let counts = {}; + for (let filter of filters) { + counts[filter] = 0; + } + let present = {}; + + for (let result of results) { + cat = result.category; + cnt = counts[cat]; + if (cnt < 200) { + id = cat + "---" + result.location; + if (present[id]) { + continue; + } + present[id] = true; + filtered_results.push({ + location: result.location, + category: cat, + div: make_search_result(result, query), + }); + } + } + + postMessage(filtered_results); + }; +} + +// `worker = Threads.@spawn worker_function(documenterSearchIndex)`, but in JavaScript! +const filters = [ + ...new Set(documenterSearchIndex["docs"].map((x) => x.category)), +]; +const worker_str = + "(" + + worker_function.toString() + + ")(" + + JSON.stringify(documenterSearchIndex["docs"]) + + "," + + JSON.stringify(documenterBaseURL) + + "," + + JSON.stringify(filters) + + ")"; +const worker_blob = new Blob([worker_str], { type: "text/javascript" }); +const worker = new Worker(URL.createObjectURL(worker_blob)); + +/////// SEARCH MAIN /////// + +// Whether the worker is currently handling a search. This is a boolean +// as the worker only ever handles 1 or 0 searches at a time. +var worker_is_running = false; + +// The last search text that was sent to the worker. This is used to determine +// if the worker should be launched again when it reports back results. +var last_search_text = ""; + +// The results of the last search. This, in combination with the state of the filters +// in the DOM, is used compute the results to display on calls to update_search. +var unfiltered_results = []; + +// Which filter is currently selected +var selected_filter = ""; + +$(document).on("input", ".documenter-search-input", function (event) { + if (!worker_is_running) { + launch_search(); + } +}); + +function launch_search() { + worker_is_running = true; + last_search_text = $(".documenter-search-input").val(); + worker.postMessage(last_search_text); +} + +worker.onmessage = function (e) { + if (last_search_text !== $(".documenter-search-input").val()) { + launch_search(); + } else { + worker_is_running = false; + } + + unfiltered_results = e.data; + update_search(); +}; + +$(document).on("click", ".search-filter", function () { + if ($(this).hasClass("search-filter-selected")) { + selected_filter = ""; + } else { + selected_filter = $(this).text().toLowerCase(); + } + + // This updates search results and toggles classes for UI: + update_search(); +}); + +/** + * Make/Update the search component + */ +function update_search() { + let querystring = $(".documenter-search-input").val(); + + if (querystring.trim()) { + if (selected_filter == "") { + results = unfiltered_results; + } else { + results = unfiltered_results.filter((result) => { + return selected_filter == result.category.toLowerCase(); + }); + } + + let search_result_container = ``; + let modal_filters = make_modal_body_filters(); + let search_divider = `
        `; + + if (results.length) { + let links = []; + let count = 0; + let search_results = ""; + + for (var i = 0, n = results.length; i < n && count < 200; ++i) { + let result = results[i]; + if (result.location && !links.includes(result.location)) { + search_results += result.div; + count++; + links.push(result.location); + } + } + + if (count == 1) { + count_str = "1 result"; + } else if (count == 200) { + count_str = "200+ results"; + } else { + count_str = count + " results"; + } + let result_count = `
        ${count_str}
        `; + + search_result_container = ` +
        + ${modal_filters} + ${search_divider} + ${result_count} +
        + ${search_results} +
        +
        + `; + } else { + search_result_container = ` +
        + ${modal_filters} + ${search_divider} +
        0 result(s)
        +
        +
        No result found!
        + `; + } + + if ($(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").removeClass("is-justify-content-center"); + } + + $(".search-modal-card-body").html(search_result_container); + } else { + if (!$(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").addClass("is-justify-content-center"); + } + + $(".search-modal-card-body").html(` +
        Type something to get started!
        + `); + } +} + +/** + * Make the modal filter html + * + * @returns string + */ +function make_modal_body_filters() { + let str = filters + .map((val) => { + if (selected_filter == val.toLowerCase()) { + return `${val}`; + } else { + return `${val}`; + } + }) + .join(""); + + return ` +
        + Filters: + ${str} +
        `; +} + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// Modal settings dialog +$(document).ready(function () { + var settings = $("#documenter-settings"); + $("#documenter-settings-button").click(function () { + settings.toggleClass("is-active"); + }); + // Close the dialog if X is clicked + $("#documenter-settings button.delete").click(function () { + settings.removeClass("is-active"); + }); + // Close dialog if ESC is pressed + $(document).keyup(function (e) { + if (e.keyCode == 27) settings.removeClass("is-active"); + }); +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +$(document).ready(function () { + let search_modal_header = ` +
        +
        +

        + + + + +

        +
        +
        + +
        +
        + `; + + let initial_search_body = ` +
        Type something to get started!
        + `; + + let search_modal_footer = ` +
        + + Ctrl + + / to search + + esc to close +
        + `; + + $(document.body).append( + ` + + ` + ); + + document.querySelector(".docs-search-query").addEventListener("click", () => { + openModal(); + }); + + document + .querySelector(".close-search-modal") + .addEventListener("click", () => { + closeModal(); + }); + + $(document).on("click", ".search-result-link", function () { + closeModal(); + }); + + document.addEventListener("keydown", (event) => { + if ((event.ctrlKey || event.metaKey) && event.key === "/") { + openModal(); + } else if (event.key === "Escape") { + closeModal(); + } + + return false; + }); + + // Functions to open and close a modal + function openModal() { + let searchModal = document.querySelector("#search-modal"); + + searchModal.classList.add("is-active"); + document.querySelector(".documenter-search-input").focus(); + } + + function closeModal() { + let searchModal = document.querySelector("#search-modal"); + let initial_search_body = ` +
        Type something to get started!
        + `; + + searchModal.classList.remove("is-active"); + document.querySelector(".documenter-search-input").blur(); + + if (!$(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").addClass("is-justify-content-center"); + } + + $(".documenter-search-input").val(""); + $(".search-modal-card-body").html(initial_search_body); + } + + document + .querySelector("#search-modal .modal-background") + .addEventListener("click", () => { + closeModal(); + }); +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// Manages the showing and hiding of the sidebar. +$(document).ready(function () { + var sidebar = $("#documenter > .docs-sidebar"); + var sidebar_button = $("#documenter-sidebar-button"); + sidebar_button.click(function (ev) { + ev.preventDefault(); + sidebar.toggleClass("visible"); + if (sidebar.hasClass("visible")) { + // Makes sure that the current menu item is visible in the sidebar. + $("#documenter .docs-menu a.is-active").focus(); + } + }); + $("#documenter > .docs-main").bind("click", function (ev) { + if ($(ev.target).is(sidebar_button)) { + return; + } + if (sidebar.hasClass("visible")) { + sidebar.removeClass("visible"); + } + }); +}); + +// Resizes the package name / sitename in the sidebar if it is too wide. +// Inspired by: https://github.com/davatron5000/FitText.js +$(document).ready(function () { + e = $("#documenter .docs-autofit"); + function resize() { + var L = parseInt(e.css("max-width"), 10); + var L0 = e.width(); + if (L0 > L) { + var h0 = parseInt(e.css("font-size"), 10); + e.css("font-size", (L * h0) / L0); + // TODO: make sure it survives resizes? + } + } + // call once and then register events + resize(); + $(window).resize(resize); + $(window).on("orientationchange", resize); +}); + +// Scroll the navigation bar to the currently selected menu item +$(document).ready(function () { + var sidebar = $("#documenter .docs-menu").get(0); + var active = $("#documenter .docs-menu .is-active").get(0); + if (typeof active !== "undefined") { + sidebar.scrollTop = active.offsetTop - sidebar.offsetTop - 15; + } +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// Theme picker setup +$(document).ready(function () { + // onchange callback + $("#documenter-themepicker").change(function themepick_callback(ev) { + var themename = $("#documenter-themepicker option:selected").attr("value"); + if (themename === "auto") { + // set_theme(window.matchMedia('(prefers-color-scheme: dark)').matches ? 'dark' : 'light'); + window.localStorage.removeItem("documenter-theme"); + } else { + // set_theme(themename); + window.localStorage.setItem("documenter-theme", themename); + } + // We re-use the global function from themeswap.js to actually do the swapping. + set_theme_from_local_storage(); + }); + + // Make sure that the themepicker displays the correct theme when the theme is retrieved + // from localStorage + if (typeof window.localStorage !== "undefined") { + var theme = window.localStorage.getItem("documenter-theme"); + if (theme !== null) { + $("#documenter-themepicker option").each(function (i, e) { + e.selected = e.value === theme; + }); + } + } +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// update the version selector with info from the siteinfo.js and ../versions.js files +$(document).ready(function () { + // If the version selector is disabled with DOCUMENTER_VERSION_SELECTOR_DISABLED in the + // siteinfo.js file, we just return immediately and not display the version selector. + if ( + typeof DOCUMENTER_VERSION_SELECTOR_DISABLED === "boolean" && + DOCUMENTER_VERSION_SELECTOR_DISABLED + ) { + return; + } + + var version_selector = $("#documenter .docs-version-selector"); + var version_selector_select = $("#documenter .docs-version-selector select"); + + version_selector_select.change(function (x) { + target_href = version_selector_select + .children("option:selected") + .get(0).value; + window.location.href = target_href; + }); + + // add the current version to the selector based on siteinfo.js, but only if the selector is empty + if ( + typeof DOCUMENTER_CURRENT_VERSION !== "undefined" && + $("#version-selector > option").length == 0 + ) { + var option = $( + "" + ); + version_selector_select.append(option); + } + + if (typeof DOC_VERSIONS !== "undefined") { + var existing_versions = version_selector_select.children("option"); + var existing_versions_texts = existing_versions.map(function (i, x) { + return x.text; + }); + DOC_VERSIONS.forEach(function (each) { + var version_url = documenterBaseURL + "/../" + each + "/"; + var existing_id = $.inArray(each, existing_versions_texts); + // if not already in the version selector, add it as a new option, + // otherwise update the old option with the URL and enable it + if (existing_id == -1) { + var option = $( + "" + ); + version_selector_select.append(option); + } else { + var option = existing_versions[existing_id]; + option.value = version_url; + option.disabled = false; + } + }); + } + + // only show the version selector if the selector has been populated + if (version_selector_select.children("option").length > 0) { + version_selector.toggleClass("visible"); + } +}); + +}) diff --git a/docs/store/assets/favicon.ico b/docs/store/assets/favicon.ico new file mode 100644 index 0000000000000000000000000000000000000000..be2bb11095f88934234a113e8315511128280243 GIT binary patch literal 3336 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.button.is-black.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-black.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-black.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-black.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-black.is-outlined{background-color:transparent;border-color:#0a0a0a;box-shadow:none;color:#0a0a0a}html.theme--catppuccin-frappe .button.is-black.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-frappe .button.is-black.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-black.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-black.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-black.is-inverted.is-outlined.is-focused{background-color:#fff;color:#0a0a0a}html.theme--catppuccin-frappe .button.is-black.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-black.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-black.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-black.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--catppuccin-frappe .button.is-black.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-black.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-frappe .button.is-light{background-color:#f5f5f5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-light:hover,html.theme--catppuccin-frappe .button.is-light.is-hovered{background-color:#eee;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-light:focus,html.theme--catppuccin-frappe .button.is-light.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-light:focus:not(:active),html.theme--catppuccin-frappe .button.is-light.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(245,245,245,0.25)}html.theme--catppuccin-frappe .button.is-light:active,html.theme--catppuccin-frappe .button.is-light.is-active{background-color:#e8e8e8;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-light[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-light{background-color:#f5f5f5;border-color:#f5f5f5;box-shadow:none}html.theme--catppuccin-frappe .button.is-light.is-inverted{background-color:rgba(0,0,0,0.7);color:#f5f5f5}html.theme--catppuccin-frappe 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.button.is-light.is-outlined.is-focused{background-color:#f5f5f5;border-color:#f5f5f5;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-light.is-outlined.is-loading::after{border-color:transparent transparent #f5f5f5 #f5f5f5 !important}html.theme--catppuccin-frappe .button.is-light.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-light.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-light.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-light.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-light.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-light.is-outlined{background-color:transparent;border-color:#f5f5f5;box-shadow:none;color:#f5f5f5}html.theme--catppuccin-frappe .button.is-light.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-light.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-light.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-light.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-light.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#f5f5f5}html.theme--catppuccin-frappe .button.is-light.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-light.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-light.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-light.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f5f5f5 #f5f5f5 !important}html.theme--catppuccin-frappe 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kbd.button.is-inverted{background-color:#fff;color:#414559}html.theme--catppuccin-frappe .button.is-dark.is-inverted:hover,html.theme--catppuccin-frappe .content kbd.button.is-inverted:hover,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-hovered,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-frappe .button.is-dark.is-inverted[disabled],html.theme--catppuccin-frappe .content kbd.button.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-dark.is-inverted,fieldset[disabled] html.theme--catppuccin-frappe .content kbd.button.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#414559}html.theme--catppuccin-frappe .button.is-dark.is-loading::after,html.theme--catppuccin-frappe .content kbd.button.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe 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!important}html.theme--catppuccin-frappe .button.is-dark.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .content kbd.button.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-dark.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .content kbd.button.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-dark.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .content kbd.button.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-dark.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-frappe .content kbd.button.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-dark.is-outlined[disabled],html.theme--catppuccin-frappe .content kbd.button.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-dark.is-outlined,fieldset[disabled] html.theme--catppuccin-frappe .content kbd.button.is-outlined{background-color:transparent;border-color:#414559;box-shadow:none;color:#414559}html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined.is-focused{background-color:#fff;color:#414559}html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #414559 #414559 !important}html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined[disabled],html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined,fieldset[disabled] html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-frappe .button.is-primary,html.theme--catppuccin-frappe .docstring>section>a.button.docs-sourcelink{background-color:#8caaee;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-primary:hover,html.theme--catppuccin-frappe .docstring>section>a.button.docs-sourcelink:hover,html.theme--catppuccin-frappe .button.is-primary.is-hovered,html.theme--catppuccin-frappe .docstring>section>a.button.is-hovered.docs-sourcelink{background-color:#81a2ec;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-primary:focus,html.theme--catppuccin-frappe 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.button.is-success{background-color:#a6d189;border-color:#a6d189;box-shadow:none}html.theme--catppuccin-frappe .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-inverted:hover,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-success.is-outlined{background-color:transparent;border-color:#a6d189;color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-outlined:hover,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-success.is-outlined:focus,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-focused{background-color:#a6d189;border-color:#a6d189;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #a6d189 #a6d189 !important}html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-success.is-outlined{background-color:transparent;border-color:#a6d189;box-shadow:none;color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #a6d189 #a6d189 !important}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-light{background-color:#f4f9f0;color:#446a29}html.theme--catppuccin-frappe .button.is-success.is-light:hover,html.theme--catppuccin-frappe .button.is-success.is-light.is-hovered{background-color:#edf6e7;border-color:transparent;color:#446a29}html.theme--catppuccin-frappe .button.is-success.is-light:active,html.theme--catppuccin-frappe .button.is-success.is-light.is-active{background-color:#e6f2de;border-color:transparent;color:#446a29}html.theme--catppuccin-frappe .button.is-warning{background-color:#e5c890;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning:hover,html.theme--catppuccin-frappe .button.is-warning.is-hovered{background-color:#e3c386;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning:focus,html.theme--catppuccin-frappe .button.is-warning.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning:focus:not(:active),html.theme--catppuccin-frappe .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(229,200,144,0.25)}html.theme--catppuccin-frappe .button.is-warning:active,html.theme--catppuccin-frappe .button.is-warning.is-active{background-color:#e0be7b;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-warning{background-color:#e5c890;border-color:#e5c890;box-shadow:none}html.theme--catppuccin-frappe .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-inverted:hover,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-warning.is-outlined{background-color:transparent;border-color:#e5c890;color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-outlined:hover,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-warning.is-outlined:focus,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-focused{background-color:#e5c890;border-color:#e5c890;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #e5c890 #e5c890 !important}html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-warning.is-outlined{background-color:transparent;border-color:#e5c890;box-shadow:none;color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #e5c890 #e5c890 !important}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning.is-light{background-color:#fbf7ee;color:#78591c}html.theme--catppuccin-frappe .button.is-warning.is-light:hover,html.theme--catppuccin-frappe .button.is-warning.is-light.is-hovered{background-color:#f9f2e4;border-color:transparent;color:#78591c}html.theme--catppuccin-frappe .button.is-warning.is-light:active,html.theme--catppuccin-frappe .button.is-warning.is-light.is-active{background-color:#f6edda;border-color:transparent;color:#78591c}html.theme--catppuccin-frappe .button.is-danger{background-color:#e78284;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger:hover,html.theme--catppuccin-frappe .button.is-danger.is-hovered{background-color:#e57779;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger:focus,html.theme--catppuccin-frappe .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger:focus:not(:active),html.theme--catppuccin-frappe .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(231,130,132,0.25)}html.theme--catppuccin-frappe .button.is-danger:active,html.theme--catppuccin-frappe .button.is-danger.is-active{background-color:#e36d6f;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger{background-color:#e78284;border-color:#e78284;box-shadow:none}html.theme--catppuccin-frappe .button.is-danger.is-inverted{background-color:#fff;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-inverted:hover,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-frappe .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-danger.is-outlined{background-color:transparent;border-color:#e78284;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-outlined:hover,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-danger.is-outlined:focus,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-focused{background-color:#e78284;border-color:#e78284;color:#fff}html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #e78284 #e78284 !important}html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger.is-outlined{background-color:transparent;border-color:#e78284;box-shadow:none;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #e78284 #e78284 !important}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-frappe .button.is-danger.is-light{background-color:#fceeee;color:#9a1e20}html.theme--catppuccin-frappe .button.is-danger.is-light:hover,html.theme--catppuccin-frappe .button.is-danger.is-light.is-hovered{background-color:#fae3e4;border-color:transparent;color:#9a1e20}html.theme--catppuccin-frappe .button.is-danger.is-light:active,html.theme--catppuccin-frappe .button.is-danger.is-light.is-active{background-color:#f8d8d9;border-color:transparent;color:#9a1e20}html.theme--catppuccin-frappe .button.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-frappe .button.is-small:not(.is-rounded),html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-frappe .button.is-normal{font-size:1rem}html.theme--catppuccin-frappe .button.is-medium{font-size:1.25rem}html.theme--catppuccin-frappe .button.is-large{font-size:1.5rem}html.theme--catppuccin-frappe .button[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button{background-color:#737994;border-color:#626880;box-shadow:none;opacity:.5}html.theme--catppuccin-frappe .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-frappe .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-frappe .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-frappe .button.is-static{background-color:#292c3c;border-color:#626880;color:#838ba7;box-shadow:none;pointer-events:none}html.theme--catppuccin-frappe .button.is-rounded,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-frappe .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-frappe .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-frappe .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-frappe .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-frappe .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-frappe .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-frappe .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-frappe .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-frappe .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-frappe .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-frappe .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-frappe .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-frappe .buttons.has-addons .button:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-frappe .buttons.has-addons .button:focus,html.theme--catppuccin-frappe .buttons.has-addons .button.is-focused,html.theme--catppuccin-frappe .buttons.has-addons .button:active,html.theme--catppuccin-frappe .buttons.has-addons .button.is-active,html.theme--catppuccin-frappe .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-frappe .buttons.has-addons .button:focus:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-frappe .buttons.has-addons .button:active:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-frappe .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-frappe .buttons.is-centered{justify-content:center}html.theme--catppuccin-frappe .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-frappe .buttons.is-right{justify-content:flex-end}html.theme--catppuccin-frappe .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--catppuccin-frappe .button.is-responsive.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--catppuccin-frappe .button.is-responsive,html.theme--catppuccin-frappe .button.is-responsive.is-normal{font-size:.65625rem}html.theme--catppuccin-frappe .button.is-responsive.is-medium{font-size:.75rem}html.theme--catppuccin-frappe .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--catppuccin-frappe .button.is-responsive.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--catppuccin-frappe .button.is-responsive,html.theme--catppuccin-frappe .button.is-responsive.is-normal{font-size:.75rem}html.theme--catppuccin-frappe .button.is-responsive.is-medium{font-size:1rem}html.theme--catppuccin-frappe .button.is-responsive.is-large{font-size:1.25rem}}html.theme--catppuccin-frappe .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--catppuccin-frappe .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--catppuccin-frappe .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--catppuccin-frappe .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--catppuccin-frappe .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--catppuccin-frappe .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-frappe .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-frappe .content li+li{margin-top:0.25em}html.theme--catppuccin-frappe .content p:not(:last-child),html.theme--catppuccin-frappe .content dl:not(:last-child),html.theme--catppuccin-frappe .content ol:not(:last-child),html.theme--catppuccin-frappe .content ul:not(:last-child),html.theme--catppuccin-frappe .content blockquote:not(:last-child),html.theme--catppuccin-frappe .content pre:not(:last-child),html.theme--catppuccin-frappe .content table:not(:last-child){margin-bottom:1em}html.theme--catppuccin-frappe .content h1,html.theme--catppuccin-frappe .content h2,html.theme--catppuccin-frappe .content h3,html.theme--catppuccin-frappe .content h4,html.theme--catppuccin-frappe .content h5,html.theme--catppuccin-frappe .content h6{color:#c6d0f5;font-weight:600;line-height:1.125}html.theme--catppuccin-frappe .content h1{font-size:2em;margin-bottom:0.5em}html.theme--catppuccin-frappe .content h1:not(:first-child){margin-top:1em}html.theme--catppuccin-frappe .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--catppuccin-frappe .content h2:not(:first-child){margin-top:1.1428em}html.theme--catppuccin-frappe .content 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body.has-spaced-navbar-fixed-bottom{padding-bottom:6rem}html.theme--catppuccin-frappe a.navbar-item.is-active,html.theme--catppuccin-frappe .navbar-link.is-active{color:#8caaee}html.theme--catppuccin-frappe a.navbar-item.is-active:not(:focus):not(:hover),html.theme--catppuccin-frappe .navbar-link.is-active:not(:focus):not(:hover){background-color:rgba(0,0,0,0)}html.theme--catppuccin-frappe .navbar-item.has-dropdown:focus .navbar-link,html.theme--catppuccin-frappe .navbar-item.has-dropdown:hover .navbar-link,html.theme--catppuccin-frappe .navbar-item.has-dropdown.is-active .navbar-link{background-color:rgba(0,0,0,0)}}html.theme--catppuccin-frappe .hero.is-fullheight-with-navbar{min-height:calc(100vh - 4rem)}html.theme--catppuccin-frappe .pagination{font-size:1rem;margin:-.25rem}html.theme--catppuccin-frappe .pagination.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.pagination{font-size:.75rem}html.theme--catppuccin-frappe 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.button.is-white:focus:not(:active),html.theme--catppuccin-latte .button.is-white.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(255,255,255,0.25)}html.theme--catppuccin-latte .button.is-white:active,html.theme--catppuccin-latte .button.is-white.is-active{background-color:#f2f2f2;border-color:transparent;color:#0a0a0a}html.theme--catppuccin-latte .button.is-white[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-white{background-color:#fff;border-color:#fff;box-shadow:none}html.theme--catppuccin-latte .button.is-white.is-inverted{background-color:#0a0a0a;color:#fff}html.theme--catppuccin-latte .button.is-white.is-inverted:hover,html.theme--catppuccin-latte .button.is-white.is-inverted.is-hovered{background-color:#000}html.theme--catppuccin-latte .button.is-white.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-white.is-inverted{background-color:#0a0a0a;border-color:transparent;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-white.is-loading::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--catppuccin-latte .button.is-white.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-white.is-outlined:hover,html.theme--catppuccin-latte .button.is-white.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-white.is-outlined:focus,html.theme--catppuccin-latte .button.is-white.is-outlined.is-focused{background-color:#fff;border-color:#fff;color:#0a0a0a}html.theme--catppuccin-latte .button.is-white.is-outlined.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-white.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-white.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-white.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-white.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--catppuccin-latte .button.is-white.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-white.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-white.is-inverted.is-outlined{background-color:transparent;border-color:#0a0a0a;color:#0a0a0a}html.theme--catppuccin-latte .button.is-white.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-white.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-white.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-white.is-inverted.is-outlined.is-focused{background-color:#0a0a0a;color:#fff}html.theme--catppuccin-latte .button.is-white.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-white.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-white.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-white.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-white.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-white.is-inverted.is-outlined{background-color:transparent;border-color:#0a0a0a;box-shadow:none;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black{background-color:#0a0a0a;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-black:hover,html.theme--catppuccin-latte .button.is-black.is-hovered{background-color:#040404;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-black:focus,html.theme--catppuccin-latte .button.is-black.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-black:focus:not(:active),html.theme--catppuccin-latte .button.is-black.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(10,10,10,0.25)}html.theme--catppuccin-latte .button.is-black:active,html.theme--catppuccin-latte .button.is-black.is-active{background-color:#000;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-black[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-black{background-color:#0a0a0a;border-color:#0a0a0a;box-shadow:none}html.theme--catppuccin-latte .button.is-black.is-inverted{background-color:#fff;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black.is-inverted:hover,html.theme--catppuccin-latte .button.is-black.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-black.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-black.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-black.is-outlined{background-color:transparent;border-color:#0a0a0a;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black.is-outlined:hover,html.theme--catppuccin-latte .button.is-black.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-black.is-outlined:focus,html.theme--catppuccin-latte .button.is-black.is-outlined.is-focused{background-color:#0a0a0a;border-color:#0a0a0a;color:#fff}html.theme--catppuccin-latte .button.is-black.is-outlined.is-loading::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--catppuccin-latte .button.is-black.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-black.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-black.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-black.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-black.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-black.is-outlined{background-color:transparent;border-color:#0a0a0a;box-shadow:none;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-focused{background-color:#fff;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-light{background-color:#f5f5f5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light:hover,html.theme--catppuccin-latte .button.is-light.is-hovered{background-color:#eee;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light:focus,html.theme--catppuccin-latte .button.is-light.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light:focus:not(:active),html.theme--catppuccin-latte .button.is-light.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(245,245,245,0.25)}html.theme--catppuccin-latte .button.is-light:active,html.theme--catppuccin-latte .button.is-light.is-active{background-color:#e8e8e8;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-light{background-color:#f5f5f5;border-color:#f5f5f5;box-shadow:none}html.theme--catppuccin-latte .button.is-light.is-inverted{background-color:rgba(0,0,0,0.7);color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-inverted:hover,html.theme--catppuccin-latte .button.is-light.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-light.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-latte .button.is-light.is-outlined{background-color:transparent;border-color:#f5f5f5;color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-outlined:hover,html.theme--catppuccin-latte .button.is-light.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-light.is-outlined:focus,html.theme--catppuccin-latte .button.is-light.is-outlined.is-focused{background-color:#f5f5f5;border-color:#f5f5f5;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading::after{border-color:transparent transparent #f5f5f5 #f5f5f5 !important}html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-latte .button.is-light.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-light.is-outlined{background-color:transparent;border-color:#f5f5f5;box-shadow:none;color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f5f5f5 #f5f5f5 !important}html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark,html.theme--catppuccin-latte .content kbd.button{background-color:#ccd0da;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark:hover,html.theme--catppuccin-latte .content kbd.button:hover,html.theme--catppuccin-latte .button.is-dark.is-hovered,html.theme--catppuccin-latte .content kbd.button.is-hovered{background-color:#c5c9d5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark:focus,html.theme--catppuccin-latte .content kbd.button:focus,html.theme--catppuccin-latte .button.is-dark.is-focused,html.theme--catppuccin-latte .content kbd.button.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark:focus:not(:active),html.theme--catppuccin-latte .content kbd.button:focus:not(:active),html.theme--catppuccin-latte .button.is-dark.is-focused:not(:active),html.theme--catppuccin-latte .content kbd.button.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(204,208,218,0.25)}html.theme--catppuccin-latte .button.is-dark:active,html.theme--catppuccin-latte .content kbd.button:active,html.theme--catppuccin-latte .button.is-dark.is-active,html.theme--catppuccin-latte .content kbd.button.is-active{background-color:#bdc2cf;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark[disabled],html.theme--catppuccin-latte .content kbd.button[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-dark,fieldset[disabled] html.theme--catppuccin-latte .content kbd.button{background-color:#ccd0da;border-color:#ccd0da;box-shadow:none}html.theme--catppuccin-latte .button.is-dark.is-inverted,html.theme--catppuccin-latte .content kbd.button.is-inverted{background-color:rgba(0,0,0,0.7);color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-inverted:hover,html.theme--catppuccin-latte .content kbd.button.is-inverted:hover,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-hovered,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark.is-inverted[disabled],html.theme--catppuccin-latte .content kbd.button.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-dark.is-inverted,fieldset[disabled] html.theme--catppuccin-latte .content kbd.button.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-loading::after,html.theme--catppuccin-latte .content kbd.button.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-latte .button.is-dark.is-outlined,html.theme--catppuccin-latte .content kbd.button.is-outlined{background-color:transparent;border-color:#ccd0da;color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-outlined:hover,html.theme--catppuccin-latte .content kbd.button.is-outlined:hover,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-hovered,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-dark.is-outlined:focus,html.theme--catppuccin-latte .content kbd.button.is-outlined:focus,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-focused,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-focused{background-color:#ccd0da;border-color:#ccd0da;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading::after{border-color:transparent transparent #ccd0da #ccd0da !important}html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-latte .button.is-dark.is-outlined[disabled],html.theme--catppuccin-latte .content kbd.button.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-dark.is-outlined,fieldset[disabled] html.theme--catppuccin-latte .content kbd.button.is-outlined{background-color:transparent;border-color:#ccd0da;box-shadow:none;color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #ccd0da #ccd0da !important}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined[disabled],html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined,fieldset[disabled] html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-primary,html.theme--catppuccin-latte .docstring>section>a.button.docs-sourcelink{background-color:#1e66f5;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-primary:hover,html.theme--catppuccin-latte .docstring>section>a.button.docs-sourcelink:hover,html.theme--catppuccin-latte .button.is-primary.is-hovered,html.theme--catppuccin-latte .docstring>section>a.button.is-hovered.docs-sourcelink{background-color:#125ef4;border-color:transparent;color:#fff}html.theme--catppuccin-latte 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.button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #40a02b #40a02b !important}html.theme--catppuccin-latte .button.is-success.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-success.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-success.is-outlined{background-color:transparent;border-color:#40a02b;box-shadow:none;color:#40a02b}html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-focused{background-color:#fff;color:#40a02b}html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #40a02b #40a02b !important}html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-success.is-light{background-color:#f1fbef;color:#40a12b}html.theme--catppuccin-latte .button.is-success.is-light:hover,html.theme--catppuccin-latte .button.is-success.is-light.is-hovered{background-color:#e8f8e5;border-color:transparent;color:#40a12b}html.theme--catppuccin-latte .button.is-success.is-light:active,html.theme--catppuccin-latte .button.is-success.is-light.is-active{background-color:#e0f5db;border-color:transparent;color:#40a12b}html.theme--catppuccin-latte .button.is-warning{background-color:#df8e1d;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning:hover,html.theme--catppuccin-latte .button.is-warning.is-hovered{background-color:#d4871c;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning:focus,html.theme--catppuccin-latte .button.is-warning.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning:focus:not(:active),html.theme--catppuccin-latte .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(223,142,29,0.25)}html.theme--catppuccin-latte .button.is-warning:active,html.theme--catppuccin-latte .button.is-warning.is-active{background-color:#c8801a;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning{background-color:#df8e1d;border-color:#df8e1d;box-shadow:none}html.theme--catppuccin-latte .button.is-warning.is-inverted{background-color:#fff;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-inverted:hover,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-warning.is-outlined{background-color:transparent;border-color:#df8e1d;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-outlined:hover,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-warning.is-outlined:focus,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-focused{background-color:#df8e1d;border-color:#df8e1d;color:#fff}html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #df8e1d #df8e1d !important}html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning.is-outlined{background-color:transparent;border-color:#df8e1d;box-shadow:none;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-focused{background-color:#fff;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #df8e1d #df8e1d !important}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-warning.is-light{background-color:#fdf6ed;color:#9e6515}html.theme--catppuccin-latte .button.is-warning.is-light:hover,html.theme--catppuccin-latte .button.is-warning.is-light.is-hovered{background-color:#fbf1e2;border-color:transparent;color:#9e6515}html.theme--catppuccin-latte .button.is-warning.is-light:active,html.theme--catppuccin-latte .button.is-warning.is-light.is-active{background-color:#faebd6;border-color:transparent;color:#9e6515}html.theme--catppuccin-latte .button.is-danger{background-color:#d20f39;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger:hover,html.theme--catppuccin-latte .button.is-danger.is-hovered{background-color:#c60e36;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger:focus,html.theme--catppuccin-latte .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger:focus:not(:active),html.theme--catppuccin-latte .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(210,15,57,0.25)}html.theme--catppuccin-latte .button.is-danger:active,html.theme--catppuccin-latte .button.is-danger.is-active{background-color:#ba0d33;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger{background-color:#d20f39;border-color:#d20f39;box-shadow:none}html.theme--catppuccin-latte .button.is-danger.is-inverted{background-color:#fff;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-inverted:hover,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-danger.is-outlined{background-color:transparent;border-color:#d20f39;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-outlined:hover,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-danger.is-outlined:focus,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-focused{background-color:#d20f39;border-color:#d20f39;color:#fff}html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #d20f39 #d20f39 !important}html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger.is-outlined{background-color:transparent;border-color:#d20f39;box-shadow:none;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #d20f39 #d20f39 !important}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-danger.is-light{background-color:#feecf0;color:#e9113f}html.theme--catppuccin-latte .button.is-danger.is-light:hover,html.theme--catppuccin-latte .button.is-danger.is-light.is-hovered{background-color:#fde0e6;border-color:transparent;color:#e9113f}html.theme--catppuccin-latte .button.is-danger.is-light:active,html.theme--catppuccin-latte .button.is-danger.is-light.is-active{background-color:#fcd4dd;border-color:transparent;color:#e9113f}html.theme--catppuccin-latte .button.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-latte .button.is-small:not(.is-rounded),html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-latte .button.is-normal{font-size:1rem}html.theme--catppuccin-latte .button.is-medium{font-size:1.25rem}html.theme--catppuccin-latte .button.is-large{font-size:1.5rem}html.theme--catppuccin-latte .button[disabled],fieldset[disabled] html.theme--catppuccin-latte .button{background-color:#9ca0b0;border-color:#acb0be;box-shadow:none;opacity:.5}html.theme--catppuccin-latte .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-latte .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-latte .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-latte .button.is-static{background-color:#e6e9ef;border-color:#acb0be;color:#8c8fa1;box-shadow:none;pointer-events:none}html.theme--catppuccin-latte .button.is-rounded,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-latte .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-latte .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-latte .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-latte .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-latte .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-latte .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-latte .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-latte .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-latte .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-latte .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-latte .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-latte .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-latte .buttons.has-addons .button:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-latte .buttons.has-addons .button:focus,html.theme--catppuccin-latte .buttons.has-addons .button.is-focused,html.theme--catppuccin-latte .buttons.has-addons .button:active,html.theme--catppuccin-latte .buttons.has-addons .button.is-active,html.theme--catppuccin-latte .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-latte .buttons.has-addons .button:focus:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-latte .buttons.has-addons .button:active:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-latte .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-latte .buttons.is-centered{justify-content:center}html.theme--catppuccin-latte .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-latte .buttons.is-right{justify-content:flex-end}html.theme--catppuccin-latte .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--catppuccin-latte .button.is-responsive.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--catppuccin-latte .button.is-responsive,html.theme--catppuccin-latte .button.is-responsive.is-normal{font-size:.65625rem}html.theme--catppuccin-latte .button.is-responsive.is-medium{font-size:.75rem}html.theme--catppuccin-latte .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--catppuccin-latte .button.is-responsive.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--catppuccin-latte .button.is-responsive,html.theme--catppuccin-latte .button.is-responsive.is-normal{font-size:.75rem}html.theme--catppuccin-latte .button.is-responsive.is-medium{font-size:1rem}html.theme--catppuccin-latte .button.is-responsive.is-large{font-size:1.25rem}}html.theme--catppuccin-latte .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--catppuccin-latte .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--catppuccin-latte .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--catppuccin-latte .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--catppuccin-latte .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--catppuccin-latte .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-latte .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-latte .content li+li{margin-top:0.25em}html.theme--catppuccin-latte .content p:not(:last-child),html.theme--catppuccin-latte .content dl:not(:last-child),html.theme--catppuccin-latte .content ol:not(:last-child),html.theme--catppuccin-latte 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h3:not(:first-child){margin-top:1.3333em}html.theme--catppuccin-latte .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--catppuccin-latte .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--catppuccin-latte .content h6{font-size:1em;margin-bottom:1em}html.theme--catppuccin-latte .content blockquote{background-color:#e6e9ef;border-left:5px solid #acb0be;padding:1.25em 1.5em}html.theme--catppuccin-latte .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-latte .content ol:not([type]){list-style-type:decimal}html.theme--catppuccin-latte .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--catppuccin-latte .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--catppuccin-latte .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--catppuccin-latte .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--catppuccin-latte .content 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.file.is-link.is-active .file-cta{background-color:#0b57ef;border-color:transparent;color:#fff}html.theme--catppuccin-latte .file.is-info .file-cta{background-color:#179299;border-color:transparent;color:#fff}html.theme--catppuccin-latte .file.is-info:hover .file-cta,html.theme--catppuccin-latte .file.is-info.is-hovered .file-cta{background-color:#15878e;border-color:transparent;color:#fff}html.theme--catppuccin-latte .file.is-info:focus .file-cta,html.theme--catppuccin-latte .file.is-info.is-focused .file-cta{border-color:transparent;box-shadow:0 0 0.5em rgba(23,146,153,0.25);color:#fff}html.theme--catppuccin-latte .file.is-info:active .file-cta,html.theme--catppuccin-latte .file.is-info.is-active .file-cta{background-color:#147d83;border-color:transparent;color:#fff}html.theme--catppuccin-latte .file.is-success .file-cta{background-color:#40a02b;border-color:transparent;color:#fff}html.theme--catppuccin-latte .file.is-success:hover .file-cta,html.theme--catppuccin-latte .file.is-success.is-hovered .file-cta{background-color:#3c9628;border-color:transparent;color:#fff}html.theme--catppuccin-latte .file.is-success:focus .file-cta,html.theme--catppuccin-latte .file.is-success.is-focused .file-cta{border-color:transparent;box-shadow:0 0 0.5em rgba(64,160,43,0.25);color:#fff}html.theme--catppuccin-latte .file.is-success:active .file-cta,html.theme--catppuccin-latte .file.is-success.is-active .file-cta{background-color:#388c26;border-color:transparent;color:#fff}html.theme--catppuccin-latte .file.is-warning .file-cta{background-color:#df8e1d;border-color:transparent;color:#fff}html.theme--catppuccin-latte .file.is-warning:hover .file-cta,html.theme--catppuccin-latte .file.is-warning.is-hovered .file-cta{background-color:#d4871c;border-color:transparent;color:#fff}html.theme--catppuccin-latte .file.is-warning:focus .file-cta,html.theme--catppuccin-latte .file.is-warning.is-focused .file-cta{border-color:transparent;box-shadow:0 0 0.5em rgba(223,142,29,0.25);color:#fff}html.theme--catppuccin-latte .file.is-warning:active .file-cta,html.theme--catppuccin-latte .file.is-warning.is-active .file-cta{background-color:#c8801a;border-color:transparent;color:#fff}html.theme--catppuccin-latte .file.is-danger .file-cta{background-color:#d20f39;border-color:transparent;color:#fff}html.theme--catppuccin-latte .file.is-danger:hover .file-cta,html.theme--catppuccin-latte .file.is-danger.is-hovered .file-cta{background-color:#c60e36;border-color:transparent;color:#fff}html.theme--catppuccin-latte .file.is-danger:focus .file-cta,html.theme--catppuccin-latte .file.is-danger.is-focused .file-cta{border-color:transparent;box-shadow:0 0 0.5em rgba(210,15,57,0.25);color:#fff}html.theme--catppuccin-latte .file.is-danger:active .file-cta,html.theme--catppuccin-latte .file.is-danger.is-active .file-cta{background-color:#ba0d33;border-color:transparent;color:#fff}html.theme--catppuccin-latte .file.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.file{font-size:.75rem}html.theme--catppuccin-latte .file.is-normal{font-size:1rem}html.theme--catppuccin-latte .file.is-medium{font-size:1.25rem}html.theme--catppuccin-latte .file.is-medium .file-icon .fa{font-size:21px}html.theme--catppuccin-latte .file.is-large{font-size:1.5rem}html.theme--catppuccin-latte .file.is-large .file-icon .fa{font-size:28px}html.theme--catppuccin-latte .file.has-name .file-cta{border-bottom-right-radius:0;border-top-right-radius:0}html.theme--catppuccin-latte .file.has-name .file-name{border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-latte .file.has-name.is-empty .file-cta{border-radius:.4em}html.theme--catppuccin-latte .file.has-name.is-empty .file-name{display:none}html.theme--catppuccin-latte .file.is-boxed .file-label{flex-direction:column}html.theme--catppuccin-latte .file.is-boxed .file-cta{flex-direction:column;height:auto;padding:1em 3em}html.theme--catppuccin-latte .file.is-boxed .file-name{border-width:0 1px 1px}html.theme--catppuccin-latte .file.is-boxed .file-icon{height:1.5em;width:1.5em}html.theme--catppuccin-latte .file.is-boxed .file-icon .fa{font-size:21px}html.theme--catppuccin-latte .file.is-boxed.is-small .file-icon .fa,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.is-boxed .file-icon .fa{font-size:14px}html.theme--catppuccin-latte .file.is-boxed.is-medium .file-icon .fa{font-size:28px}html.theme--catppuccin-latte .file.is-boxed.is-large .file-icon .fa{font-size:35px}html.theme--catppuccin-latte .file.is-boxed.has-name .file-cta{border-radius:.4em .4em 0 0}html.theme--catppuccin-latte .file.is-boxed.has-name .file-name{border-radius:0 0 .4em .4em;border-width:0 1px 1px}html.theme--catppuccin-latte .file.is-centered{justify-content:center}html.theme--catppuccin-latte .file.is-fullwidth .file-label{width:100%}html.theme--catppuccin-latte .file.is-fullwidth .file-name{flex-grow:1;max-width:none}html.theme--catppuccin-latte .file.is-right{justify-content:flex-end}html.theme--catppuccin-latte .file.is-right .file-cta{border-radius:0 .4em .4em 0}html.theme--catppuccin-latte .file.is-right .file-name{border-radius:.4em 0 0 .4em;border-width:1px 0 1px 1px;order:-1}html.theme--catppuccin-latte .file-label{align-items:stretch;display:flex;cursor:pointer;justify-content:flex-start;overflow:hidden;position:relative}html.theme--catppuccin-latte .file-label:hover .file-cta{background-color:#c5c9d5;color:#41445a}html.theme--catppuccin-latte .file-label:hover .file-name{border-color:#a5a9b8}html.theme--catppuccin-latte .file-label:active .file-cta{background-color:#bdc2cf;color:#41445a}html.theme--catppuccin-latte .file-label:active .file-name{border-color:#9ea2b3}html.theme--catppuccin-latte .file-input{height:100%;left:0;opacity:0;outline:none;position:absolute;top:0;width:100%}html.theme--catppuccin-latte .file-cta,html.theme--catppuccin-latte .file-name{border-color:#acb0be;border-radius:.4em;font-size:1em;padding-left:1em;padding-right:1em;white-space:nowrap}html.theme--catppuccin-latte .file-cta{background-color:#ccd0da;color:#4c4f69}html.theme--catppuccin-latte .file-name{border-color:#acb0be;border-style:solid;border-width:1px 1px 1px 0;display:block;max-width:16em;overflow:hidden;text-align:inherit;text-overflow:ellipsis}html.theme--catppuccin-latte .file-icon{align-items:center;display:flex;height:1em;justify-content:center;margin-right:.5em;width:1em}html.theme--catppuccin-latte .file-icon .fa{font-size:14px}html.theme--catppuccin-latte .label{color:#41445a;display:block;font-size:1rem;font-weight:700}html.theme--catppuccin-latte .label:not(:last-child){margin-bottom:0.5em}html.theme--catppuccin-latte .label.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.label{font-size:.75rem}html.theme--catppuccin-latte .label.is-medium{font-size:1.25rem}html.theme--catppuccin-latte .label.is-large{font-size:1.5rem}html.theme--catppuccin-latte .help{display:block;font-size:.75rem;margin-top:0.25rem}html.theme--catppuccin-latte .help.is-white{color:#fff}html.theme--catppuccin-latte .help.is-black{color:#0a0a0a}html.theme--catppuccin-latte .help.is-light{color:#f5f5f5}html.theme--catppuccin-latte .help.is-dark,html.theme--catppuccin-latte .content kbd.help{color:#ccd0da}html.theme--catppuccin-latte .help.is-primary,html.theme--catppuccin-latte .docstring>section>a.help.docs-sourcelink{color:#1e66f5}html.theme--catppuccin-latte .help.is-link{color:#1e66f5}html.theme--catppuccin-latte .help.is-info{color:#179299}html.theme--catppuccin-latte .help.is-success{color:#40a02b}html.theme--catppuccin-latte .help.is-warning{color:#df8e1d}html.theme--catppuccin-latte .help.is-danger{color:#d20f39}html.theme--catppuccin-latte .field:not(:last-child){margin-bottom:0.75rem}html.theme--catppuccin-latte .field.has-addons{display:flex;justify-content:flex-start}html.theme--catppuccin-latte .field.has-addons .control:not(:last-child){margin-right:-1px}html.theme--catppuccin-latte .field.has-addons .control:not(:first-child):not(:last-child) .button,html.theme--catppuccin-latte .field.has-addons .control:not(:first-child):not(:last-child) .input,html.theme--catppuccin-latte .field.has-addons .control:not(:first-child):not(:last-child) #documenter .docs-sidebar form.docs-search>input,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control:not(:first-child):not(:last-child) form.docs-search>input,html.theme--catppuccin-latte .field.has-addons .control:not(:first-child):not(:last-child) .select select{border-radius:0}html.theme--catppuccin-latte .field.has-addons .control:first-child:not(:only-child) .button,html.theme--catppuccin-latte .field.has-addons .control:first-child:not(:only-child) .input,html.theme--catppuccin-latte .field.has-addons .control:first-child:not(:only-child) #documenter .docs-sidebar form.docs-search>input,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control:first-child:not(:only-child) form.docs-search>input,html.theme--catppuccin-latte .field.has-addons .control:first-child:not(:only-child) .select select{border-bottom-right-radius:0;border-top-right-radius:0}html.theme--catppuccin-latte .field.has-addons .control:last-child:not(:only-child) .button,html.theme--catppuccin-latte .field.has-addons .control:last-child:not(:only-child) .input,html.theme--catppuccin-latte .field.has-addons .control:last-child:not(:only-child) #documenter .docs-sidebar form.docs-search>input,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control:last-child:not(:only-child) form.docs-search>input,html.theme--catppuccin-latte .field.has-addons .control:last-child:not(:only-child) .select select{border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-latte .field.has-addons .control .button:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .button.is-hovered:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .input:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input:not([disabled]):hover,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .input.is-hovered:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input.is-hovered:not([disabled]),html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input.is-hovered:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .select select:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .select select.is-hovered:not([disabled]){z-index:2}html.theme--catppuccin-latte .field.has-addons .control .button:not([disabled]):focus,html.theme--catppuccin-latte .field.has-addons .control .button.is-focused:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .button:not([disabled]):active,html.theme--catppuccin-latte .field.has-addons .control .button.is-active:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .input:not([disabled]):focus,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input:not([disabled]):focus,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input:not([disabled]):focus,html.theme--catppuccin-latte .field.has-addons .control .input.is-focused:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input.is-focused:not([disabled]),html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input.is-focused:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .input:not([disabled]):active,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input:not([disabled]):active,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input:not([disabled]):active,html.theme--catppuccin-latte .field.has-addons .control .input.is-active:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input.is-active:not([disabled]),html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input.is-active:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .select select:not([disabled]):focus,html.theme--catppuccin-latte .field.has-addons .control .select select.is-focused:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .select select:not([disabled]):active,html.theme--catppuccin-latte .field.has-addons .control .select select.is-active:not([disabled]){z-index:3}html.theme--catppuccin-latte .field.has-addons .control .button:not([disabled]):focus:hover,html.theme--catppuccin-latte .field.has-addons .control .button.is-focused:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .button:not([disabled]):active:hover,html.theme--catppuccin-latte .field.has-addons .control .button.is-active:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .input:not([disabled]):focus:hover,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input:not([disabled]):focus:hover,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input:not([disabled]):focus:hover,html.theme--catppuccin-latte .field.has-addons .control .input.is-focused:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input.is-focused:not([disabled]):hover,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input.is-focused:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .input:not([disabled]):active:hover,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input:not([disabled]):active:hover,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input:not([disabled]):active:hover,html.theme--catppuccin-latte .field.has-addons .control .input.is-active:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input.is-active:not([disabled]):hover,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input.is-active:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .select select:not([disabled]):focus:hover,html.theme--catppuccin-latte .field.has-addons .control .select select.is-focused:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .select select:not([disabled]):active:hover,html.theme--catppuccin-latte .field.has-addons .control .select select.is-active:not([disabled]):hover{z-index:4}html.theme--catppuccin-latte .field.has-addons .control.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-latte .field.has-addons.has-addons-centered{justify-content:center}html.theme--catppuccin-latte .field.has-addons.has-addons-right{justify-content:flex-end}html.theme--catppuccin-latte .field.has-addons.has-addons-fullwidth .control{flex-grow:1;flex-shrink:0}html.theme--catppuccin-latte .field.is-grouped{display:flex;justify-content:flex-start}html.theme--catppuccin-latte .field.is-grouped>.control{flex-shrink:0}html.theme--catppuccin-latte .field.is-grouped>.control:not(:last-child){margin-bottom:0;margin-right:.75rem}html.theme--catppuccin-latte .field.is-grouped>.control.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-latte .field.is-grouped.is-grouped-centered{justify-content:center}html.theme--catppuccin-latte .field.is-grouped.is-grouped-right{justify-content:flex-end}html.theme--catppuccin-latte .field.is-grouped.is-grouped-multiline{flex-wrap:wrap}html.theme--catppuccin-latte .field.is-grouped.is-grouped-multiline>.control:last-child,html.theme--catppuccin-latte .field.is-grouped.is-grouped-multiline>.control:not(:last-child){margin-bottom:0.75rem}html.theme--catppuccin-latte .field.is-grouped.is-grouped-multiline:last-child{margin-bottom:-0.75rem}html.theme--catppuccin-latte 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.icon:only-child,html.theme--catppuccin-latte .navbar-link .icon:only-child{margin-left:-0.25rem;margin-right:-0.25rem}html.theme--catppuccin-latte a.navbar-item,html.theme--catppuccin-latte .navbar-link{cursor:pointer}html.theme--catppuccin-latte a.navbar-item:focus,html.theme--catppuccin-latte a.navbar-item:focus-within,html.theme--catppuccin-latte a.navbar-item:hover,html.theme--catppuccin-latte a.navbar-item.is-active,html.theme--catppuccin-latte .navbar-link:focus,html.theme--catppuccin-latte .navbar-link:focus-within,html.theme--catppuccin-latte .navbar-link:hover,html.theme--catppuccin-latte .navbar-link.is-active{background-color:rgba(0,0,0,0);color:#1e66f5}html.theme--catppuccin-latte .navbar-item{flex-grow:0;flex-shrink:0}html.theme--catppuccin-latte .navbar-item img{max-height:1.75rem}html.theme--catppuccin-latte .navbar-item.has-dropdown{padding:0}html.theme--catppuccin-latte .navbar-item.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-latte .navbar-item.is-tab{border-bottom:1px solid transparent;min-height:4rem;padding-bottom:calc(0.5rem - 1px)}html.theme--catppuccin-latte .navbar-item.is-tab:focus,html.theme--catppuccin-latte .navbar-item.is-tab:hover{background-color:rgba(0,0,0,0);border-bottom-color:#1e66f5}html.theme--catppuccin-latte .navbar-item.is-tab.is-active{background-color:rgba(0,0,0,0);border-bottom-color:#1e66f5;border-bottom-style:solid;border-bottom-width:3px;color:#1e66f5;padding-bottom:calc(0.5rem - 3px)}html.theme--catppuccin-latte .navbar-content{flex-grow:1;flex-shrink:1}html.theme--catppuccin-latte .navbar-link:not(.is-arrowless){padding-right:2.5em}html.theme--catppuccin-latte .navbar-link:not(.is-arrowless)::after{border-color:#fff;margin-top:-0.375em;right:1.125em}html.theme--catppuccin-latte .navbar-dropdown{font-size:0.875rem;padding-bottom:0.5rem;padding-top:0.5rem}html.theme--catppuccin-latte .navbar-dropdown .navbar-item{padding-left:1.5rem;padding-right:1.5rem}html.theme--catppuccin-latte .navbar-divider{background-color:rgba(0,0,0,0.2);border:none;display:none;height:2px;margin:0.5rem 0}@media screen and (max-width: 1055px){html.theme--catppuccin-latte .navbar>.container{display:block}html.theme--catppuccin-latte .navbar-brand .navbar-item,html.theme--catppuccin-latte .navbar-tabs .navbar-item{align-items:center;display:flex}html.theme--catppuccin-latte .navbar-link::after{display:none}html.theme--catppuccin-latte .navbar-menu{background-color:#1e66f5;box-shadow:0 8px 16px rgba(10,10,10,0.1);padding:0.5rem 0}html.theme--catppuccin-latte .navbar-menu.is-active{display:block}html.theme--catppuccin-latte .navbar.is-fixed-bottom-touch,html.theme--catppuccin-latte .navbar.is-fixed-top-touch{left:0;position:fixed;right:0;z-index:30}html.theme--catppuccin-latte .navbar.is-fixed-bottom-touch{bottom:0}html.theme--catppuccin-latte .navbar.is-fixed-bottom-touch.has-shadow{box-shadow:0 -2px 3px rgba(10,10,10,0.1)}html.theme--catppuccin-latte .navbar.is-fixed-top-touch{top:0}html.theme--catppuccin-latte .navbar.is-fixed-top .navbar-menu,html.theme--catppuccin-latte .navbar.is-fixed-top-touch .navbar-menu{-webkit-overflow-scrolling:touch;max-height:calc(100vh - 4rem);overflow:auto}html.theme--catppuccin-latte html.has-navbar-fixed-top-touch,html.theme--catppuccin-latte body.has-navbar-fixed-top-touch{padding-top:4rem}html.theme--catppuccin-latte html.has-navbar-fixed-bottom-touch,html.theme--catppuccin-latte body.has-navbar-fixed-bottom-touch{padding-bottom:4rem}}@media screen and (min-width: 1056px){html.theme--catppuccin-latte .navbar,html.theme--catppuccin-latte .navbar-menu,html.theme--catppuccin-latte .navbar-start,html.theme--catppuccin-latte .navbar-end{align-items:stretch;display:flex}html.theme--catppuccin-latte .navbar{min-height:4rem}html.theme--catppuccin-latte .navbar.is-spaced{padding:1rem 2rem}html.theme--catppuccin-latte .navbar.is-spaced .navbar-start,html.theme--catppuccin-latte .navbar.is-spaced .navbar-end{align-items:center}html.theme--catppuccin-latte .navbar.is-spaced a.navbar-item,html.theme--catppuccin-latte .navbar.is-spaced .navbar-link{border-radius:.4em}html.theme--catppuccin-latte .navbar.is-transparent a.navbar-item:focus,html.theme--catppuccin-latte .navbar.is-transparent a.navbar-item:hover,html.theme--catppuccin-latte .navbar.is-transparent a.navbar-item.is-active,html.theme--catppuccin-latte .navbar.is-transparent .navbar-link:focus,html.theme--catppuccin-latte .navbar.is-transparent .navbar-link:hover,html.theme--catppuccin-latte .navbar.is-transparent .navbar-link.is-active{background-color:transparent !important}html.theme--catppuccin-latte .navbar.is-transparent .navbar-item.has-dropdown.is-active .navbar-link,html.theme--catppuccin-latte .navbar.is-transparent .navbar-item.has-dropdown.is-hoverable:focus .navbar-link,html.theme--catppuccin-latte .navbar.is-transparent .navbar-item.has-dropdown.is-hoverable:focus-within 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.navbar-dropdown.is-boxed,.navbar.is-spaced html.theme--catppuccin-latte .navbar-item.is-hoverable:hover .navbar-dropdown,html.theme--catppuccin-latte .navbar-item.is-hoverable:hover .navbar-dropdown.is-boxed{opacity:1;pointer-events:auto;transform:translateY(0)}html.theme--catppuccin-latte .navbar-menu{flex-grow:1;flex-shrink:0}html.theme--catppuccin-latte .navbar-start{justify-content:flex-start;margin-right:auto}html.theme--catppuccin-latte .navbar-end{justify-content:flex-end;margin-left:auto}html.theme--catppuccin-latte .navbar-dropdown{background-color:#1e66f5;border-bottom-left-radius:8px;border-bottom-right-radius:8px;border-top:1px solid rgba(0,0,0,0.2);box-shadow:0 8px 8px rgba(10,10,10,0.1);display:none;font-size:0.875rem;left:0;min-width:100%;position:absolute;top:100%;z-index:20}html.theme--catppuccin-latte .navbar-dropdown .navbar-item{padding:0.375rem 1rem;white-space:nowrap}html.theme--catppuccin-latte .navbar-dropdown a.navbar-item{padding-right:3rem}html.theme--catppuccin-latte .navbar-dropdown a.navbar-item:focus,html.theme--catppuccin-latte .navbar-dropdown a.navbar-item:hover{background-color:rgba(0,0,0,0);color:#8c8fa1}html.theme--catppuccin-latte .navbar-dropdown a.navbar-item.is-active{background-color:rgba(0,0,0,0);color:#1e66f5}.navbar.is-spaced html.theme--catppuccin-latte .navbar-dropdown,html.theme--catppuccin-latte .navbar-dropdown.is-boxed{border-radius:8px;border-top:none;box-shadow:0 8px 8px rgba(10,10,10,0.1), 0 0 0 1px rgba(10,10,10,0.1);display:block;opacity:0;pointer-events:none;top:calc(100% + (-4px));transform:translateY(-5px);transition-duration:86ms;transition-property:opacity, transform}html.theme--catppuccin-latte .navbar-dropdown.is-right{left:auto;right:0}html.theme--catppuccin-latte .navbar-divider{display:block}html.theme--catppuccin-latte .navbar>.container .navbar-brand,html.theme--catppuccin-latte .container>.navbar .navbar-brand{margin-left:-.75rem}html.theme--catppuccin-latte .navbar>.container .navbar-menu,html.theme--catppuccin-latte .container>.navbar .navbar-menu{margin-right:-.75rem}html.theme--catppuccin-latte .navbar.is-fixed-bottom-desktop,html.theme--catppuccin-latte .navbar.is-fixed-top-desktop{left:0;position:fixed;right:0;z-index:30}html.theme--catppuccin-latte .navbar.is-fixed-bottom-desktop{bottom:0}html.theme--catppuccin-latte .navbar.is-fixed-bottom-desktop.has-shadow{box-shadow:0 -2px 3px rgba(10,10,10,0.1)}html.theme--catppuccin-latte .navbar.is-fixed-top-desktop{top:0}html.theme--catppuccin-latte html.has-navbar-fixed-top-desktop,html.theme--catppuccin-latte body.has-navbar-fixed-top-desktop{padding-top:4rem}html.theme--catppuccin-latte html.has-navbar-fixed-bottom-desktop,html.theme--catppuccin-latte body.has-navbar-fixed-bottom-desktop{padding-bottom:4rem}html.theme--catppuccin-latte html.has-spaced-navbar-fixed-top,html.theme--catppuccin-latte body.has-spaced-navbar-fixed-top{padding-top:6rem}html.theme--catppuccin-latte html.has-spaced-navbar-fixed-bottom,html.theme--catppuccin-latte body.has-spaced-navbar-fixed-bottom{padding-bottom:6rem}html.theme--catppuccin-latte a.navbar-item.is-active,html.theme--catppuccin-latte .navbar-link.is-active{color:#1e66f5}html.theme--catppuccin-latte a.navbar-item.is-active:not(:focus):not(:hover),html.theme--catppuccin-latte .navbar-link.is-active:not(:focus):not(:hover){background-color:rgba(0,0,0,0)}html.theme--catppuccin-latte .navbar-item.has-dropdown:focus .navbar-link,html.theme--catppuccin-latte .navbar-item.has-dropdown:hover .navbar-link,html.theme--catppuccin-latte .navbar-item.has-dropdown.is-active .navbar-link{background-color:rgba(0,0,0,0)}}html.theme--catppuccin-latte .hero.is-fullheight-with-navbar{min-height:calc(100vh - 4rem)}html.theme--catppuccin-latte .pagination{font-size:1rem;margin:-.25rem}html.theme--catppuccin-latte .pagination.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.pagination{font-size:.75rem}html.theme--catppuccin-latte .pagination.is-medium{font-size:1.25rem}html.theme--catppuccin-latte .pagination.is-large{font-size:1.5rem}html.theme--catppuccin-latte .pagination.is-rounded .pagination-previous,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.pagination .pagination-previous,html.theme--catppuccin-latte .pagination.is-rounded .pagination-next,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.pagination .pagination-next{padding-left:1em;padding-right:1em;border-radius:9999px}html.theme--catppuccin-latte .pagination.is-rounded .pagination-link,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.pagination .pagination-link{border-radius:9999px}html.theme--catppuccin-latte .pagination,html.theme--catppuccin-latte .pagination-list{align-items:center;display:flex;justify-content:center;text-align:center}html.theme--catppuccin-latte .pagination-previous,html.theme--catppuccin-latte .pagination-next,html.theme--catppuccin-latte .pagination-link,html.theme--catppuccin-latte .pagination-ellipsis{font-size:1em;justify-content:center;margin:.25rem;padding-left:.5em;padding-right:.5em;text-align:center}html.theme--catppuccin-latte .pagination-previous,html.theme--catppuccin-latte .pagination-next,html.theme--catppuccin-latte .pagination-link{border-color:#acb0be;color:#1e66f5;min-width:2.5em}html.theme--catppuccin-latte .pagination-previous:hover,html.theme--catppuccin-latte .pagination-next:hover,html.theme--catppuccin-latte .pagination-link:hover{border-color:#9ca0b0;color:#04a5e5}html.theme--catppuccin-latte .pagination-previous:focus,html.theme--catppuccin-latte .pagination-next:focus,html.theme--catppuccin-latte .pagination-link:focus{border-color:#9ca0b0}html.theme--catppuccin-latte .pagination-previous:active,html.theme--catppuccin-latte .pagination-next:active,html.theme--catppuccin-latte .pagination-link:active{box-shadow:inset 0 1px 2px rgba(10,10,10,0.2)}html.theme--catppuccin-latte .pagination-previous[disabled],html.theme--catppuccin-latte .pagination-previous.is-disabled,html.theme--catppuccin-latte .pagination-next[disabled],html.theme--catppuccin-latte .pagination-next.is-disabled,html.theme--catppuccin-latte .pagination-link[disabled],html.theme--catppuccin-latte .pagination-link.is-disabled{background-color:#acb0be;border-color:#acb0be;box-shadow:none;color:#616587;opacity:0.5}html.theme--catppuccin-latte .pagination-previous,html.theme--catppuccin-latte .pagination-next{padding-left:.75em;padding-right:.75em;white-space:nowrap}html.theme--catppuccin-latte .pagination-link.is-current{background-color:#1e66f5;border-color:#1e66f5;color:#fff}html.theme--catppuccin-latte .pagination-ellipsis{color:#9ca0b0;pointer-events:none}html.theme--catppuccin-latte .pagination-list{flex-wrap:wrap}html.theme--catppuccin-latte .pagination-list li{list-style:none}@media screen and (max-width: 768px){html.theme--catppuccin-latte .pagination{flex-wrap:wrap}html.theme--catppuccin-latte .pagination-previous,html.theme--catppuccin-latte .pagination-next{flex-grow:1;flex-shrink:1}html.theme--catppuccin-latte .pagination-list li{flex-grow:1;flex-shrink:1}}@media screen and (min-width: 769px),print{html.theme--catppuccin-latte .pagination-list{flex-grow:1;flex-shrink:1;justify-content:flex-start;order:1}html.theme--catppuccin-latte .pagination-previous,html.theme--catppuccin-latte .pagination-next,html.theme--catppuccin-latte .pagination-link,html.theme--catppuccin-latte .pagination-ellipsis{margin-bottom:0;margin-top:0}html.theme--catppuccin-latte .pagination-previous{order:2}html.theme--catppuccin-latte .pagination-next{order:3}html.theme--catppuccin-latte .pagination{justify-content:space-between;margin-bottom:0;margin-top:0}html.theme--catppuccin-latte .pagination.is-centered .pagination-previous{order:1}html.theme--catppuccin-latte .pagination.is-centered .pagination-list{justify-content:center;order:2}html.theme--catppuccin-latte .pagination.is-centered .pagination-next{order:3}html.theme--catppuccin-latte .pagination.is-right .pagination-previous{order:1}html.theme--catppuccin-latte .pagination.is-right .pagination-next{order:2}html.theme--catppuccin-latte .pagination.is-right .pagination-list{justify-content:flex-end;order:3}}html.theme--catppuccin-latte .panel{border-radius:8px;box-shadow:#171717;font-size:1rem}html.theme--catppuccin-latte .panel:not(:last-child){margin-bottom:1.5rem}html.theme--catppuccin-latte .panel.is-white .panel-heading{background-color:#fff;color:#0a0a0a}html.theme--catppuccin-latte .panel.is-white .panel-tabs a.is-active{border-bottom-color:#fff}html.theme--catppuccin-latte .panel.is-white .panel-block.is-active .panel-icon{color:#fff}html.theme--catppuccin-latte .panel.is-black .panel-heading{background-color:#0a0a0a;color:#fff}html.theme--catppuccin-latte .panel.is-black .panel-tabs a.is-active{border-bottom-color:#0a0a0a}html.theme--catppuccin-latte .panel.is-black .panel-block.is-active .panel-icon{color:#0a0a0a}html.theme--catppuccin-latte .panel.is-light .panel-heading{background-color:#f5f5f5;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .panel.is-light .panel-tabs a.is-active{border-bottom-color:#f5f5f5}html.theme--catppuccin-latte .panel.is-light .panel-block.is-active .panel-icon{color:#f5f5f5}html.theme--catppuccin-latte .panel.is-dark .panel-heading,html.theme--catppuccin-latte .content kbd.panel .panel-heading{background-color:#ccd0da;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .panel.is-dark .panel-tabs a.is-active,html.theme--catppuccin-latte .content kbd.panel .panel-tabs a.is-active{border-bottom-color:#ccd0da}html.theme--catppuccin-latte .panel.is-dark .panel-block.is-active .panel-icon,html.theme--catppuccin-latte .content kbd.panel .panel-block.is-active .panel-icon{color:#ccd0da}html.theme--catppuccin-latte .panel.is-primary .panel-heading,html.theme--catppuccin-latte .docstring>section>a.panel.docs-sourcelink .panel-heading{background-color:#1e66f5;color:#fff}html.theme--catppuccin-latte .panel.is-primary .panel-tabs a.is-active,html.theme--catppuccin-latte .docstring>section>a.panel.docs-sourcelink .panel-tabs a.is-active{border-bottom-color:#1e66f5}html.theme--catppuccin-latte .panel.is-primary .panel-block.is-active .panel-icon,html.theme--catppuccin-latte .docstring>section>a.panel.docs-sourcelink .panel-block.is-active .panel-icon{color:#1e66f5}html.theme--catppuccin-latte .panel.is-link .panel-heading{background-color:#1e66f5;color:#fff}html.theme--catppuccin-latte .panel.is-link .panel-tabs a.is-active{border-bottom-color:#1e66f5}html.theme--catppuccin-latte .panel.is-link .panel-block.is-active .panel-icon{color:#1e66f5}html.theme--catppuccin-latte .panel.is-info 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kbd.button.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-dark.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .content kbd.button.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-dark.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .content kbd.button.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-dark.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-macchiato .content kbd.button.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-dark.is-outlined[disabled],html.theme--catppuccin-macchiato .content kbd.button.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-dark.is-outlined,fieldset[disabled] html.theme--catppuccin-macchiato .content kbd.button.is-outlined{background-color:transparent;border-color:#363a4f;box-shadow:none;color:#363a4f}html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined.is-focused{background-color:#fff;color:#363a4f}html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #363a4f #363a4f !important}html.theme--catppuccin-macchiato 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.button.is-link.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-link.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-link.is-outlined.is-focused{background-color:#8aadf4;border-color:#8aadf4;color:#fff}html.theme--catppuccin-macchiato .button.is-link.is-outlined.is-loading::after{border-color:transparent transparent #8aadf4 #8aadf4 !important}html.theme--catppuccin-macchiato .button.is-link.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-link.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-link.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-link.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-link.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-link.is-outlined{background-color:transparent;border-color:#8aadf4;box-shadow:none;color:#8aadf4}html.theme--catppuccin-macchiato .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-macchiato .button.is-link.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-link.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-link.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-link.is-inverted.is-outlined.is-focused{background-color:#fff;color:#8aadf4}html.theme--catppuccin-macchiato .button.is-link.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-link.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-link.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-link.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #8aadf4 #8aadf4 !important}html.theme--catppuccin-macchiato .button.is-link.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-macchiato .button.is-link.is-light{background-color:#ecf2fd;color:#0e3b95}html.theme--catppuccin-macchiato .button.is-link.is-light:hover,html.theme--catppuccin-macchiato .button.is-link.is-light.is-hovered{background-color:#e1eafc;border-color:transparent;color:#0e3b95}html.theme--catppuccin-macchiato .button.is-link.is-light:active,html.theme--catppuccin-macchiato .button.is-link.is-light.is-active{background-color:#d5e2fb;border-color:transparent;color:#0e3b95}html.theme--catppuccin-macchiato 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.button.is-info{background-color:#8bd5ca;border-color:#8bd5ca;box-shadow:none}html.theme--catppuccin-macchiato .button.is-info.is-inverted{background-color:rgba(0,0,0,0.7);color:#8bd5ca}html.theme--catppuccin-macchiato .button.is-info.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-info.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-info.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#8bd5ca}html.theme--catppuccin-macchiato .button.is-info.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-info.is-outlined{background-color:transparent;border-color:#8bd5ca;color:#8bd5ca}html.theme--catppuccin-macchiato .button.is-info.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-info.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-focused{background-color:#8bd5ca;border-color:#8bd5ca;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading::after{border-color:transparent transparent #8bd5ca #8bd5ca !important}html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-info.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-info.is-outlined{background-color:transparent;border-color:#8bd5ca;box-shadow:none;color:#8bd5ca}html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#8bd5ca}html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #8bd5ca #8bd5ca !important}html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-info.is-light{background-color:#f0faf8;color:#276d62}html.theme--catppuccin-macchiato .button.is-info.is-light:hover,html.theme--catppuccin-macchiato .button.is-info.is-light.is-hovered{background-color:#e7f6f4;border-color:transparent;color:#276d62}html.theme--catppuccin-macchiato .button.is-info.is-light:active,html.theme--catppuccin-macchiato .button.is-info.is-light.is-active{background-color:#ddf3f0;border-color:transparent;color:#276d62}html.theme--catppuccin-macchiato .button.is-success{background-color:#a6da95;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success:hover,html.theme--catppuccin-macchiato .button.is-success.is-hovered{background-color:#9ed78c;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success:focus,html.theme--catppuccin-macchiato .button.is-success.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success:focus:not(:active),html.theme--catppuccin-macchiato .button.is-success.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(166,218,149,0.25)}html.theme--catppuccin-macchiato .button.is-success:active,html.theme--catppuccin-macchiato .button.is-success.is-active{background-color:#96d382;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success{background-color:#a6da95;border-color:#a6da95;box-shadow:none}html.theme--catppuccin-macchiato .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-success.is-outlined{background-color:transparent;border-color:#a6da95;color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-success.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-focused{background-color:#a6da95;border-color:#a6da95;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #a6da95 #a6da95 !important}html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success.is-outlined{background-color:transparent;border-color:#a6da95;box-shadow:none;color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #a6da95 #a6da95 !important}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-light{background-color:#f2faf0;color:#386e26}html.theme--catppuccin-macchiato .button.is-success.is-light:hover,html.theme--catppuccin-macchiato .button.is-success.is-light.is-hovered{background-color:#eaf6e6;border-color:transparent;color:#386e26}html.theme--catppuccin-macchiato .button.is-success.is-light:active,html.theme--catppuccin-macchiato .button.is-success.is-light.is-active{background-color:#e2f3dd;border-color:transparent;color:#386e26}html.theme--catppuccin-macchiato .button.is-warning{background-color:#eed49f;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning:hover,html.theme--catppuccin-macchiato .button.is-warning.is-hovered{background-color:#eccf94;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning:focus,html.theme--catppuccin-macchiato .button.is-warning.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning:focus:not(:active),html.theme--catppuccin-macchiato .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(238,212,159,0.25)}html.theme--catppuccin-macchiato .button.is-warning:active,html.theme--catppuccin-macchiato .button.is-warning.is-active{background-color:#eaca89;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning{background-color:#eed49f;border-color:#eed49f;box-shadow:none}html.theme--catppuccin-macchiato .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-warning.is-outlined{background-color:transparent;border-color:#eed49f;color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-warning.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-focused{background-color:#eed49f;border-color:#eed49f;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #eed49f #eed49f !important}html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning.is-outlined{background-color:transparent;border-color:#eed49f;box-shadow:none;color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #eed49f #eed49f !important}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-light{background-color:#fcf7ee;color:#7e5c16}html.theme--catppuccin-macchiato .button.is-warning.is-light:hover,html.theme--catppuccin-macchiato .button.is-warning.is-light.is-hovered{background-color:#faf2e3;border-color:transparent;color:#7e5c16}html.theme--catppuccin-macchiato .button.is-warning.is-light:active,html.theme--catppuccin-macchiato .button.is-warning.is-light.is-active{background-color:#f8eed8;border-color:transparent;color:#7e5c16}html.theme--catppuccin-macchiato .button.is-danger{background-color:#ed8796;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger:hover,html.theme--catppuccin-macchiato .button.is-danger.is-hovered{background-color:#eb7c8c;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger:focus,html.theme--catppuccin-macchiato .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger:focus:not(:active),html.theme--catppuccin-macchiato .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(237,135,150,0.25)}html.theme--catppuccin-macchiato .button.is-danger:active,html.theme--catppuccin-macchiato .button.is-danger.is-active{background-color:#ea7183;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger{background-color:#ed8796;border-color:#ed8796;box-shadow:none}html.theme--catppuccin-macchiato .button.is-danger.is-inverted{background-color:#fff;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-macchiato .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-danger.is-outlined{background-color:transparent;border-color:#ed8796;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-outlined:hover,html.theme--catppuccin-macchiato 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.button.is-danger.is-outlined{background-color:transparent;border-color:#ed8796;box-shadow:none;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #ed8796 #ed8796 !important}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-macchiato .button.is-danger.is-light{background-color:#fcedef;color:#971729}html.theme--catppuccin-macchiato .button.is-danger.is-light:hover,html.theme--catppuccin-macchiato .button.is-danger.is-light.is-hovered{background-color:#fbe2e6;border-color:transparent;color:#971729}html.theme--catppuccin-macchiato .button.is-danger.is-light:active,html.theme--catppuccin-macchiato .button.is-danger.is-light.is-active{background-color:#f9d7dc;border-color:transparent;color:#971729}html.theme--catppuccin-macchiato .button.is-small,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-macchiato .button.is-small:not(.is-rounded),html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-macchiato .button.is-normal{font-size:1rem}html.theme--catppuccin-macchiato .button.is-medium{font-size:1.25rem}html.theme--catppuccin-macchiato .button.is-large{font-size:1.5rem}html.theme--catppuccin-macchiato .button[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button{background-color:#6e738d;border-color:#5b6078;box-shadow:none;opacity:.5}html.theme--catppuccin-macchiato .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-macchiato .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-macchiato .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-macchiato .button.is-static{background-color:#1e2030;border-color:#5b6078;color:#8087a2;box-shadow:none;pointer-events:none}html.theme--catppuccin-macchiato .button.is-rounded,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-macchiato .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-macchiato .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-macchiato .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-macchiato .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-macchiato .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-macchiato .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-macchiato .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-macchiato .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-macchiato .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-macchiato .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-macchiato .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-macchiato .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-macchiato .buttons.has-addons .button:hover,html.theme--catppuccin-macchiato .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-macchiato .buttons.has-addons .button:focus,html.theme--catppuccin-macchiato .buttons.has-addons .button.is-focused,html.theme--catppuccin-macchiato .buttons.has-addons .button:active,html.theme--catppuccin-macchiato .buttons.has-addons .button.is-active,html.theme--catppuccin-macchiato .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-macchiato .buttons.has-addons .button:focus:hover,html.theme--catppuccin-macchiato .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-macchiato .buttons.has-addons .button:active:hover,html.theme--catppuccin-macchiato .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-macchiato .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-macchiato .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-macchiato .buttons.is-centered{justify-content:center}html.theme--catppuccin-macchiato .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-macchiato .buttons.is-right{justify-content:flex-end}html.theme--catppuccin-macchiato .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--catppuccin-macchiato .button.is-responsive.is-small,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--catppuccin-macchiato .button.is-responsive,html.theme--catppuccin-macchiato .button.is-responsive.is-normal{font-size:.65625rem}html.theme--catppuccin-macchiato .button.is-responsive.is-medium{font-size:.75rem}html.theme--catppuccin-macchiato .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--catppuccin-macchiato .button.is-responsive.is-small,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--catppuccin-macchiato .button.is-responsive,html.theme--catppuccin-macchiato .button.is-responsive.is-normal{font-size:.75rem}html.theme--catppuccin-macchiato .button.is-responsive.is-medium{font-size:1rem}html.theme--catppuccin-macchiato .button.is-responsive.is-large{font-size:1.25rem}}html.theme--catppuccin-macchiato .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--catppuccin-macchiato .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--catppuccin-macchiato .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--catppuccin-macchiato .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--catppuccin-macchiato .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--catppuccin-macchiato .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-macchiato .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-macchiato .content li+li{margin-top:0.25em}html.theme--catppuccin-macchiato .content p:not(:last-child),html.theme--catppuccin-macchiato .content dl:not(:last-child),html.theme--catppuccin-macchiato .content ol:not(:last-child),html.theme--catppuccin-macchiato .content ul:not(:last-child),html.theme--catppuccin-macchiato .content blockquote:not(:last-child),html.theme--catppuccin-macchiato .content pre:not(:last-child),html.theme--catppuccin-macchiato .content table:not(:last-child){margin-bottom:1em}html.theme--catppuccin-macchiato .content h1,html.theme--catppuccin-macchiato .content h2,html.theme--catppuccin-macchiato .content h3,html.theme--catppuccin-macchiato .content h4,html.theme--catppuccin-macchiato .content h5,html.theme--catppuccin-macchiato .content h6{color:#cad3f5;font-weight:600;line-height:1.125}html.theme--catppuccin-macchiato .content h1{font-size:2em;margin-bottom:0.5em}html.theme--catppuccin-macchiato .content h1:not(:first-child){margin-top:1em}html.theme--catppuccin-macchiato .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--catppuccin-macchiato .content h2:not(:first-child){margin-top:1.1428em}html.theme--catppuccin-macchiato .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--catppuccin-macchiato .content h3:not(:first-child){margin-top:1.3333em}html.theme--catppuccin-macchiato .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--catppuccin-macchiato .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--catppuccin-macchiato .content h6{font-size:1em;margin-bottom:1em}html.theme--catppuccin-macchiato .content blockquote{background-color:#1e2030;border-left:5px solid #5b6078;padding:1.25em 1.5em}html.theme--catppuccin-macchiato .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-macchiato .content ol:not([type]){list-style-type:decimal}html.theme--catppuccin-macchiato .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--catppuccin-macchiato .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--catppuccin-macchiato .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--catppuccin-macchiato .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--catppuccin-macchiato .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-macchiato .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--catppuccin-macchiato .content ul ul ul{list-style-type:square}html.theme--catppuccin-macchiato .content dd{margin-left:2em}html.theme--catppuccin-macchiato .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--catppuccin-macchiato .content figure:not(:first-child){margin-top:2em}html.theme--catppuccin-macchiato .content figure:not(:last-child){margin-bottom:2em}html.theme--catppuccin-macchiato .content figure img{display:inline-block}html.theme--catppuccin-macchiato .content figure figcaption{font-style:italic}html.theme--catppuccin-macchiato .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--catppuccin-macchiato .content sup,html.theme--catppuccin-macchiato .content sub{font-size:75%}html.theme--catppuccin-macchiato .content table{width:100%}html.theme--catppuccin-macchiato .content table td,html.theme--catppuccin-macchiato .content table th{border:1px solid #5b6078;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--catppuccin-macchiato .content table th{color:#b5c1f1}html.theme--catppuccin-macchiato .content table th:not([align]){text-align:inherit}html.theme--catppuccin-macchiato .content table thead td,html.theme--catppuccin-macchiato .content table thead th{border-width:0 0 2px;color:#b5c1f1}html.theme--catppuccin-macchiato .content table tfoot td,html.theme--catppuccin-macchiato .content table tfoot th{border-width:2px 0 0;color:#b5c1f1}html.theme--catppuccin-macchiato .content table tbody tr:last-child td,html.theme--catppuccin-macchiato .content table tbody tr:last-child th{border-bottom-width:0}html.theme--catppuccin-macchiato .content .tabs li+li{margin-top:0}html.theme--catppuccin-macchiato .content.is-small,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.content{font-size:.75rem}html.theme--catppuccin-macchiato .content.is-normal{font-size:1rem}html.theme--catppuccin-macchiato .content.is-medium{font-size:1.25rem}html.theme--catppuccin-macchiato .content.is-large{font-size:1.5rem}html.theme--catppuccin-macchiato .icon{align-items:center;display:inline-flex;justify-content:center;height:1.5rem;width:1.5rem}html.theme--catppuccin-macchiato .icon.is-small,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.icon{height:1rem;width:1rem}html.theme--catppuccin-macchiato .icon.is-medium{height:2rem;width:2rem}html.theme--catppuccin-macchiato .icon.is-large{height:3rem;width:3rem}html.theme--catppuccin-macchiato .icon-text{align-items:flex-start;color:inherit;display:inline-flex;flex-wrap:wrap;line-height:1.5rem;vertical-align:top}html.theme--catppuccin-macchiato .icon-text .icon{flex-grow:0;flex-shrink:0}html.theme--catppuccin-macchiato .icon-text .icon:not(:last-child){margin-right:.25em}html.theme--catppuccin-macchiato .icon-text .icon:not(:first-child){margin-left:.25em}html.theme--catppuccin-macchiato div.icon-text{display:flex}html.theme--catppuccin-macchiato .image,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img{display:block;position:relative}html.theme--catppuccin-macchiato .image img,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img img{display:block;height:auto;width:100%}html.theme--catppuccin-macchiato .image img.is-rounded,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img img.is-rounded{border-radius:9999px}html.theme--catppuccin-macchiato .image.is-fullwidth,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-fullwidth{width:100%}html.theme--catppuccin-macchiato .image.is-square img,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-square img,html.theme--catppuccin-macchiato .image.is-square .has-ratio,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-square .has-ratio,html.theme--catppuccin-macchiato .image.is-1by1 img,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-1by1 img,html.theme--catppuccin-macchiato .image.is-1by1 .has-ratio,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-1by1 .has-ratio,html.theme--catppuccin-macchiato .image.is-5by4 img,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-5by4 img,html.theme--catppuccin-macchiato .image.is-5by4 .has-ratio,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-5by4 .has-ratio,html.theme--catppuccin-macchiato .image.is-4by3 img,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-4by3 img,html.theme--catppuccin-macchiato .image.is-4by3 .has-ratio,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-4by3 .has-ratio,html.theme--catppuccin-macchiato .image.is-3by2 img,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-3by2 img,html.theme--catppuccin-macchiato .image.is-3by2 .has-ratio,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-3by2 .has-ratio,html.theme--catppuccin-macchiato .image.is-5by3 img,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-5by3 img,html.theme--catppuccin-macchiato .image.is-5by3 .has-ratio,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-5by3 .has-ratio,html.theme--catppuccin-macchiato .image.is-16by9 img,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-16by9 img,html.theme--catppuccin-macchiato .image.is-16by9 .has-ratio,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-16by9 .has-ratio,html.theme--catppuccin-macchiato .image.is-2by1 img,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-2by1 img,html.theme--catppuccin-macchiato .image.is-2by1 .has-ratio,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-2by1 .has-ratio,html.theme--catppuccin-macchiato .image.is-3by1 img,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-3by1 img,html.theme--catppuccin-macchiato .image.is-3by1 .has-ratio,html.theme--catppuccin-macchiato #documenter .docs-sidebar .docs-logo>img.is-3by1 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select[disabled]:-moz-placeholder,html.theme--catppuccin-macchiato .textarea[disabled]:-moz-placeholder,html.theme--catppuccin-macchiato .input[disabled]:-moz-placeholder,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input[disabled]:-moz-placeholder,fieldset[disabled] html.theme--catppuccin-macchiato .select select:-moz-placeholder,fieldset[disabled] html.theme--catppuccin-macchiato .textarea:-moz-placeholder,fieldset[disabled] html.theme--catppuccin-macchiato .input:-moz-placeholder,fieldset[disabled] html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input:-moz-placeholder{color:rgba(245,247,253,0.3)}html.theme--catppuccin-macchiato .select select[disabled]:-ms-input-placeholder,html.theme--catppuccin-macchiato .textarea[disabled]:-ms-input-placeholder,html.theme--catppuccin-macchiato .input[disabled]:-ms-input-placeholder,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input[disabled]:-ms-input-placeholder,fieldset[disabled] html.theme--catppuccin-macchiato .select select:-ms-input-placeholder,fieldset[disabled] html.theme--catppuccin-macchiato .textarea:-ms-input-placeholder,fieldset[disabled] html.theme--catppuccin-macchiato .input:-ms-input-placeholder,fieldset[disabled] html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input:-ms-input-placeholder{color:rgba(245,247,253,0.3)}html.theme--catppuccin-macchiato .textarea,html.theme--catppuccin-macchiato .input,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input{box-shadow:inset 0 0.0625em 0.125em rgba(10,10,10,0.05);max-width:100%;width:100%}html.theme--catppuccin-macchiato .textarea[readonly],html.theme--catppuccin-macchiato .input[readonly],html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input[readonly]{box-shadow:none}html.theme--catppuccin-macchiato 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form.docs-search>input.is-active{box-shadow:0 0 0 0.125em rgba(255,255,255,0.25)}html.theme--catppuccin-macchiato .is-black.textarea,html.theme--catppuccin-macchiato .is-black.input,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.is-black{border-color:#0a0a0a}html.theme--catppuccin-macchiato .is-black.textarea:focus,html.theme--catppuccin-macchiato .is-black.input:focus,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.is-black:focus,html.theme--catppuccin-macchiato .is-black.is-focused.textarea,html.theme--catppuccin-macchiato .is-black.is-focused.input,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.is-focused,html.theme--catppuccin-macchiato .is-black.textarea:active,html.theme--catppuccin-macchiato .is-black.input:active,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.is-black:active,html.theme--catppuccin-macchiato 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kbd.button.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined.is-focused{background-color:#fff;color:#313244}html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .content 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html.theme--catppuccin-mocha .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-mocha .button.is-link.is-light{background-color:#ebf3fe;color:#063c93}html.theme--catppuccin-mocha .button.is-link.is-light:hover,html.theme--catppuccin-mocha .button.is-link.is-light.is-hovered{background-color:#dfebfe;border-color:transparent;color:#063c93}html.theme--catppuccin-mocha .button.is-link.is-light:active,html.theme--catppuccin-mocha .button.is-link.is-light.is-active{background-color:#d3e3fd;border-color:transparent;color:#063c93}html.theme--catppuccin-mocha .button.is-info{background-color:#94e2d5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info:hover,html.theme--catppuccin-mocha .button.is-info.is-hovered{background-color:#8adfd1;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info:focus,html.theme--catppuccin-mocha .button.is-info.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info:focus:not(:active),html.theme--catppuccin-mocha .button.is-info.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(148,226,213,0.25)}html.theme--catppuccin-mocha .button.is-info:active,html.theme--catppuccin-mocha .button.is-info.is-active{background-color:#80ddcd;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-info{background-color:#94e2d5;border-color:#94e2d5;box-shadow:none}html.theme--catppuccin-mocha .button.is-info.is-inverted{background-color:rgba(0,0,0,0.7);color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-inverted:hover,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-info.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-info.is-outlined{background-color:transparent;border-color:#94e2d5;color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-outlined:hover,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-info.is-outlined:focus,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-focused{background-color:#94e2d5;border-color:#94e2d5;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading::after{border-color:transparent transparent #94e2d5 #94e2d5 !important}html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-info.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-info.is-outlined{background-color:transparent;border-color:#94e2d5;box-shadow:none;color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #94e2d5 #94e2d5 !important}html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info.is-light{background-color:#effbf9;color:#207466}html.theme--catppuccin-mocha .button.is-info.is-light:hover,html.theme--catppuccin-mocha .button.is-info.is-light.is-hovered{background-color:#e5f8f5;border-color:transparent;color:#207466}html.theme--catppuccin-mocha .button.is-info.is-light:active,html.theme--catppuccin-mocha .button.is-info.is-light.is-active{background-color:#dbf5f1;border-color:transparent;color:#207466}html.theme--catppuccin-mocha .button.is-success{background-color:#a6e3a1;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success:hover,html.theme--catppuccin-mocha .button.is-success.is-hovered{background-color:#9de097;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success:focus,html.theme--catppuccin-mocha .button.is-success.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success:focus:not(:active),html.theme--catppuccin-mocha .button.is-success.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(166,227,161,0.25)}html.theme--catppuccin-mocha .button.is-success:active,html.theme--catppuccin-mocha .button.is-success.is-active{background-color:#93dd8d;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success{background-color:#a6e3a1;border-color:#a6e3a1;box-shadow:none}html.theme--catppuccin-mocha .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-inverted:hover,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-success.is-outlined{background-color:transparent;border-color:#a6e3a1;color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-outlined:hover,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-success.is-outlined:focus,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-focused{background-color:#a6e3a1;border-color:#a6e3a1;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #a6e3a1 #a6e3a1 !important}html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success.is-outlined{background-color:transparent;border-color:#a6e3a1;box-shadow:none;color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #a6e3a1 #a6e3a1 !important}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-light{background-color:#f0faef;color:#287222}html.theme--catppuccin-mocha .button.is-success.is-light:hover,html.theme--catppuccin-mocha .button.is-success.is-light.is-hovered{background-color:#e7f7e5;border-color:transparent;color:#287222}html.theme--catppuccin-mocha .button.is-success.is-light:active,html.theme--catppuccin-mocha .button.is-success.is-light.is-active{background-color:#def4dc;border-color:transparent;color:#287222}html.theme--catppuccin-mocha .button.is-warning{background-color:#f9e2af;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning:hover,html.theme--catppuccin-mocha .button.is-warning.is-hovered{background-color:#f8dea3;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning:focus,html.theme--catppuccin-mocha .button.is-warning.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning:focus:not(:active),html.theme--catppuccin-mocha .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(249,226,175,0.25)}html.theme--catppuccin-mocha .button.is-warning:active,html.theme--catppuccin-mocha .button.is-warning.is-active{background-color:#f7d997;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning{background-color:#f9e2af;border-color:#f9e2af;box-shadow:none}html.theme--catppuccin-mocha .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-inverted:hover,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-warning.is-outlined{background-color:transparent;border-color:#f9e2af;color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-outlined:hover,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-warning.is-outlined:focus,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-focused{background-color:#f9e2af;border-color:#f9e2af;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #f9e2af #f9e2af !important}html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning.is-outlined{background-color:transparent;border-color:#f9e2af;box-shadow:none;color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f9e2af #f9e2af !important}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-light{background-color:#fef8ec;color:#8a620a}html.theme--catppuccin-mocha .button.is-warning.is-light:hover,html.theme--catppuccin-mocha .button.is-warning.is-light.is-hovered{background-color:#fdf4e0;border-color:transparent;color:#8a620a}html.theme--catppuccin-mocha .button.is-warning.is-light:active,html.theme--catppuccin-mocha .button.is-warning.is-light.is-active{background-color:#fcf0d4;border-color:transparent;color:#8a620a}html.theme--catppuccin-mocha .button.is-danger{background-color:#f38ba8;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger:hover,html.theme--catppuccin-mocha .button.is-danger.is-hovered{background-color:#f27f9f;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger:focus,html.theme--catppuccin-mocha .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger:focus:not(:active),html.theme--catppuccin-mocha .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(243,139,168,0.25)}html.theme--catppuccin-mocha .button.is-danger:active,html.theme--catppuccin-mocha .button.is-danger.is-active{background-color:#f17497;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger{background-color:#f38ba8;border-color:#f38ba8;box-shadow:none}html.theme--catppuccin-mocha .button.is-danger.is-inverted{background-color:#fff;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-inverted:hover,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-mocha .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-mocha .button.is-danger.is-outlined{background-color:transparent;border-color:#f38ba8;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-outlined:hover,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-danger.is-outlined:focus,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-focused{background-color:#f38ba8;border-color:#f38ba8;color:#fff}html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #f38ba8 #f38ba8 !important}html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-mocha .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger.is-outlined{background-color:transparent;border-color:#f38ba8;box-shadow:none;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f38ba8 #f38ba8 !important}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-mocha .button.is-danger.is-light{background-color:#fdedf1;color:#991036}html.theme--catppuccin-mocha .button.is-danger.is-light:hover,html.theme--catppuccin-mocha .button.is-danger.is-light.is-hovered{background-color:#fce1e8;border-color:transparent;color:#991036}html.theme--catppuccin-mocha .button.is-danger.is-light:active,html.theme--catppuccin-mocha .button.is-danger.is-light.is-active{background-color:#fbd5e0;border-color:transparent;color:#991036}html.theme--catppuccin-mocha .button.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-mocha .button.is-small:not(.is-rounded),html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-mocha .button.is-normal{font-size:1rem}html.theme--catppuccin-mocha .button.is-medium{font-size:1.25rem}html.theme--catppuccin-mocha .button.is-large{font-size:1.5rem}html.theme--catppuccin-mocha .button[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button{background-color:#6c7086;border-color:#585b70;box-shadow:none;opacity:.5}html.theme--catppuccin-mocha .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-mocha .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-mocha .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-mocha .button.is-static{background-color:#181825;border-color:#585b70;color:#7f849c;box-shadow:none;pointer-events:none}html.theme--catppuccin-mocha .button.is-rounded,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-mocha .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-mocha .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-mocha .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-mocha .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-mocha .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-mocha .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-mocha .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-mocha .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-mocha .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-mocha .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-mocha .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-mocha .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-mocha .buttons.has-addons .button:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-mocha .buttons.has-addons .button:focus,html.theme--catppuccin-mocha .buttons.has-addons .button.is-focused,html.theme--catppuccin-mocha .buttons.has-addons .button:active,html.theme--catppuccin-mocha .buttons.has-addons .button.is-active,html.theme--catppuccin-mocha .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-mocha .buttons.has-addons .button:focus:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-mocha .buttons.has-addons .button:active:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-mocha .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-mocha .buttons.is-centered{justify-content:center}html.theme--catppuccin-mocha .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-mocha .buttons.is-right{justify-content:flex-end}html.theme--catppuccin-mocha .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--catppuccin-mocha .button.is-responsive.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--catppuccin-mocha .button.is-responsive,html.theme--catppuccin-mocha .button.is-responsive.is-normal{font-size:.65625rem}html.theme--catppuccin-mocha .button.is-responsive.is-medium{font-size:.75rem}html.theme--catppuccin-mocha .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--catppuccin-mocha .button.is-responsive.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--catppuccin-mocha .button.is-responsive,html.theme--catppuccin-mocha .button.is-responsive.is-normal{font-size:.75rem}html.theme--catppuccin-mocha .button.is-responsive.is-medium{font-size:1rem}html.theme--catppuccin-mocha .button.is-responsive.is-large{font-size:1.25rem}}html.theme--catppuccin-mocha .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--catppuccin-mocha .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--catppuccin-mocha .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--catppuccin-mocha .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--catppuccin-mocha .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--catppuccin-mocha .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-mocha .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-mocha .content li+li{margin-top:0.25em}html.theme--catppuccin-mocha .content p:not(:last-child),html.theme--catppuccin-mocha .content dl:not(:last-child),html.theme--catppuccin-mocha .content ol:not(:last-child),html.theme--catppuccin-mocha .content ul:not(:last-child),html.theme--catppuccin-mocha .content blockquote:not(:last-child),html.theme--catppuccin-mocha .content pre:not(:last-child),html.theme--catppuccin-mocha .content table:not(:last-child){margin-bottom:1em}html.theme--catppuccin-mocha .content h1,html.theme--catppuccin-mocha .content h2,html.theme--catppuccin-mocha .content h3,html.theme--catppuccin-mocha .content h4,html.theme--catppuccin-mocha .content h5,html.theme--catppuccin-mocha .content h6{color:#cdd6f4;font-weight:600;line-height:1.125}html.theme--catppuccin-mocha .content h1{font-size:2em;margin-bottom:0.5em}html.theme--catppuccin-mocha .content h1:not(:first-child){margin-top:1em}html.theme--catppuccin-mocha .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--catppuccin-mocha .content h2:not(:first-child){margin-top:1.1428em}html.theme--catppuccin-mocha .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--catppuccin-mocha .content h3:not(:first-child){margin-top:1.3333em}html.theme--catppuccin-mocha .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--catppuccin-mocha .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--catppuccin-mocha .content h6{font-size:1em;margin-bottom:1em}html.theme--catppuccin-mocha .content blockquote{background-color:#181825;border-left:5px solid #585b70;padding:1.25em 1.5em}html.theme--catppuccin-mocha .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-mocha .content ol:not([type]){list-style-type:decimal}html.theme--catppuccin-mocha .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--catppuccin-mocha .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--catppuccin-mocha .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--catppuccin-mocha .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--catppuccin-mocha .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-mocha .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--catppuccin-mocha .content ul ul ul{list-style-type:square}html.theme--catppuccin-mocha .content dd{margin-left:2em}html.theme--catppuccin-mocha .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--catppuccin-mocha .content figure:not(:first-child){margin-top:2em}html.theme--catppuccin-mocha .content figure:not(:last-child){margin-bottom:2em}html.theme--catppuccin-mocha .content figure img{display:inline-block}html.theme--catppuccin-mocha .content figure figcaption{font-style:italic}html.theme--catppuccin-mocha .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--catppuccin-mocha .content sup,html.theme--catppuccin-mocha .content sub{font-size:75%}html.theme--catppuccin-mocha .content table{width:100%}html.theme--catppuccin-mocha .content table 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.content.is-normal{font-size:1rem}html.theme--catppuccin-mocha .content.is-medium{font-size:1.25rem}html.theme--catppuccin-mocha .content.is-large{font-size:1.5rem}html.theme--catppuccin-mocha .icon{align-items:center;display:inline-flex;justify-content:center;height:1.5rem;width:1.5rem}html.theme--catppuccin-mocha .icon.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.icon{height:1rem;width:1rem}html.theme--catppuccin-mocha .icon.is-medium{height:2rem;width:2rem}html.theme--catppuccin-mocha .icon.is-large{height:3rem;width:3rem}html.theme--catppuccin-mocha .icon-text{align-items:flex-start;color:inherit;display:inline-flex;flex-wrap:wrap;line-height:1.5rem;vertical-align:top}html.theme--catppuccin-mocha .icon-text .icon{flex-grow:0;flex-shrink:0}html.theme--catppuccin-mocha .icon-text .icon:not(:last-child){margin-right:.25em}html.theme--catppuccin-mocha .icon-text .icon:not(:first-child){margin-left:.25em}html.theme--catppuccin-mocha div.icon-text{display:flex}html.theme--catppuccin-mocha .image,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img{display:block;position:relative}html.theme--catppuccin-mocha .image img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img img{display:block;height:auto;width:100%}html.theme--catppuccin-mocha .image img.is-rounded,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img img.is-rounded{border-radius:9999px}html.theme--catppuccin-mocha .image.is-fullwidth,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-fullwidth{width:100%}html.theme--catppuccin-mocha .image.is-square img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-square img,html.theme--catppuccin-mocha .image.is-square .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-square .has-ratio,html.theme--catppuccin-mocha .image.is-1by1 img,html.theme--catppuccin-mocha #documenter .docs-sidebar 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.has-ratio,html.theme--catppuccin-mocha .image.is-5by3 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-5by3 img,html.theme--catppuccin-mocha .image.is-5by3 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-5by3 .has-ratio,html.theme--catppuccin-mocha .image.is-16by9 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-16by9 img,html.theme--catppuccin-mocha .image.is-16by9 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-16by9 .has-ratio,html.theme--catppuccin-mocha .image.is-2by1 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-2by1 img,html.theme--catppuccin-mocha .image.is-2by1 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-2by1 .has-ratio,html.theme--catppuccin-mocha .image.is-3by1 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by1 img,html.theme--catppuccin-mocha 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img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by5 img,html.theme--catppuccin-mocha .image.is-3by5 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by5 .has-ratio,html.theme--catppuccin-mocha .image.is-9by16 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-9by16 img,html.theme--catppuccin-mocha .image.is-9by16 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-9by16 .has-ratio,html.theme--catppuccin-mocha .image.is-1by2 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-1by2 img,html.theme--catppuccin-mocha .image.is-1by2 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-1by2 .has-ratio,html.theme--catppuccin-mocha .image.is-1by3 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-1by3 img,html.theme--catppuccin-mocha .image.is-1by3 .has-ratio,html.theme--catppuccin-mocha 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html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-danger.is-light{background-color:#fbefef;color:#c03930}html.theme--documenter-dark .button.is-danger.is-light:hover,html.theme--documenter-dark .button.is-danger.is-light.is-hovered{background-color:#f8e6e5;border-color:transparent;color:#c03930}html.theme--documenter-dark .button.is-danger.is-light:active,html.theme--documenter-dark .button.is-danger.is-light.is-active{background-color:#f6dcda;border-color:transparent;color:#c03930}html.theme--documenter-dark .button.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--documenter-dark .button.is-small:not(.is-rounded),html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--documenter-dark .button.is-normal{font-size:1rem}html.theme--documenter-dark .button.is-medium{font-size:1.25rem}html.theme--documenter-dark .button.is-large{font-size:1.5rem}html.theme--documenter-dark .button[disabled],fieldset[disabled] html.theme--documenter-dark .button{background-color:#8c9b9d;border-color:#5e6d6f;box-shadow:none;opacity:.5}html.theme--documenter-dark .button.is-fullwidth{display:flex;width:100%}html.theme--documenter-dark .button.is-loading{color:transparent !important;pointer-events:none}html.theme--documenter-dark .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--documenter-dark .button.is-static{background-color:#282f2f;border-color:#5e6d6f;color:#dbdee0;box-shadow:none;pointer-events:none}html.theme--documenter-dark .button.is-rounded,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 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.button:active:hover,html.theme--documenter-dark .buttons.has-addons .button.is-active:hover,html.theme--documenter-dark .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--documenter-dark .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--documenter-dark .buttons.is-centered{justify-content:center}html.theme--documenter-dark .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--documenter-dark .buttons.is-right{justify-content:flex-end}html.theme--documenter-dark .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--documenter-dark .button.is-responsive.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--documenter-dark .button.is-responsive,html.theme--documenter-dark .button.is-responsive.is-normal{font-size:.65625rem}html.theme--documenter-dark .button.is-responsive.is-medium{font-size:.75rem}html.theme--documenter-dark .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--documenter-dark .button.is-responsive.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--documenter-dark .button.is-responsive,html.theme--documenter-dark .button.is-responsive.is-normal{font-size:.75rem}html.theme--documenter-dark .button.is-responsive.is-medium{font-size:1rem}html.theme--documenter-dark .button.is-responsive.is-large{font-size:1.25rem}}html.theme--documenter-dark .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--documenter-dark .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--documenter-dark 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pre:not(:last-child),html.theme--documenter-dark .content table:not(:last-child){margin-bottom:1em}html.theme--documenter-dark .content h1,html.theme--documenter-dark .content h2,html.theme--documenter-dark .content h3,html.theme--documenter-dark .content h4,html.theme--documenter-dark .content h5,html.theme--documenter-dark .content h6{color:#f2f2f2;font-weight:600;line-height:1.125}html.theme--documenter-dark .content h1{font-size:2em;margin-bottom:0.5em}html.theme--documenter-dark .content h1:not(:first-child){margin-top:1em}html.theme--documenter-dark .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--documenter-dark .content h2:not(:first-child){margin-top:1.1428em}html.theme--documenter-dark .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--documenter-dark .content h3:not(:first-child){margin-top:1.3333em}html.theme--documenter-dark .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--documenter-dark .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--documenter-dark .content h6{font-size:1em;margin-bottom:1em}html.theme--documenter-dark .content blockquote{background-color:#282f2f;border-left:5px solid #5e6d6f;padding:1.25em 1.5em}html.theme--documenter-dark .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--documenter-dark .content ol:not([type]){list-style-type:decimal}html.theme--documenter-dark .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--documenter-dark .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--documenter-dark .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--documenter-dark .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--documenter-dark .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--documenter-dark .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--documenter-dark .content ul ul ul{list-style-type:square}html.theme--documenter-dark .content dd{margin-left:2em}html.theme--documenter-dark .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--documenter-dark .content figure:not(:first-child){margin-top:2em}html.theme--documenter-dark .content figure:not(:last-child){margin-bottom:2em}html.theme--documenter-dark .content figure img{display:inline-block}html.theme--documenter-dark .content figure figcaption{font-style:italic}html.theme--documenter-dark .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--documenter-dark .content sup,html.theme--documenter-dark .content sub{font-size:75%}html.theme--documenter-dark .content table{width:100%}html.theme--documenter-dark .content table td,html.theme--documenter-dark .content table th{border:1px solid #5e6d6f;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--documenter-dark .content table th{color:#f2f2f2}html.theme--documenter-dark .content table th:not([align]){text-align:inherit}html.theme--documenter-dark .content table thead td,html.theme--documenter-dark .content table thead th{border-width:0 0 2px;color:#f2f2f2}html.theme--documenter-dark .content table tfoot td,html.theme--documenter-dark .content table tfoot th{border-width:2px 0 0;color:#f2f2f2}html.theme--documenter-dark .content table tbody tr:last-child td,html.theme--documenter-dark .content table tbody tr:last-child th{border-bottom-width:0}html.theme--documenter-dark .content .tabs li+li{margin-top:0}html.theme--documenter-dark .content.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.content{font-size:.75rem}html.theme--documenter-dark .content.is-normal{font-size:1rem}html.theme--documenter-dark .content.is-medium{font-size:1.25rem}html.theme--documenter-dark .content.is-large{font-size:1.5rem}html.theme--documenter-dark 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img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img img{display:block;height:auto;width:100%}html.theme--documenter-dark .image img.is-rounded,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img img.is-rounded{border-radius:9999px}html.theme--documenter-dark .image.is-fullwidth,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-fullwidth{width:100%}html.theme--documenter-dark .image.is-square img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-square img,html.theme--documenter-dark .image.is-square .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-square .has-ratio,html.theme--documenter-dark .image.is-1by1 img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-1by1 img,html.theme--documenter-dark .image.is-1by1 .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-1by1 .has-ratio,html.theme--documenter-dark .image.is-5by4 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span.sgr42{background-color:#066f00}.ansi span.sgr43{background-color:#856b00}.ansi span.sgr44{background-color:#2149b0}.ansi span.sgr45{background-color:#7d4498}.ansi span.sgr46{background-color:#007989}.ansi span.sgr47{background-color:gray}.ansi span.sgr90{color:#616161}.ansi span.sgr91{color:#cb3c33}.ansi span.sgr92{color:#0e8300}.ansi span.sgr93{color:#a98800}.ansi span.sgr94{color:#3c5dcd}.ansi span.sgr95{color:#9256af}.ansi span.sgr96{color:#008fa3}.ansi span.sgr97{color:#f5f5f5}.ansi span.sgr100{background-color:#616161}.ansi span.sgr101{background-color:#cb3c33}.ansi span.sgr102{background-color:#0e8300}.ansi span.sgr103{background-color:#a98800}.ansi span.sgr104{background-color:#3c5dcd}.ansi span.sgr105{background-color:#9256af}.ansi span.sgr106{background-color:#008fa3}.ansi span.sgr107{background-color:#f5f5f5}code.language-julia-repl>span.hljs-meta{color:#066f00;font-weight:bolder}/*! + Theme: Default + Description: Original highlight.js style + Author: (c) Ivan Sagalaev + Maintainer: @highlightjs/core-team + Website: https://highlightjs.org/ + License: see project LICENSE + Touched: 2021 +*/pre code.hljs{display:block;overflow-x:auto;padding:1em}code.hljs{padding:3px 5px}.hljs{background:#F3F3F3;color:#444}.hljs-comment{color:#697070}.hljs-tag,.hljs-punctuation{color:#444a}.hljs-tag .hljs-name,.hljs-tag .hljs-attr{color:#444}.hljs-keyword,.hljs-attribute,.hljs-selector-tag,.hljs-meta .hljs-keyword,.hljs-doctag,.hljs-name{font-weight:bold}.hljs-type,.hljs-string,.hljs-number,.hljs-selector-id,.hljs-selector-class,.hljs-quote,.hljs-template-tag,.hljs-deletion{color:#880000}.hljs-title,.hljs-section{color:#880000;font-weight:bold}.hljs-regexp,.hljs-symbol,.hljs-variable,.hljs-template-variable,.hljs-link,.hljs-selector-attr,.hljs-operator,.hljs-selector-pseudo{color:#ab5656}.hljs-literal{color:#695}.hljs-built_in,.hljs-bullet,.hljs-code,.hljs-addition{color:#397300}.hljs-meta{color:#1f7199}.hljs-meta .hljs-string{color:#38a}.hljs-emphasis{font-style:italic}.hljs-strong{font-weight:bold}.gap-4{gap:1rem} diff --git a/docs/store/assets/themeswap.js b/docs/store/assets/themeswap.js new file mode 100644 index 000000000..9f5eebe6a --- /dev/null +++ b/docs/store/assets/themeswap.js @@ -0,0 +1,84 @@ +// Small function to quickly swap out themes. Gets put into the tag.. +function set_theme_from_local_storage() { + // Initialize the theme to null, which means default + var theme = null; + // If the browser supports the localstorage and is not disabled then try to get the + // documenter theme + if (window.localStorage != null) { + // Get the user-picked theme from localStorage. May be `null`, which means the default + // theme. + theme = window.localStorage.getItem("documenter-theme"); + } + // Check if the users preference is for dark color scheme + var darkPreference = + window.matchMedia("(prefers-color-scheme: dark)").matches === true; + // Initialize a few variables for the loop: + // + // - active: will contain the index of the theme that should be active. Note that there + // is no guarantee that localStorage contains sane values. If `active` stays `null` + // we either could not find the theme or it is the default (primary) theme anyway. + // Either way, we then need to stick to the primary theme. + // + // - disabled: style sheets that should be disabled (i.e. all the theme style sheets + // that are not the currently active theme) + var active = null; + var disabled = []; + var primaryLightTheme = null; + var primaryDarkTheme = null; + for (var i = 0; i < document.styleSheets.length; i++) { + var ss = document.styleSheets[i]; + // The tag of each style sheet is expected to have a data-theme-name attribute + // which must contain the name of the theme. The names in localStorage much match this. + var themename = ss.ownerNode.getAttribute("data-theme-name"); + // attribute not set => non-theme stylesheet => ignore + if (themename === null) continue; + // To distinguish the default (primary) theme, it needs to have the data-theme-primary + // attribute set. + if (ss.ownerNode.getAttribute("data-theme-primary") !== null) { + primaryLightTheme = themename; + } + // Check if the theme is primary dark theme so that we could store its name in darkTheme + if (ss.ownerNode.getAttribute("data-theme-primary-dark") !== null) { + primaryDarkTheme = themename; + } + // If we find a matching theme (and it's not the default), we'll set active to non-null + if (themename === theme) active = i; + // Store the style sheets of inactive themes so that we could disable them + if (themename !== theme) disabled.push(ss); + } + var activeTheme = null; + if (active !== null) { + // If we did find an active theme, we'll (1) add the theme--$(theme) class to + document.getElementsByTagName("html")[0].className = "theme--" + theme; + activeTheme = theme; + } else { + // If we did _not_ find an active theme, then we need to fall back to the primary theme + // which can either be dark or light, depending on the user's OS preference. + var activeTheme = darkPreference ? primaryDarkTheme : primaryLightTheme; + // In case it somehow happens that the relevant primary theme was not found in the + // preceding loop, we abort without doing anything. + if (activeTheme === null) { + console.error("Unable to determine primary theme."); + return; + } + // When switching to the primary light theme, then we must not have a class name + // for the tag. That's only for non-primary or the primary dark theme. + if (darkPreference) { + document.getElementsByTagName("html")[0].className = + "theme--" + activeTheme; + } else { + document.getElementsByTagName("html")[0].className = ""; + } + } + for (var i = 0; i < document.styleSheets.length; i++) { + var ss = document.styleSheets[i]; + // The tag of each style sheet is expected to have a data-theme-name attribute + // which must contain the name of the theme. The names in localStorage much match this. + var themename = ss.ownerNode.getAttribute("data-theme-name"); + // attribute not set => non-theme stylesheet => ignore + if (themename === null) continue; + // we'll disable all the stylesheets, except for the active one + ss.disabled = !(themename == activeTheme); + } +} +set_theme_from_local_storage(); diff --git a/docs/store/assets/warner.js b/docs/store/assets/warner.js new file mode 100644 index 000000000..3f6f5d008 --- /dev/null +++ b/docs/store/assets/warner.js @@ -0,0 +1,52 @@ +function maybeAddWarning() { + // DOCUMENTER_NEWEST is defined in versions.js, DOCUMENTER_CURRENT_VERSION and DOCUMENTER_STABLE + // in siteinfo.js. + // If either of these are undefined something went horribly wrong, so we abort. + if ( + window.DOCUMENTER_NEWEST === undefined || + window.DOCUMENTER_CURRENT_VERSION === undefined || + window.DOCUMENTER_STABLE === undefined + ) { + return; + } + + // Current version is not a version number, so we can't tell if it's the newest version. Abort. + if (!/v(\d+\.)*\d+/.test(window.DOCUMENTER_CURRENT_VERSION)) { + return; + } + + // Current version is newest version, so no need to add a warning. + if (window.DOCUMENTER_NEWEST === window.DOCUMENTER_CURRENT_VERSION) { + return; + } + + // Add a noindex meta tag (unless one exists) so that search engines don't index this version of the docs. + if (document.body.querySelector('meta[name="robots"]') === null) { + const meta = document.createElement("meta"); + meta.name = "robots"; + meta.content = "noindex"; + + document.getElementsByTagName("head")[0].appendChild(meta); + } + + const div = document.createElement("div"); + div.classList.add("outdated-warning-overlay"); + const closer = document.createElement("button"); + closer.classList.add("outdated-warning-closer", "delete"); + closer.addEventListener("click", function () { + document.body.removeChild(div); + }); + const href = window.documenterBaseURL + "/../" + window.DOCUMENTER_STABLE; + div.innerHTML = + 'This documentation is not for the latest stable release, but for either the development version or an older release.
        Click here to go to the documentation for the latest stable release.'; + div.appendChild(closer); + document.body.appendChild(div); +} + +if (document.readyState === "loading") { + document.addEventListener("DOMContentLoaded", maybeAddWarning); +} else { + maybeAddWarning(); +} diff --git a/docs/store/index.html b/docs/store/index.html new file mode 100644 index 000000000..a15d4dbb4 --- /dev/null +++ b/docs/store/index.html @@ -0,0 +1 @@ +Introduction · DataToolkitStore.jl

        DataToolkitStore

        Together, DataToolkitCore and DataToolkitCommon provide a convenient way of obtaining data. However, what about the second and third time you want to access the same data set? What if you have a large data set referenced in multiple projects, do you really want several identical copies?

        These are the concerns that DataToolkitStore sets out to address, by providing an central (managed) content/recipe-addressed store of data sources.

        Design

        The management will be based on an "Inventory file" that contains all the requisite information on the data collections being stored. Management will occur automatically when the interacting with the store, but management functions will also be made available in the form of an API, and REPL commands.

        API

        DataToolkitStore.load_inventory — Function
        load_inventory(path::String, create::Bool=true)

        Load the inventory at path. If it does not exist, it will be created so long as create is set to true.

        source
        DataToolkitStore.fetch! — Function
        fetch!(storer::DataStorage)

        If storer is storable (either by default, or explicitly enabled), open it, and presumably save it in the Store along the way.

        source
        fetch!(dataset::DataSet)

        Call fetch! on each storage backend of dataset.

        source
        fetch!(collection::DataCollection)

        When collection uses the store plugin, call fetch! on all of its data sets.

        source
        \ No newline at end of file diff --git a/docs/store/index.org b/docs/store/index.org new file mode 100644 index 000000000..9d5b11e79 --- /dev/null +++ b/docs/store/index.org @@ -0,0 +1,23 @@ +#+title: DataToolkitStore + +Together, [[https://tecosaur.github.io/DataToolkit.jl/core/][DataToolkitCore]] and [[https://tecosaur.github.io/DataToolkit.jl/common/][DataToolkitCommon]] provide a convenient way of +obtaining data. However, what about the second and third time you want to access +the same data set? What if you have a large data set referenced in multiple +projects, do you really want several identical copies? + +These are the concerns that =DataToolkitStore= sets out to address, by providing +an central (managed) content/recipe-addressed store of data sources. + +* Design + +The management will be based on an "Inventory file" that contains all the +requisite information on the data collections being stored. Management will +occur automatically when the interacting with the store, but management +functions will also be made available in the form of an API, and REPL commands. + +* API + +#+begin_src @docs +DataToolkitStore.load_inventory +DataToolkitStore.fetch! +#+end_src diff --git a/docs/store/inventory.org b/docs/store/inventory.org new file mode 100644 index 000000000..a03c68774 --- /dev/null +++ b/docs/store/inventory.org @@ -0,0 +1,77 @@ +#+title: The Inventory + +The store needs a way of keeping track of which data sources are actively being +used, and which are orphaned. To do this, we need to keep track of two things: +1. The data sources being stored +2. The data collections using those data sources + +Essentially we need a "stock list" for our data sources, or a "data inventory", +and this is what the =Inventory.toml= file functions as. + +* Format of the Inventory file +The inventory file needs to contain three categories of information: ++ Configuration (e.g. how long data should "expire" after): =config= ++ Known data collections: =collections= ++ Stored entries: =store= and =cache= + +Configuration is stored in a simple TOML table, and currently recognises the +following attributes: ++ =auto_gc= ++ =max_age= ++ =max_size= ++ =recency_beta= ++ =store_dir= ++ =cache_dir= + +Known collections are also stored in a TOML table, using the collection UUIDs as +keys. The name, collection source path, and a timestamp of the last access are +recorded under the keys =name=, =path=, and =seen= respectively. + +Entries of the inventory are recorded in two arrays of tables: =store= and =cache=. +These tables share three common attributes: ++ =recipie=, a (fairly stable) hash of the inputs and parameters that lead to the + object being stored ++ =accessed=, a time stamp of the last access time ++ =references=, a list of collections that reference the object, by UUID + +The =store= tables extend the common trio with an optional =checksum= attribute, as +well as an optional file =extension= attribute. + +The =cache= tables extend the common trio with a list of the =types= involved, +=typehashes= of their structure, and =packages= involved. + +* Example Inventory file + +#+begin_src toml +inventory_version = 1 + +[config] +max_age = 30 +# ... + +[collections.d0c50be9-f198-43c6-9411-63aaecb83ed0] +name = "known-collection" +path = "/absolute/path/to/Data.toml" +seen = 2023-08-12T17:34:56.816Z +# ... + +[[store]] +recipe = "15edb3448b1460c8" +accessed = 2023-08-12T17:34:56.816Z +references = ["d0c50be9-f198-43c6-9411-63aaecb83ed0"] +checksum = "k12:d8e04889edd692e1f36dfac9cc7e73b0" +extension = "csv" +# ... + +[[cache]] +recipe = "e41acbb05ac155d1" +accessed = 2024-06-04T19:35:57.074Z +references = ["d0c50be9-f198-43c6-9411-63aaecb83ed0"] +types = ["Array{Any,2}", "InlineStrings.String15"] +typehashes = ["5420e006bc4fe707", "ad994c6b8c7e2324"] + + [[cache.packages]] + name = "InlineStrings" + uuid = "842dd82b-1e85-43dc-bf29-5d0ee9dffc48" +# ... +#+end_src diff --git a/docs/store/inventory/index.html b/docs/store/inventory/index.html new file mode 100644 index 000000000..57b564b46 --- /dev/null +++ b/docs/store/inventory/index.html @@ -0,0 +1,31 @@ +The Inventory · DataToolkitStore.jl

        The Inventory

        The store needs a way of keeping track of which data sources are actively being used, and which are orphaned. To do this, we need to keep track of two things:

        1. The data sources being stored
        2. The data collections using those data sources

        Essentially we need a "stock list" for our data sources, or a "data inventory", and this is what the Inventory.toml file functions as.

        Format of the Inventory file

        The inventory file needs to contain three categories of information:

        • Configuration (e.g. how long data should "expire" after): config
        • Known data collections: collections
        • Stored entries: store and cache

        Configuration is stored in a simple TOML table, and currently recognises the following attributes:

        • auto_gc
        • max_age
        • max_size
        • recency_beta
        • store_dir
        • cache_dir

        Known collections are also stored in a TOML table, using the collection UUIDs as keys. The name, collection source path, and a timestamp of the last access are recorded under the keys name, path, and seen respectively.

        Entries of the inventory are recorded in two arrays of tables: store and cache. These tables share three common attributes:

        • recipie, a (fairly stable) hash of the inputs and parameters that lead to the object being stored
        • accessed, a time stamp of the last access time
        • references, a list of collections that reference the object, by UUID

        The store tables extend the common trio with an optional checksum attribute, as well as an optional file extension attribute.

        The cache tables extend the common trio with a list of the types involved, typehashes of their structure, and packages involved.

        Example Inventory file

        inventory_version = 1
+
+[config]
+max_age = 30
+# ...
+
+[collections.d0c50be9-f198-43c6-9411-63aaecb83ed0]
+name = "known-collection"
+path = "/absolute/path/to/Data.toml"
+seen = 2023-08-12T17:34:56.816Z
+# ...
+
+[[store]]
+recipe = "15edb3448b1460c8"
+accessed = 2023-08-12T17:34:56.816Z
+references = ["d0c50be9-f198-43c6-9411-63aaecb83ed0"]
+checksum = "k12:d8e04889edd692e1f36dfac9cc7e73b0"
+extension = "csv"
+# ...
+
+[[cache]]
+recipe = "e41acbb05ac155d1"
+accessed = 2024-06-04T19:35:57.074Z
+references = ["d0c50be9-f198-43c6-9411-63aaecb83ed0"]
+types = ["Array{Any,2}", "InlineStrings.String15"]
+typehashes = ["5420e006bc4fe707", "ad994c6b8c7e2324"]
+
+    [[cache.packages]]
+    name = "InlineStrings"
+    uuid = "842dd82b-1e85-43dc-bf29-5d0ee9dffc48"
+# ...
        \ No newline at end of file diff --git a/docs/store/objects.inv b/docs/store/objects.inv new file mode 100644 index 000000000..71bab0e0b --- /dev/null +++ b/docs/store/objects.inv @@ -0,0 +1,6 @@ +# Sphinx inventory version 2 +# Project: DataToolkitStore.jl +# Version: 0.10.0 +# The remainder of this file is compressed using zlib. +xAo |l=2˲61١Ys .Z.x=.Sւ6*U ViC WqäQo(#8-Y%BGٽAʒTJ49Gm ,ԆrRB9? v $8 +ĘaBIjm!85Cache · DataToolkitStore.jl

        Cache

        Cache the results of data loaders using the Serialisation standard library. Cache keys are determined by the loader "recipe" and the type requested.

        It is important to note that not all data types can be cached effectively, such as an IOStream.

        Recipe hashing

        The driver, parameters, type(s), of a loader and the storage drivers of a dataset are all combined into the "recipe hash" of a loader.

        ╭─────────╮             ╭──────╮
+│ Storage │             │ Type │
+╰───┬─────╯             ╰───┬──╯
+    │    ╭╌╌╌╌╌╌╌╌╌╮    ╭───┴────╮ ╭────────╮
+    ├╌╌╌╌┤ DataSet ├╌╌╌╌┤ Loader ├─┤ Driver │
+    │    ╰╌╌╌╌╌╌╌╌╌╯    ╰───┬────╯ ╰────────╯
+╭───┴─────╮             ╭───┴───────╮
+│ Storage ├─╼           │ Parmeters ├─╼
+╰─────┬───╯             ╰───────┬───╯
+      ╽                         ╽

        Since the parameters of the loader (and each storage backend) can reference other data sets (indicated with ╼ and ╽), this hash is computed recursively, forming a Merkle Tree. In this manner the entire "recipe" leading to the final result is hashed.

                        ╭───╮
+                │ E │
+        ╭───╮   ╰─┬─╯
+        │ B ├──▶──┤
+╭───╮   ╰─┬─╯   ╭─┴─╮
+│ A ├──▶──┤     │ D │
+╰───╯   ╭─┴─╮   ╰───╯
+        │ C ├──▶──┐
+        ╰───╯   ╭─┴─╮
+                │ D │
+                ╰───╯

        In this example, the hash for a loader of data set "A" relies on the data sets "B" and "C", and so their hashes are calculated and included. "D" is required by both "B" and "C", and so is included in each. "E" is also used in "D".

        Configuration

        Store path

        This uses the same store.path configuration variable as the store plugin (which see).

        Disabling on a per-loader basis

        Caching of individual loaders can be disabled by setting the "cache" parameter to false, i.e.

        [[somedata.loader]]
+cache = false
+...

        Store management

        System-wide configuration can be set via the store config set REPL command, or directly modifying the DataToolkitStore.getinventory().config struct.

        A few (system-wide) settings determine garbage collection behaviour:

        • auto_gc (default 2): How often to automatically run garbage collection (in hours). Set to a non-positive value to disable.
        • max_age (default 30): The maximum number of days since a collection was last seen before it is removed from consideration.
        • max_size (default 53687091200): The maximum (total) size of the store.
        • recency_beta (default 1): When removing items to avoid going over max_size, how much recency should be valued. Can be set to any value in (-∞, ∞). Larger (positive) values weight recency more, and negative values weight size more. -1 and 1 are equivalent.
        • store_dir (default store): The directory (either as an absolute path, or relative to the inventory file) that should be used for storage (IO) cache files.
        • cache_dir (default cache): The directory (either as an absolute path, or relative to the inventory file) that should be used for Julia cache files.
        \ No newline at end of file diff --git a/docs/store/plugin_store.org b/docs/store/plugin_store.org new file mode 100644 index 000000000..d1c73f958 --- /dev/null +++ b/docs/store/plugin_store.org @@ -0,0 +1,5 @@ +#+title: Store + +#+begin_src @eval +Main.DataToolkitStore.pdocs("store") +#+end_src diff --git a/docs/store/plugin_store/index.html b/docs/store/plugin_store/index.html new file mode 100644 index 000000000..340d22191 --- /dev/null +++ b/docs/store/plugin_store/index.html @@ -0,0 +1,8 @@ +Store · DataToolkitStore.jl

        Store

        Cache IO from data storage backends, by saving the contents to the disk.

        Configuration

        Store path

        The directory the the store is maintained in can be set via the store.path configuration parameter.

        config.store.path = "relative/to/datatoml"

        The system default is ~/.cache/julia/datatoolkit, which can be overriden with the DATATOOLKIT_STORE environment variable.

        Disabling on a per-storage basis

        Saving of individual storage sources can be disabled by setting the "save" parameter to false, i.e.

        [[somedata.storage]]
+save = false

        Checksums

        To ensure data integrity, a checksum can be specified, and checked when saving to the store. For example,

        [[iris.storage]]
+checksum = "k12:cfb9a6a302f58e5a9b0c815bb7e8efb4"

        If you do not have a checksum, but wish for one to be calculated upon accessing the data, the checksum parameter can be set to the special value "auto". When the data is first accessed, a checksum will be generated and replace the "auto" value.

        Instead of "auto", a particular checksum algorithm can be specified, by naming it, e.g. "sha256". The currently supported algorithms are: k12 (Kangaroo Twelve), sha512, sha384, sha256, sha224, sha1, md5, and crc32c.

        To explicitly specify no checksum, set the parameter to false.

        For data sets with lifetime set (see Expiry/Lifecycle), "auto" interpreted as false.

        Expiry/Lifecycle

        After a storage source is saved, the cache file can be made to expire after a certain period. This is done by setting the "lifetime" parameter of the storage, i.e.

        [[updatingdata.storage]]
+lifetime = "3 days"

        The lifetime parameter accepts a few formats, namely:

        ISO8061 periods (with whole numbers only), both forms

        1. P[n]Y[n]M[n]DT[n]H[n]M[n]S, e.g.

          • P3Y6M4DT12H30M5S represents a duration of "3 years, 6 months, 4 days, 12 hours, 30 minutes, and 5 seconds"
          • P23DT23H represents a duration of "23 days, 23 hours"
          • P4Y represents a duration of "4 years"

        2. PYYYYMMDDThhmmss / P[YYYY]-[MM]-[DD]T[hh]:[mm]:[ss], e.g.

          • P0003-06-04T12:30:05
          • P00030604T123005

        "Prose style" period strings, which are a repeated pattern of [number] [unit], where unit matches year|y|month|week|wk|w|day|d|hour|h|minute|min|second|sec| optionally followed by an "s", comma, or whitespace. E.g.

        • 3 years 6 months 4 days 12 hours 30 minutes 5 seconds
        • 23 days, 23 hours
        • 4d12h

        By default, the first lifetime period begins at the Unix epoch. This means a daily lifetime will tick over at 00:00 UTC. The "lifetime_offset" parameter can be used to shift this. It can be set to a lifetime string, date/time-stamp, or number of seconds.

        For example, to have the lifetime expire at 03:00 UTC instead, the lifetime offset could be set to three hours.

        [[updatingdata.storage]]
+lifetime = "1 day"
+lifetime_offset = "3h"

        We can produce the same effect by specifying a different reference point for the lifetime.

        [[updatingdata.storage]]
+lifetime = "1 day"
+lifetime_offset = 1970-01-01T03:00:00

        Store management

        System-wide configuration can be set via the store config set REPL command, or directly modifying the DataToolkitStore.getinventory().config struct.

        A few (system-wide) settings determine garbage collection behaviour:

        • auto_gc (default 2): How often to automatically run garbage collection (in hours). Set to a non-positive value to disable.
        • max_age (default 30): The maximum number of days since a collection was last seen before it is removed from consideration.
        • max_size (default 53687091200): The maximum (total) size of the store.
        • recency_beta (default 1): When removing items to avoid going over max_size, how much recency should be valued. Can be set to any value in (-∞, ∞). Larger (positive) values weight recency more, and negative values weight size more. -1 and 1 are equivalent.
        • store_dir (default store): The directory (either as an absolute path, or relative to the inventory file) that should be used for storage (IO) cache files.
        • cache_dir (default cache): The directory (either as an absolute path, or relative to the inventory file) that should be used for Julia cache files.
        \ No newline at end of file diff --git a/docs/store/repl.org b/docs/store/repl.org new file mode 100644 index 000000000..da5f42968 --- /dev/null +++ b/docs/store/repl.org @@ -0,0 +1,12 @@ +#+title: REPL Commands + +#+begin_src @datarepl +?store +#+end_src + +#+begin_src @datareplhelp +store config +store expunge +store gc +store stats +#+end_src diff --git a/docs/store/repl/index.html b/docs/store/repl/index.html new file mode 100644 index 000000000..666e83d07 --- /dev/null +++ b/docs/store/repl/index.html @@ -0,0 +1,11 @@ +REPL Commands · DataToolkitStore.jl

        REPL Commands

        ?store

          Manipulate the data store
+
+  Subcommand  Action                                         
+  ───────────────────────────────────────────────────────────
+  config      Manage configuration                           
+  expunge     Remove a data collection from the store        
+  fetch       Fetch data storage sources                     
+  gc          Garbage Collect                                
+  stats       Show statistics about the data store           
+  help        Display help text for commands and transformers
+

        ?store config

        Manage configuration

        ?store expunge

        Remove a data collection from the store

        Usage

        data> expunge [collection name or UUID]

        ?store gc

        Garbage Collect

        Scan the inventory and perform a garbage collection sweep.

        Optionally provide the -d/--dryrun flag to prevent file deletion.

        ?store stats

        Show statistics about the data store
        \ No newline at end of file diff --git a/docs/store/search_index.js b/docs/store/search_index.js new file mode 100644 index 000000000..cc64fa39b --- /dev/null +++ b/docs/store/search_index.js @@ -0,0 +1,3 @@ +var documenterSearchIndex = {"docs": +[{"location":"plugin_cache/","page":"Cache","title":"Cache","text":"EditURL=\"plugin_cache.org\"","category":"page"},{"location":"plugin_cache/#Cache","page":"Cache","title":"Cache","text":"","category":"section"},{"location":"plugin_cache/","page":"Cache","title":"Cache","text":"Main.DataToolkitStore.pdocs(\"cache\")","category":"page"},{"location":"plugin_store/","page":"Store","title":"Store","text":"EditURL=\"plugin_store.org\"","category":"page"},{"location":"plugin_store/#Store","page":"Store","title":"Store","text":"","category":"section"},{"location":"plugin_store/","page":"Store","title":"Store","text":"Main.DataToolkitStore.pdocs(\"store\")","category":"page"},{"location":"repl/","page":"REPL Commands","title":"REPL Commands","text":"EditURL=\"repl.org\"","category":"page"},{"location":"repl/#REPL-Commands","page":"REPL Commands","title":"REPL Commands","text":"","category":"section"},{"location":"repl/#?store","page":"REPL Commands","title":"?store","text":"","category":"section"},{"location":"repl/","page":"REPL Commands","title":"REPL Commands","text":" Manipulate the data store\n\n Subcommand Action \n ───────────────────────────────────────────────────────────\n config Manage configuration \n expunge Remove a data collection from the store \n fetch Fetch data storage sources \n gc Garbage Collect \n stats Show statistics about the data store \n help Display help text for commands and transformers\n","category":"page"},{"location":"repl/#repl-store-config","page":"REPL Commands","title":"?store config","text":"","category":"section"},{"location":"repl/","page":"REPL Commands","title":"REPL Commands","text":"Manage configuration","category":"page"},{"location":"repl/#repl-store-expunge","page":"REPL Commands","title":"?store expunge","text":"","category":"section"},{"location":"repl/","page":"REPL Commands","title":"REPL Commands","text":"Remove a data collection from the store","category":"page"},{"location":"repl/#Usage","page":"REPL Commands","title":"Usage","text":"","category":"section"},{"location":"repl/","page":"REPL Commands","title":"REPL Commands","text":"data> expunge [collection name or UUID]","category":"page"},{"location":"repl/#repl-store-gc","page":"REPL Commands","title":"?store gc","text":"","category":"section"},{"location":"repl/","page":"REPL Commands","title":"REPL Commands","text":"Garbage Collect","category":"page"},{"location":"repl/","page":"REPL Commands","title":"REPL Commands","text":"Scan the inventory and perform a garbage collection sweep.","category":"page"},{"location":"repl/","page":"REPL Commands","title":"REPL Commands","text":"Optionally provide the -d/--dryrun flag to prevent file deletion.","category":"page"},{"location":"repl/#repl-store-stats","page":"REPL Commands","title":"?store stats","text":"","category":"section"},{"location":"repl/","page":"REPL Commands","title":"REPL Commands","text":"Show statistics about the data store","category":"page"},{"location":"","page":"Introduction","title":"Introduction","text":"EditURL=\"index.org\"","category":"page"},{"location":"#DataToolkitStore","page":"Introduction","title":"DataToolkitStore","text":"","category":"section"},{"location":"","page":"Introduction","title":"Introduction","text":"Together, DataToolkitCore and DataToolkitCommon provide a convenient way of obtaining data. 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