From 232f666ef238b5555d3d682646325e240b6465a5 Mon Sep 17 00:00:00 2001 From: Pat Alt <55311242+pat-alt@users.noreply.github.com> Date: Sat, 16 Sep 2023 11:35:24 +0200 Subject: [PATCH 01/10] test gpu --- src/mlj_flux.jl | 1 + src/training.jl | 10 ++++++++++ test/mlj_flux.jl | 13 +++++++++++++ 3 files changed, 24 insertions(+) diff --git a/src/mlj_flux.jl b/src/mlj_flux.jl index ce89693..15f0fd7 100644 --- a/src/mlj_flux.jl +++ b/src/mlj_flux.jl @@ -126,6 +126,7 @@ function MLJFlux.fit!(model::JointEnergyClassifier, penalty, chain, optimiser, e class_loss_fun=loss, progress_meter=meter, num_epochs=model.epochs, + to_gpu=model.acceleration isa CUDALibs, model.jem_training_params..., ) diff --git a/src/training.jl b/src/training.jl index 30bdef0..212283e 100644 --- a/src/training.jl +++ b/src/training.jl @@ -52,7 +52,16 @@ function train_model( α=[1.0,1.0,1e-1], class_loss_fun::Function=logitcrossentropy, progress_meter::Union{Nothing,ProgressMeter.Progress}=nothing, + to_gpu::Bool=false, ) + + # Move model to GPU if to_gpu: + if to_gpu + jem = gpu(jem) + train_set = gpu(train_set) + end + + # Set up: training_log = [] not_finite_counter = 0 if isnothing(progress_meter) @@ -63,6 +72,7 @@ function train_model( verbosity == 0 || next!(progress_meter) end + # Training loop: for epoch in 1:num_epochs training_losses = Float32[] diff --git a/test/mlj_flux.jl b/test/mlj_flux.jl index 73ae30f..ea63ec1 100644 --- a/test/mlj_flux.jl +++ b/test/mlj_flux.jl @@ -21,4 +21,17 @@ mach = machine(clf, X, y) fit!(mach) end end + + @testset "gpu" begin + clf = JointEnergyClassifier( + sampler; + builder=MLJFlux.MLP(hidden=(32, 32, 32,), σ=Flux.relu), + batch_size=batch_size, + finaliser=x -> x, + loss=Flux.Losses.logitcrossentropy, + jem_training_params=(α=[1.0, 1.0, 0.1], verbosity=5,) + acceleration = CUDALibs() + ) + mach = machine(clf, X, y) + end end From 90d17cf500a6951d2be1f85f174bf5ded567d870 Mon Sep 17 00:00:00 2001 From: Pat Alt <55311242+pat-alt@users.noreply.github.com> Date: Sat, 16 Sep 2023 11:37:39 +0200 Subject: [PATCH 02/10] test gpu --- test/mlj_flux.jl | 47 +++++++++++++++++++++++++++++------------------ 1 file changed, 29 insertions(+), 18 deletions(-) diff --git a/test/mlj_flux.jl b/test/mlj_flux.jl index ea63ec1..c8e4fcb 100644 --- a/test/mlj_flux.jl +++ b/test/mlj_flux.jl @@ -1,28 +1,28 @@ -clf = JointEnergyClassifier( - sampler; - builder=MLJFlux.MLP(hidden=(32, 32, 32,), σ=Flux.relu), - batch_size=batch_size, - finaliser=x -> x, - loss=Flux.Losses.logitcrossentropy, - jem_training_params=(α=[1.0, 1.0, 0.1], verbosity=5,) -) -mach = machine(clf, X, y) - @testset "JointEnergyClassifier" begin - @testset "constructor" begin - @testset "default" begin - @test clf isa MLJFlux.MLJFluxModel - @test clf isa JointEnergyClassifier + @testset "CPU" begin + clf = JointEnergyClassifier( + sampler; + builder=MLJFlux.MLP(hidden=(32, 32, 32,), σ=Flux.relu), + batch_size=batch_size, + finaliser=x -> x, + loss=Flux.Losses.logitcrossentropy, + jem_training_params=(α=[1.0, 1.0, 0.1], verbosity=5,) + ) + mach = machine(clf, X, y) + + @testset "constructor" begin + @testset "default" begin + @test clf isa MLJFlux.MLJFluxModel + @test clf isa JointEnergyClassifier + end end - end - @testset "fit" begin - @testset "default" begin + @testset "fitting" begin fit!(mach) end end - @testset "gpu" begin + @testset "GPU" begin clf = JointEnergyClassifier( sampler; builder=MLJFlux.MLP(hidden=(32, 32, 32,), σ=Flux.relu), @@ -33,5 +33,16 @@ mach = machine(clf, X, y) acceleration = CUDALibs() ) mach = machine(clf, X, y) + + @testset "constructor" begin + @testset "default" begin + @test clf isa MLJFlux.MLJFluxModel + @test clf isa JointEnergyClassifier + end + end + + @testset "fitting" begin + fit!(mach) + end end end From 2fe560981ae6a2a6bda81a0e3cbbd8048dc8da1f Mon Sep 17 00:00:00 2001 From: Pat Alt <55311242+pat-alt@users.noreply.github.com> Date: Sat, 16 Sep 2023 11:46:41 +0200 Subject: [PATCH 03/10] missing comma --- test/mlj_flux.jl | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/test/mlj_flux.jl b/test/mlj_flux.jl index c8e4fcb..93c0b0d 100644 --- a/test/mlj_flux.jl +++ b/test/mlj_flux.jl @@ -29,7 +29,7 @@ batch_size=batch_size, finaliser=x -> x, loss=Flux.Losses.logitcrossentropy, - jem_training_params=(α=[1.0, 1.0, 0.1], verbosity=5,) + jem_training_params=(α=[1.0, 1.0, 0.1], verbosity=5,), acceleration = CUDALibs() ) mach = machine(clf, X, y) From ec15704bdb5778ff99b999e4894cefa2d3f227c0 Mon Sep 17 00:00:00 2001 From: Pat Alt <55311242+pat-alt@users.noreply.github.com> Date: Sat, 16 Sep 2023 18:03:17 +0200 Subject: [PATCH 04/10] CUDAA --- Project.toml | 1 + test/Manifest.toml | 598 ++++++++++++++++++++++++++------------------- test/Project.toml | 2 + test/mlj_flux.jl | 1 + test/runtests.jl | 1 + 5 files changed, 358 insertions(+), 245 deletions(-) diff --git a/Project.toml b/Project.toml index 15b22fe..29024da 100644 --- a/Project.toml +++ b/Project.toml @@ -17,6 +17,7 @@ Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" StatsBase = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91" Tables = "bd369af6-aec1-5ad0-b16a-f7cc5008161c" Zygote = "e88e6eb3-aa80-5325-afca-941959d7151f" +cuDNN = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd" [compat] CategoricalArrays = "0.10" diff --git a/test/Manifest.toml b/test/Manifest.toml index 14acba2..cd9700a 100644 --- a/test/Manifest.toml +++ b/test/Manifest.toml @@ -1,26 +1,29 @@ # This file is machine-generated - editing it directly is not advised -julia_version = "1.8.5" +julia_version = "1.9.3" manifest_format = "2.0" -project_hash = "5abd1fdcfb9545ef3d57674c168052c2b447e383" +project_hash = "a52617995dcf7bd031ed1c46a679f371753da6fb" [[deps.AbstractFFTs]] -deps = ["ChainRulesCore", "LinearAlgebra"] -git-tree-sha1 = "16b6dbc4cf7caee4e1e75c49485ec67b667098a0" +deps = ["LinearAlgebra"] +git-tree-sha1 = "d92ad398961a3ed262d8bf04a1a2b8340f915fef" uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c" -version = "1.3.1" +version = "1.5.0" +weakdeps = ["ChainRulesCore", "Test"] -[[deps.Accessors]] -deps = ["Compat", "CompositionsBase", "ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "MacroTools", "Requires", "StaticArrays", "Test"] -git-tree-sha1 = "c7dddee3f32ceac12abd9a21cd0c4cb489f230d2" -uuid = "7d9f7c33-5ae7-4f3b-8dc6-eff91059b697" -version = "0.1.29" + [deps.AbstractFFTs.extensions] + AbstractFFTsChainRulesCoreExt = "ChainRulesCore" + AbstractFFTsTestExt = "Test" [[deps.Adapt]] deps = ["LinearAlgebra", "Requires"] -git-tree-sha1 = "cc37d689f599e8df4f464b2fa3870ff7db7492ef" +git-tree-sha1 = "76289dc51920fdc6e0013c872ba9551d54961c24" uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e" -version = "3.6.1" +version = "3.6.2" +weakdeps = ["StaticArrays"] + + [deps.Adapt.extensions] + AdaptStaticArraysExt = "StaticArrays" [[deps.ArgCheck]] git-tree-sha1 = "a3a402a35a2f7e0b87828ccabbd5ebfbebe356b4" @@ -52,10 +55,24 @@ uuid = "fbb218c0-5317-5bc6-957e-2ee96dd4b1f0" version = "0.3.7" [[deps.BangBang]] -deps = ["Compat", "ConstructionBase", "Future", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables", "ZygoteRules"] -git-tree-sha1 = "7fe6d92c4f281cf4ca6f2fba0ce7b299742da7ca" +deps = ["Compat", "ConstructionBase", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables"] +git-tree-sha1 = "e28912ce94077686443433c2800104b061a827ed" uuid = "198e06fe-97b7-11e9-32a5-e1d131e6ad66" -version = "0.3.37" +version = "0.3.39" + + [deps.BangBang.extensions] + BangBangChainRulesCoreExt = "ChainRulesCore" + BangBangDataFramesExt = "DataFrames" + BangBangStaticArraysExt = "StaticArrays" + BangBangStructArraysExt = "StructArrays" + BangBangTypedTablesExt = "TypedTables" + + [deps.BangBang.weakdeps] + ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4" + DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" + StaticArrays = "90137ffa-7385-5640-81b9-e52037218182" + StructArrays = "09ab397b-f2b6-538f-b94a-2f83cf4a842a" + TypedTables = "9d95f2ec-7b3d-5a63-8d20-e2491e220bb9" [[deps.Base64]] uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f" @@ -71,10 +88,10 @@ uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82" version = "0.4.2" [[deps.CUDA]] -deps = ["AbstractFFTs", "Adapt", "BFloat16s", "CEnum", "CUDA_Driver_jll", "CUDA_Runtime_Discovery", "CUDA_Runtime_jll", "CompilerSupportLibraries_jll", "ExprTools", "GPUArrays", "GPUCompiler", "KernelAbstractions", "LLVM", "LazyArtifacts", "Libdl", "LinearAlgebra", "Logging", "Preferences", "Printf", "Random", "Random123", "RandomNumbers", "Reexport", "Requires", "SparseArrays", "SpecialFunctions", "UnsafeAtomicsLLVM"] -git-tree-sha1 = "8547829ee0da896ce48a24b8d2f4bf929cf3e45e" +deps = ["AbstractFFTs", "Adapt", "BFloat16s", "CEnum", "CUDA_Driver_jll", "CUDA_Runtime_Discovery", "CUDA_Runtime_jll", "ExprTools", "GPUArrays", "GPUCompiler", "KernelAbstractions", "LLVM", "LazyArtifacts", "Libdl", "LinearAlgebra", "Logging", "Preferences", "Printf", "Random", "Random123", "RandomNumbers", "Reexport", "Requires", "SparseArrays", "SpecialFunctions", "UnsafeAtomicsLLVM"] +git-tree-sha1 = "968c1365e2992824c3e7a794e30907483f8469a9" uuid = "052768ef-5323-5732-b1bb-66c8b64840ba" -version = "4.1.4" +version = "4.4.1" [[deps.CUDA_Driver_jll]] deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"] @@ -90,15 +107,15 @@ version = "0.2.2" [[deps.CUDA_Runtime_jll]] deps = ["Artifacts", "CUDA_Driver_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"] -git-tree-sha1 = "81eed046f28a0cdd0dc1f61d00a49061b7cc9433" +git-tree-sha1 = "5248d9c45712e51e27ba9b30eebec65658c6ce29" uuid = "76a88914-d11a-5bdc-97e0-2f5a05c973a2" -version = "0.5.0+2" +version = "0.6.0+0" [[deps.CUDNN_jll]] deps = ["Artifacts", "CUDA_Runtime_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"] -git-tree-sha1 = "2918fbffb50e3b7a0b9127617587afa76d4276e8" +git-tree-sha1 = "75923dce4275ead3799b238e10178a68c07dbd3b" uuid = "62b44479-cb7b-5706-934f-f13b2eb2e645" -version = "8.8.1+0" +version = "8.9.4+0" [[deps.Calculus]] deps = ["LinearAlgebra"] @@ -108,39 +125,45 @@ version = "0.5.1" [[deps.CategoricalArrays]] deps = ["DataAPI", "Future", "Missings", "Printf", "Requires", "Statistics", "Unicode"] -git-tree-sha1 = "5084cc1a28976dd1642c9f337b28a3cb03e0f7d2" +git-tree-sha1 = "1568b28f91293458345dabba6a5ea3f183250a61" uuid = "324d7699-5711-5eae-9e2f-1d82baa6b597" -version = "0.10.7" +version = "0.10.8" + + [deps.CategoricalArrays.extensions] + CategoricalArraysJSONExt = "JSON" + CategoricalArraysRecipesBaseExt = "RecipesBase" + CategoricalArraysSentinelArraysExt = "SentinelArrays" + CategoricalArraysStructTypesExt = "StructTypes" + + [deps.CategoricalArrays.weakdeps] + JSON = "682c06a0-de6a-54ab-a142-c8b1cf79cde6" + RecipesBase = "3cdcf5f2-1ef4-517c-9805-6587b60abb01" + SentinelArrays = "91c51154-3ec4-41a3-a24f-3f23e20d615c" + StructTypes = "856f2bd8-1eba-4b0a-8007-ebc267875bd4" [[deps.CategoricalDistributions]] -deps = ["CategoricalArrays", "Distributions", "Missings", "OrderedCollections", "Random", "ScientificTypes", "UnicodePlots"] -git-tree-sha1 = "da68989f027dcefa74d44a452c9e36af9730a70d" +deps = ["CategoricalArrays", "Distributions", "Missings", "OrderedCollections", "Random", "ScientificTypes"] +git-tree-sha1 = "ed760a4fde49997ff9360a780abe6e20175162aa" uuid = "af321ab8-2d2e-40a6-b165-3d674595d28e" -version = "0.1.10" +version = "0.1.11" + + [deps.CategoricalDistributions.extensions] + UnivariateFiniteDisplayExt = "UnicodePlots" + + [deps.CategoricalDistributions.weakdeps] + UnicodePlots = "b8865327-cd53-5732-bb35-84acbb429228" [[deps.ChainRules]] -deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"] -git-tree-sha1 = "7d20c2fb8ab838e41069398685e7b6b5f89ed85b" +deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "SparseInverseSubset", "Statistics", "StructArrays", "SuiteSparse"] +git-tree-sha1 = "dbeca245b0680f5393b4e6c40dcead7230ab0b3b" uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2" -version = "1.48.0" +version = "1.54.0" [[deps.ChainRulesCore]] deps = ["Compat", "LinearAlgebra", "SparseArrays"] -git-tree-sha1 = "c6d890a52d2c4d55d326439580c3b8d0875a77d9" +git-tree-sha1 = "e30f2f4e20f7f186dc36529910beaedc60cfa644" uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4" -version = "1.15.7" - -[[deps.ChangesOfVariables]] -deps = ["ChainRulesCore", "LinearAlgebra", "Test"] -git-tree-sha1 = "485193efd2176b88e6622a39a246f8c5b600e74e" -uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0" -version = "0.1.6" - -[[deps.ColorSchemes]] -deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "Random", "SnoopPrecompile"] -git-tree-sha1 = "aa3edc8f8dea6cbfa176ee12f7c2fc82f0608ed3" -uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4" -version = "3.20.0" +version = "1.16.0" [[deps.ColorTypes]] deps = ["FixedPointNumbers", "Random"] @@ -148,18 +171,6 @@ git-tree-sha1 = "eb7f0f8307f71fac7c606984ea5fb2817275d6e4" uuid = "3da002f7-5984-5a60-b8a6-cbb66c0b333f" version = "0.11.4" -[[deps.ColorVectorSpace]] -deps = ["ColorTypes", "FixedPointNumbers", "LinearAlgebra", "SpecialFunctions", "Statistics", "TensorCore"] -git-tree-sha1 = "600cc5508d66b78aae350f7accdb58763ac18589" -uuid = "c3611d14-8923-5661-9e6a-0046d554d3a4" -version = "0.9.10" - -[[deps.Colors]] -deps = ["ColorTypes", "FixedPointNumbers", "Reexport"] -git-tree-sha1 = "fc08e5930ee9a4e03f84bfb5211cb54e7769758a" -uuid = "5ae59095-9a9b-59fe-a467-6f913c188581" -version = "0.12.10" - [[deps.CommonSubexpressions]] deps = ["MacroTools", "Test"] git-tree-sha1 = "7b8a93dba8af7e3b42fecabf646260105ac373f7" @@ -167,10 +178,14 @@ uuid = "bbf7d656-a473-5ed7-a52c-81e309532950" version = "0.3.0" [[deps.Compat]] -deps = ["Dates", "LinearAlgebra", "UUIDs"] -git-tree-sha1 = "7a60c856b9fa189eb34f5f8a6f6b5529b7942957" +deps = ["UUIDs"] +git-tree-sha1 = "e460f044ca8b99be31d35fe54fc33a5c33dd8ed7" uuid = "34da2185-b29b-5c13-b0c7-acf172513d20" -version = "4.6.1" +version = "4.9.0" +weakdeps = ["Dates", "LinearAlgebra"] + + [deps.Compat.extensions] + CompatLinearAlgebraExt = "LinearAlgebra" [[deps.CompatHelperLocal]] deps = ["DocStringExtensions", "Pkg", "UUIDs"] @@ -181,12 +196,18 @@ version = "0.1.25" [[deps.CompilerSupportLibraries_jll]] deps = ["Artifacts", "Libdl"] uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae" -version = "1.0.1+0" +version = "1.0.5+0" [[deps.CompositionsBase]] -git-tree-sha1 = "455419f7e328a1a2493cabc6428d79e951349769" +git-tree-sha1 = "802bb88cd69dfd1509f6670416bd4434015693ad" uuid = "a33af91c-f02d-484b-be07-31d278c5ca2b" -version = "0.1.1" +version = "0.1.2" + + [deps.CompositionsBase.extensions] + CompositionsBaseInverseFunctionsExt = "InverseFunctions" + + [deps.CompositionsBase.weakdeps] + InverseFunctions = "3587e190-3f89-42d0-90ee-14403ec27112" [[deps.ComputationalResources]] git-tree-sha1 = "52cb3ec90e8a8bea0e62e275ba577ad0f74821f7" @@ -195,9 +216,17 @@ version = "0.3.2" [[deps.ConstructionBase]] deps = ["LinearAlgebra"] -git-tree-sha1 = "89a9db8d28102b094992472d333674bd1a83ce2a" +git-tree-sha1 = "c53fc348ca4d40d7b371e71fd52251839080cbc9" uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9" -version = "1.5.1" +version = "1.5.4" + + [deps.ConstructionBase.extensions] + ConstructionBaseIntervalSetsExt = "IntervalSets" + ConstructionBaseStaticArraysExt = "StaticArrays" + + [deps.ConstructionBase.weakdeps] + IntervalSets = "8197267c-284f-5f27-9208-e0e47529a953" + StaticArrays = "90137ffa-7385-5640-81b9-e52037218182" [[deps.ContextVariablesX]] deps = ["Compat", "Logging", "UUIDs"] @@ -205,26 +234,21 @@ git-tree-sha1 = "25cc3803f1030ab855e383129dcd3dc294e322cc" uuid = "6add18c4-b38d-439d-96f6-d6bc489c04c5" version = "0.1.3" -[[deps.Contour]] -git-tree-sha1 = "d05d9e7b7aedff4e5b51a029dced05cfb6125781" -uuid = "d38c429a-6771-53c6-b99e-75d170b6e991" -version = "0.6.2" - [[deps.Crayons]] git-tree-sha1 = "249fe38abf76d48563e2f4556bebd215aa317e15" uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f" version = "4.1.1" [[deps.DataAPI]] -git-tree-sha1 = "e8119c1a33d267e16108be441a287a6981ba1630" +git-tree-sha1 = "8da84edb865b0b5b0100c0666a9bc9a0b71c553c" uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a" -version = "1.14.0" +version = "1.15.0" [[deps.DataStructures]] deps = ["Compat", "InteractiveUtils", "OrderedCollections"] -git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0" +git-tree-sha1 = "3dbd312d370723b6bb43ba9d02fc36abade4518d" uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8" -version = "0.18.13" +version = "0.18.15" [[deps.DataValueInterfaces]] git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6" @@ -242,13 +266,9 @@ version = "0.1.2" [[deps.DelimitedFiles]] deps = ["Mmap"] +git-tree-sha1 = "9e2f36d3c96a820c678f2f1f1782582fcf685bae" uuid = "8bb1440f-4735-579b-a4ab-409b98df4dab" - -[[deps.DensityInterface]] -deps = ["InverseFunctions", "Test"] -git-tree-sha1 = "80c3e8639e3353e5d2912fb3a1916b8455e2494b" -uuid = "b429d917-457f-4dbc-8f4c-0cc954292b1d" -version = "0.4.0" +version = "1.9.1" [[deps.DiffResults]] deps = ["StaticArraysCore"] @@ -258,19 +278,27 @@ version = "1.1.0" [[deps.DiffRules]] deps = ["IrrationalConstants", "LogExpFunctions", "NaNMath", "Random", "SpecialFunctions"] -git-tree-sha1 = "a4ad7ef19d2cdc2eff57abbbe68032b1cd0bd8f8" +git-tree-sha1 = "23163d55f885173722d1e4cf0f6110cdbaf7e272" uuid = "b552c78f-8df3-52c6-915a-8e097449b14b" -version = "1.13.0" +version = "1.15.1" [[deps.Distributed]] deps = ["Random", "Serialization", "Sockets"] uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b" [[deps.Distributions]] -deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Test"] -git-tree-sha1 = "13027f188d26206b9e7b863036f87d2f2e7d013a" +deps = ["FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"] +git-tree-sha1 = "938fe2981db009f531b6332e31c58e9584a2f9bd" uuid = "31c24e10-a181-5473-b8eb-7969acd0382f" -version = "0.25.87" +version = "0.25.100" + + [deps.Distributions.extensions] + DistributionsChainRulesCoreExt = "ChainRulesCore" + DistributionsDensityInterfaceExt = "DensityInterface" + + [deps.Distributions.weakdeps] + ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4" + DensityInterface = "b429d917-457f-4dbc-8f4c-0cc954292b1d" [[deps.DocStringExtensions]] deps = ["LibGit2"] @@ -290,9 +318,9 @@ uuid = "fa6b7ba4-c1ee-5f82-b5fc-ecf0adba8f74" version = "0.6.8" [[deps.ExprTools]] -git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00" +git-tree-sha1 = "27415f162e6028e81c72b82ef756bf321213b6ec" uuid = "e2ba6199-217a-4e67-a87a-7c52f15ade04" -version = "0.1.9" +version = "0.1.10" [[deps.FLoops]] deps = ["BangBang", "Compat", "FLoopsBase", "InitialValues", "JuliaVariables", "MLStyle", "Serialization", "Setfield", "Transducers"] @@ -306,14 +334,25 @@ git-tree-sha1 = "656f7a6859be8673bf1f35da5670246b923964f7" uuid = "b9860ae5-e623-471e-878b-f6a53c775ea6" version = "0.1.1" +[[deps.FileIO]] +deps = ["Pkg", "Requires", "UUIDs"] +git-tree-sha1 = "299dc33549f68299137e51e6d49a13b5b1da9673" +uuid = "5789e2e9-d7fb-5bc7-8068-2c6fae9b9549" +version = "1.16.1" + [[deps.FileWatching]] uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee" [[deps.FillArrays]] -deps = ["LinearAlgebra", "Random", "SparseArrays", "Statistics"] -git-tree-sha1 = "fc86b4fd3eff76c3ce4f5e96e2fdfa6282722885" +deps = ["LinearAlgebra", "Random"] +git-tree-sha1 = "a20eaa3ad64254c61eeb5f230d9306e937405434" uuid = "1a297f60-69ca-5386-bcde-b61e274b549b" -version = "1.0.0" +version = "1.6.1" +weakdeps = ["SparseArrays", "Statistics"] + + [deps.FillArrays.extensions] + FillArraysSparseArraysExt = "SparseArrays" + FillArraysStatisticsExt = "Statistics" [[deps.FixedPointNumbers]] deps = ["Statistics"] @@ -322,39 +361,38 @@ uuid = "53c48c17-4a7d-5ca2-90c5-79b7896eea93" version = "0.8.4" [[deps.Flux]] -deps = ["Adapt", "CUDA", "ChainRulesCore", "Functors", "LinearAlgebra", "MLUtils", "MacroTools", "NNlib", "NNlibCUDA", "OneHotArrays", "Optimisers", "Preferences", "ProgressLogging", "Random", "Reexport", "SparseArrays", "SpecialFunctions", "Statistics", "StatsBase", "Zygote", "cuDNN"] -git-tree-sha1 = "3f6f32ec0bfd80be0cb65907cf74ec796a632012" +deps = ["Adapt", "ChainRulesCore", "Functors", "LinearAlgebra", "MLUtils", "MacroTools", "NNlib", "OneHotArrays", "Optimisers", "Preferences", "ProgressLogging", "Random", "Reexport", "SparseArrays", "SpecialFunctions", "Statistics", "Zygote"] +git-tree-sha1 = "7ffd73e8ca363f80367123aab0c5d0edabab4e60" uuid = "587475ba-b771-5e3f-ad9e-33799f191a9c" -version = "0.13.15" +version = "0.14.5" -[[deps.FoldsThreads]] -deps = ["Accessors", "FunctionWrappers", "InitialValues", "SplittablesBase", "Transducers"] -git-tree-sha1 = "eb8e1989b9028f7e0985b4268dabe94682249025" -uuid = "9c68100b-dfe1-47cf-94c8-95104e173443" -version = "0.1.1" + [deps.Flux.extensions] + FluxAMDGPUExt = "AMDGPU" + FluxCUDAExt = "CUDA" + FluxCUDAcuDNNExt = ["CUDA", "cuDNN"] + FluxMetalExt = "Metal" -[[deps.Formatting]] -deps = ["Printf"] -git-tree-sha1 = "8339d61043228fdd3eb658d86c926cb282ae72a8" -uuid = "59287772-0a20-5a39-b81b-1366585eb4c0" -version = "0.4.2" + [deps.Flux.weakdeps] + AMDGPU = "21141c5a-9bdb-4563-92ae-f87d6854732e" + CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba" + Metal = "dde4c033-4e86-420c-a63e-0dd931031962" + cuDNN = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd" [[deps.ForwardDiff]] -deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions", "StaticArrays"] -git-tree-sha1 = "00e252f4d706b3d55a8863432e742bf5717b498d" +deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions"] +git-tree-sha1 = "cf0fe81336da9fb90944683b8c41984b08793dad" uuid = "f6369f11-7733-5829-9624-2563aa707210" -version = "0.10.35" +version = "0.10.36" +weakdeps = ["StaticArrays"] -[[deps.FunctionWrappers]] -git-tree-sha1 = "d62485945ce5ae9c0c48f124a84998d755bae00e" -uuid = "069b7b12-0de2-55c6-9aab-29f3d0a68a2e" -version = "1.1.3" + [deps.ForwardDiff.extensions] + ForwardDiffStaticArraysExt = "StaticArrays" [[deps.Functors]] deps = ["LinearAlgebra"] -git-tree-sha1 = "478f8c3145bb91d82c2cf20433e8c1b30df454cc" +git-tree-sha1 = "9a68d75d466ccc1218d0552a8e1631151c569545" uuid = "d9f16b24-f501-4c13-a1f2-28368ffc5196" -version = "0.4.4" +version = "0.4.5" [[deps.Future]] deps = ["Random"] @@ -362,33 +400,33 @@ uuid = "9fa8497b-333b-5362-9e8d-4d0656e87820" [[deps.GPUArrays]] deps = ["Adapt", "GPUArraysCore", "LLVM", "LinearAlgebra", "Printf", "Random", "Reexport", "Serialization", "Statistics"] -git-tree-sha1 = "9ade6983c3dbbd492cf5729f865fe030d1541463" +git-tree-sha1 = "2e57b4a4f9cc15e85a24d603256fe08e527f48d1" uuid = "0c68f7d7-f131-5f86-a1c3-88cf8149b2d7" -version = "8.6.6" +version = "8.8.1" [[deps.GPUArraysCore]] deps = ["Adapt"] -git-tree-sha1 = "1cd7f0af1aa58abc02ea1d872953a97359cb87fa" +git-tree-sha1 = "2d6ca471a6c7b536127afccfa7564b5b39227fe0" uuid = "46192b85-c4d5-4398-a991-12ede77f4527" -version = "0.1.4" +version = "0.1.5" [[deps.GPUCompiler]] deps = ["ExprTools", "InteractiveUtils", "LLVM", "Libdl", "Logging", "Scratch", "TimerOutputs", "UUIDs"] -git-tree-sha1 = "e9a9173cd77e16509cdf9c1663fda19b22a518b7" +git-tree-sha1 = "72b2e3c2ba583d1a7aa35129e56cf92e07c083e3" uuid = "61eb1bfa-7361-4325-ad38-22787b887f55" -version = "0.19.3" +version = "0.21.4" [[deps.HypergeometricFunctions]] deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"] -git-tree-sha1 = "432b5b03176f8182bd6841fbfc42c718506a2d5f" +git-tree-sha1 = "f218fe3736ddf977e0e772bc9a586b2383da2685" uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a" -version = "0.3.15" +version = "0.3.23" [[deps.IRTools]] deps = ["InteractiveUtils", "MacroTools", "Test"] -git-tree-sha1 = "0ade27f0c49cebd8db2523c4eeccf779407cf12c" +git-tree-sha1 = "eac00994ce3229a464c2847e956d77a2c64ad3a5" uuid = "7869d1d1-7146-5819-86e3-90919afe41df" -version = "0.4.9" +version = "0.4.10" [[deps.InitialValues]] git-tree-sha1 = "4da0f88e9a39111c2fa3add390ab15f3a44f3ca3" @@ -399,12 +437,6 @@ version = "0.3.1" deps = ["Markdown"] uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240" -[[deps.InverseFunctions]] -deps = ["Test"] -git-tree-sha1 = "49510dfcb407e572524ba94aeae2fced1f3feb0f" -uuid = "3587e190-3f89-42d0-90ee-14403ec27112" -version = "0.1.8" - [[deps.InvertedIndices]] git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038" uuid = "41ab1584-1d38-5bbf-9106-f11c6c58b48f" @@ -420,11 +452,17 @@ git-tree-sha1 = "a3f24677c21f5bbe9d2a714f95dcd58337fb2856" uuid = "82899510-4779-5014-852e-03e436cf321d" version = "1.0.0" +[[deps.JLD2]] +deps = ["FileIO", "MacroTools", "Mmap", "OrderedCollections", "Pkg", "Printf", "Reexport", "Requires", "TranscodingStreams", "UUIDs"] +git-tree-sha1 = "aa6ffef1fd85657f4999030c52eaeec22a279738" +uuid = "033835bb-8acc-5ee8-8aae-3f567f8a3819" +version = "0.4.33" + [[deps.JLLWrappers]] -deps = ["Preferences"] -git-tree-sha1 = "abc9885a7ca2052a736a600f7fa66209f96506e1" +deps = ["Artifacts", "Preferences"] +git-tree-sha1 = "7e5d6779a1e09a36db2a7b6cff50942a0a7d0fca" uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210" -version = "1.4.1" +version = "1.5.0" [[deps.JuliaVariables]] deps = ["MLStyle", "NameResolution"] @@ -433,22 +471,28 @@ uuid = "b14d175d-62b4-44ba-8fb7-3064adc8c3ec" version = "0.2.4" [[deps.KernelAbstractions]] -deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "SnoopPrecompile", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"] -git-tree-sha1 = "976231af02176082fb266a9f96a59da51fcacf20" +deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "Requires", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"] +git-tree-sha1 = "4c5875e4c228247e1c2b087669846941fb6e0118" uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c" -version = "0.9.2" +version = "0.9.8" + + [deps.KernelAbstractions.extensions] + EnzymeExt = "EnzymeCore" + + [deps.KernelAbstractions.weakdeps] + EnzymeCore = "f151be2c-9106-41f4-ab19-57ee4f262869" [[deps.LLVM]] deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"] -git-tree-sha1 = "a8960cae30b42b66dd41808beb76490519f6f9e2" +git-tree-sha1 = "a9d2ce1d5007b1e8f6c5b89c5a31ff8bd146db5c" uuid = "929cbde3-209d-540e-8aea-75f648917ca0" -version = "5.0.0" +version = "6.2.1" [[deps.LLVMExtra_jll]] deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"] -git-tree-sha1 = "09b7505cc0b1cee87e5d4a26eea61d2e1b0dcd35" +git-tree-sha1 = "7ca6850ae880cc99b59b88517545f91a52020afa" uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab" -version = "0.0.21+0" +version = "0.0.25+0" [[deps.LaTeXStrings]] git-tree-sha1 = "f2355693d6778a178ade15952b7ac47a4ff97996" @@ -482,41 +526,55 @@ version = "1.10.2+0" uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb" [[deps.LinearAlgebra]] -deps = ["Libdl", "libblastrampoline_jll"] +deps = ["Libdl", "OpenBLAS_jll", "libblastrampoline_jll"] uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e" [[deps.LogExpFunctions]] -deps = ["ChainRulesCore", "ChangesOfVariables", "DocStringExtensions", "InverseFunctions", "IrrationalConstants", "LinearAlgebra"] -git-tree-sha1 = "0a1b7c2863e44523180fdb3146534e265a91870b" +deps = ["DocStringExtensions", "IrrationalConstants", "LinearAlgebra"] +git-tree-sha1 = "7d6dd4e9212aebaeed356de34ccf262a3cd415aa" uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688" -version = "0.3.23" +version = "0.3.26" + + [deps.LogExpFunctions.extensions] + LogExpFunctionsChainRulesCoreExt = "ChainRulesCore" + LogExpFunctionsChangesOfVariablesExt = "ChangesOfVariables" + LogExpFunctionsInverseFunctionsExt = "InverseFunctions" + + [deps.LogExpFunctions.weakdeps] + ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4" + ChangesOfVariables = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0" + InverseFunctions = "3587e190-3f89-42d0-90ee-14403ec27112" [[deps.Logging]] uuid = "56ddb016-857b-54e1-b83d-db4d58db5568" [[deps.LossFunctions]] -deps = ["CategoricalArrays", "Markdown"] -git-tree-sha1 = "d4c7ff8c7281943371e1725000fd538a699024d0" +deps = ["Markdown", "Requires", "Statistics"] +git-tree-sha1 = "df9da07efb9b05ca7ef701acec891ee8f73c99e2" uuid = "30fc2ffe-d236-52d8-8643-a9d8f7c094a7" -version = "0.9.0" +version = "0.11.1" +weakdeps = ["CategoricalArrays"] + + [deps.LossFunctions.extensions] + LossFunctionsCategoricalArraysExt = "CategoricalArrays" [[deps.MLJBase]] deps = ["CategoricalArrays", "CategoricalDistributions", "ComputationalResources", "Dates", "DelimitedFiles", "Distributed", "Distributions", "InteractiveUtils", "InvertedIndices", "LinearAlgebra", "LossFunctions", "MLJModelInterface", "Missings", "OrderedCollections", "Parameters", "PrettyTables", "ProgressMeter", "Random", "ScientificTypes", "Serialization", "StatisticalTraits", "Statistics", "StatsBase", "Tables"] -git-tree-sha1 = "e99e84c7ca1696b38e2a8823f53ac9cc775599dd" +git-tree-sha1 = "0b7307d1a7214ec3c0ba305571e713f9492ea984" uuid = "a7f614a8-145f-11e9-1d2a-a57a1082229d" -version = "0.21.9" +version = "0.21.14" [[deps.MLJFlux]] deps = ["CategoricalArrays", "ColorTypes", "ComputationalResources", "Flux", "MLJModelInterface", "Metalhead", "ProgressMeter", "Random", "Statistics", "Tables"] -git-tree-sha1 = "b27c3b96cc2a602a1e91eba36b8ca3d796f30ae0" +git-tree-sha1 = "40f9e99a6770bc795f70f1908316e1491488a7b7" uuid = "094fc8d1-fd35-5302-93ea-dabda2abf845" -version = "0.2.10" +version = "0.3.1" [[deps.MLJModelInterface]] deps = ["Random", "ScientificTypesBase", "StatisticalTraits"] -git-tree-sha1 = "c8b7e632d6754a5e36c0d94a4b466a5ba3a30128" +git-tree-sha1 = "03ae109be87f460fe3c96b8a0dbbf9c7bf840bd5" uuid = "e80e1ace-859a-464e-9ed9-23947d8ae3ea" -version = "1.8.0" +version = "1.9.2" [[deps.MLStyle]] git-tree-sha1 = "bc38dff0548128765760c79eb7388a4b37fae2c8" @@ -524,22 +582,16 @@ uuid = "d8e11817-5142-5d16-987a-aa16d5891078" version = "0.4.17" [[deps.MLUtils]] -deps = ["ChainRulesCore", "Compat", "DataAPI", "DelimitedFiles", "FLoops", "FoldsThreads", "NNlib", "Random", "ShowCases", "SimpleTraits", "Statistics", "StatsBase", "Tables", "Transducers"] -git-tree-sha1 = "f69cdbb5b7c630c02481d81d50eac43697084fe0" +deps = ["ChainRulesCore", "Compat", "DataAPI", "DelimitedFiles", "FLoops", "NNlib", "Random", "ShowCases", "SimpleTraits", "Statistics", "StatsBase", "Tables", "Transducers"] +git-tree-sha1 = "3504cdb8c2bc05bde4d4b09a81b01df88fcbbba0" uuid = "f1d291b0-491e-4a28-83b9-f70985020b54" -version = "0.4.1" +version = "0.4.3" [[deps.MacroTools]] deps = ["Markdown", "Random"] -git-tree-sha1 = "42324d08725e200c23d4dfb549e0d5d89dede2d2" +git-tree-sha1 = "9ee1618cbf5240e6d4e0371d6f24065083f60c48" uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09" -version = "0.5.10" - -[[deps.MarchingCubes]] -deps = ["SnoopPrecompile", "StaticArrays"] -git-tree-sha1 = "b198463d1a631e8771709bc8e011ba329da9ad38" -uuid = "299715c1-40a9-479a-aaf9-4a633d36f717" -version = "0.1.7" +version = "0.5.11" [[deps.Markdown]] deps = ["Base64"] @@ -548,13 +600,13 @@ uuid = "d6f4376e-aef5-505a-96c1-9c027394607a" [[deps.MbedTLS_jll]] deps = ["Artifacts", "Libdl"] uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1" -version = "2.28.0+0" +version = "2.28.2+0" [[deps.Metalhead]] -deps = ["Artifacts", "BSON", "Flux", "Functors", "LazyArtifacts", "MLUtils", "NNlib", "Random", "Statistics"] -git-tree-sha1 = "0e95f91cc5f23610f8f270d7397f307b21e19d2b" +deps = ["Artifacts", "BSON", "CUDA", "ChainRulesCore", "Flux", "Functors", "JLD2", "LazyArtifacts", "MLUtils", "NNlib", "PartialFunctions", "Random", "Statistics"] +git-tree-sha1 = "c093734078e92a4edcf54e850af68ef8cc2c9e03" uuid = "dbeba491-748d-5e0e-a39e-b530a07fa0cc" -version = "0.7.4" +version = "0.8.2" [[deps.MicroCollections]] deps = ["BangBang", "InitialValues", "Setfield"] @@ -573,19 +625,23 @@ uuid = "a63ad114-7e13-5084-954f-fe012c677804" [[deps.MozillaCACerts_jll]] uuid = "14a3606d-f60d-562e-9121-12d972cd8159" -version = "2022.2.1" +version = "2022.10.11" [[deps.NNlib]] deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"] -git-tree-sha1 = "99e6dbb50d8a96702dc60954569e9fe7291cc55d" +git-tree-sha1 = "3b29fafcdfa66d6673306cf116a2dc243933e2c5" uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd" -version = "0.8.20" +version = "0.9.5" -[[deps.NNlibCUDA]] -deps = ["Adapt", "CUDA", "LinearAlgebra", "NNlib", "Random", "Statistics", "cuDNN"] -git-tree-sha1 = "f94a9684394ff0d325cc12b06da7032d8be01aaf" -uuid = "a00861dc-f156-4864-bf3c-e6376f28a68d" -version = "0.2.7" + [deps.NNlib.extensions] + NNlibAMDGPUExt = "AMDGPU" + NNlibCUDACUDNNExt = ["CUDA", "cuDNN"] + NNlibCUDAExt = "CUDA" + + [deps.NNlib.weakdeps] + AMDGPU = "21141c5a-9bdb-4563-92ae-f87d6854732e" + CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba" + cuDNN = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd" [[deps.NaNMath]] deps = ["OpenLibm_jll"] @@ -605,14 +661,14 @@ version = "1.2.0" [[deps.OneHotArrays]] deps = ["Adapt", "ChainRulesCore", "Compat", "GPUArraysCore", "LinearAlgebra", "NNlib"] -git-tree-sha1 = "f511fca956ed9e70b80cd3417bb8c2dde4b68644" +git-tree-sha1 = "5e4029759e8699ec12ebdf8721e51a659443403c" uuid = "0b1bfda6-eb8a-41d2-88d8-f5af5cad476f" -version = "0.2.3" +version = "0.2.4" [[deps.OpenBLAS_jll]] deps = ["Artifacts", "CompilerSupportLibraries_jll", "Libdl"] uuid = "4536629a-c528-5b80-bd46-f80d51c5b363" -version = "0.3.20+0" +version = "0.3.21+4" [[deps.OpenLibm_jll]] deps = ["Artifacts", "Libdl"] @@ -627,14 +683,14 @@ version = "0.5.5+0" [[deps.Optimisers]] deps = ["ChainRulesCore", "Functors", "LinearAlgebra", "Random", "Statistics"] -git-tree-sha1 = "6a01f65dd8583dee82eecc2a19b0ff21521aa749" +git-tree-sha1 = "34205b1204cc83c43cd9cfe53ffbd3b310f6e8c5" uuid = "3bd65402-5787-11e9-1adc-39752487f4e2" -version = "0.2.18" +version = "0.3.1" [[deps.OrderedCollections]] -git-tree-sha1 = "d321bf2de576bf25ec4d3e4360faca399afca282" +git-tree-sha1 = "2e73fe17cac3c62ad1aebe70d44c963c3cfdc3e3" uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d" -version = "1.6.0" +version = "1.6.2" [[deps.PDMats]] deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"] @@ -648,16 +704,27 @@ git-tree-sha1 = "34c0e9ad262e5f7fc75b10a9952ca7692cfc5fbe" uuid = "d96e819e-fc66-5662-9728-84c9c7592b0a" version = "0.12.3" +[[deps.PartialFunctions]] +git-tree-sha1 = "b3901ea034cfd8aae57a2fa0dde0b0ea18bad1cb" +uuid = "570af359-4316-4cb7-8c74-252c00c2016b" +version = "1.1.1" + [[deps.Pkg]] -deps = ["Artifacts", "Dates", "Downloads", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"] +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 = "1.8.0" +version = "1.9.2" + +[[deps.PrecompileTools]] +deps = ["Preferences"] +git-tree-sha1 = "03b4c25b43cb84cee5c90aa9b5ea0a78fd848d2f" +uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a" +version = "1.2.0" [[deps.Preferences]] deps = ["TOML"] -git-tree-sha1 = "47e5f437cc0e7ef2ce8406ce1e7e24d44915f88d" +git-tree-sha1 = "7eb1686b4f04b82f96ed7a4ea5890a4f0c7a09f1" uuid = "21216c6a-2e73-6563-6e65-726566657250" -version = "1.3.0" +version = "1.4.0" [[deps.PrettyPrint]] git-tree-sha1 = "632eb4abab3449ab30c5e1afaa874f0b98b586e4" @@ -665,10 +732,10 @@ uuid = "8162dcfd-2161-5ef2-ae6c-7681170c5f98" version = "0.2.0" [[deps.PrettyTables]] -deps = ["Crayons", "Formatting", "LaTeXStrings", "Markdown", "Reexport", "StringManipulation", "Tables"] -git-tree-sha1 = "548793c7859e28ef026dba514752275ee871169f" +deps = ["Crayons", "LaTeXStrings", "Markdown", "Printf", "Reexport", "StringManipulation", "Tables"] +git-tree-sha1 = "ee094908d720185ddbdc58dbe0c1cbe35453ec7a" uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d" -version = "2.2.3" +version = "2.2.7" [[deps.Printf]] deps = ["Unicode"] @@ -682,9 +749,9 @@ version = "0.1.4" [[deps.ProgressMeter]] deps = ["Distributed", "Printf"] -git-tree-sha1 = "d7a7aef8f8f2d537104f170139553b14dfe39fe9" +git-tree-sha1 = "00099623ffee15972c16111bcf84c58a0051257c" uuid = "92933f4c-e287-5a05-a399-4b506db050ca" -version = "1.7.2" +version = "1.9.0" [[deps.QuadGK]] deps = ["DataStructures", "LinearAlgebra"] @@ -702,9 +769,9 @@ uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" [[deps.Random123]] deps = ["Random", "RandomNumbers"] -git-tree-sha1 = "7a1a306b72cfa60634f03a911405f4e64d1b718b" +git-tree-sha1 = "552f30e847641591ba3f39fd1bed559b9deb0ef3" uuid = "74087812-796a-5b5d-8853-05524746bad3" -version = "1.6.0" +version = "1.6.1" [[deps.RandomNumbers]] deps = ["Random", "Requires"] @@ -782,30 +849,34 @@ git-tree-sha1 = "5d7e3f4e11935503d3ecaf7186eac40602e7d231" uuid = "699a6c99-e7fa-54fc-8d76-47d257e15c1d" version = "0.9.4" -[[deps.SnoopPrecompile]] -deps = ["Preferences"] -git-tree-sha1 = "e760a70afdcd461cf01a575947738d359234665c" -uuid = "66db9d55-30c0-4569-8b51-7e840670fc0c" -version = "1.0.3" - [[deps.Sockets]] uuid = "6462fe0b-24de-5631-8697-dd941f90decc" [[deps.SortingAlgorithms]] deps = ["DataStructures"] -git-tree-sha1 = "a4ada03f999bd01b3a25dcaa30b2d929fe537e00" +git-tree-sha1 = "c60ec5c62180f27efea3ba2908480f8055e17cee" uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c" -version = "1.1.0" +version = "1.1.1" [[deps.SparseArrays]] -deps = ["LinearAlgebra", "Random"] +deps = ["Libdl", "LinearAlgebra", "Random", "Serialization", "SuiteSparse_jll"] uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf" +[[deps.SparseInverseSubset]] +deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"] +git-tree-sha1 = "91402087fd5d13b2d97e3ef29bbdf9d7859e678a" +uuid = "dc90abb0-5640-4711-901d-7e5b23a2fada" +version = "0.1.1" + [[deps.SpecialFunctions]] -deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"] -git-tree-sha1 = "ef28127915f4229c971eb43f3fc075dd3fe91880" +deps = ["IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"] +git-tree-sha1 = "e2cfc4012a19088254b3950b85c3c1d8882d864d" uuid = "276daf66-3868-5448-9aa4-cd146d93841b" -version = "2.2.0" +version = "2.3.1" +weakdeps = ["ChainRulesCore"] + + [deps.SpecialFunctions.extensions] + SpecialFunctionsChainRulesCoreExt = "ChainRulesCore" [[deps.SplittablesBase]] deps = ["Setfield", "Test"] @@ -814,15 +885,19 @@ uuid = "171d559e-b47b-412a-8079-5efa626c420e" version = "0.1.15" [[deps.StaticArrays]] -deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"] -git-tree-sha1 = "63e84b7fdf5021026d0f17f76af7c57772313d99" +deps = ["LinearAlgebra", "Random", "StaticArraysCore"] +git-tree-sha1 = "51621cca8651d9e334a659443a74ce50a3b6dfab" uuid = "90137ffa-7385-5640-81b9-e52037218182" -version = "1.5.21" +version = "1.6.3" +weakdeps = ["Statistics"] + + [deps.StaticArrays.extensions] + StaticArraysStatisticsExt = "Statistics" [[deps.StaticArraysCore]] -git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a" +git-tree-sha1 = "36b3d696ce6366023a0ea192b4cd442268995a0d" uuid = "1e83bf80-4336-4d27-bf5d-d5a4f845583c" -version = "1.4.0" +version = "1.4.2" [[deps.StatisticalTraits]] deps = ["ScientificTypesBase"] @@ -833,44 +908,59 @@ version = "3.2.0" [[deps.Statistics]] deps = ["LinearAlgebra", "SparseArrays"] uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" +version = "1.9.0" [[deps.StatsAPI]] deps = ["LinearAlgebra"] -git-tree-sha1 = "45a7769a04a3cf80da1c1c7c60caf932e6f4c9f7" +git-tree-sha1 = "1ff449ad350c9c4cbc756624d6f8a8c3ef56d3ed" uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0" -version = "1.6.0" +version = "1.7.0" [[deps.StatsBase]] deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"] -git-tree-sha1 = "d1bf48bfcc554a3761a133fe3a9bb01488e06916" +git-tree-sha1 = "75ebe04c5bed70b91614d684259b661c9e6274a4" uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91" -version = "0.33.21" +version = "0.34.0" [[deps.StatsFuns]] -deps = ["ChainRulesCore", "HypergeometricFunctions", "InverseFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"] +deps = ["HypergeometricFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"] git-tree-sha1 = "f625d686d5a88bcd2b15cd81f18f98186fdc0c9a" uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c" version = "1.3.0" + [deps.StatsFuns.extensions] + StatsFunsChainRulesCoreExt = "ChainRulesCore" + StatsFunsInverseFunctionsExt = "InverseFunctions" + + [deps.StatsFuns.weakdeps] + ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4" + InverseFunctions = "3587e190-3f89-42d0-90ee-14403ec27112" + [[deps.StringManipulation]] -git-tree-sha1 = "46da2434b41f41ac3594ee9816ce5541c6096123" +deps = ["PrecompileTools"] +git-tree-sha1 = "a04cabe79c5f01f4d723cc6704070ada0b9d46d5" uuid = "892a3eda-7b42-436c-8928-eab12a02cf0e" -version = "0.3.0" +version = "0.3.4" [[deps.StructArrays]] -deps = ["Adapt", "DataAPI", "GPUArraysCore", "StaticArraysCore", "Tables"] -git-tree-sha1 = "521a0e828e98bb69042fec1809c1b5a680eb7389" +deps = ["Adapt", "ConstructionBase", "DataAPI", "GPUArraysCore", "StaticArraysCore", "Tables"] +git-tree-sha1 = "0a3db38e4cce3c54fe7a71f831cd7b6194a54213" uuid = "09ab397b-f2b6-538f-b94a-2f83cf4a842a" -version = "0.6.15" +version = "0.6.16" [[deps.SuiteSparse]] deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"] uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9" +[[deps.SuiteSparse_jll]] +deps = ["Artifacts", "Libdl", "Pkg", "libblastrampoline_jll"] +uuid = "bea87d4a-7f5b-5778-9afe-8cc45184846c" +version = "5.10.1+6" + [[deps.TOML]] deps = ["Dates"] uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76" -version = "1.0.0" +version = "1.0.3" [[deps.TableTraits]] deps = ["IteratorInterfaceExtensions"] @@ -887,13 +977,7 @@ version = "1.10.1" [[deps.Tar]] deps = ["ArgTools", "SHA"] uuid = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e" -version = "1.10.1" - -[[deps.TensorCore]] -deps = ["LinearAlgebra"] -git-tree-sha1 = "1feb45f88d133a655e001435632f019a9a1bcdb6" -uuid = "62fd8b95-f654-4bbd-a8a5-9c27f68ccd50" -version = "0.1.1" +version = "1.10.0" [[deps.Test]] deps = ["InteractiveUtils", "Logging", "Random", "Serialization"] @@ -905,11 +989,31 @@ git-tree-sha1 = "f548a9e9c490030e545f72074a41edfd0e5bcdd7" uuid = "a759f4b9-e2f1-59dc-863e-4aeb61b1ea8f" version = "0.5.23" +[[deps.TranscodingStreams]] +deps = ["Random", "Test"] +git-tree-sha1 = "9a6ae7ed916312b41236fcef7e0af564ef934769" +uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa" +version = "0.9.13" + [[deps.Transducers]] -deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"] -git-tree-sha1 = "c42fa452a60f022e9e087823b47e5a5f8adc53d5" +deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "ConstructionBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"] +git-tree-sha1 = "53bd5978b182fa7c57577bdb452c35e5b4fb73a5" uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999" -version = "0.4.75" +version = "0.4.78" + + [deps.Transducers.extensions] + TransducersBlockArraysExt = "BlockArrays" + TransducersDataFramesExt = "DataFrames" + TransducersLazyArraysExt = "LazyArrays" + TransducersOnlineStatsBaseExt = "OnlineStatsBase" + TransducersReferenceablesExt = "Referenceables" + + [deps.Transducers.weakdeps] + BlockArrays = "8e7c35d0-a365-5155-bbbb-fb81a777f24e" + DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" + LazyArrays = "5078a376-72f3-5289-bfd5-ec5146d43c02" + OnlineStatsBase = "925886fa-5bf2-5e8e-b522-a9147a512338" + Referenceables = "42d2dcc6-99eb-4e98-b66c-637b7d73030e" [[deps.UUIDs]] deps = ["Random", "SHA"] @@ -923,12 +1027,6 @@ version = "1.0.2" [[deps.Unicode]] uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5" -[[deps.UnicodePlots]] -deps = ["ColorSchemes", "ColorTypes", "Contour", "Crayons", "Dates", "LinearAlgebra", "MarchingCubes", "NaNMath", "Printf", "Requires", "SnoopPrecompile", "SparseArrays", "StaticArrays", "StatsBase"] -git-tree-sha1 = "2825e58f6ec3cab889dfa2c824f8d89b9f7ee731" -uuid = "b8865327-cd53-5732-bb35-84acbb429228" -version = "3.5.1" - [[deps.UnsafeAtomics]] git-tree-sha1 = "6331ac3440856ea1988316b46045303bef658278" uuid = "013be700-e6cd-48c3-b4a1-df204f14c38f" @@ -936,20 +1034,30 @@ version = "0.2.1" [[deps.UnsafeAtomicsLLVM]] deps = ["LLVM", "UnsafeAtomics"] -git-tree-sha1 = "ea37e6066bf194ab78f4e747f5245261f17a7175" +git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e" uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249" -version = "0.1.2" +version = "0.1.3" [[deps.Zlib_jll]] deps = ["Libdl"] uuid = "83775a58-1f1d-513f-b197-d71354ab007a" -version = "1.2.12+3" +version = "1.2.13+0" [[deps.Zygote]] -deps = ["AbstractFFTs", "ChainRules", "ChainRulesCore", "DiffRules", "Distributed", "FillArrays", "ForwardDiff", "GPUArrays", "GPUArraysCore", "IRTools", "InteractiveUtils", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NaNMath", "Random", "Requires", "SnoopPrecompile", "SparseArrays", "SpecialFunctions", "Statistics", "ZygoteRules"] -git-tree-sha1 = "987ae5554ca90e837594a0f30325eeb5e7303d1e" +deps = ["AbstractFFTs", "ChainRules", "ChainRulesCore", "DiffRules", "Distributed", "FillArrays", "ForwardDiff", "GPUArrays", "GPUArraysCore", "IRTools", "InteractiveUtils", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NaNMath", "PrecompileTools", "Random", "Requires", "SparseArrays", "SpecialFunctions", "Statistics", "ZygoteRules"] +git-tree-sha1 = "b97c927497c1de55a78dc9030f6068be5d83ef80" uuid = "e88e6eb3-aa80-5325-afca-941959d7151f" -version = "0.6.60" +version = "0.6.64" + + [deps.Zygote.extensions] + ZygoteColorsExt = "Colors" + ZygoteDistancesExt = "Distances" + ZygoteTrackerExt = "Tracker" + + [deps.Zygote.weakdeps] + Colors = "5ae59095-9a9b-59fe-a467-6f913c188581" + Distances = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7" + Tracker = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c" [[deps.ZygoteRules]] deps = ["ChainRulesCore", "MacroTools"] @@ -959,14 +1067,14 @@ version = "0.2.3" [[deps.cuDNN]] deps = ["CEnum", "CUDA", "CUDNN_jll"] -git-tree-sha1 = "3aa15aba7aad5be8b9b3c1b77a9b81e3e1357280" +git-tree-sha1 = "5a1ba43303c62f4a09b0d6751422de03424ab0cd" uuid = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd" -version = "1.0.2" +version = "1.1.1" [[deps.libblastrampoline_jll]] -deps = ["Artifacts", "Libdl", "OpenBLAS_jll"] +deps = ["Artifacts", "Libdl"] uuid = "8e850b90-86db-534c-a0d3-1478176c7d93" -version = "5.1.1+0" +version = "5.8.0+0" [[deps.nghttp2_jll]] deps = ["Artifacts", "Libdl"] diff --git a/test/Project.toml b/test/Project.toml index 2c26958..0d4adde 100644 --- a/test/Project.toml +++ b/test/Project.toml @@ -1,7 +1,9 @@ [deps] +CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba" CompatHelperLocal = "5224ae11-6099-4aaa-941d-3aab004bd678" Distributions = "31c24e10-a181-5473-b8eb-7969acd0382f" Flux = "587475ba-b771-5e3f-ad9e-33799f191a9c" MLJBase = "a7f614a8-145f-11e9-1d2a-a57a1082229d" MLJFlux = "094fc8d1-fd35-5302-93ea-dabda2abf845" Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40" +cuDNN = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd" diff --git a/test/mlj_flux.jl b/test/mlj_flux.jl index 93c0b0d..de00b41 100644 --- a/test/mlj_flux.jl +++ b/test/mlj_flux.jl @@ -23,6 +23,7 @@ end @testset "GPU" begin + @info "CUDA is functional: $(CUDA.functional())." clf = JointEnergyClassifier( sampler; builder=MLJFlux.MLP(hidden=(32, 32, 32,), σ=Flux.relu), diff --git a/test/runtests.jl b/test/runtests.jl index b9a039a..5c808c3 100644 --- a/test/runtests.jl +++ b/test/runtests.jl @@ -1,3 +1,4 @@ +using CUDA using Distributions using Flux using JointEnergyModels From a7f96c647faaf29a2c1096739d44dfc1c8702355 Mon Sep 17 00:00:00 2001 From: Pat Alt <55311242+pat-alt@users.noreply.github.com> Date: Mon, 18 Sep 2023 06:59:08 +0200 Subject: [PATCH 05/10] trying to move sampler to GPU --- docs/Manifest.toml | 1533 ++++++++++++++++++++++++++++---------------- docs/Project.toml | 1 + docs/setup_docs.jl | 2 +- src/mlj_flux.jl | 6 +- src/training.jl | 7 - 5 files changed, 1002 insertions(+), 547 deletions(-) diff --git a/docs/Manifest.toml b/docs/Manifest.toml index 7404ff6..2475296 100644 --- a/docs/Manifest.toml +++ b/docs/Manifest.toml @@ -1,31 +1,45 @@ # This file is machine-generated - editing it directly is not advised -julia_version = "1.8.5" +julia_version = "1.9.3" manifest_format = "2.0" -project_hash = "fa1661325a4c5d26fc571a0abf72240342ef1bdf" +project_hash = "3770b4b5291db937c5feab2b88bf4abbde512372" [[deps.ANSIColoredPrinters]] git-tree-sha1 = "574baf8110975760d391c710b6341da1afa48d8c" uuid = "a4c015fc-c6ff-483c-b24f-f7ea428134e9" version = "0.0.1" +[[deps.ARFFFiles]] +deps = ["CategoricalArrays", "Dates", "Parsers", "Tables"] +git-tree-sha1 = "e8c8e0a2be6eb4f56b1672e46004463033daa409" +uuid = "da404889-ca92-49ff-9e8b-0aa6b4d38dc8" +version = "1.4.1" + [[deps.AbstractFFTs]] -deps = ["ChainRulesCore", "LinearAlgebra"] -git-tree-sha1 = "16b6dbc4cf7caee4e1e75c49485ec67b667098a0" +deps = ["LinearAlgebra"] +git-tree-sha1 = "d92ad398961a3ed262d8bf04a1a2b8340f915fef" uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c" -version = "1.3.1" +version = "1.5.0" +weakdeps = ["ChainRulesCore", "Test"] -[[deps.Accessors]] -deps = ["Compat", "CompositionsBase", "ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "MacroTools", "Requires", "StaticArrays", "Test"] -git-tree-sha1 = "c7dddee3f32ceac12abd9a21cd0c4cb489f230d2" -uuid = "7d9f7c33-5ae7-4f3b-8dc6-eff91059b697" -version = "0.1.29" + [deps.AbstractFFTs.extensions] + AbstractFFTsChainRulesCoreExt = "ChainRulesCore" + AbstractFFTsTestExt = "Test" + +[[deps.AbstractTrees]] +git-tree-sha1 = "faa260e4cb5aba097a73fab382dd4b5819d8ec8c" +uuid = "1520ce14-60c1-5f80-bbc7-55ef81b5835c" +version = "0.4.4" [[deps.Adapt]] deps = ["LinearAlgebra", "Requires"] -git-tree-sha1 = "cc37d689f599e8df4f464b2fa3870ff7db7492ef" +git-tree-sha1 = "76289dc51920fdc6e0013c872ba9551d54961c24" uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e" -version = "3.6.1" +version = "3.6.2" +weakdeps = ["StaticArrays"] + + [deps.Adapt.extensions] + AdaptStaticArraysExt = "StaticArrays" [[deps.ArgCheck]] git-tree-sha1 = "a3a402a35a2f7e0b87828ccabbd5ebfbebe356b4" @@ -38,9 +52,9 @@ version = "1.1.1" [[deps.ArnoldiMethod]] deps = ["LinearAlgebra", "Random", "StaticArrays"] -git-tree-sha1 = "f87e559f87a45bece9c9ed97458d3afe98b1ebb9" +git-tree-sha1 = "62e51b39331de8911e4a7ff6f5aaf38a5f4cc0ae" uuid = "ec485272-7323-5ecc-a04f-4719b315124d" -version = "0.1.0" +version = "0.2.0" [[deps.Arpack]] deps = ["Arpack_jll", "Libdl", "LinearAlgebra", "Logging"] @@ -55,10 +69,32 @@ uuid = "68821587-b530-5797-8361-c406ea357684" version = "3.5.1+1" [[deps.ArrayInterface]] -deps = ["Adapt", "LinearAlgebra", "Requires", "SnoopPrecompile", "SparseArrays", "SuiteSparse"] -git-tree-sha1 = "38911c7737e123b28182d89027f4216cfc8a9da7" +deps = ["Adapt", "LinearAlgebra", "Requires", "SparseArrays", "SuiteSparse"] +git-tree-sha1 = "f83ec24f76d4c8f525099b2ac475fc098138ec31" uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9" -version = "7.4.3" +version = "7.4.11" + + [deps.ArrayInterface.extensions] + ArrayInterfaceBandedMatricesExt = "BandedMatrices" + ArrayInterfaceBlockBandedMatricesExt = "BlockBandedMatrices" + ArrayInterfaceCUDAExt = "CUDA" + ArrayInterfaceGPUArraysCoreExt = "GPUArraysCore" + ArrayInterfaceStaticArraysCoreExt = "StaticArraysCore" + ArrayInterfaceTrackerExt = "Tracker" + + [deps.ArrayInterface.weakdeps] + BandedMatrices = "aae01518-5342-5314-be14-df237901396f" + BlockBandedMatrices = "ffab5731-97b5-5995-9138-79e8c1846df0" + CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba" + GPUArraysCore = "46192b85-c4d5-4398-a991-12ede77f4527" + StaticArraysCore = "1e83bf80-4336-4d27-bf5d-d5a4f845583c" + Tracker = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c" + +[[deps.ArrayInterfaceCore]] +deps = ["LinearAlgebra", "SnoopPrecompile", "SparseArrays", "SuiteSparse"] +git-tree-sha1 = "e5f08b5689b1aad068e01751889f2f615c7db36d" +uuid = "30b0a656-2188-435a-8636-2ec0e6a096e2" +version = "0.1.29" [[deps.Artifacts]] uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33" @@ -69,6 +105,12 @@ git-tree-sha1 = "c06a868224ecba914baa6942988e2f2aade419be" uuid = "a9b6321e-bd34-4604-b9c9-b65b8de01458" version = "0.1.0" +[[deps.AtomsBase]] +deps = ["LinearAlgebra", "PeriodicTable", "Printf", "Requires", "StaticArrays", "Unitful", "UnitfulAtomic"] +git-tree-sha1 = "c9804781ca49261c8eb6ce4b62f171cfa3d900f0" +uuid = "a963bdd2-2df7-4f54-a1ee-49d51e6be12a" +version = "0.3.4" + [[deps.AxisAlgorithms]] deps = ["LinearAlgebra", "Random", "SparseArrays", "WoodburyMatrices"] git-tree-sha1 = "66771c8d21c8ff5e3a93379480a2307ac36863f7" @@ -77,9 +119,9 @@ version = "1.0.1" [[deps.AxisArrays]] deps = ["Dates", "IntervalSets", "IterTools", "RangeArrays"] -git-tree-sha1 = "1dd4d9f5beebac0c03446918741b1a03dc5e5788" +git-tree-sha1 = "16351be62963a67ac4083f748fdb3cca58bfd52f" uuid = "39de3d68-74b9-583c-8d2d-e117c070f3a9" -version = "0.4.6" +version = "0.4.7" [[deps.BFloat16s]] deps = ["LinearAlgebra", "Printf", "Random", "Test"] @@ -93,10 +135,24 @@ uuid = "fbb218c0-5317-5bc6-957e-2ee96dd4b1f0" version = "0.3.7" [[deps.BangBang]] -deps = ["Compat", "ConstructionBase", "Future", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables", "ZygoteRules"] -git-tree-sha1 = "7fe6d92c4f281cf4ca6f2fba0ce7b299742da7ca" +deps = ["Compat", "ConstructionBase", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables"] +git-tree-sha1 = "e28912ce94077686443433c2800104b061a827ed" uuid = "198e06fe-97b7-11e9-32a5-e1d131e6ad66" -version = "0.3.37" +version = "0.3.39" + + [deps.BangBang.extensions] + BangBangChainRulesCoreExt = "ChainRulesCore" + BangBangDataFramesExt = "DataFrames" + BangBangStaticArraysExt = "StaticArrays" + BangBangStructArraysExt = "StructArrays" + BangBangTypedTablesExt = "TypedTables" + + [deps.BangBang.weakdeps] + ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4" + DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" + StaticArrays = "90137ffa-7385-5640-81b9-e52037218182" + StructArrays = "09ab397b-f2b6-538f-b94a-2f83cf4a842a" + TypedTables = "9d95f2ec-7b3d-5a63-8d20-e2491e220bb9" [[deps.Base64]] uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f" @@ -111,10 +167,16 @@ git-tree-sha1 = "43b1a4a8f797c1cddadf60499a8a077d4af2cd2d" uuid = "d1d4a3ce-64b1-5f1a-9ba4-7e7e69966f35" version = "0.1.7" +[[deps.BitTwiddlingConvenienceFunctions]] +deps = ["Static"] +git-tree-sha1 = "0c5f81f47bbbcf4aea7b2959135713459170798b" +uuid = "62783981-4cbd-42fc-bca8-16325de8dc4b" +version = "0.1.5" + [[deps.BufferedStreams]] -git-tree-sha1 = "bb065b14d7f941b8617bc323063dbe79f55d16ea" +git-tree-sha1 = "4ae47f9a4b1dc19897d3743ff13685925c5202ec" uuid = "e1450e63-4bb3-523b-b2a4-4ffa8c0fd77d" -version = "1.1.0" +version = "1.2.1" [[deps.Bzip2_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] @@ -127,17 +189,23 @@ git-tree-sha1 = "eb4cb44a499229b3b8426dcfb5dd85333951ff90" uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82" version = "0.4.2" +[[deps.CPUSummary]] +deps = ["CpuId", "IfElse", "PrecompileTools", "Static"] +git-tree-sha1 = "601f7e7b3d36f18790e2caf83a882d88e9b71ff1" +uuid = "2a0fbf3d-bb9c-48f3-b0a9-814d99fd7ab9" +version = "0.2.4" + [[deps.CSV]] -deps = ["CodecZlib", "Dates", "FilePathsBase", "InlineStrings", "Mmap", "Parsers", "PooledArrays", "SentinelArrays", "SnoopPrecompile", "Tables", "Unicode", "WeakRefStrings", "WorkerUtilities"] -git-tree-sha1 = "c700cce799b51c9045473de751e9319bdd1c6e94" +deps = ["CodecZlib", "Dates", "FilePathsBase", "InlineStrings", "Mmap", "Parsers", "PooledArrays", "PrecompileTools", "SentinelArrays", "Tables", "Unicode", "WeakRefStrings", "WorkerUtilities"] +git-tree-sha1 = "44dbf560808d49041989b8a96cae4cffbeb7966a" uuid = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b" -version = "0.10.9" +version = "0.10.11" [[deps.CUDA]] -deps = ["AbstractFFTs", "Adapt", "BFloat16s", "CEnum", "CUDA_Driver_jll", "CUDA_Runtime_Discovery", "CUDA_Runtime_jll", "CompilerSupportLibraries_jll", "ExprTools", "GPUArrays", "GPUCompiler", "KernelAbstractions", "LLVM", "LazyArtifacts", "Libdl", "LinearAlgebra", "Logging", "Preferences", "Printf", "Random", "Random123", "RandomNumbers", "Reexport", "Requires", "SparseArrays", "SpecialFunctions", "UnsafeAtomicsLLVM"] -git-tree-sha1 = "8547829ee0da896ce48a24b8d2f4bf929cf3e45e" +deps = ["AbstractFFTs", "Adapt", "BFloat16s", "CEnum", "CUDA_Driver_jll", "CUDA_Runtime_Discovery", "CUDA_Runtime_jll", "ExprTools", "GPUArrays", "GPUCompiler", "KernelAbstractions", "LLVM", "LazyArtifacts", "Libdl", "LinearAlgebra", "Logging", "Preferences", "Printf", "Random", "Random123", "RandomNumbers", "Reexport", "Requires", "SparseArrays", "SpecialFunctions", "UnsafeAtomicsLLVM"] +git-tree-sha1 = "968c1365e2992824c3e7a794e30907483f8469a9" uuid = "052768ef-5323-5732-b1bb-66c8b64840ba" -version = "4.1.4" +version = "4.4.1" [[deps.CUDA_Driver_jll]] deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"] @@ -153,15 +221,15 @@ version = "0.2.2" [[deps.CUDA_Runtime_jll]] deps = ["Artifacts", "CUDA_Driver_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"] -git-tree-sha1 = "81eed046f28a0cdd0dc1f61d00a49061b7cc9433" +git-tree-sha1 = "5248d9c45712e51e27ba9b30eebec65658c6ce29" uuid = "76a88914-d11a-5bdc-97e0-2f5a05c973a2" -version = "0.5.0+2" +version = "0.6.0+0" [[deps.CUDNN_jll]] deps = ["Artifacts", "CUDA_Runtime_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"] -git-tree-sha1 = "2918fbffb50e3b7a0b9127617587afa76d4276e8" +git-tree-sha1 = "75923dce4275ead3799b238e10178a68c07dbd3b" uuid = "62b44479-cb7b-5706-934f-f13b2eb2e645" -version = "8.8.1+0" +version = "8.9.4+0" [[deps.Cairo_jll]] deps = ["Artifacts", "Bzip2_jll", "CompilerSupportLibraries_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "JLLWrappers", "LZO_jll", "Libdl", "Pixman_jll", "Pkg", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Zlib_jll", "libpng_jll"] @@ -183,63 +251,76 @@ version = "0.2.2" [[deps.CategoricalArrays]] deps = ["DataAPI", "Future", "Missings", "Printf", "Requires", "Statistics", "Unicode"] -git-tree-sha1 = "5084cc1a28976dd1642c9f337b28a3cb03e0f7d2" +git-tree-sha1 = "1568b28f91293458345dabba6a5ea3f183250a61" uuid = "324d7699-5711-5eae-9e2f-1d82baa6b597" -version = "0.10.7" +version = "0.10.8" +weakdeps = ["JSON", "RecipesBase", "SentinelArrays", "StructTypes"] + + [deps.CategoricalArrays.extensions] + CategoricalArraysJSONExt = "JSON" + CategoricalArraysRecipesBaseExt = "RecipesBase" + CategoricalArraysSentinelArraysExt = "SentinelArrays" + CategoricalArraysStructTypesExt = "StructTypes" [[deps.CategoricalDistributions]] -deps = ["CategoricalArrays", "Distributions", "Missings", "OrderedCollections", "Random", "ScientificTypes", "UnicodePlots"] -git-tree-sha1 = "da68989f027dcefa74d44a452c9e36af9730a70d" +deps = ["CategoricalArrays", "Distributions", "Missings", "OrderedCollections", "Random", "ScientificTypes"] +git-tree-sha1 = "ed760a4fde49997ff9360a780abe6e20175162aa" uuid = "af321ab8-2d2e-40a6-b165-3d674595d28e" -version = "0.1.10" +version = "0.1.11" + + [deps.CategoricalDistributions.extensions] + UnivariateFiniteDisplayExt = "UnicodePlots" + + [deps.CategoricalDistributions.weakdeps] + UnicodePlots = "b8865327-cd53-5732-bb35-84acbb429228" [[deps.ChainRules]] -deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"] -git-tree-sha1 = "7d20c2fb8ab838e41069398685e7b6b5f89ed85b" +deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "SparseInverseSubset", "Statistics", "StructArrays", "SuiteSparse"] +git-tree-sha1 = "dbeca245b0680f5393b4e6c40dcead7230ab0b3b" uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2" -version = "1.48.0" +version = "1.54.0" [[deps.ChainRulesCore]] deps = ["Compat", "LinearAlgebra", "SparseArrays"] -git-tree-sha1 = "c6d890a52d2c4d55d326439580c3b8d0875a77d9" +git-tree-sha1 = "e30f2f4e20f7f186dc36529910beaedc60cfa644" uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4" -version = "1.15.7" - -[[deps.ChangesOfVariables]] -deps = ["ChainRulesCore", "LinearAlgebra", "Test"] -git-tree-sha1 = "485193efd2176b88e6622a39a246f8c5b600e74e" -uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0" -version = "0.1.6" +version = "1.16.0" [[deps.Chemfiles]] -deps = ["Chemfiles_jll", "DocStringExtensions"] -git-tree-sha1 = "9126d0271c337ca5ed02ba92f2dec087c4260d4a" +deps = ["AtomsBase", "Chemfiles_jll", "DocStringExtensions", "PeriodicTable", "Unitful", "UnitfulAtomic"] +git-tree-sha1 = "82fe5e341c793cb51149d993307da9543824b206" uuid = "46823bd8-5fb3-5f92-9aa0-96921f3dd015" -version = "0.10.31" +version = "0.10.41" [[deps.Chemfiles_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "d4e54b053fc584e7a0f37e9d3a5c4500927b343a" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "f3743181e30d87c23d9c8ebd493b77f43d8f1890" uuid = "78a364fa-1a3c-552a-b4bb-8fa0f9c1fcca" -version = "0.10.3+0" +version = "0.10.4+0" + +[[deps.CloseOpenIntervals]] +deps = ["Static", "StaticArrayInterface"] +git-tree-sha1 = "70232f82ffaab9dc52585e0dd043b5e0c6b714f1" +uuid = "fb6a15b2-703c-40df-9091-08a04967cfa9" +version = "0.1.12" [[deps.Clustering]] deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "Random", "SparseArrays", "Statistics", "StatsBase"] -git-tree-sha1 = "7ebbd653f74504447f1c33b91cd706a69a1b189f" +git-tree-sha1 = "b86ac2c5543660d238957dbde5ac04520ae977a7" uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5" -version = "0.14.4" +version = "0.15.4" [[deps.CodecZlib]] deps = ["TranscodingStreams", "Zlib_jll"] -git-tree-sha1 = "9c209fb7536406834aa938fb149964b985de6c83" +git-tree-sha1 = "02aa26a4cf76381be7f66e020a3eddeb27b0a092" uuid = "944b1d66-785c-5afd-91f1-9de20f533193" -version = "0.7.1" +version = "0.7.2" [[deps.ColorSchemes]] -deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "Random", "SnoopPrecompile"] -git-tree-sha1 = "aa3edc8f8dea6cbfa176ee12f7c2fc82f0608ed3" +deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "PrecompileTools", "Random"] +git-tree-sha1 = "d9a8f86737b665e15a9641ecbac64deef9ce6724" uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4" -version = "3.20.0" +version = "3.23.0" [[deps.ColorTypes]] deps = ["FixedPointNumbers", "Random"] @@ -248,10 +329,14 @@ uuid = "3da002f7-5984-5a60-b8a6-cbb66c0b333f" version = "0.11.4" [[deps.ColorVectorSpace]] -deps = ["ColorTypes", "FixedPointNumbers", "LinearAlgebra", "SpecialFunctions", "Statistics", "TensorCore"] -git-tree-sha1 = "600cc5508d66b78aae350f7accdb58763ac18589" +deps = ["ColorTypes", "FixedPointNumbers", "LinearAlgebra", "Requires", "Statistics", "TensorCore"] +git-tree-sha1 = "a1f44953f2382ebb937d60dafbe2deea4bd23249" uuid = "c3611d14-8923-5661-9e6a-0046d554d3a4" -version = "0.9.10" +version = "0.10.0" +weakdeps = ["SpecialFunctions"] + + [deps.ColorVectorSpace.extensions] + SpecialFunctionsExt = "SpecialFunctions" [[deps.Colors]] deps = ["ColorTypes", "FixedPointNumbers", "Reexport"] @@ -271,31 +356,52 @@ uuid = "bbf7d656-a473-5ed7-a52c-81e309532950" version = "0.3.0" [[deps.Compat]] -deps = ["Dates", "LinearAlgebra", "UUIDs"] -git-tree-sha1 = "7a60c856b9fa189eb34f5f8a6f6b5529b7942957" +deps = ["UUIDs"] +git-tree-sha1 = "e460f044ca8b99be31d35fe54fc33a5c33dd8ed7" uuid = "34da2185-b29b-5c13-b0c7-acf172513d20" -version = "4.6.1" +version = "4.9.0" +weakdeps = ["Dates", "LinearAlgebra"] + + [deps.Compat.extensions] + CompatLinearAlgebraExt = "LinearAlgebra" [[deps.CompilerSupportLibraries_jll]] deps = ["Artifacts", "Libdl"] uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae" -version = "1.0.1+0" +version = "1.0.5+0" [[deps.CompositionsBase]] -git-tree-sha1 = "455419f7e328a1a2493cabc6428d79e951349769" +git-tree-sha1 = "802bb88cd69dfd1509f6670416bd4434015693ad" uuid = "a33af91c-f02d-484b-be07-31d278c5ca2b" -version = "0.1.1" +version = "0.1.2" + + [deps.CompositionsBase.extensions] + CompositionsBaseInverseFunctionsExt = "InverseFunctions" + + [deps.CompositionsBase.weakdeps] + InverseFunctions = "3587e190-3f89-42d0-90ee-14403ec27112" [[deps.ComputationalResources]] git-tree-sha1 = "52cb3ec90e8a8bea0e62e275ba577ad0f74821f7" uuid = "ed09eef8-17a6-5b46-8889-db040fac31e3" version = "0.3.2" +[[deps.ConcurrentUtilities]] +deps = ["Serialization", "Sockets"] +git-tree-sha1 = "5372dbbf8f0bdb8c700db5367132925c0771ef7e" +uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb" +version = "2.2.1" + [[deps.ConstructionBase]] deps = ["LinearAlgebra"] -git-tree-sha1 = "89a9db8d28102b094992472d333674bd1a83ce2a" +git-tree-sha1 = "c53fc348ca4d40d7b371e71fd52251839080cbc9" uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9" -version = "1.5.1" +version = "1.5.4" +weakdeps = ["IntervalSets", "StaticArrays"] + + [deps.ConstructionBase.extensions] + ConstructionBaseIntervalSetsExt = "IntervalSets" + ConstructionBaseStaticArraysExt = "StaticArrays" [[deps.ContextVariablesX]] deps = ["Compat", "Logging", "UUIDs"] @@ -310,15 +416,31 @@ version = "0.6.2" [[deps.CoordinateTransformations]] deps = ["LinearAlgebra", "StaticArrays"] -git-tree-sha1 = "681ea870b918e7cff7111da58791d7f718067a19" +git-tree-sha1 = "f9d7112bfff8a19a3a4ea4e03a8e6a91fe8456bf" uuid = "150eb455-5306-5404-9cee-2592286d6298" -version = "0.6.2" +version = "0.6.3" [[deps.CounterfactualExplanations]] -deps = ["CSV", "CUDA", "CategoricalArrays", "DataFrames", "Flux", "LaplaceRedux", "LazyArtifacts", "LinearAlgebra", "MLDatasets", "MLJBase", "MLJModels", "MLUtils", "MultivariateStats", "NearestNeighborModels", "Parameters", "Plots", "ProgressMeter", "Random", "Serialization", "SliceMap", "SnoopPrecompile", "Statistics", "StatsBase", "Tables", "UMAP"] -git-tree-sha1 = "fec2f4fff04fd9cb2a86e0957757bf9e42ad2f29" +deps = ["CSV", "CUDA", "CategoricalArrays", "ChainRulesCore", "DataFrames", "DecisionTree", "Distributions", "EvoTrees", "Flux", "LaplaceRedux", "LazyArtifacts", "LinearAlgebra", "Logging", "MLDatasets", "MLJBase", "MLJDecisionTreeInterface", "MLJModels", "MLUtils", "MultivariateStats", "NearestNeighborModels", "PackageExtensionCompat", "Parameters", "PrecompileTools", "ProgressMeter", "Random", "Serialization", "Statistics", "StatsBase", "Tables", "UUIDs", "cuDNN"] +git-tree-sha1 = "9bcb579703041d8708b179e55c119f150c5565bc" uuid = "2f13d31b-18db-44c1-bc43-ebaf2cff0be0" -version = "0.1.9" +version = "0.1.23" + + [deps.CounterfactualExplanations.extensions] + MPIExt = "MPI" + PythonCallExt = "PythonCall" + RCallExt = "RCall" + + [deps.CounterfactualExplanations.weakdeps] + MPI = "da04e1cc-30fd-572f-bb4f-1f8673147195" + PythonCall = "6099a3de-0909-46bc-b1f4-468b9a2dfc0d" + RCall = "6f49c342-dc21-5d91-9882-a32aef131414" + +[[deps.CpuId]] +deps = ["Markdown"] +git-tree-sha1 = "fcbb72b032692610bfbdb15018ac16a36cf2e406" +uuid = "adafc99b-e345-5852-983c-f28acb93d879" +version = "0.3.1" [[deps.Crayons]] git-tree-sha1 = "249fe38abf76d48563e2f4556bebd215aa317e15" @@ -331,27 +453,27 @@ uuid = "dc8bdbbb-1ca9-579f-8c36-e416f6a65cce" version = "1.0.2" [[deps.DataAPI]] -git-tree-sha1 = "e8119c1a33d267e16108be441a287a6981ba1630" +git-tree-sha1 = "8da84edb865b0b5b0100c0666a9bc9a0b71c553c" uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a" -version = "1.14.0" +version = "1.15.0" [[deps.DataDeps]] deps = ["HTTP", "Libdl", "Reexport", "SHA", "p7zip_jll"] -git-tree-sha1 = "bc0a264d3e7b3eeb0b6fc9f6481f970697f29805" +git-tree-sha1 = "6e8d74545d34528c30ccd3fa0f3c00f8ed49584c" uuid = "124859b0-ceae-595e-8997-d05f6a7a8dfe" -version = "0.7.10" +version = "0.7.11" [[deps.DataFrames]] -deps = ["Compat", "DataAPI", "Future", "InlineStrings", "InvertedIndices", "IteratorInterfaceExtensions", "LinearAlgebra", "Markdown", "Missings", "PooledArrays", "PrettyTables", "Printf", "REPL", "Random", "Reexport", "SentinelArrays", "SnoopPrecompile", "SortingAlgorithms", "Statistics", "TableTraits", "Tables", "Unicode"] -git-tree-sha1 = "aa51303df86f8626a962fccb878430cdb0a97eee" +deps = ["Compat", "DataAPI", "DataStructures", "Future", "InlineStrings", "InvertedIndices", "IteratorInterfaceExtensions", "LinearAlgebra", "Markdown", "Missings", "PooledArrays", "PrecompileTools", "PrettyTables", "Printf", "REPL", "Random", "Reexport", "SentinelArrays", "SortingAlgorithms", "Statistics", "TableTraits", "Tables", "Unicode"] +git-tree-sha1 = "04c738083f29f86e62c8afc341f0967d8717bdb8" uuid = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" -version = "1.5.0" +version = "1.6.1" [[deps.DataStructures]] deps = ["Compat", "InteractiveUtils", "OrderedCollections"] -git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0" +git-tree-sha1 = "3dbd312d370723b6bb43ba9d02fc36abade4518d" uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8" -version = "0.18.13" +version = "0.18.15" [[deps.DataValueInterfaces]] git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6" @@ -362,6 +484,12 @@ version = "1.0.0" deps = ["Printf"] uuid = "ade2ca70-3891-5945-98fb-dc099432e06a" +[[deps.DecisionTree]] +deps = ["AbstractTrees", "DelimitedFiles", "LinearAlgebra", "Random", "ScikitLearnBase", "Statistics"] +git-tree-sha1 = "c6475a3ccad06cb1c2ebc0740c1bb4fe5a0731b7" +uuid = "7806a523-6efd-50cb-b5f6-3fa6f1930dbb" +version = "0.12.3" + [[deps.DefineSingletons]] git-tree-sha1 = "0fba8b706d0178b4dc7fd44a96a92382c9065c2c" uuid = "244e2a9f-e319-4986-a169-4d1fe445cd52" @@ -369,13 +497,9 @@ version = "0.1.2" [[deps.DelimitedFiles]] deps = ["Mmap"] +git-tree-sha1 = "9e2f36d3c96a820c678f2f1f1782582fcf685bae" uuid = "8bb1440f-4735-579b-a4ab-409b98df4dab" - -[[deps.DensityInterface]] -deps = ["InverseFunctions", "Test"] -git-tree-sha1 = "80c3e8639e3353e5d2912fb3a1916b8455e2494b" -uuid = "b429d917-457f-4dbc-8f4c-0cc954292b1d" -version = "0.4.0" +version = "1.9.1" [[deps.DiffResults]] deps = ["StaticArraysCore"] @@ -385,25 +509,37 @@ version = "1.1.0" [[deps.DiffRules]] deps = ["IrrationalConstants", "LogExpFunctions", "NaNMath", "Random", "SpecialFunctions"] -git-tree-sha1 = "a4ad7ef19d2cdc2eff57abbbe68032b1cd0bd8f8" +git-tree-sha1 = "23163d55f885173722d1e4cf0f6110cdbaf7e272" uuid = "b552c78f-8df3-52c6-915a-8e097449b14b" -version = "1.13.0" +version = "1.15.1" [[deps.Distances]] -deps = ["LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI"] -git-tree-sha1 = "49eba9ad9f7ead780bfb7ee319f962c811c6d3b2" +deps = ["LinearAlgebra", "Statistics", "StatsAPI"] +git-tree-sha1 = "b6def76ffad15143924a2199f72a5cd883a2e8a9" uuid = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7" -version = "0.10.8" +version = "0.10.9" +weakdeps = ["SparseArrays"] + + [deps.Distances.extensions] + DistancesSparseArraysExt = "SparseArrays" [[deps.Distributed]] deps = ["Random", "Serialization", "Sockets"] uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b" [[deps.Distributions]] -deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Test"] -git-tree-sha1 = "13027f188d26206b9e7b863036f87d2f2e7d013a" +deps = ["FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"] +git-tree-sha1 = "938fe2981db009f531b6332e31c58e9584a2f9bd" uuid = "31c24e10-a181-5473-b8eb-7969acd0382f" -version = "0.25.87" +version = "0.25.100" + + [deps.Distributions.extensions] + DistributionsChainRulesCoreExt = "ChainRulesCore" + DistributionsDensityInterfaceExt = "DensityInterface" + + [deps.Distributions.weakdeps] + ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4" + DensityInterface = "b429d917-457f-4dbc-8f4c-0cc954292b1d" [[deps.DocStringExtensions]] deps = ["LibGit2"] @@ -412,10 +548,10 @@ uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae" version = "0.9.3" [[deps.Documenter]] -deps = ["ANSIColoredPrinters", "Base64", "Dates", "DocStringExtensions", "IOCapture", "InteractiveUtils", "JSON", "LibGit2", "Logging", "Markdown", "REPL", "Test", "Unicode"] -git-tree-sha1 = "58fea7c536acd71f3eef6be3b21c0df5f3df88fd" +deps = ["ANSIColoredPrinters", "AbstractTrees", "Base64", "Dates", "DocStringExtensions", "Downloads", "IOCapture", "InteractiveUtils", "JSON", "LibGit2", "Logging", "Markdown", "MarkdownAST", "Pkg", "PrecompileTools", "REPL", "RegistryInstances", "SHA", "Test", "Unicode"] +git-tree-sha1 = "43a76dfac223a3a0d7d33443f7c9154fe75bb264" uuid = "e30172f5-a6a5-5a46-863b-614d45cd2de4" -version = "0.27.24" +version = "1.0.0" [[deps.Downloads]] deps = ["ArgTools", "FileWatching", "LibCURL", "NetworkOptions"] @@ -428,16 +564,45 @@ git-tree-sha1 = "5837a837389fccf076445fce071c8ddaea35a566" uuid = "fa6b7ba4-c1ee-5f82-b5fc-ecf0adba8f74" version = "0.6.8" -[[deps.Expat_jll]] +[[deps.EarCut_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "bad72f730e9e91c08d9427d5e8db95478a3c323d" +git-tree-sha1 = "e3290f2d49e661fbd94046d7e3726ffcb2d41053" +uuid = "5ae413db-bbd1-5e63-b57d-d24a61df00f5" +version = "2.2.4+0" + +[[deps.EarlyStopping]] +deps = ["Dates", "Statistics"] +git-tree-sha1 = "98fdf08b707aaf69f524a6cd0a67858cefe0cfb6" +uuid = "792122b4-ca99-40de-a6bc-6742525f08b6" +version = "0.3.0" + +[[deps.EvoTrees]] +deps = ["BSON", "CUDA", "CategoricalArrays", "Distributions", "MLJModelInterface", "NetworkLayout", "Random", "RecipesBase", "Statistics", "StatsBase", "Tables"] +git-tree-sha1 = "a1fa1d1743478394a0a7188d054b67546e4ca143" +uuid = "f6006082-12f8-11e9-0c9c-0d5d367ab1e5" +version = "0.16.1" + +[[deps.ExceptionUnwrapping]] +deps = ["Test"] +git-tree-sha1 = "e90caa41f5a86296e014e148ee061bd6c3edec96" +uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4" +version = "0.1.9" + +[[deps.Expat_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c" uuid = "2e619515-83b5-522b-bb60-26c02a35a201" -version = "2.4.8+0" +version = "2.5.0+0" [[deps.ExprTools]] -git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00" +git-tree-sha1 = "27415f162e6028e81c72b82ef756bf321213b6ec" uuid = "e2ba6199-217a-4e67-a87a-7c52f15ade04" -version = "0.1.9" +version = "0.1.10" + +[[deps.Extents]] +git-tree-sha1 = "5e1e4c53fa39afe63a7d356e30452249365fba99" +uuid = "411431e0-e8b7-467b-b5e0-f676ba4f2910" +version = "0.1.1" [[deps.FFMPEG]] deps = ["FFMPEG_jll"] @@ -459,9 +624,9 @@ version = "0.3.2" [[deps.FFTW]] deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"] -git-tree-sha1 = "f9818144ce7c8c41edf5c4c179c684d92aa4d9fe" +git-tree-sha1 = "b4fbdd20c889804969571cc589900803edda16b7" uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341" -version = "1.6.0" +version = "1.7.1" [[deps.FFTW_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] @@ -483,9 +648,9 @@ version = "0.1.1" [[deps.FileIO]] deps = ["Pkg", "Requires", "UUIDs"] -git-tree-sha1 = "7be5f99f7d15578798f338f5433b6c432ea8037b" +git-tree-sha1 = "299dc33549f68299137e51e6d49a13b5b1da9673" uuid = "5789e2e9-d7fb-5bc7-8068-2c6fae9b9549" -version = "1.16.0" +version = "1.16.1" [[deps.FilePathsBase]] deps = ["Compat", "Dates", "Mmap", "Printf", "Test", "UUIDs"] @@ -497,16 +662,15 @@ version = "0.9.20" uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee" [[deps.FillArrays]] -deps = ["LinearAlgebra", "Random", "SparseArrays", "Statistics"] -git-tree-sha1 = "7072f1e3e5a8be51d525d64f63d3ec1287ff2790" +deps = ["LinearAlgebra", "Random"] +git-tree-sha1 = "a20eaa3ad64254c61eeb5f230d9306e937405434" uuid = "1a297f60-69ca-5386-bcde-b61e274b549b" -version = "0.13.11" +version = "1.6.1" +weakdeps = ["SparseArrays", "Statistics"] -[[deps.FiniteDiff]] -deps = ["ArrayInterface", "LinearAlgebra", "Requires", "Setfield", "SparseArrays", "StaticArrays"] -git-tree-sha1 = "03fcb1c42ec905d15b305359603888ec3e65f886" -uuid = "6a86dc24-6348-571c-b903-95158fe2bd41" -version = "2.19.0" + [deps.FillArrays.extensions] + FillArraysSparseArraysExt = "SparseArrays" + FillArraysStatisticsExt = "Statistics" [[deps.FixedPointNumbers]] deps = ["Statistics"] @@ -515,16 +679,22 @@ uuid = "53c48c17-4a7d-5ca2-90c5-79b7896eea93" version = "0.8.4" [[deps.Flux]] -deps = ["Adapt", "CUDA", "ChainRulesCore", "Functors", "LinearAlgebra", "MLUtils", "MacroTools", "NNlib", "NNlibCUDA", "OneHotArrays", "Optimisers", "Preferences", "ProgressLogging", "Random", "Reexport", "SparseArrays", "SpecialFunctions", "Statistics", "StatsBase", "Zygote", "cuDNN"] -git-tree-sha1 = "3f6f32ec0bfd80be0cb65907cf74ec796a632012" +deps = ["Adapt", "ChainRulesCore", "Functors", "LinearAlgebra", "MLUtils", "MacroTools", "NNlib", "OneHotArrays", "Optimisers", "Preferences", "ProgressLogging", "Random", "Reexport", "SparseArrays", "SpecialFunctions", "Statistics", "Zygote"] +git-tree-sha1 = "7ffd73e8ca363f80367123aab0c5d0edabab4e60" uuid = "587475ba-b771-5e3f-ad9e-33799f191a9c" -version = "0.13.15" +version = "0.14.5" -[[deps.FoldsThreads]] -deps = ["Accessors", "FunctionWrappers", "InitialValues", "SplittablesBase", "Transducers"] -git-tree-sha1 = "eb8e1989b9028f7e0985b4268dabe94682249025" -uuid = "9c68100b-dfe1-47cf-94c8-95104e173443" -version = "0.1.1" + [deps.Flux.extensions] + FluxAMDGPUExt = "AMDGPU" + FluxCUDAExt = "CUDA" + FluxCUDAcuDNNExt = ["CUDA", "cuDNN"] + FluxMetalExt = "Metal" + + [deps.Flux.weakdeps] + AMDGPU = "21141c5a-9bdb-4563-92ae-f87d6854732e" + CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba" + Metal = "dde4c033-4e86-420c-a63e-0dd931031962" + cuDNN = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd" [[deps.Fontconfig_jll]] deps = ["Artifacts", "Bzip2_jll", "Expat_jll", "FreeType2_jll", "JLLWrappers", "Libdl", "Libuuid_jll", "Pkg", "Zlib_jll"] @@ -539,16 +709,20 @@ uuid = "59287772-0a20-5a39-b81b-1366585eb4c0" version = "0.4.2" [[deps.ForwardDiff]] -deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions", "StaticArrays"] -git-tree-sha1 = "00e252f4d706b3d55a8863432e742bf5717b498d" +deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions"] +git-tree-sha1 = "cf0fe81336da9fb90944683b8c41984b08793dad" uuid = "f6369f11-7733-5829-9624-2563aa707210" -version = "0.10.35" +version = "0.10.36" +weakdeps = ["StaticArrays"] + + [deps.ForwardDiff.extensions] + ForwardDiffStaticArraysExt = "StaticArrays" [[deps.FreeType2_jll]] -deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"] -git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9" +deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"] +git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0" uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7" -version = "2.10.4+0" +version = "2.13.1+0" [[deps.FriBidi_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] @@ -556,16 +730,11 @@ git-tree-sha1 = "aa31987c2ba8704e23c6c8ba8a4f769d5d7e4f91" uuid = "559328eb-81f9-559d-9380-de523a88c83c" version = "1.0.10+0" -[[deps.FunctionWrappers]] -git-tree-sha1 = "d62485945ce5ae9c0c48f124a84998d755bae00e" -uuid = "069b7b12-0de2-55c6-9aab-29f3d0a68a2e" -version = "1.1.3" - [[deps.Functors]] deps = ["LinearAlgebra"] -git-tree-sha1 = "478f8c3145bb91d82c2cf20433e8c1b30df454cc" +git-tree-sha1 = "9a68d75d466ccc1218d0552a8e1631151c569545" uuid = "d9f16b24-f501-4c13-a1f2-28368ffc5196" -version = "0.4.4" +version = "0.4.5" [[deps.Future]] deps = ["Random"] @@ 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"Base64", "DelimitedFiles", "Downloads", "GR_jll", "HTTP", "JSON", "Libdl", "LinearAlgebra", "Pkg", "Preferences", "Printf", "Random", "Serialization", "Sockets", "TOML", "Tar", "Test", "UUIDs", "p7zip_jll"] -git-tree-sha1 = "db730189e3d250d97515a91886de7e33aa8833e6" +git-tree-sha1 = "8e2d86e06ceb4580110d9e716be26658effc5bfd" uuid = "28b8d3ca-fb5f-59d9-8090-bfdbd6d07a71" -version = "0.72.2" +version = "0.72.8" [[deps.GR_jll]] deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Qt5Base_jll", "Zlib_jll", "libpng_jll"] -git-tree-sha1 = "47a2efe07729dd508a032e2f56c46c517481052a" +git-tree-sha1 = "da121cbdc95b065da07fbb93638367737969693f" uuid = "d2c73de3-f751-5644-a686-071e5b155ba9" -version = "0.72.2+0" +version = "0.72.8+0" [[deps.GZip]] -deps = ["Libdl"] -git-tree-sha1 = "039be665faf0b8ae36e089cd694233f5dee3f7d6" +deps = ["Libdl", "Zlib_jll"] +git-tree-sha1 = "6388a2d8e409ce23de7d03a7c73d83c5753b3eb2" uuid = "92fee26a-97fe-5a0c-ad85-20a5f3185b63" -version = "0.5.1" +version = "0.6.1" + +[[deps.GeoInterface]] +deps = ["Extents"] +git-tree-sha1 = "bb198ff907228523f3dee1070ceee63b9359b6ab" +uuid = "cf35fbd7-0cd7-5166-be24-54bfbe79505f" +version = "1.3.1" + +[[deps.GeometryBasics]] +deps = ["EarCut_jll", "Extents", "GeoInterface", "IterTools", "LinearAlgebra", "StaticArrays", "StructArrays", "Tables"] +git-tree-sha1 = "424a5a6ce7c5d97cca7bcc4eac551b97294c54af" +uuid = "5c1252a2-5f33-56bf-86c9-59e7332b4326" +version = "0.4.9" [[deps.Gettext_jll]] deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "XML2_jll"] @@ -619,17 +800,11 @@ git-tree-sha1 = "9b02998aba7bf074d14de89f9d37ca24a1a0b046" uuid = "78b55507-aeef-58d4-861c-77aaff3498b1" version = "0.21.0+0" -[[deps.Ghostscript_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "43ba3d3c82c18d88471cfd2924931658838c9d8f" -uuid = "61579ee1-b43e-5ca0-a5da-69d92c66a64b" -version = "9.55.0+4" - [[deps.Glib_jll]] -deps = ["Artifacts", "Gettext_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Libiconv_jll", "Libmount_jll", "PCRE2_jll", "Pkg", "Zlib_jll"] -git-tree-sha1 = "d3b3624125c1474292d0d8ed0f65554ac37ddb23" +deps = ["Artifacts", "Gettext_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Libiconv_jll", "Libmount_jll", "PCRE2_jll", "Zlib_jll"] +git-tree-sha1 = "e94c92c7bf4819685eb80186d51c43e71d4afa17" uuid = "7746bdde-850d-59dc-9ae8-88ece973131d" -version = "2.74.0+2" +version = "2.76.5+0" [[deps.Glob]] git-tree-sha1 = "97285bbd5230dd766e9ef6749b80fc617126d496" @@ -660,10 +835,10 @@ uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe" version = "1.0.2" [[deps.HDF5]] -deps = ["Compat", "HDF5_jll", "Libdl", "Mmap", "Random", "Requires", "UUIDs"] -git-tree-sha1 = "3dab31542b3da9f25a6a1d11159d4af8fdce7d67" +deps = ["Compat", "HDF5_jll", "Libdl", "Mmap", "Printf", "Random", "Requires", "UUIDs"] +git-tree-sha1 = "114e20044677badbc631ee6fdc80a67920561a29" uuid = "f67ccb44-e63f-5c2f-98bd-6dc0ccc4ba2f" -version = "0.16.14" +version = "0.16.16" [[deps.HDF5_jll]] deps = ["Artifacts", "JLLWrappers", "LibCURL_jll", "Libdl", "OpenSSL_jll", "Pkg", "Zlib_jll"] @@ -672,10 +847,10 @@ uuid = "0234f1f7-429e-5d53-9886-15a909be8d59" version = "1.12.2+2" [[deps.HTTP]] -deps = ["Base64", "CodecZlib", "Dates", "IniFile", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"] -git-tree-sha1 = "37e4657cd56b11abe3d10cd4a1ec5fbdb4180263" +deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"] +git-tree-sha1 = "19e974eced1768fb46fd6020171f2cec06b1edb5" uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3" -version = "1.7.4" +version = "1.9.15" [[deps.HarfBuzz_jll]] deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"] @@ -683,119 +858,148 @@ git-tree-sha1 = "129acf094d168394e80ee1dc4bc06ec835e510a3" uuid = "2e76f6c2-a576-52d4-95c1-20adfe4de566" version = "2.8.1+1" +[[deps.HistogramThresholding]] +deps = ["ImageBase", "LinearAlgebra", "MappedArrays"] +git-tree-sha1 = "7194dfbb2f8d945abdaf68fa9480a965d6661e69" +uuid = "2c695a8d-9458-5d45-9878-1b8a99cf7853" +version = "0.3.1" + +[[deps.HostCPUFeatures]] +deps = ["BitTwiddlingConvenienceFunctions", "IfElse", "Libdl", "Static"] +git-tree-sha1 = "eb8fed28f4994600e29beef49744639d985a04b2" +uuid = "3e5b6fbb-0976-4d2c-9146-d79de83f2fb0" +version = "0.1.16" + [[deps.HypergeometricFunctions]] deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"] -git-tree-sha1 = "432b5b03176f8182bd6841fbfc42c718506a2d5f" +git-tree-sha1 = "f218fe3736ddf977e0e772bc9a586b2383da2685" uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a" -version = 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["Base64", "FileIO", "Graphics", "ImageAxes", "ImageBase", "ImageBinarization", "ImageContrastAdjustment", "ImageCore", "ImageCorners", "ImageDistances", "ImageFiltering", "ImageIO", "ImageMagick", "ImageMetadata", "ImageMorphology", "ImageQualityIndexes", "ImageSegmentation", "ImageShow", "ImageTransformations", "IndirectArrays", "IntegralArrays", "Random", "Reexport", "SparseArrays", "StaticArrays", "Statistics", "StatsBase", "TiledIteration"] +git-tree-sha1 = "d438268ed7a665f8322572be0dabda83634d5f45" uuid = "916415d5-f1e6-5110-898d-aaa5f9f070e0" -version = "0.25.2" +version = "0.26.0" [[deps.Imath_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl"] @@ -813,11 +1017,6 @@ git-tree-sha1 = "5cd07aab533df5170988219191dfad0519391428" uuid = "d25df0c9-e2be-5dd7-82c8-3ad0b3e990b9" version = "0.1.3" -[[deps.IniFile]] -git-tree-sha1 = "f550e6e32074c939295eb5ea6de31849ac2c9625" -uuid = "83e8ac13-25f8-5344-8a64-a9f2b223428f" -version = "0.5.1" - [[deps.InitialValues]] git-tree-sha1 = "4da0f88e9a39111c2fa3add390ab15f3a44f3ca3" uuid = "22cec73e-a1b8-11e9-2c92-598750a2cf9c" @@ -837,9 +1036,9 @@ version = "0.1.5" [[deps.IntelOpenMP_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "0cb9352ef2e01574eeebdb102948a58740dcaf83" +git-tree-sha1 = "ad37c091f7d7daf900963171600d7c1c5c3ede32" uuid = "1d5cc7b8-4909-519e-a0f8-d0f5ad9712d0" -version = "2023.1.0+0" +version = "2023.2.0+0" [[deps.InteractiveUtils]] deps = ["Markdown"] @@ -858,16 +1057,14 @@ uuid = "a98d9a8b-a2ab-59e6-89dd-64a1c18fca59" version = "0.14.7" [[deps.IntervalSets]] -deps = ["Dates", "Random", "Statistics"] -git-tree-sha1 = "16c0cc91853084cb5f58a78bd209513900206ce6" +deps = ["Dates", "Random"] +git-tree-sha1 = "8e59ea773deee525c99a8018409f64f19fb719e6" uuid = "8197267c-284f-5f27-9208-e0e47529a953" -version = "0.7.4" +version = "0.7.7" +weakdeps = ["Statistics"] -[[deps.InverseFunctions]] -deps = ["Test"] -git-tree-sha1 = "49510dfcb407e572524ba94aeae2fced1f3feb0f" -uuid = "3587e190-3f89-42d0-90ee-14403ec27112" -version = "0.1.8" + [deps.IntervalSets.extensions] + IntervalSetsStatisticsExt = "Statistics" [[deps.InvertedIndices]] git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038" @@ -880,9 +1077,15 @@ uuid = "92d709cd-6900-40b7-9082-c6be49f344b6" version = "0.2.2" [[deps.IterTools]] -git-tree-sha1 = "fa6287a4469f5e048d763df38279ee729fbd44e5" +git-tree-sha1 = "4ced6667f9974fc5c5943fa5e2ef1ca43ea9e450" uuid = "c8e1da08-722c-5040-9ed9-7db0dc04731e" -version = "1.4.0" +version = "1.8.0" + +[[deps.IterationControl]] +deps = ["EarlyStopping", "InteractiveUtils"] +git-tree-sha1 = "d7df9a6fdd82a8cfdfe93a94fcce35515be634da" +uuid = "b3c1a2ee-3fec-4384-bf48-272ea71de57c" +version = "0.5.3" [[deps.IteratorInterfaceExtensions]] git-tree-sha1 = "a3f24677c21f5bbe9d2a714f95dcd58337fb2856" @@ -891,9 +1094,9 @@ version = "1.0.0" [[deps.JLD2]] deps = ["FileIO", "MacroTools", "Mmap", "OrderedCollections", "Pkg", "Printf", "Reexport", "Requires", "TranscodingStreams", "UUIDs"] -git-tree-sha1 = "42c17b18ced77ff0be65957a591d34f4ed57c631" +git-tree-sha1 = "aa6ffef1fd85657f4999030c52eaeec22a279738" uuid = "033835bb-8acc-5ee8-8aae-3f567f8a3819" -version = "0.4.31" +version = "0.4.33" [[deps.JLFzf]] deps = ["Pipe", "REPL", "Random", "fzf_jll"] @@ -902,10 +1105,10 @@ uuid = "1019f520-868f-41f5-a6de-eb00f4b6a39c" version = "0.1.5" [[deps.JLLWrappers]] -deps = ["Preferences"] -git-tree-sha1 = "abc9885a7ca2052a736a600f7fa66209f96506e1" +deps = ["Artifacts", "Preferences"] +git-tree-sha1 = "7e5d6779a1e09a36db2a7b6cff50942a0a7d0fca" uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210" -version = "1.4.1" +version = "1.5.0" [[deps.JSON]] deps = ["Dates", "Mmap", "Parsers", "Unicode"] @@ -914,22 +1117,22 @@ uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6" version = "0.21.4" [[deps.JSON3]] -deps = ["Dates", "Mmap", "Parsers", "SnoopPrecompile", "StructTypes", "UUIDs"] -git-tree-sha1 = "84b10656a41ef564c39d2d477d7236966d2b5683" +deps = ["Dates", "Mmap", "Parsers", "PrecompileTools", "StructTypes", "UUIDs"] +git-tree-sha1 = "95220473901735a0f4df9d1ca5b171b568b2daa3" uuid = "0f8b85d8-7281-11e9-16c2-39a750bddbf1" -version = "1.12.0" +version = "1.13.2" [[deps.JointEnergyModels]] -deps = ["CategoricalArrays", "ChainRulesCore", "ComputationalResources", "Distributions", "Flux", "MLJFlux", "MLJModelInterface", "MLUtils", "PkgTemplates", "ProgressMeter", "Random", "StatsBase", "Tables"] +deps = ["CategoricalArrays", "ChainRulesCore", "ComputationalResources", "Distributions", "Flux", "MLJFlux", "MLJModelInterface", "MLUtils", "ProgressMeter", "Random", "StatsBase", "Tables", "Zygote", "cuDNN"] path = ".." uuid = "48c56d24-211d-4463-bbc0-7a701b291131" -version = "0.1.0" +version = "0.1.3" [[deps.JpegTurbo]] deps = ["CEnum", "FileIO", "ImageCore", "JpegTurbo_jll", "TOML"] -git-tree-sha1 = "106b6aa272f294ba47e96bd3acbabdc0407b5c60" +git-tree-sha1 = "327713faef2a3e5c80f96bf38d1fa26f7a6ae29e" uuid = "b835a17e-a41a-41e7-81f0-2f016b05efe0" -version = "0.1.2" +version = "0.1.3" [[deps.JpegTurbo_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl"] @@ -943,16 +1146,17 @@ git-tree-sha1 = "49fb3cb53362ddadb4415e9b73926d6b40709e70" uuid = "b14d175d-62b4-44ba-8fb7-3064adc8c3ec" version = "0.2.4" -[[deps.JuliennedArrays]] -git-tree-sha1 = "4aeebbfcf0615641ec4b0782b73b638eeeabd62e" -uuid = "5cadff95-7770-533d-a838-a1bf817ee6e0" -version = "0.3.0" - [[deps.KernelAbstractions]] -deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "SnoopPrecompile", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"] -git-tree-sha1 = "976231af02176082fb266a9f96a59da51fcacf20" +deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "Requires", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"] +git-tree-sha1 = "4c5875e4c228247e1c2b087669846941fb6e0118" uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c" -version = "0.9.2" +version = "0.9.8" + + [deps.KernelAbstractions.extensions] + EnzymeExt = "EnzymeCore" + + [deps.KernelAbstractions.weakdeps] + EnzymeCore = "f151be2c-9106-41f4-ab19-57ee4f262869" [[deps.LAME_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] @@ -968,15 +1172,21 @@ version = "3.0.0+1" [[deps.LLVM]] deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"] -git-tree-sha1 = "a8960cae30b42b66dd41808beb76490519f6f9e2" +git-tree-sha1 = "a9d2ce1d5007b1e8f6c5b89c5a31ff8bd146db5c" uuid = "929cbde3-209d-540e-8aea-75f648917ca0" -version = "5.0.0" +version = "6.2.1" [[deps.LLVMExtra_jll]] deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"] -git-tree-sha1 = "09b7505cc0b1cee87e5d4a26eea61d2e1b0dcd35" +git-tree-sha1 = "7ca6850ae880cc99b59b88517545f91a52020afa" uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab" -version = "0.0.21+0" +version = "0.0.25+0" + +[[deps.LLVMOpenMP_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] +git-tree-sha1 = "f689897ccbe049adb19a065c495e75f372ecd42b" +uuid = "1d63c593-3942-5779-bab2-d838dc0a180e" +version = "15.0.4+0" [[deps.LZO_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] @@ -990,16 +1200,41 @@ uuid = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f" version = "1.3.0" [[deps.LaplaceRedux]] -deps = ["Flux", "LinearAlgebra", "Parameters", "Plots", "Zygote"] -git-tree-sha1 = "a4adebbeafb96d0864b4833c254013f66dc6e0ee" +deps = ["CSV", "Compat", "ComputationalResources", "DataFrames", "Flux", "LinearAlgebra", "MLJ", "MLJBase", "MLJFlux", "MLJModelInterface", "MLUtils", "Parameters", "ProgressMeter", "Random", "Statistics", "Tables", "Tullio", "Zygote"] +git-tree-sha1 = "ca7a96bd2be5066bb2378b42c0191c672811bfaa" uuid = "c52c1a26-f7c5-402b-80be-ba1e638ad478" -version = "0.1.2" +version = "0.1.3" [[deps.Latexify]] deps = ["Formatting", "InteractiveUtils", "LaTeXStrings", "MacroTools", "Markdown", "OrderedCollections", "Printf", "Requires"] -git-tree-sha1 = "98dc144f1e0b299d49e8d23e56ad68d3e4f340a5" +git-tree-sha1 = 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[[deps.LazyArtifacts]] deps = ["Artifacts", "Pkg"] @@ -1057,10 +1292,10 @@ uuid = "7add5ba3-2f88-524e-9cd5-f83b8a55f7b8" version = "1.42.0+0" [[deps.Libiconv_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "c7cb1f5d892775ba13767a87c7ada0b980ea0a71" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "f9557a255370125b405568f9767d6d195822a175" uuid = "94ce4f54-9a6c-5748-9c1c-f9c7231a4531" -version = "1.16.1+2" +version = "1.17.0+0" [[deps.Libmount_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] @@ -1080,84 +1315,139 @@ git-tree-sha1 = "7f3efec06033682db852f8b3bc3c1d2b0a0ab066" uuid = "38a345b3-de98-5d2b-a5d3-14cd9215e700" version = "2.36.0+0" -[[deps.LightGraphs]] -deps = ["ArnoldiMethod", "DataStructures", "Distributed", "Inflate", "LinearAlgebra", "Random", "SharedArrays", "SimpleTraits", "SparseArrays", "Statistics"] -git-tree-sha1 = "432428df5f360964040ed60418dd5601ecd240b6" -uuid = "093fc24a-ae57-5d10-9952-331d41423f4d" -version = 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"InteractiveUtils", "InvertedIndices", "LinearAlgebra", "LossFunctions", "MLJModelInterface", "Missings", "OrderedCollections", "Parameters", "PrettyTables", "ProgressMeter", "Random", "ScientificTypes", "Serialization", "StatisticalTraits", "Statistics", "StatsBase", "Tables"] -git-tree-sha1 = "e99e84c7ca1696b38e2a8823f53ac9cc775599dd" +git-tree-sha1 = "0b7307d1a7214ec3c0ba305571e713f9492ea984" uuid = "a7f614a8-145f-11e9-1d2a-a57a1082229d" -version = "0.21.9" +version = "0.21.14" + +[[deps.MLJDecisionTreeInterface]] +deps = ["CategoricalArrays", "DecisionTree", "MLJModelInterface", "Random", "Tables"] +git-tree-sha1 = "8059d088428cbe215ea0eb2199a58da2d806d446" +uuid = "c6f25543-311c-4c74-83dc-3ea6d1015661" +version = "0.4.0" + +[[deps.MLJEnsembles]] +deps = ["CategoricalArrays", "CategoricalDistributions", "ComputationalResources", "Distributed", "Distributions", "MLJBase", "MLJModelInterface", "ProgressMeter", "Random", "ScientificTypesBase", "StatsBase"] +git-tree-sha1 = "95b306ef8108067d26dfde9ff3457d59911cc0d6" +uuid = "50ed68f4-41fd-4504-931a-ed422449fee0" +version = "0.3.3" + +[[deps.MLJFlow]] +deps = ["MLFlowClient", "MLJBase", "MLJModelInterface"] +git-tree-sha1 = "bceeeb648c9aa2fc6f65f957c688b164d30f2905" +uuid = "7b7b8358-b45c-48ea-a8ef-7ca328ad328f" +version = "0.1.1" [[deps.MLJFlux]] deps = ["CategoricalArrays", "ColorTypes", "ComputationalResources", "Flux", "MLJModelInterface", "Metalhead", "ProgressMeter", "Random", "Statistics", "Tables"] -git-tree-sha1 = "b27c3b96cc2a602a1e91eba36b8ca3d796f30ae0" +git-tree-sha1 = "40f9e99a6770bc795f70f1908316e1491488a7b7" uuid = "094fc8d1-fd35-5302-93ea-dabda2abf845" -version = "0.2.10" +version = "0.3.1" + +[[deps.MLJIteration]] +deps = ["IterationControl", "MLJBase", "Random", "Serialization"] +git-tree-sha1 = "be6d5c71ab499a59e82d65e00a89ceba8732fcd5" +uuid = "614be32b-d00c-4edb-bd02-1eb411ab5e55" +version = "0.5.1" [[deps.MLJModelInterface]] deps = ["Random", "ScientificTypesBase", "StatisticalTraits"] -git-tree-sha1 = "c8b7e632d6754a5e36c0d94a4b466a5ba3a30128" +git-tree-sha1 = "03ae109be87f460fe3c96b8a0dbbf9c7bf840bd5" uuid = "e80e1ace-859a-464e-9ed9-23947d8ae3ea" -version = "1.8.0" +version = "1.9.2" [[deps.MLJModels]] deps = ["CategoricalArrays", "CategoricalDistributions", "Combinatorics", "Dates", "Distances", "Distributions", "InteractiveUtils", "LinearAlgebra", "MLJModelInterface", "Markdown", "OrderedCollections", "Parameters", "Pkg", "PrettyPrinting", "REPL", "Random", "RelocatableFolders", "ScientificTypes", "StatisticalTraits", "Statistics", "StatsBase", "Tables"] -git-tree-sha1 = "21acf47dc53ccc3d68e38ac7629756cd09b599f5" +git-tree-sha1 = "2b49f04f70266a2b040eb46ece157c4f5c1b0c13" uuid = "d491faf4-2d78-11e9-2867-c94bc002c0b7" -version = "0.16.6" +version = "0.16.10" + +[[deps.MLJTuning]] +deps = ["ComputationalResources", "Distributed", "Distributions", "LatinHypercubeSampling", "MLJBase", "ProgressMeter", "Random", "RecipesBase"] +git-tree-sha1 = "02688098bd77827b64ed8ad747c14f715f98cfc4" +uuid = "03970b2e-30c4-11ea-3135-d1576263f10f" +version = "0.7.4" [[deps.MLStyle]] git-tree-sha1 = "bc38dff0548128765760c79eb7388a4b37fae2c8" @@ -1165,32 +1455,37 @@ uuid = "d8e11817-5142-5d16-987a-aa16d5891078" version = "0.4.17" [[deps.MLUtils]] -deps = ["ChainRulesCore", "Compat", "DataAPI", "DelimitedFiles", "FLoops", "FoldsThreads", "NNlib", "Random", "ShowCases", "SimpleTraits", "Statistics", "StatsBase", "Tables", "Transducers"] -git-tree-sha1 = "f69cdbb5b7c630c02481d81d50eac43697084fe0" +deps = ["ChainRulesCore", "Compat", "DataAPI", "DelimitedFiles", "FLoops", "NNlib", "Random", "ShowCases", "SimpleTraits", "Statistics", "StatsBase", "Tables", "Transducers"] +git-tree-sha1 = "3504cdb8c2bc05bde4d4b09a81b01df88fcbbba0" uuid = "f1d291b0-491e-4a28-83b9-f70985020b54" -version = "0.4.1" +version = "0.4.3" [[deps.MacroTools]] deps = ["Markdown", "Random"] -git-tree-sha1 = "42324d08725e200c23d4dfb549e0d5d89dede2d2" +git-tree-sha1 = "9ee1618cbf5240e6d4e0371d6f24065083f60c48" uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09" -version = "0.5.10" +version = "0.5.11" + +[[deps.ManualMemory]] +git-tree-sha1 = "bcaef4fc7a0cfe2cba636d84cda54b5e4e4ca3cd" +uuid = "d125e4d3-2237-4719-b19c-fa641b8a4667" +version = "0.1.8" [[deps.MappedArrays]] -git-tree-sha1 = "e8b359ef06ec72e8c030463fe02efe5527ee5142" +git-tree-sha1 = "2dab0221fe2b0f2cb6754eaa743cc266339f527e" uuid = "dbb5928d-eab1-5f90-85c2-b9b0edb7c900" -version = "0.4.1" - -[[deps.MarchingCubes]] -deps = ["SnoopPrecompile", "StaticArrays"] -git-tree-sha1 = "b198463d1a631e8771709bc8e011ba329da9ad38" -uuid = "299715c1-40a9-479a-aaf9-4a633d36f717" -version = "0.1.7" +version = "0.4.2" [[deps.Markdown]] deps = ["Base64"] uuid = "d6f4376e-aef5-505a-96c1-9c027394607a" +[[deps.MarkdownAST]] +deps = ["AbstractTrees", "Markdown"] +git-tree-sha1 = "e8513266815200c0c8f522d6d44ffb5e9b366ae4" +uuid = "d0879d2d-cac2-40c8-9cee-1863dc0c7391" +version = "0.1.1" + [[deps.MbedTLS]] deps = ["Dates", "MbedTLS_jll", "MozillaCACerts_jll", "Random", "Sockets"] git-tree-sha1 = "03a9b9718f5682ecb107ac9f7308991db4ce395b" @@ -1200,7 +1495,7 @@ version = "1.1.7" [[deps.MbedTLS_jll]] deps = ["Artifacts", "Libdl"] uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1" -version = "2.28.0+0" +version = "2.28.2+0" [[deps.Measures]] git-tree-sha1 = "c13304c81eec1ed3af7fc20e75fb6b26092a1102" @@ -1214,10 +1509,10 @@ uuid = "626554b9-1ddb-594c-aa3c-2596fe9399a5" version = "0.7.2" [[deps.Metalhead]] -deps = ["Artifacts", "BSON", "Flux", "Functors", "LazyArtifacts", "MLUtils", "NNlib", "Random", "Statistics"] -git-tree-sha1 = "0e95f91cc5f23610f8f270d7397f307b21e19d2b" +deps = ["Artifacts", "BSON", "CUDA", "ChainRulesCore", "Flux", "Functors", "JLD2", "LazyArtifacts", "MLUtils", "NNlib", "PartialFunctions", "Random", "Statistics"] +git-tree-sha1 = "c093734078e92a4edcf54e850af68ef8cc2c9e03" uuid = "dbeba491-748d-5e0e-a39e-b530a07fa0cc" -version = "0.7.4" +version = "0.8.2" [[deps.MicroCollections]] deps = ["BangBang", "InitialValues", "Setfield"] @@ -1234,12 +1529,6 @@ version = "1.1.0" [[deps.Mmap]] uuid = "a63ad114-7e13-5084-954f-fe012c677804" -[[deps.Mocking]] -deps = ["Compat", "ExprTools"] -git-tree-sha1 = "782e258e80d68a73d8c916e55f8ced1de00c2cea" -uuid = "78c3b35d-d492-501b-9361-3d52fe80e533" -version = "0.7.6" - [[deps.MosaicViews]] deps = ["MappedArrays", "OffsetArrays", "PaddedViews", "StackViews"] git-tree-sha1 = "7b86a5d4d70a9f5cdf2dacb3cbe6d251d1a61dbe" @@ -1248,37 +1537,29 @@ version = "0.3.4" [[deps.MozillaCACerts_jll]] uuid = "14a3606d-f60d-562e-9121-12d972cd8159" -version = "2022.2.1" +version = "2022.10.11" [[deps.MultivariateStats]] deps = ["Arpack", "LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI", "StatsBase"] -git-tree-sha1 = "91a48569383df24f0fd2baf789df2aade3d0ad80" +git-tree-sha1 = "68bf5103e002c44adfd71fea6bd770b3f0586843" uuid = "6f286f6a-111f-5878-ab1e-185364afe411" -version = "0.10.1" - -[[deps.Mustache]] -deps = ["Printf", "Tables"] -git-tree-sha1 = "87c371d27dbf2449a5685652ab322be163269df0" -uuid = "ffc61752-8dc7-55ee-8c37-f3e9cdd09e70" -version = "1.0.15" - -[[deps.NLSolversBase]] -deps = ["DiffResults", "Distributed", "FiniteDiff", "ForwardDiff"] -git-tree-sha1 = "a0b464d183da839699f4c79e7606d9d186ec172c" -uuid = "d41bc354-129a-5804-8e4c-c37616107c6c" -version = "7.8.3" +version = "0.10.2" [[deps.NNlib]] deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"] -git-tree-sha1 = "99e6dbb50d8a96702dc60954569e9fe7291cc55d" +git-tree-sha1 = "3b29fafcdfa66d6673306cf116a2dc243933e2c5" uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd" -version = "0.8.20" +version = "0.9.5" + + [deps.NNlib.extensions] + NNlibAMDGPUExt = "AMDGPU" + NNlibCUDACUDNNExt = ["CUDA", "cuDNN"] + NNlibCUDAExt = "CUDA" -[[deps.NNlibCUDA]] -deps = ["Adapt", "CUDA", "LinearAlgebra", "NNlib", "Random", "Statistics", "cuDNN"] -git-tree-sha1 = "f94a9684394ff0d325cc12b06da7032d8be01aaf" -uuid = "a00861dc-f156-4864-bf3c-e6376f28a68d" -version = "0.2.7" + [deps.NNlib.weakdeps] + AMDGPU = "21141c5a-9bdb-4563-92ae-f87d6854732e" + CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba" + cuDNN = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd" [[deps.NPZ]] deps = ["FileIO", "ZipFile"] @@ -1298,17 +1579,11 @@ git-tree-sha1 = "1a0fa0e9613f46c9b8c11eee38ebb4f590013c5e" uuid = "71a1bf82-56d0-4bbc-8a3c-48b961074391" version = "0.1.5" -[[deps.NearestNeighborDescent]] -deps = ["DataStructures", "Distances", "LightGraphs", "Random", "Reexport", "SparseArrays"] -git-tree-sha1 = "8f41eced4332166c3548bda137779c38975ac4af" -uuid = "dd2c4c9e-a32f-5b2f-b342-08c2f244fce8" -version = "0.3.5" - [[deps.NearestNeighborModels]] deps = ["Distances", "FillArrays", "InteractiveUtils", "LinearAlgebra", "MLJModelInterface", "NearestNeighbors", "Statistics", "StatsBase", "Tables"] -git-tree-sha1 = "c2179f9d8de066c481b889a1426068c5831bb10b" +git-tree-sha1 = "e411143a8362926e4284a54e745972e939fbab78" uuid = "636a865e-7cf4-491e-846c-de09b730eb36" -version = "0.2.2" +version = "0.2.3" [[deps.NearestNeighbors]] deps = ["Distances", "StaticArrays"] @@ -1318,9 +1593,15 @@ version = "0.4.13" [[deps.Netpbm]] deps = ["FileIO", "ImageCore", "ImageMetadata"] -git-tree-sha1 = "5ae7ca23e13855b3aba94550f26146c01d259267" +git-tree-sha1 = "d92b107dbb887293622df7697a2223f9f8176fcd" uuid = "f09324ee-3d7c-5217-9330-fc30815ba969" -version = "1.1.0" +version = "1.1.1" + +[[deps.NetworkLayout]] +deps = ["GeometryBasics", "LinearAlgebra", "Random", "Requires", "SparseArrays", "StaticArrays"] +git-tree-sha1 = "2bfd8cd7fba3e46ce48139ae93904ee848153660" +uuid = "46757867-2c16-5918-afeb-47bfcb05e46a" +version = "0.4.5" [[deps.NetworkOptions]] uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908" @@ -1328,9 +1609,9 @@ version = "1.2.0" [[deps.OffsetArrays]] deps = ["Adapt"] -git-tree-sha1 = "82d7c9e310fe55aa54996e6f7f94674e2a38fcb4" +git-tree-sha1 = "2ac17d29c523ce1cd38e27785a7d23024853a4bb" uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881" -version = "1.12.9" +version = "1.12.10" [[deps.Ogg_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] @@ -1340,14 +1621,14 @@ version = "1.3.5+1" [[deps.OneHotArrays]] deps = ["Adapt", "ChainRulesCore", "Compat", "GPUArraysCore", "LinearAlgebra", "NNlib"] -git-tree-sha1 = "f511fca956ed9e70b80cd3417bb8c2dde4b68644" +git-tree-sha1 = "5e4029759e8699ec12ebdf8721e51a659443403c" uuid = "0b1bfda6-eb8a-41d2-88d8-f5af5cad476f" -version = "0.2.3" +version = "0.2.4" [[deps.OpenBLAS_jll]] deps = ["Artifacts", "CompilerSupportLibraries_jll", "Libdl"] uuid = "4536629a-c528-5b80-bd46-f80d51c5b363" -version = "0.3.20+0" +version = "0.3.21+4" [[deps.OpenEXR]] deps = ["Colors", "FileIO", "OpenEXR_jll"] @@ -1366,17 +1647,23 @@ deps = ["Artifacts", "Libdl"] uuid = "05823500-19ac-5b8b-9628-191a04bc5112" version = "0.8.1+0" +[[deps.OpenML]] +deps = ["ARFFFiles", "HTTP", "JSON", "Markdown", "Pkg", "Scratch"] +git-tree-sha1 = "6efb039ae888699d5a74fb593f6f3e10c7193e33" +uuid = "8b6db2d4-7670-4922-a472-f9537c81ab66" +version = "0.3.1" + [[deps.OpenSSL]] deps = ["BitFlags", "Dates", "MozillaCACerts_jll", "OpenSSL_jll", "Sockets"] -git-tree-sha1 = "5b3e170ea0724f1e3ed6018c5b006c190f80e87d" +git-tree-sha1 = "51901a49222b09e3743c65b8847687ae5fc78eb2" uuid = "4d8831e6-92b7-49fb-bdf8-b643e874388c" -version = "1.3.5" +version = "1.4.1" [[deps.OpenSSL_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "9ff31d101d987eb9d66bd8b176ac7c277beccd09" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "a12e56c72edee3ce6b96667745e6cbbe5498f200" uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95" -version = "1.1.20+0" +version = "1.1.23+0" [[deps.OpenSpecFun_jll]] deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"] @@ -1384,17 +1671,11 @@ git-tree-sha1 = "13652491f6856acfd2db29360e1bbcd4565d04f1" uuid = "efe28fd5-8261-553b-a9e1-b2916fc3738e" version = "0.5.5+0" -[[deps.OptimBase]] -deps = ["NLSolversBase", "Printf", "Reexport"] -git-tree-sha1 = "9cb1fee807b599b5f803809e85c81b582d2009d6" -uuid = "87e2bd06-a317-5318-96d9-3ecbac512eee" -version = "2.0.2" - [[deps.Optimisers]] deps = ["ChainRulesCore", "Functors", "LinearAlgebra", "Random", "Statistics"] -git-tree-sha1 = "6a01f65dd8583dee82eecc2a19b0ff21521aa749" +git-tree-sha1 = "34205b1204cc83c43cd9cfe53ffbd3b310f6e8c5" uuid = "3bd65402-5787-11e9-1adc-39752487f4e2" -version = "0.2.18" +version = "0.3.1" [[deps.Opus_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] @@ -1403,14 +1684,14 @@ uuid = "91d4177d-7536-5919-b921-800302f37372" version = "1.3.2+0" [[deps.OrderedCollections]] -git-tree-sha1 = "d321bf2de576bf25ec4d3e4360faca399afca282" +git-tree-sha1 = "2e73fe17cac3c62ad1aebe70d44c963c3cfdc3e3" uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d" -version = "1.6.0" +version = "1.6.2" [[deps.PCRE2_jll]] deps = ["Artifacts", "Libdl"] uuid = "efcefdf7-47ab-520b-bdef-62a2eaa19f15" -version = "10.40.0+0" +version = "10.42.0+0" [[deps.PDMats]] deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"] @@ -1420,9 +1701,15 @@ version = "0.11.17" [[deps.PNGFiles]] deps = ["Base64", "CEnum", "ImageCore", "IndirectArrays", "OffsetArrays", "libpng_jll"] -git-tree-sha1 = "f809158b27eba0c18c269cf2a2be6ed751d3e81d" +git-tree-sha1 = "9b02b27ac477cad98114584ff964e3052f656a0f" uuid = "f57f5aa1-a3ce-4bc8-8ab9-96f992907883" -version = "0.3.17" +version = "0.4.0" + +[[deps.PackageExtensionCompat]] +git-tree-sha1 = "f9b1e033c2b1205cf30fd119f4e50881316c1923" +uuid = "65ce6f38-6b18-4e1d-a461-8949797d7930" +version = "1.0.1" +weakdeps = ["Requires", "TOML"] [[deps.PaddedViews]] deps = ["OffsetArrays"] @@ -1437,16 +1724,27 @@ uuid = "d96e819e-fc66-5662-9728-84c9c7592b0a" version = "0.12.3" [[deps.Parsers]] -deps = ["Dates", "SnoopPrecompile"] -git-tree-sha1 = "478ac6c952fddd4399e71d4779797c538d0ff2bf" +deps = ["Dates", "PrecompileTools", "UUIDs"] +git-tree-sha1 = "716e24b21538abc91f6205fd1d8363f39b442851" uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0" -version = "2.5.8" +version = "2.7.2" + +[[deps.PartialFunctions]] +git-tree-sha1 = "b3901ea034cfd8aae57a2fa0dde0b0ea18bad1cb" +uuid = "570af359-4316-4cb7-8c74-252c00c2016b" +version = "1.1.1" + +[[deps.PeriodicTable]] +deps = ["Base64", "Test", "Unitful"] +git-tree-sha1 = "9a9731f346797126271405971dfdf4709947718b" +uuid = "7b2266bf-644c-5ea3-82d8-af4bbd25a884" +version = "1.1.4" [[deps.Pickle]] -deps = ["DataStructures", "InternedStrings", "Serialization", "SparseArrays", "Strided", "StringEncodings", "ZipFile"] -git-tree-sha1 = "e6a34eb1dc0c498f0774bbfbbbeff2de101f4235" +deps = ["BFloat16s", "DataStructures", "InternedStrings", "Serialization", "SparseArrays", "Strided", "StringEncodings", "ZipFile"] +git-tree-sha1 = "2e71d7dbcab8dc47306c0ed6ac6018fbc1a7070f" uuid = "fbb45041-c46e-462f-888f-7c521cafbc2c" -version = "0.3.2" +version = "0.3.3" [[deps.Pipe]] git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d" @@ -1454,27 +1752,21 @@ uuid = "b98c9c47-44ae-5843-9183-064241ee97a0" version = "1.3.0" [[deps.Pixman_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "b4f5d02549a10e20780a24fce72bea96b6329e29" +deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LLVMOpenMP_jll", "Libdl"] +git-tree-sha1 = "64779bc4c9784fee475689a1752ef4d5747c5e87" uuid = "30392449-352a-5448-841d-b1acce4e97dc" -version = "0.40.1+0" +version = "0.42.2+0" [[deps.Pkg]] -deps = ["Artifacts", "Dates", "Downloads", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"] +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 = "1.8.0" - -[[deps.PkgTemplates]] -deps = ["Dates", "InteractiveUtils", "LibGit2", "Mocking", "Mustache", "Parameters", "Pkg", "REPL", "UUIDs"] -git-tree-sha1 = "b8e88d61d55607c07ac1ed9dabf474cfab8490b9" -uuid = "14b8a8f1-9102-5b29-a752-f990bacb7fe1" -version = "0.7.34" +version = "1.9.2" [[deps.PkgVersion]] deps = ["Pkg"] -git-tree-sha1 = "f6cf8e7944e50901594838951729a1861e668cb8" +git-tree-sha1 = "f9501cc0430a26bc3d156ae1b5b0c1b47af4d6da" uuid = "eebad327-c553-4316-9ea0-9fa01ccd7688" -version = "0.3.2" +version = "0.3.3" [[deps.PlotThemes]] deps = ["PlotUtils", "Statistics"] @@ -1483,28 +1775,70 @@ uuid = "ccf2f8ad-2431-5c83-bf29-c5338b663b6a" version = "3.1.0" [[deps.PlotUtils]] -deps = ["ColorSchemes", "Colors", "Dates", "Printf", "Random", "Reexport", "SnoopPrecompile", "Statistics"] -git-tree-sha1 = "c95373e73290cf50a8a22c3375e4625ded5c5280" +deps = ["ColorSchemes", "Colors", "Dates", "PrecompileTools", "Printf", "Random", "Reexport", "Statistics"] +git-tree-sha1 = "f92e1315dadf8c46561fb9396e525f7200cdc227" uuid = "995b91a9-d308-5afd-9ec6-746e21dbc043" -version = "1.3.4" +version = "1.3.5" [[deps.Plots]] -deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "Preferences", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SnoopPrecompile", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "Unzip"] -git-tree-sha1 = "5434b0ee344eaf2854de251f326df8720f6a7b55" +deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "PrecompileTools", "Preferences", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "UnitfulLatexify", "Unzip"] +git-tree-sha1 = "ccee59c6e48e6f2edf8a5b64dc817b6729f99eb5" uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80" -version = "1.38.10" +version = "1.39.0" + + [deps.Plots.extensions] + FileIOExt = "FileIO" + GeometryBasicsExt = "GeometryBasics" + IJuliaExt = "IJulia" + ImageInTerminalExt = "ImageInTerminal" + UnitfulExt = "Unitful" + + [deps.Plots.weakdeps] + FileIO = "5789e2e9-d7fb-5bc7-8068-2c6fae9b9549" + GeometryBasics = "5c1252a2-5f33-56bf-86c9-59e7332b4326" + IJulia = "7073ff75-c697-5162-941a-fcdaad2a7d2a" + ImageInTerminal = "d8c32880-2388-543b-8c61-d9f865259254" + Unitful = "1986cc42-f94f-5a68-af5c-568840ba703d" + +[[deps.PolyesterWeave]] +deps = ["BitTwiddlingConvenienceFunctions", "CPUSummary", "IfElse", "Static", "ThreadingUtilities"] +git-tree-sha1 = "240d7170f5ffdb285f9427b92333c3463bf65bf6" +uuid = "1d0040c9-8b98-4ee7-8388-3f51789ca0ad" +version = "0.2.1" + +[[deps.Polynomials]] +deps = ["LinearAlgebra", "RecipesBase"] +git-tree-sha1 = "3aa2bb4982e575acd7583f01531f241af077b163" +uuid = "f27b6e38-b328-58d1-80ce-0feddd5e7a45" +version = "3.2.13" + + [deps.Polynomials.extensions] + PolynomialsChainRulesCoreExt = "ChainRulesCore" + PolynomialsMakieCoreExt = "MakieCore" + PolynomialsMutableArithmeticsExt = "MutableArithmetics" + + [deps.Polynomials.weakdeps] + ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4" + MakieCore = "20f20a25-4f0e-4fdf-b5d1-57303727442b" + MutableArithmetics = "d8a4904e-b15c-11e9-3269-09a3773c0cb0" [[deps.PooledArrays]] deps = ["DataAPI", "Future"] -git-tree-sha1 = "a6062fe4063cdafe78f4a0a81cfffb89721b30e7" +git-tree-sha1 = "36d8b4b899628fb92c2749eb488d884a926614d3" uuid = "2dfb63ee-cc39-5dd5-95bd-886bf059d720" -version = "1.4.2" +version = "1.4.3" + +[[deps.PrecompileTools]] +deps = ["Preferences"] +git-tree-sha1 = "03b4c25b43cb84cee5c90aa9b5ea0a78fd848d2f" +uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a" +version = "1.2.0" [[deps.Preferences]] deps = ["TOML"] -git-tree-sha1 = "47e5f437cc0e7ef2ce8406ce1e7e24d44915f88d" +git-tree-sha1 = "7eb1686b4f04b82f96ed7a4ea5890a4f0c7a09f1" uuid = "21216c6a-2e73-6563-6e65-726566657250" -version = "1.3.0" +version = "1.4.0" [[deps.PrettyPrint]] git-tree-sha1 = "632eb4abab3449ab30c5e1afaa874f0b98b586e4" @@ -1512,15 +1846,15 @@ uuid = "8162dcfd-2161-5ef2-ae6c-7681170c5f98" version = "0.2.0" [[deps.PrettyPrinting]] -git-tree-sha1 = "4be53d093e9e37772cc89e1009e8f6ad10c4681b" +git-tree-sha1 = "22a601b04a154ca38867b991d5017469dc75f2db" uuid = "54e16d92-306c-5ea0-a30b-337be88ac337" -version = "0.4.0" +version = "0.4.1" [[deps.PrettyTables]] -deps = ["Crayons", "Formatting", "LaTeXStrings", "Markdown", "Reexport", "StringManipulation", "Tables"] -git-tree-sha1 = "548793c7859e28ef026dba514752275ee871169f" +deps = ["Crayons", "LaTeXStrings", "Markdown", "Printf", "Reexport", "StringManipulation", "Tables"] +git-tree-sha1 = "ee094908d720185ddbdc58dbe0c1cbe35453ec7a" uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d" -version = "2.2.3" +version = "2.2.7" [[deps.Printf]] deps = ["Unicode"] @@ -1528,9 +1862,9 @@ uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7" [[deps.ProgressBars]] deps = ["Printf"] -git-tree-sha1 = "9d84c8646109eb8bc7a006d59b157c64d5155c81" +git-tree-sha1 = "b437cdb0385ed38312d91d9c00c20f3798b30256" uuid = "49802e3a-d2f1-5c88-81d8-b72133a6f568" -version = "1.5.0" +version = "1.5.1" [[deps.ProgressLogging]] deps = ["Logging", "SHA", "UUIDs"] @@ -1540,9 +1874,9 @@ version = "0.1.4" [[deps.ProgressMeter]] deps = ["Distributed", "Printf"] -git-tree-sha1 = "d7a7aef8f8f2d537104f170139553b14dfe39fe9" +git-tree-sha1 = "00099623ffee15972c16111bcf84c58a0051257c" uuid = "92933f4c-e287-5a05-a399-4b506db050ca" -version = "1.7.2" +version = "1.9.0" [[deps.QOI]] deps = ["ColorTypes", "FileIO", "FixedPointNumbers"] @@ -1578,9 +1912,9 @@ uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" [[deps.Random123]] deps = ["Random", "RandomNumbers"] -git-tree-sha1 = "7a1a306b72cfa60634f03a911405f4e64d1b718b" +git-tree-sha1 = "552f30e847641591ba3f39fd1bed559b9deb0ef3" uuid = "74087812-796a-5b5d-8853-05524746bad3" -version = "1.6.0" +version = "1.6.1" [[deps.RandomNumbers]] deps = ["Random", "Requires"] @@ -1595,9 +1929,13 @@ version = "0.3.2" [[deps.Ratios]] deps = ["Requires"] -git-tree-sha1 = "dc84268fe0e3335a62e315a3a7cf2afa7178a734" +git-tree-sha1 = "1342a47bf3260ee108163042310d26f2be5ec90b" uuid = "c84ed2f1-dad5-54f0-aa8e-dbefe2724439" -version = "0.4.3" +version = "0.4.5" +weakdeps = ["FixedPointNumbers"] + + [deps.Ratios.extensions] + RatiosFixedPointNumbersExt = "FixedPointNumbers" [[deps.RealDot]] deps = ["LinearAlgebra"] @@ -1606,16 +1944,16 @@ uuid = "c1ae055f-0cd5-4b69-90a6-9a35b1a98df9" version = "0.1.0" [[deps.RecipesBase]] -deps = ["SnoopPrecompile"] -git-tree-sha1 = "261dddd3b862bd2c940cf6ca4d1c8fe593e457c8" +deps = ["PrecompileTools"] +git-tree-sha1 = "5c3d09cc4f31f5fc6af001c250bf1278733100ff" uuid = "3cdcf5f2-1ef4-517c-9805-6587b60abb01" -version = "1.3.3" +version = "1.3.4" [[deps.RecipesPipeline]] -deps = ["Dates", "NaNMath", "PlotUtils", "RecipesBase", "SnoopPrecompile"] -git-tree-sha1 = "e974477be88cb5e3040009f3767611bc6357846f" +deps = ["Dates", "NaNMath", "PlotUtils", "PrecompileTools", "RecipesBase"] +git-tree-sha1 = "45cf9fd0ca5839d06ef333c8201714e888486342" uuid = "01d81517-befc-4cb6-b9ec-a95719d0359c" -version = "0.6.11" +version = "0.6.12" [[deps.Reexport]] git-tree-sha1 = "45e428421666073eab6f2da5c9d310d99bb12f9b" @@ -1628,6 +1966,12 @@ git-tree-sha1 = "4618ed0da7a251c7f92e869ae1a19c74a7d2a7f9" uuid = "dee08c22-ab7f-5625-9660-a9af2021b33f" version = "0.3.2" +[[deps.RegistryInstances]] +deps = ["LazilyInitializedFields", "Pkg", "TOML", "Tar"] +git-tree-sha1 = "ffd19052caf598b8653b99404058fce14828be51" +uuid = "2792f1a3-b283-48e8-9a74-f99dce5104f3" +version = "0.1.0" + [[deps.RelocatableFolders]] deps = ["SHA", "Scratch"] git-tree-sha1 = "90bc7a7c96410424509e4263e277e43250c05691" @@ -1653,15 +1997,26 @@ uuid = "f50d1b31-88e8-58de-be2c-1cc44531875f" version = "0.4.0+0" [[deps.Rotations]] -deps = ["LinearAlgebra", "Quaternions", "Random", "StaticArrays", "Statistics"] -git-tree-sha1 = "72a6abdcd088764878b473102df7c09bbc0548de" +deps = ["LinearAlgebra", "Quaternions", "Random", "StaticArrays"] +git-tree-sha1 = "54ccb4dbab4b1f69beb255a2c0ca5f65a9c82f08" uuid = "6038ab10-8711-5258-84ad-4b1120ba62dc" -version = "1.4.0" +version = "1.5.1" [[deps.SHA]] uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce" version = "0.7.0" +[[deps.SIMDTypes]] +git-tree-sha1 = "330289636fb8107c5f32088d2741e9fd7a061a5c" +uuid = "94e857df-77ce-4151-89e5-788b33177be4" +version = "0.1.0" + +[[deps.SLEEFPirates]] +deps = ["IfElse", "Static", "VectorizationBase"] +git-tree-sha1 = "4b8586aece42bee682399c4c4aee95446aa5cd19" +uuid = "476501e8-09a2-5ece-8869-fb82de89a1fa" +version = "0.6.39" + [[deps.ScientificTypes]] deps = ["CategoricalArrays", "ColorTypes", "Dates", "Distributions", "PrettyTables", "Reexport", "ScientificTypesBase", "StatisticalTraits", "Tables"] git-tree-sha1 = "75ccd10ca65b939dab03b812994e571bf1e3e1da" @@ -1673,6 +2028,12 @@ git-tree-sha1 = "a8e18eb383b5ecf1b5e6fc237eb39255044fd92b" uuid = "30f210dd-8aff-4c5f-94ba-8e64358c1161" version = "3.0.0" +[[deps.ScikitLearnBase]] +deps = ["LinearAlgebra", "Random", "Statistics"] +git-tree-sha1 = "7877e55c1523a4b336b433da39c8e8c08d2f221f" +uuid = "6e75b9c4-186b-50bd-896f-2d2496a4843e" +version = "0.5.0" + [[deps.Scratch]] deps = ["Dates"] git-tree-sha1 = "30449ee12237627992a99d5e30ae63e4d78cd24a" @@ -1681,9 +2042,9 @@ version = "1.2.0" [[deps.SentinelArrays]] deps = ["Dates", "Random"] -git-tree-sha1 = "77d3c4726515dca71f6d80fbb5e251088defe305" +git-tree-sha1 = "04bdff0b09c65ff3e06a05e3eb7b120223da3d39" uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c" -version = "1.3.18" +version = "1.4.0" [[deps.Serialization]] uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b" @@ -1721,22 +2082,16 @@ uuid = "699a6c99-e7fa-54fc-8d76-47d257e15c1d" version = "0.9.4" [[deps.SimpleWeightedGraphs]] -deps = ["Graphs", "LinearAlgebra", "Markdown", "SparseArrays", "Test"] -git-tree-sha1 = "7d0b07df35fccf9b866a94bcab98822a87a3cb6f" +deps = ["Graphs", "LinearAlgebra", "Markdown", "SparseArrays"] +git-tree-sha1 = "4b33e0e081a825dbfaf314decf58fa47e53d6acb" uuid = "47aef6b3-ad0c-573a-a1e2-d07658019622" -version = "1.3.0" +version = "1.4.0" [[deps.Sixel]] deps = ["Dates", "FileIO", "ImageCore", "IndirectArrays", "OffsetArrays", "REPL", "libsixel_jll"] -git-tree-sha1 = "8fb59825be681d451c246a795117f317ecbcaa28" +git-tree-sha1 = "2da10356e31327c7096832eb9cd86307a50b1eb6" uuid = "45858cf5-a6b0-47a3-bbea-62219f50df47" -version = "0.1.2" - -[[deps.SliceMap]] -deps = ["ForwardDiff", "JuliennedArrays", "StaticArrays", "Tracker", "ZygoteRules"] -git-tree-sha1 = "f988004407ccf6c398a87914eafdd8bc9109e533" -uuid = "82cb661a-3f19-5665-9e27-df437c7e54c8" -version = "0.2.7" +version = "0.1.3" [[deps.SnoopPrecompile]] deps = ["Preferences"] @@ -1749,19 +2104,29 @@ uuid = "6462fe0b-24de-5631-8697-dd941f90decc" [[deps.SortingAlgorithms]] deps = ["DataStructures"] -git-tree-sha1 = "a4ada03f999bd01b3a25dcaa30b2d929fe537e00" +git-tree-sha1 = "c60ec5c62180f27efea3ba2908480f8055e17cee" uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c" -version = "1.1.0" +version = "1.1.1" [[deps.SparseArrays]] -deps = ["LinearAlgebra", "Random"] +deps = ["Libdl", "LinearAlgebra", "Random", "Serialization", "SuiteSparse_jll"] uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf" +[[deps.SparseInverseSubset]] +deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"] +git-tree-sha1 = "91402087fd5d13b2d97e3ef29bbdf9d7859e678a" +uuid = "dc90abb0-5640-4711-901d-7e5b23a2fada" +version = "0.1.1" + [[deps.SpecialFunctions]] -deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"] -git-tree-sha1 = "ef28127915f4229c971eb43f3fc075dd3fe91880" +deps = ["IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"] +git-tree-sha1 = "e2cfc4012a19088254b3950b85c3c1d8882d864d" uuid = "276daf66-3868-5448-9aa4-cd146d93841b" -version = "2.2.0" +version = "2.3.1" +weakdeps = ["ChainRulesCore"] + + [deps.SpecialFunctions.extensions] + SpecialFunctionsChainRulesCoreExt = "ChainRulesCore" [[deps.SplittablesBase]] deps = ["Setfield", "Test"] @@ -1769,22 +2134,49 @@ git-tree-sha1 = "e08a62abc517eb79667d0a29dc08a3b589516bb5" uuid = "171d559e-b47b-412a-8079-5efa626c420e" version = "0.1.15" +[[deps.StableRNGs]] +deps = ["Random", "Test"] +git-tree-sha1 = "3be7d49667040add7ee151fefaf1f8c04c8c8276" +uuid = "860ef19b-820b-49d6-a774-d7a799459cd3" +version = "1.0.0" + [[deps.StackViews]] deps = ["OffsetArrays"] git-tree-sha1 = "46e589465204cd0c08b4bd97385e4fa79a0c770c" uuid = "cae243ae-269e-4f55-b966-ac2d0dc13c15" version = "0.1.1" +[[deps.Static]] +deps = ["IfElse"] +git-tree-sha1 = "f295e0a1da4ca425659c57441bcb59abb035a4bc" +uuid = "aedffcd0-7271-4cad-89d0-dc628f76c6d3" +version = "0.8.8" + +[[deps.StaticArrayInterface]] +deps = ["ArrayInterface", "Compat", "IfElse", "LinearAlgebra", "PrecompileTools", "Requires", "SparseArrays", "Static", "SuiteSparse"] +git-tree-sha1 = "03fec6800a986d191f64f5c0996b59ed526eda25" +uuid = "0d7ed370-da01-4f52-bd93-41d350b8b718" +version = "1.4.1" +weakdeps = ["OffsetArrays", "StaticArrays"] + + [deps.StaticArrayInterface.extensions] + StaticArrayInterfaceOffsetArraysExt = "OffsetArrays" + StaticArrayInterfaceStaticArraysExt = "StaticArrays" + [[deps.StaticArrays]] -deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"] -git-tree-sha1 = "63e84b7fdf5021026d0f17f76af7c57772313d99" +deps = ["LinearAlgebra", "Random", "StaticArraysCore"] +git-tree-sha1 = "51621cca8651d9e334a659443a74ce50a3b6dfab" uuid = "90137ffa-7385-5640-81b9-e52037218182" -version = "1.5.21" +version = "1.6.3" +weakdeps = ["Statistics"] + + [deps.StaticArrays.extensions] + StaticArraysStatisticsExt = "Statistics" [[deps.StaticArraysCore]] -git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a" +git-tree-sha1 = "36b3d696ce6366023a0ea192b4cd442268995a0d" uuid = "1e83bf80-4336-4d27-bf5d-d5a4f845583c" -version = "1.4.0" +version = "1.4.2" [[deps.StatisticalTraits]] deps = ["ScientificTypesBase"] @@ -1795,25 +2187,34 @@ version = "3.2.0" [[deps.Statistics]] deps = ["LinearAlgebra", "SparseArrays"] uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" +version = "1.9.0" [[deps.StatsAPI]] deps = ["LinearAlgebra"] -git-tree-sha1 = "45a7769a04a3cf80da1c1c7c60caf932e6f4c9f7" +git-tree-sha1 = "1ff449ad350c9c4cbc756624d6f8a8c3ef56d3ed" uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0" -version = "1.6.0" +version = "1.7.0" [[deps.StatsBase]] deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"] -git-tree-sha1 = "d1bf48bfcc554a3761a133fe3a9bb01488e06916" +git-tree-sha1 = "75ebe04c5bed70b91614d684259b661c9e6274a4" uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91" -version = "0.33.21" +version = "0.34.0" [[deps.StatsFuns]] -deps = ["ChainRulesCore", "HypergeometricFunctions", "InverseFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"] +deps = ["HypergeometricFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"] git-tree-sha1 = "f625d686d5a88bcd2b15cd81f18f98186fdc0c9a" uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c" version = "1.3.0" + [deps.StatsFuns.extensions] + StatsFunsChainRulesCoreExt = "ChainRulesCore" + StatsFunsInverseFunctionsExt = "InverseFunctions" + + [deps.StatsFuns.weakdeps] + ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4" + InverseFunctions = "3587e190-3f89-42d0-90ee-14403ec27112" + [[deps.Strided]] deps = ["LinearAlgebra", "TupleTools"] git-tree-sha1 = "a7a664c91104329c88222aa20264e1a05b6ad138" @@ -1822,20 +2223,21 @@ version = "1.2.3" [[deps.StringEncodings]] deps = ["Libiconv_jll"] -git-tree-sha1 = "33c0da881af3248dafefb939a21694b97cfece76" +git-tree-sha1 = "b765e46ba27ecf6b44faf70df40c57aa3a547dcb" uuid = "69024149-9ee7-55f6-a4c4-859efe599b68" -version = "0.3.6" +version = "0.3.7" [[deps.StringManipulation]] -git-tree-sha1 = "46da2434b41f41ac3594ee9816ce5541c6096123" +deps = ["PrecompileTools"] +git-tree-sha1 = "a04cabe79c5f01f4d723cc6704070ada0b9d46d5" uuid = "892a3eda-7b42-436c-8928-eab12a02cf0e" -version = "0.3.0" +version = "0.3.4" [[deps.StructArrays]] -deps = ["Adapt", "DataAPI", "GPUArraysCore", "StaticArraysCore", "Tables"] -git-tree-sha1 = "521a0e828e98bb69042fec1809c1b5a680eb7389" +deps = ["Adapt", "ConstructionBase", "DataAPI", "GPUArraysCore", "StaticArraysCore", "Tables"] +git-tree-sha1 = "0a3db38e4cce3c54fe7a71f831cd7b6194a54213" uuid = "09ab397b-f2b6-538f-b94a-2f83cf4a842a" -version = "0.6.15" +version = "0.6.16" [[deps.StructTypes]] deps = ["Dates", "UUIDs"] @@ -1847,10 +2249,15 @@ version = "1.10.0" deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"] uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9" +[[deps.SuiteSparse_jll]] +deps = ["Artifacts", "Libdl", "Pkg", "libblastrampoline_jll"] +uuid = "bea87d4a-7f5b-5778-9afe-8cc45184846c" +version = "5.10.1+6" + [[deps.TOML]] deps = ["Dates"] uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76" -version = "1.0.0" +version = "1.0.3" [[deps.TableTraits]] deps = ["IteratorInterfaceExtensions"] @@ -1867,7 +2274,7 @@ version = "1.10.1" [[deps.Tar]] deps = ["ArgTools", "SHA"] uuid = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e" -version = "1.10.1" +version = "1.10.0" [[deps.TensorCore]] deps = ["LinearAlgebra"] @@ -1879,6 +2286,12 @@ version = "0.1.1" deps = ["InteractiveUtils", "Logging", "Random", "Serialization"] uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40" +[[deps.ThreadingUtilities]] +deps = ["ManualMemory"] +git-tree-sha1 = "eda08f7e9818eb53661b3deb74e3159460dfbc27" +uuid = "8290d209-cae3-49c0-8002-c8c24d57dab5" +version = "0.5.2" + [[deps.TiffImages]] deps = ["ColorTypes", "DataStructures", "DocStringExtensions", "FileIO", "FixedPointNumbers", "IndirectArrays", "Inflate", "Mmap", "OffsetArrays", "PkgVersion", "ProgressMeter", "UUIDs"] git-tree-sha1 = "8621f5c499a8aa4aa970b1ae381aae0ef1576966" @@ -1886,10 +2299,10 @@ uuid = "731e570b-9d59-4bfa-96dc-6df516fadf69" version = "0.6.4" [[deps.TiledIteration]] -deps = ["OffsetArrays"] -git-tree-sha1 = "5683455224ba92ef59db72d10690690f4a8dc297" +deps = ["OffsetArrays", "StaticArrayInterface"] +git-tree-sha1 = "1176cc31e867217b06928e2f140c90bd1bc88283" uuid = "06e1c1a7-607b-532d-9fad-de7d9aa2abac" -version = "0.3.1" +version = "0.5.0" [[deps.TimerOutputs]] deps = ["ExprTools", "Printf"] @@ -1897,39 +2310,47 @@ git-tree-sha1 = "f548a9e9c490030e545f72074a41edfd0e5bcdd7" uuid = "a759f4b9-e2f1-59dc-863e-4aeb61b1ea8f" version = "0.5.23" -[[deps.Tracker]] -deps = ["Adapt", "DiffRules", "ForwardDiff", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NNlib", "NaNMath", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"] -git-tree-sha1 = "0874c1b5de1b5529b776cfeca3ec0acfada97b1b" -uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c" -version = "0.2.20" - [[deps.TranscodingStreams]] deps = ["Random", "Test"] -git-tree-sha1 = "0b829474fed270a4b0ab07117dce9b9a2fa7581a" +git-tree-sha1 = "9a6ae7ed916312b41236fcef7e0af564ef934769" uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa" -version = "0.9.12" +version = "0.9.13" [[deps.Transducers]] -deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"] -git-tree-sha1 = "c42fa452a60f022e9e087823b47e5a5f8adc53d5" +deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "ConstructionBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"] +git-tree-sha1 = "53bd5978b182fa7c57577bdb452c35e5b4fb73a5" uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999" -version = "0.4.75" +version = "0.4.78" + + [deps.Transducers.extensions] + TransducersBlockArraysExt = "BlockArrays" + TransducersDataFramesExt = "DataFrames" + TransducersLazyArraysExt = "LazyArrays" + TransducersOnlineStatsBaseExt = "OnlineStatsBase" + TransducersReferenceablesExt = "Referenceables" + + [deps.Transducers.weakdeps] + BlockArrays = "8e7c35d0-a365-5155-bbbb-fb81a777f24e" + DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" + LazyArrays = "5078a376-72f3-5289-bfd5-ec5146d43c02" + OnlineStatsBase = "925886fa-5bf2-5e8e-b522-a9147a512338" + Referenceables = "42d2dcc6-99eb-4e98-b66c-637b7d73030e" + +[[deps.Tullio]] +deps = ["ChainRulesCore", "DiffRules", "LinearAlgebra", "Requires"] +git-tree-sha1 = "7871a39eac745697ee512a87eeff06a048a7905b" +uuid = "bc48ee85-29a4-5162-ae0b-a64e1601d4bc" +version = "0.3.5" [[deps.TupleTools]] -git-tree-sha1 = "3c712976c47707ff893cf6ba4354aa14db1d8938" +git-tree-sha1 = "155515ed4c4236db30049ac1495e2969cc06be9d" uuid = "9d95972d-f1c8-5527-a6e0-b4b365fa01f6" -version = "1.3.0" - -[[deps.UMAP]] -deps = ["Arpack", "Distances", "LinearAlgebra", "LsqFit", "NearestNeighborDescent", "Random", "SparseArrays"] -git-tree-sha1 = "2a6991639e93fcbbdb8a0476b521a6ac9700ee97" -uuid = "c4f8c510-2410-5be4-91d7-4fbaeb39457e" -version = "0.1.9" +version = "1.4.3" [[deps.URIs]] -git-tree-sha1 = "074f993b0ca030848b897beff716d93aca60f06a" +git-tree-sha1 = "b7a5e99f24892b6824a954199a45e9ffcc1c70f0" uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4" -version = "1.4.2" +version = "1.5.0" [[deps.UUIDs]] deps = ["Random", "SHA"] @@ -1949,11 +2370,31 @@ git-tree-sha1 = "53915e50200959667e78a92a418594b428dffddf" uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1" version = "0.4.1" -[[deps.UnicodePlots]] -deps = ["ColorSchemes", "ColorTypes", "Contour", "Crayons", "Dates", "LinearAlgebra", "MarchingCubes", "NaNMath", "Printf", "Requires", "SnoopPrecompile", "SparseArrays", "StaticArrays", "StatsBase"] -git-tree-sha1 = "2825e58f6ec3cab889dfa2c824f8d89b9f7ee731" -uuid = "b8865327-cd53-5732-bb35-84acbb429228" -version = "3.5.1" +[[deps.Unitful]] +deps = ["Dates", "LinearAlgebra", "Random"] +git-tree-sha1 = "a72d22c7e13fe2de562feda8645aa134712a87ee" +uuid = "1986cc42-f94f-5a68-af5c-568840ba703d" +version = "1.17.0" + + [deps.Unitful.extensions] + ConstructionBaseUnitfulExt = "ConstructionBase" + InverseFunctionsUnitfulExt = "InverseFunctions" + + [deps.Unitful.weakdeps] + ConstructionBase = "187b0558-2788-49d3-abe0-74a17ed4e7c9" + InverseFunctions = "3587e190-3f89-42d0-90ee-14403ec27112" + +[[deps.UnitfulAtomic]] +deps = ["Unitful"] +git-tree-sha1 = "903be579194534af1c4b4778d1ace676ca042238" +uuid = "a7773ee8-282e-5fa2-be4e-bd808c38a91a" +version = "1.0.0" + +[[deps.UnitfulLatexify]] +deps = ["LaTeXStrings", "Latexify", "Unitful"] +git-tree-sha1 = "e2d817cc500e960fdbafcf988ac8436ba3208bfd" +uuid = "45397f5d-5981-4c77-b2b3-fc36d6e9b728" +version = "1.6.3" [[deps.UnsafeAtomics]] git-tree-sha1 = "6331ac3440856ea1988316b46045303bef658278" @@ -1962,15 +2403,21 @@ version = "0.2.1" [[deps.UnsafeAtomicsLLVM]] deps = ["LLVM", "UnsafeAtomics"] -git-tree-sha1 = "ea37e6066bf194ab78f4e747f5245261f17a7175" +git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e" uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249" -version = "0.1.2" +version = "0.1.3" [[deps.Unzip]] git-tree-sha1 = "ca0969166a028236229f63514992fc073799bb78" uuid = "41fe7b60-77ed-43a1-b4f0-825fd5a5650d" version = "0.2.0" +[[deps.VectorizationBase]] +deps = ["ArrayInterface", "CPUSummary", "HostCPUFeatures", "IfElse", "LayoutPointers", "Libdl", "LinearAlgebra", "SIMDTypes", "Static", "StaticArrayInterface"] +git-tree-sha1 = "b182207d4af54ac64cbc71797765068fdeff475d" +uuid = "3d5dd08c-fd9d-11e8-17fa-ed2836048c2f" +version = "0.21.64" + [[deps.Wayland_jll]] deps = ["Artifacts", "Expat_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg", "XML2_jll"] git-tree-sha1 = "ed8d92d9774b077c53e1da50fd81a36af3744c1c" @@ -2001,10 +2448,10 @@ uuid = "76eceee3-57b5-4d4a-8e66-0e911cebbf60" version = "1.6.1" [[deps.XML2_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "Zlib_jll"] -git-tree-sha1 = "93c41695bc1c08c46c5899f4fe06d6ead504bb73" +deps = ["Artifacts", "JLLWrappers", "Libdl", "Libiconv_jll", "Zlib_jll"] +git-tree-sha1 = "04a51d15436a572301b5abbb9d099713327e9fc4" uuid = "02c8fc9c-b97f-50b9-bbe4-9be30ff0a78a" -version = "2.10.3+0" +version = "2.10.4+0" [[deps.XSLT_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgcrypt_jll", "Libgpg_error_jll", "Libiconv_jll", "Pkg", "XML2_jll", "Zlib_jll"] @@ -2013,16 +2460,16 @@ uuid = "aed1982a-8fda-507f-9586-7b0439959a61" version = "1.1.34+0" [[deps.Xorg_libX11_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"] -git-tree-sha1 = "5be649d550f3f4b95308bf0183b82e2582876527" +deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"] +git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495" uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc" -version = "1.6.9+4" +version = "1.8.6+0" [[deps.Xorg_libXau_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "4e490d5c960c314f33885790ed410ff3a94ce67e" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8" uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec" -version = "1.0.9+4" +version = "1.0.11+0" [[deps.Xorg_libXcursor_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"] @@ -2031,10 +2478,10 @@ uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724" version = "1.2.0+4" [[deps.Xorg_libXdmcp_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "4fe47bd2247248125c428978740e18a681372dd4" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7" uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05" -version = "1.1.3+4" +version = "1.1.4+0" [[deps.Xorg_libXext_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"] @@ -2073,22 +2520,22 @@ uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa" version = "0.9.10+4" [[deps.Xorg_libpthread_stubs_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "6783737e45d3c59a4a4c4091f5f88cdcf0908cbb" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9" uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74" -version = "0.1.0+3" +version = "0.1.1+0" [[deps.Xorg_libxcb_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"] -git-tree-sha1 = "daf17f441228e7a3833846cd048892861cff16d6" +deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"] +git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d" uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b" -version = "1.13.0+3" +version = "1.15.0+0" [[deps.Xorg_libxkbfile_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"] -git-tree-sha1 = "926af861744212db0eb001d9e40b5d16292080b2" +deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"] +git-tree-sha1 = "730eeca102434283c50ccf7d1ecdadf521a765a4" uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a" -version = "1.1.0+4" +version = "1.1.2+0" [[deps.Xorg_xcb_util_image_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"] @@ -2121,22 +2568,22 @@ uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361" version = "0.4.1+1" [[deps.Xorg_xkbcomp_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxkbfile_jll"] -git-tree-sha1 = "4bcbf660f6c2e714f87e960a171b119d06ee163b" +deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxkbfile_jll"] +git-tree-sha1 = "330f955bc41bb8f5270a369c473fc4a5a4e4d3cb" uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4" -version = "1.4.2+4" +version = "1.4.6+0" [[deps.Xorg_xkeyboard_config_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xkbcomp_jll"] -git-tree-sha1 = "5c8424f8a67c3f2209646d4425f3d415fee5931d" +deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xkbcomp_jll"] +git-tree-sha1 = "691634e5453ad362044e2ad653e79f3ee3bb98c3" uuid = "33bec58e-1273-512f-9401-5d533626f822" -version = "2.27.0+4" +version = "2.39.0+0" [[deps.Xorg_xtrans_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77" uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10" -version = "1.4.0+3" +version = "1.5.0+0" [[deps.ZipFile]] deps = ["Libdl", "Printf", "Zlib_jll"] @@ -2147,7 +2594,7 @@ version = "0.10.1" [[deps.Zlib_jll]] deps = ["Libdl"] uuid = "83775a58-1f1d-513f-b197-d71354ab007a" -version = "1.2.12+3" +version = "1.2.13+0" [[deps.Zstd_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl"] @@ -2156,10 +2603,20 @@ uuid = "3161d3a3-bdf6-5164-811a-617609db77b4" version = "1.5.5+0" [[deps.Zygote]] -deps = ["AbstractFFTs", "ChainRules", "ChainRulesCore", "DiffRules", "Distributed", "FillArrays", "ForwardDiff", "GPUArrays", "GPUArraysCore", "IRTools", "InteractiveUtils", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NaNMath", "Random", "Requires", "SnoopPrecompile", "SparseArrays", "SpecialFunctions", "Statistics", "ZygoteRules"] -git-tree-sha1 = "987ae5554ca90e837594a0f30325eeb5e7303d1e" +deps = ["AbstractFFTs", "ChainRules", "ChainRulesCore", "DiffRules", "Distributed", "FillArrays", "ForwardDiff", "GPUArrays", "GPUArraysCore", "IRTools", "InteractiveUtils", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NaNMath", "PrecompileTools", "Random", "Requires", "SparseArrays", "SpecialFunctions", "Statistics", "ZygoteRules"] +git-tree-sha1 = "b97c927497c1de55a78dc9030f6068be5d83ef80" uuid = "e88e6eb3-aa80-5325-afca-941959d7151f" -version = "0.6.60" +version = "0.6.64" + + [deps.Zygote.extensions] + ZygoteColorsExt = "Colors" + ZygoteDistancesExt = "Distances" + ZygoteTrackerExt = "Tracker" + + [deps.Zygote.weakdeps] + Colors = "5ae59095-9a9b-59fe-a467-6f913c188581" + Distances = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7" + Tracker = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c" [[deps.ZygoteRules]] deps = ["ChainRulesCore", "MacroTools"] @@ -2169,9 +2626,9 @@ version = "0.2.3" [[deps.cuDNN]] deps = ["CEnum", "CUDA", "CUDNN_jll"] -git-tree-sha1 = "3aa15aba7aad5be8b9b3c1b77a9b81e3e1357280" +git-tree-sha1 = "5a1ba43303c62f4a09b0d6751422de03424ab0cd" uuid = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd" -version = "1.0.2" +version = "1.1.1" [[deps.fzf_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] @@ -2192,9 +2649,9 @@ uuid = "0ac62f75-1d6f-5e53-bd7c-93b484bb37c0" version = "0.15.1+0" [[deps.libblastrampoline_jll]] -deps = ["Artifacts", "Libdl", "OpenBLAS_jll"] +deps = ["Artifacts", "Libdl"] uuid = "8e850b90-86db-534c-a0d3-1478176c7d93" -version = "5.1.1+0" +version = "5.8.0+0" [[deps.libfdk_aac_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] diff --git a/docs/Project.toml b/docs/Project.toml index b2cae88..e9c3cb0 100644 --- a/docs/Project.toml +++ b/docs/Project.toml @@ -16,3 +16,4 @@ ProgressMeter = "92933f4c-e287-5a05-a399-4b506db050ca" Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" Zygote = "e88e6eb3-aa80-5325-afca-941959d7151f" +cuDNN = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd" diff --git a/docs/setup_docs.jl b/docs/setup_docs.jl index 576f9fb..e635432 100644 --- a/docs/setup_docs.jl +++ b/docs/setup_docs.jl @@ -7,7 +7,7 @@ setup_docs = quote using Distributions using Flux using Flux.Data: DataLoader - using Flux: onehotbatch, onecold, @epochs, @functor, logsumexp + using Flux: onehotbatch, onecold, @functor, logsumexp using Flux.Losses: logitcrossentropy using Images using JointEnergyModels diff --git a/src/mlj_flux.jl b/src/mlj_flux.jl index 15f0fd7..5abb127 100644 --- a/src/mlj_flux.jl +++ b/src/mlj_flux.jl @@ -121,12 +121,16 @@ function MLJFlux.fit!(model::JointEnergyClassifier, penalty, chain, optimiser, e train_set = zip(X, y) opt_state = Flux.setup(optimiser, model.jem) + # move sampler to GPU if to_gpu: + if model.acceleration isa CUDALibs + model.sampler = gpu(model.sampler) + end + history = train_model( model.jem, train_set, opt_state; class_loss_fun=loss, progress_meter=meter, num_epochs=model.epochs, - to_gpu=model.acceleration isa CUDALibs, model.jem_training_params..., ) diff --git a/src/training.jl b/src/training.jl index 212283e..bbd5a23 100644 --- a/src/training.jl +++ b/src/training.jl @@ -52,15 +52,8 @@ function train_model( α=[1.0,1.0,1e-1], class_loss_fun::Function=logitcrossentropy, progress_meter::Union{Nothing,ProgressMeter.Progress}=nothing, - to_gpu::Bool=false, ) - # Move model to GPU if to_gpu: - if to_gpu - jem = gpu(jem) - train_set = gpu(train_set) - end - # Set up: training_log = [] not_finite_counter = 0 From d0ff609855591e59b94ea813e0fcb52dedd71f7a Mon Sep 17 00:00:00 2001 From: Pat Alt <55311242+pat-alt@users.noreply.github.com> Date: Mon, 18 Sep 2023 07:26:43 +0200 Subject: [PATCH 06/10] ufff --- src/Samplers/Samplers.jl | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/src/Samplers/Samplers.jl b/src/Samplers/Samplers.jl index 2ee62cd..b595e83 100644 --- a/src/Samplers/Samplers.jl +++ b/src/Samplers/Samplers.jl @@ -47,7 +47,7 @@ function (sampler::AbstractSampler)( kwargs... ) Flux.trainmode!(model) - inp_samples = Float32.(clamp.(inp_samples, minimum(sampler.𝒟x), maximum(sampler.𝒟x))) + inp_samples = Float32.(clamp.(inp_samples, minimum(sampler.𝒟x), maximum(sampler.𝒟x))) |> gpu # Update buffer: sampler.buffer = cat(inp_samples, sampler.buffer, dims=ndims(sampler.buffer)) @@ -88,7 +88,7 @@ function ConditionalSampler( max_len::Int=10000, prob_buffer::AbstractFloat=0.95 ) @assert batch_size <= max_len "batch_size must be <= max_len" - buffer = Float32.(rand(𝒟x, input_size..., batch_size)) + buffer = Float32.(rand(𝒟x, input_size..., batch_size)) |> gpu return ConditionalSampler(𝒟x, 𝒟y, input_size, batch_size, buffer, max_len, prob_buffer) end @@ -121,7 +121,7 @@ function ConditionalSampler( input_size = size(X)[1:end-1] # Buffer: - buffer = Float32.(rand(𝒟x, input_size..., batch_size)) + buffer = Float32.(rand(𝒟x, input_size..., batch_size)) |> gpu return ConditionalSampler(𝒟x, 𝒟y, input_size, batch_size, buffer, max_len, prob_buffer) end @@ -201,7 +201,7 @@ function UnconditionalSampler( max_len::Int=10000, prob_buffer::AbstractFloat=0.95 ) @assert batch_size <= max_len "batch_size must be <= max_len" - buffer = Float32.(rand(𝒟x, input_size..., batch_size)) + buffer = Float32.(rand(𝒟x, input_size..., batch_size)) |> gpu return UnconditionalSampler(𝒟x, input_size, batch_size, buffer, max_len, prob_buffer) end @@ -278,7 +278,7 @@ function JointSampler( max_len::Int=10000, prob_buffer::AbstractFloat=0.95 ) @assert batch_size <= max_len "batch_size must be <= max_len" - buffer = Float32.(rand(𝒟x, input_size..., batch_size)) + buffer = Float32.(rand(𝒟x, input_size..., batch_size)) |> gpu return JointSampler(𝒟x, 𝒟y, input_size, batch_size, buffer, max_len, prob_buffer) end From 46582cc4f120e7c113bff3e998c9f16413f49f63 Mon Sep 17 00:00:00 2001 From: Pat Alt <55311242+pat-alt@users.noreply.github.com> Date: Mon, 18 Sep 2023 07:39:09 +0200 Subject: [PATCH 07/10] literally stabbing at air --- src/Samplers/Samplers.jl | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/Samplers/Samplers.jl b/src/Samplers/Samplers.jl index b595e83..5c4ddeb 100644 --- a/src/Samplers/Samplers.jl +++ b/src/Samplers/Samplers.jl @@ -47,7 +47,7 @@ function (sampler::AbstractSampler)( kwargs... ) Flux.trainmode!(model) - inp_samples = Float32.(clamp.(inp_samples, minimum(sampler.𝒟x), maximum(sampler.𝒟x))) |> gpu + inp_samples = Float32.(clamp.(inp_samples, minimum(sampler.𝒟x), maximum(sampler.𝒟x))) # Update buffer: sampler.buffer = cat(inp_samples, sampler.buffer, dims=ndims(sampler.buffer)) From db0d28f5cbd883416647fb00b75bb3c22bcb0032 Mon Sep 17 00:00:00 2001 From: Pat Alt <55311242+pat-alt@users.noreply.github.com> Date: Mon, 18 Sep 2023 07:47:46 +0200 Subject: [PATCH 08/10] loool --- src/Samplers/Samplers.jl | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/src/Samplers/Samplers.jl b/src/Samplers/Samplers.jl index 5c4ddeb..ca4879d 100644 --- a/src/Samplers/Samplers.jl +++ b/src/Samplers/Samplers.jl @@ -54,7 +54,7 @@ function (sampler::AbstractSampler)( _end = minimum([size(sampler.buffer, ndims(sampler.buffer)), sampler.max_len]) sampler.buffer = selectdim(sampler.buffer, ndims(sampler.buffer), 1:_end) - return inp_samples + return inp_samples |> gpu end @@ -88,7 +88,7 @@ function ConditionalSampler( max_len::Int=10000, prob_buffer::AbstractFloat=0.95 ) @assert batch_size <= max_len "batch_size must be <= max_len" - buffer = Float32.(rand(𝒟x, input_size..., batch_size)) |> gpu + buffer = Float32.(rand(𝒟x, input_size..., batch_size)) return ConditionalSampler(𝒟x, 𝒟y, input_size, batch_size, buffer, max_len, prob_buffer) end @@ -121,7 +121,7 @@ function ConditionalSampler( input_size = size(X)[1:end-1] # Buffer: - buffer = Float32.(rand(𝒟x, input_size..., batch_size)) |> gpu + buffer = Float32.(rand(𝒟x, input_size..., batch_size)) return ConditionalSampler(𝒟x, 𝒟y, input_size, batch_size, buffer, max_len, prob_buffer) end @@ -201,7 +201,7 @@ function UnconditionalSampler( max_len::Int=10000, prob_buffer::AbstractFloat=0.95 ) @assert batch_size <= max_len "batch_size must be <= max_len" - buffer = Float32.(rand(𝒟x, input_size..., batch_size)) |> gpu + buffer = Float32.(rand(𝒟x, input_size..., batch_size)) return UnconditionalSampler(𝒟x, input_size, batch_size, buffer, max_len, prob_buffer) end @@ -278,7 +278,7 @@ function JointSampler( max_len::Int=10000, prob_buffer::AbstractFloat=0.95 ) @assert batch_size <= max_len "batch_size must be <= max_len" - buffer = Float32.(rand(𝒟x, input_size..., batch_size)) |> gpu + buffer = Float32.(rand(𝒟x, input_size..., batch_size)) return JointSampler(𝒟x, 𝒟y, input_size, batch_size, buffer, max_len, prob_buffer) end From 1f2a2842555c17bde7514079c7028acdc3d64023 Mon Sep 17 00:00:00 2001 From: Pat Alt <55311242+pat-alt@users.noreply.github.com> Date: Mon, 18 Sep 2023 08:02:02 +0200 Subject: [PATCH 09/10] vamos? --- src/Samplers/Samplers.jl | 2 +- src/model.jl | 3 +++ 2 files changed, 4 insertions(+), 1 deletion(-) diff --git a/src/Samplers/Samplers.jl b/src/Samplers/Samplers.jl index ca4879d..c094dcd 100644 --- a/src/Samplers/Samplers.jl +++ b/src/Samplers/Samplers.jl @@ -54,7 +54,7 @@ function (sampler::AbstractSampler)( _end = minimum([size(sampler.buffer, ndims(sampler.buffer)), sampler.max_len]) sampler.buffer = selectdim(sampler.buffer, ndims(sampler.buffer), 1:_end) - return inp_samples |> gpu + return inp_samples end diff --git a/src/model.jl b/src/model.jl index 1e624e5..a30c985 100644 --- a/src/model.jl +++ b/src/model.jl @@ -51,6 +51,9 @@ function get_samples(jem::JointEnergyModel, x) ndims(jem.sampler.buffer), 1:size_sample ) + + x, xsample = gpu(x), gpu(xsample) + @assert size(xsample) == size(x) return x, xsample end From c6ef8a5df2e3aa630e69501ee15bb9ee0cff1a45 Mon Sep 17 00:00:00 2001 From: Pat Alt <55311242+pat-alt@users.noreply.github.com> Date: Mon, 18 Sep 2023 08:27:09 +0200 Subject: [PATCH 10/10] no --- src/model.jl | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/src/model.jl b/src/model.jl index a30c985..f85e98c 100644 --- a/src/model.jl +++ b/src/model.jl @@ -52,9 +52,11 @@ function get_samples(jem::JointEnergyModel, x) 1:size_sample ) - x, xsample = gpu(x), gpu(xsample) - @assert size(xsample) == size(x) + + @info "Using GPU for sampling." + x, xsample = gpu(x), gpu(xsample) + return x, xsample end