diff --git a/docs/src/benchmarks/figures/lotkavolterra_2_1.svg b/docs/src/benchmarks/figures/lotkavolterra_2_1.svg
index b31a6d7c5..72a459012 100644
--- a/docs/src/benchmarks/figures/lotkavolterra_2_1.svg
+++ b/docs/src/benchmarks/figures/lotkavolterra_2_1.svg
@@ -1,148 +1,148 @@
diff --git a/docs/src/benchmarks/figures/lotkavolterra_3_1.svg b/docs/src/benchmarks/figures/lotkavolterra_3_1.svg
index d102239e7..c2a04fcf0 100644
--- a/docs/src/benchmarks/figures/lotkavolterra_3_1.svg
+++ b/docs/src/benchmarks/figures/lotkavolterra_3_1.svg
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diff --git a/docs/src/benchmarks/figures/lotkavolterra_4_1.svg b/docs/src/benchmarks/figures/lotkavolterra_4_1.svg
index e7009e94f..ec10a1046 100644
--- a/docs/src/benchmarks/figures/lotkavolterra_4_1.svg
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diff --git a/docs/src/benchmarks/figures/lotkavolterra_5_1.svg b/docs/src/benchmarks/figures/lotkavolterra_5_1.svg
index b4100e8ae..bf0df233e 100644
--- a/docs/src/benchmarks/figures/lotkavolterra_5_1.svg
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@@ -1,374 +1,374 @@
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diff --git a/docs/src/benchmarks/figures/lotkavolterra_6_1.svg b/docs/src/benchmarks/figures/lotkavolterra_6_1.svg
index ca5955e93..45bf6f613 100644
--- a/docs/src/benchmarks/figures/lotkavolterra_6_1.svg
+++ b/docs/src/benchmarks/figures/lotkavolterra_6_1.svg
@@ -1,374 +1,378 @@
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diff --git a/docs/src/benchmarks/figures/lotkavolterra_7_1.svg b/docs/src/benchmarks/figures/lotkavolterra_7_1.svg
index f231c1566..b5a80d2eb 100644
--- a/docs/src/benchmarks/figures/lotkavolterra_7_1.svg
+++ b/docs/src/benchmarks/figures/lotkavolterra_7_1.svg
@@ -1,411 +1,411 @@
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diff --git a/docs/src/benchmarks/figures/multi-language-wrappers_10_1.svg b/docs/src/benchmarks/figures/multi-language-wrappers_10_1.svg
index b9c79b21a..a1b3f0908 100644
--- a/docs/src/benchmarks/figures/multi-language-wrappers_10_1.svg
+++ b/docs/src/benchmarks/figures/multi-language-wrappers_10_1.svg
@@ -1,119 +1,119 @@
diff --git a/docs/src/benchmarks/figures/multi-language-wrappers_11_1.svg b/docs/src/benchmarks/figures/multi-language-wrappers_11_1.svg
index bdfae494b..4cfea1697 100644
--- a/docs/src/benchmarks/figures/multi-language-wrappers_11_1.svg
+++ b/docs/src/benchmarks/figures/multi-language-wrappers_11_1.svg
@@ -1,429 +1,429 @@
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diff --git a/docs/src/benchmarks/figures/multi-language-wrappers_12_1.svg b/docs/src/benchmarks/figures/multi-language-wrappers_12_1.svg
index 1d5f4b745..2d790e09f 100644
--- a/docs/src/benchmarks/figures/multi-language-wrappers_12_1.svg
+++ b/docs/src/benchmarks/figures/multi-language-wrappers_12_1.svg
@@ -1,108 +1,108 @@
diff --git a/docs/src/benchmarks/figures/multi-language-wrappers_13_1.svg b/docs/src/benchmarks/figures/multi-language-wrappers_13_1.svg
index 68ec8efd4..1f1ffdc11 100644
--- a/docs/src/benchmarks/figures/multi-language-wrappers_13_1.svg
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@@ -1,365 +1,361 @@
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diff --git a/docs/src/benchmarks/figures/multi-language-wrappers_6_1.svg b/docs/src/benchmarks/figures/multi-language-wrappers_6_1.svg
index 1a2b337a9..9f772fe1a 100644
--- a/docs/src/benchmarks/figures/multi-language-wrappers_6_1.svg
+++ b/docs/src/benchmarks/figures/multi-language-wrappers_6_1.svg
@@ -1,148 +1,148 @@
diff --git a/docs/src/benchmarks/figures/multi-language-wrappers_7_1.svg b/docs/src/benchmarks/figures/multi-language-wrappers_7_1.svg
index 5d442704b..82fbe61ec 100644
--- a/docs/src/benchmarks/figures/multi-language-wrappers_7_1.svg
+++ b/docs/src/benchmarks/figures/multi-language-wrappers_7_1.svg
@@ -1,414 +1,430 @@
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diff --git a/docs/src/benchmarks/figures/multi-language-wrappers_8_1.svg b/docs/src/benchmarks/figures/multi-language-wrappers_8_1.svg
index 26959ab53..e62a45848 100644
--- a/docs/src/benchmarks/figures/multi-language-wrappers_8_1.svg
+++ b/docs/src/benchmarks/figures/multi-language-wrappers_8_1.svg
@@ -1,111 +1,111 @@
diff --git a/docs/src/benchmarks/figures/multi-language-wrappers_9_1.svg b/docs/src/benchmarks/figures/multi-language-wrappers_9_1.svg
index 8f6820564..58300e746 100644
--- a/docs/src/benchmarks/figures/multi-language-wrappers_9_1.svg
+++ b/docs/src/benchmarks/figures/multi-language-wrappers_9_1.svg
@@ -1,410 +1,412 @@
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diff --git a/docs/src/benchmarks/figures/pleiades_2_1.svg b/docs/src/benchmarks/figures/pleiades_2_1.svg
index 81f8b19e6..9a758bf14 100644
--- a/docs/src/benchmarks/figures/pleiades_2_1.svg
+++ b/docs/src/benchmarks/figures/pleiades_2_1.svg
@@ -1,156 +1,156 @@
diff --git a/docs/src/benchmarks/figures/pleiades_3_1.svg b/docs/src/benchmarks/figures/pleiades_3_1.svg
index cdbddeec1..bc61aa1e9 100644
--- a/docs/src/benchmarks/figures/pleiades_3_1.svg
+++ b/docs/src/benchmarks/figures/pleiades_3_1.svg
@@ -1,314 +1,300 @@
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diff --git a/docs/src/benchmarks/figures/rober_2_1.svg b/docs/src/benchmarks/figures/rober_2_1.svg
index 0df594d3d..6cf14dc73 100644
--- a/docs/src/benchmarks/figures/rober_2_1.svg
+++ b/docs/src/benchmarks/figures/rober_2_1.svg
@@ -1,131 +1,131 @@
diff --git a/docs/src/benchmarks/figures/rober_3_1.svg b/docs/src/benchmarks/figures/rober_3_1.svg
index ed5a41703..ffbff4443 100644
--- a/docs/src/benchmarks/figures/rober_3_1.svg
+++ b/docs/src/benchmarks/figures/rober_3_1.svg
@@ -1,209 +1,197 @@
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diff --git a/docs/src/benchmarks/figures/vanderpol_2_1.svg b/docs/src/benchmarks/figures/vanderpol_2_1.svg
index 5ecad6ce5..dda2ad348 100644
--- a/docs/src/benchmarks/figures/vanderpol_2_1.svg
+++ b/docs/src/benchmarks/figures/vanderpol_2_1.svg
@@ -1,140 +1,140 @@
diff --git a/docs/src/benchmarks/figures/vanderpol_3_1.svg b/docs/src/benchmarks/figures/vanderpol_3_1.svg
index 7692fb63b..e61a35dda 100644
--- a/docs/src/benchmarks/figures/vanderpol_3_1.svg
+++ b/docs/src/benchmarks/figures/vanderpol_3_1.svg
@@ -1,255 +1,251 @@
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diff --git a/docs/src/benchmarks/figures/vanderpol_4_1.svg b/docs/src/benchmarks/figures/vanderpol_4_1.svg
index f68f7ce4f..aab269996 100644
--- a/docs/src/benchmarks/figures/vanderpol_4_1.svg
+++ b/docs/src/benchmarks/figures/vanderpol_4_1.svg
@@ -1,140 +1,140 @@
diff --git a/docs/src/benchmarks/figures/vanderpol_5_1.svg b/docs/src/benchmarks/figures/vanderpol_5_1.svg
index f3555d899..6ee4fbd19 100644
--- a/docs/src/benchmarks/figures/vanderpol_5_1.svg
+++ b/docs/src/benchmarks/figures/vanderpol_5_1.svg
@@ -1,308 +1,304 @@
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diff --git a/docs/src/benchmarks/lotkavolterra.md b/docs/src/benchmarks/lotkavolterra.md
index 7a39387b1..ca8691b45 100644
--- a/docs/src/benchmarks/lotkavolterra.md
+++ b/docs/src/benchmarks/lotkavolterra.md
@@ -4,7 +4,7 @@ Adapted from
[SciMLBenchmarks.jl](https://docs.sciml.ai/SciMLBenchmarksOutput/stable/NonStiffODE/LotkaVolterra_wpd/).
```julia
-using LinearAlgebra, Statistics, InteractiveUtils
+using LinearAlgebra, Statistics
using DiffEqDevTools, ParameterizedFunctions, SciMLBase, OrdinaryDiffEq, Plots
using ProbNumDiffEq
@@ -242,6 +242,7 @@ plot(wp, color=[2 2 2 4 4 4 5 5 5], xticks = 10.0 .^ (-16:1:5))
+
## Conclusion
- **Use the EK1!** It seems to be strictly better than the EK0 here.
@@ -251,24 +252,25 @@ plot(wp, color=[2 2 2 4 4 4 5 5 5], xticks = 10.0 .^ (-16:1:5))
- Most likely, the default choice of `diffusionmodel=DynamicDiffusion` and `initialization=TaylorModeInit` are fine.
-
## Appendix
Computer information:
-
```julia
+using InteractiveUtils
InteractiveUtils.versioninfo()
```
```
-Julia Version 1.8.5
-Commit 17cfb8e65ea (2023-01-08 06:45 UTC)
+Julia Version 1.9.3
+Commit bed2cd540a1 (2023-08-24 14:43 UTC)
+Build Info:
+ Official https://julialang.org/ release
Platform Info:
OS: Linux (x86_64-linux-gnu)
CPU: 12 × Intel(R) Core(TM) i7-6800K CPU @ 3.40GHz
WORD_SIZE: 64
LIBM: libopenlibm
- LLVM: libLLVM-13.0.1 (ORCJIT, broadwell)
+ LLVM: libLLVM-14.0.6 (ORCJIT, broadwell)
Threads: 12 on 12 virtual cores
Environment:
JULIA_NUM_THREADS = auto
@@ -276,3 +278,441 @@ Environment:
```
+
+
+
+Package Information:
+```julia
+using Pkg
+Pkg.status()
+```
+
+```
+Status `~/.julia/dev/ProbNumDiffEq/benchmarks/Project.toml`
+ [f3b72e0c] DiffEqDevTools v2.39.0
+ [7073ff75] IJulia v1.24.2
+ [7f56f5a3] LSODA v0.7.5
+ [e6f89c97] LoggingExtras v1.0.3
+ [e2752cbe] MATLABDiffEq v1.2.0
+ [961ee093] ModelingToolkit v8.72.2
+ [54ca160b] ODEInterface v0.5.0
+ [09606e27] ODEInterfaceDiffEq v3.13.3
+ [1dea7af3] OrdinaryDiffEq v6.58.0
+ [65888b18] ParameterizedFunctions v5.16.0
+ [91a5bcdd] Plots v1.39.0
+ [bf3e78b0] ProbNumDiffEq v0.12.1 `~/.julia/dev/ProbNumDiffEq`
+ [0bca4576] SciMLBase v2.4.0
+ [505e40e9] SciPyDiffEq v0.2.1
+ [90137ffa] StaticArrays v1.6.5
+ [c3572dad] Sundials v4.20.0
+ [44d3d7a6] Weave v0.10.12
+ [0518478a] deSolveDiffEq v0.1.1
+```
+
+
+
+
+
+And the full manifest:
+```julia
+Pkg.status(mode=Pkg.PKGMODE_MANIFEST)
+```
+
+```
+Status `~/.julia/dev/ProbNumDiffEq/benchmarks/Manifest.toml`
+ [47edcb42] ADTypes v0.2.4
+⌅ [c3fe647b] AbstractAlgebra v0.32.5
+ [621f4979] AbstractFFTs v1.5.0
+ [1520ce14] AbstractTrees v0.4.4
+ [79e6a3ab] Adapt v3.6.2
+ [ec485272] ArnoldiMethod v0.2.0
+ [4fba245c] ArrayInterface v7.4.11
+ [30b0a656] ArrayInterfaceCore v0.1.29
+ [6e4b80f9] BenchmarkTools v1.3.2
+ [e2ed5e7c] Bijections v0.1.5
+ [d1d4a3ce] BitFlags v0.1.7
+ [62783981] BitTwiddlingConvenienceFunctions v0.1.5
+⌅ [fa961155] CEnum v0.4.2
+ [2a0fbf3d] CPUSummary v0.2.4
+ [00ebfdb7] CSTParser v3.3.6
+ [49dc2e85] Calculus v0.5.1
+ [324d7699] CategoricalArrays v0.10.8
+ [d360d2e6] ChainRulesCore v1.16.0
+ [fb6a15b2] CloseOpenIntervals v0.1.12
+ [944b1d66] CodecZlib v0.7.2
+ [35d6a980] ColorSchemes v3.24.0
+ [3da002f7] ColorTypes v0.11.4
+ [c3611d14] ColorVectorSpace v0.10.0
+ [5ae59095] Colors v0.12.10
+ [861a8166] Combinatorics v1.0.2
+ [a80b9123] CommonMark v0.8.12
+ [38540f10] CommonSolve v0.2.4
+ [bbf7d656] CommonSubexpressions v0.3.0
+ [34da2185] Compat v4.10.0
+ [b152e2b5] CompositeTypes v0.1.3
+ [2569d6c7] ConcreteStructs v0.2.3
+ [f0e56b4a] ConcurrentUtilities v2.2.1
+ [8f4d0f93] Conda v1.9.1
+ [187b0558] ConstructionBase v1.5.4
+ [d38c429a] Contour v0.6.2
+ [adafc99b] CpuId v0.3.1
+ [a8cc5b0e] Crayons v4.1.1
+ [717857b8] DSP v0.7.9
+ [9a962f9c] DataAPI v1.15.0
+ [a93c6f00] DataFrames v1.6.1
+ [864edb3b] DataStructures v0.18.15
+ [e2d170a0] DataValueInterfaces v1.0.0
+ [8bb1440f] DelimitedFiles v1.9.1
+ [2b5f629d] DiffEqBase v6.133.1
+ [459566f4] DiffEqCallbacks v2.33.0
+ [f3b72e0c] DiffEqDevTools v2.39.0
+ [77a26b50] DiffEqNoiseProcess v5.19.0
+ [163ba53b] DiffResults v1.1.0
+ [b552c78f] DiffRules v1.15.1
+ [b4f34e82] Distances v0.10.10
+ [31c24e10] Distributions v0.25.102
+ [ffbed154] DocStringExtensions v0.9.3
+⌅ [5b8099bc] DomainSets v0.6.7
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+ [b305315f] Elliptic v1.0.1
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+ [d4d017d3] ExponentialUtilities v1.25.0
+ [e2ba6199] ExprTools v0.1.10
+ [c87230d0] FFMPEG v0.4.1
+ [7a1cc6ca] FFTW v1.7.1
+ [7034ab61] FastBroadcast v0.2.7
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+ [442a2c76] FastGaussQuadrature v1.0.0
+ [29a986be] FastLapackInterface v2.0.0
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+ [c8e1da08] IterTools v1.8.0
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+ [bdcacae8] LoopVectorization v0.12.165
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+ [d8e11817] MLStyle v0.4.17
+ [1914dd2f] MacroTools v0.5.11
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+ [90014a1f] PDMats v0.11.25
+ [fe68d972] PSDMatrices v0.4.4
+ [65ce6f38] PackageExtensionCompat v1.0.2
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+ [d96e819e] Parameters v0.12.3
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+ [b98c9c47] Pipe v1.3.0
+ [32113eaa] PkgBenchmark v0.2.12
+ [ccf2f8ad] PlotThemes v3.1.0
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+ [e409e4f3] PoissonRandom v0.4.4
+ [f517fe37] Polyester v0.7.8
+ [1d0040c9] PolyesterWeave v0.2.1
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+ [2dfb63ee] PooledArrays v1.4.3
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+ [d236fae5] PreallocationTools v0.4.12
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+ [21216c6a] Preferences v1.4.1
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+ [bf3e78b0] ProbNumDiffEq v0.12.1 `~/.julia/dev/ProbNumDiffEq`
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+⌅ [fb77eaff] Sundials_jll v5.2.1+0
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+ [6462fe0b] Sockets
+ [2f01184e] SparseArrays
+ [10745b16] Statistics v1.9.0
+ [4607b0f0] SuiteSparse
+ [fa267f1f] TOML v1.0.3
+ [a4e569a6] Tar v1.10.0
+ [8dfed614] Test
+ [cf7118a7] UUIDs
+ [4ec0a83e] Unicode
+ [e66e0078] CompilerSupportLibraries_jll v1.0.5+0
+ [deac9b47] LibCURL_jll v7.84.0+0
+ [29816b5a] LibSSH2_jll v1.10.2+0
+ [c8ffd9c3] MbedTLS_jll v2.28.2+0
+ [14a3606d] MozillaCACerts_jll v2022.10.11
+ [4536629a] OpenBLAS_jll v0.3.21+4
+ [05823500] OpenLibm_jll v0.8.1+0
+ [efcefdf7] PCRE2_jll v10.42.0+0
+ [bea87d4a] SuiteSparse_jll v5.10.1+6
+ [83775a58] Zlib_jll v1.2.13+0
+ [8e850b90] libblastrampoline_jll v5.8.0+0
+ [8e850ede] nghttp2_jll v1.48.0+0
+ [3f19e933] p7zip_jll v17.4.0+0
+Info Packages marked with ⌃ and ⌅ have new versions available, but those wi
+th ⌅ are restricted by compatibility constraints from upgrading. To see why
+ use `status --outdated -m`
+```
+
+
diff --git a/docs/src/benchmarks/multi-language-wrappers.md b/docs/src/benchmarks/multi-language-wrappers.md
index 60052e26d..bbc0e675f 100644
--- a/docs/src/benchmarks/multi-language-wrappers.md
+++ b/docs/src/benchmarks/multi-language-wrappers.md
@@ -5,7 +5,7 @@ Adapted from
```julia
# Imports
-using LinearAlgebra, Statistics, InteractiveUtils
+using LinearAlgebra, Statistics
using StaticArrays, DiffEqDevTools, ParameterizedFunctions, Plots, SciMLBase, OrdinaryDiffEq
using ODEInterface, ODEInterfaceDiffEq, Sundials, SciPyDiffEq, deSolveDiffEq, MATLABDiffEq, LSODA
using LoggingExtras
@@ -361,20 +361,22 @@ plot(
## Appendix
Computer information:
-
```julia
+using InteractiveUtils
InteractiveUtils.versioninfo()
```
```
-Julia Version 1.8.5
-Commit 17cfb8e65ea (2023-01-08 06:45 UTC)
+Julia Version 1.9.3
+Commit bed2cd540a1 (2023-08-24 14:43 UTC)
+Build Info:
+ Official https://julialang.org/ release
Platform Info:
OS: Linux (x86_64-linux-gnu)
CPU: 12 × Intel(R) Core(TM) i7-6800K CPU @ 3.40GHz
WORD_SIZE: 64
LIBM: libopenlibm
- LLVM: libLLVM-13.0.1 (ORCJIT, broadwell)
+ LLVM: libLLVM-14.0.6 (ORCJIT, broadwell)
Threads: 12 on 12 virtual cores
Environment:
JULIA_NUM_THREADS = auto
@@ -382,3 +384,441 @@ Environment:
```
+
+
+
+Package Information:
+```julia
+using Pkg
+Pkg.status()
+```
+
+```
+Status `~/.julia/dev/ProbNumDiffEq/benchmarks/Project.toml`
+ [f3b72e0c] DiffEqDevTools v2.39.0
+ [7073ff75] IJulia v1.24.2
+ [7f56f5a3] LSODA v0.7.5
+ [e6f89c97] LoggingExtras v1.0.3
+ [e2752cbe] MATLABDiffEq v1.2.0
+ [961ee093] ModelingToolkit v8.72.2
+ [54ca160b] ODEInterface v0.5.0
+ [09606e27] ODEInterfaceDiffEq v3.13.3
+ [1dea7af3] OrdinaryDiffEq v6.58.0
+ [65888b18] ParameterizedFunctions v5.16.0
+ [91a5bcdd] Plots v1.39.0
+ [bf3e78b0] ProbNumDiffEq v0.12.1 `~/.julia/dev/ProbNumDiffEq`
+ [0bca4576] SciMLBase v2.4.0
+ [505e40e9] SciPyDiffEq v0.2.1
+ [90137ffa] StaticArrays v1.6.5
+ [c3572dad] Sundials v4.20.0
+ [44d3d7a6] Weave v0.10.12
+ [0518478a] deSolveDiffEq v0.1.1
+```
+
+
+
+
+
+And the full manifest:
+```julia
+Pkg.status(mode=Pkg.PKGMODE_MANIFEST)
+```
+
+```
+Status `~/.julia/dev/ProbNumDiffEq/benchmarks/Manifest.toml`
+ [47edcb42] ADTypes v0.2.4
+⌅ [c3fe647b] AbstractAlgebra v0.32.5
+ [621f4979] AbstractFFTs v1.5.0
+ [1520ce14] AbstractTrees v0.4.4
+ [79e6a3ab] Adapt v3.6.2
+ [ec485272] ArnoldiMethod v0.2.0
+ [4fba245c] ArrayInterface v7.4.11
+ [30b0a656] ArrayInterfaceCore v0.1.29
+ [6e4b80f9] BenchmarkTools v1.3.2
+ [e2ed5e7c] Bijections v0.1.5
+ [d1d4a3ce] BitFlags v0.1.7
+ [62783981] BitTwiddlingConvenienceFunctions v0.1.5
+⌅ [fa961155] CEnum v0.4.2
+ [2a0fbf3d] CPUSummary v0.2.4
+ [00ebfdb7] CSTParser v3.3.6
+ [49dc2e85] Calculus v0.5.1
+ [324d7699] CategoricalArrays v0.10.8
+ [d360d2e6] ChainRulesCore v1.16.0
+ [fb6a15b2] CloseOpenIntervals v0.1.12
+ [944b1d66] CodecZlib v0.7.2
+ [35d6a980] ColorSchemes v3.24.0
+ [3da002f7] ColorTypes v0.11.4
+ [c3611d14] ColorVectorSpace v0.10.0
+ [5ae59095] Colors v0.12.10
+ [861a8166] Combinatorics v1.0.2
+ [a80b9123] CommonMark v0.8.12
+ [38540f10] CommonSolve v0.2.4
+ [bbf7d656] CommonSubexpressions v0.3.0
+ [34da2185] Compat v4.10.0
+ [b152e2b5] CompositeTypes v0.1.3
+ [2569d6c7] ConcreteStructs v0.2.3
+ [f0e56b4a] ConcurrentUtilities v2.2.1
+ [8f4d0f93] Conda v1.9.1
+ [187b0558] ConstructionBase v1.5.4
+ [d38c429a] Contour v0.6.2
+ [adafc99b] CpuId v0.3.1
+ [a8cc5b0e] Crayons v4.1.1
+ [717857b8] DSP v0.7.9
+ [9a962f9c] DataAPI v1.15.0
+ [a93c6f00] DataFrames v1.6.1
+ [864edb3b] DataStructures v0.18.15
+ [e2d170a0] DataValueInterfaces v1.0.0
+ [8bb1440f] DelimitedFiles v1.9.1
+ [2b5f629d] DiffEqBase v6.133.1
+ [459566f4] DiffEqCallbacks v2.33.0
+ [f3b72e0c] DiffEqDevTools v2.39.0
+ [77a26b50] DiffEqNoiseProcess v5.19.0
+ [163ba53b] DiffResults v1.1.0
+ [b552c78f] DiffRules v1.15.1
+ [b4f34e82] Distances v0.10.10
+ [31c24e10] Distributions v0.25.102
+ [ffbed154] DocStringExtensions v0.9.3
+⌅ [5b8099bc] DomainSets v0.6.7
+ [fa6b7ba4] DualNumbers v0.6.8
+ [7c1d4256] DynamicPolynomials v0.5.3
+ [b305315f] Elliptic v1.0.1
+ [4e289a0a] EnumX v1.0.4
+ [f151be2c] EnzymeCore v0.6.1
+ [6912e4f1] Espresso v0.6.1
+ [460bff9d] ExceptionUnwrapping v0.1.9
+ [d4d017d3] ExponentialUtilities v1.25.0
+ [e2ba6199] ExprTools v0.1.10
+ [c87230d0] FFMPEG v0.4.1
+ [7a1cc6ca] FFTW v1.7.1
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+ [e409e4f3] PoissonRandom v0.4.4
+ [f517fe37] Polyester v0.7.8
+ [1d0040c9] PolyesterWeave v0.2.1
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+ [bf3e78b0] ProbNumDiffEq v0.12.1 `~/.julia/dev/ProbNumDiffEq`
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+ [3161d3a3] Zstd_jll v1.5.5+0
+ [35ca27e7] eudev_jll v3.2.9+0
+⌅ [214eeab7] fzf_jll v0.29.0+0
+ [1a1c6b14] gperf_jll v3.1.1+0
+ [a4ae2306] libaom_jll v3.4.0+0
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+ [8ba89e20] Distributed
+ [f43a241f] Downloads v1.6.0
+ [7b1f6079] FileWatching
+ [9fa8497b] Future
+ [b77e0a4c] InteractiveUtils
+ [4af54fe1] LazyArtifacts
+ [b27032c2] LibCURL v0.6.3
+ [76f85450] LibGit2
+ [8f399da3] Libdl
+ [37e2e46d] LinearAlgebra
+ [56ddb016] Logging
+ [d6f4376e] Markdown
+ [a63ad114] Mmap
+ [ca575930] NetworkOptions v1.2.0
+ [44cfe95a] Pkg v1.9.2
+ [de0858da] Printf
+ [9abbd945] Profile
+ [3fa0cd96] REPL
+ [9a3f8284] Random
+ [ea8e919c] SHA v0.7.0
+ [9e88b42a] Serialization
+ [1a1011a3] SharedArrays
+ [6462fe0b] Sockets
+ [2f01184e] SparseArrays
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+ [4607b0f0] SuiteSparse
+ [fa267f1f] TOML v1.0.3
+ [a4e569a6] Tar v1.10.0
+ [8dfed614] Test
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+ [4ec0a83e] Unicode
+ [e66e0078] CompilerSupportLibraries_jll v1.0.5+0
+ [deac9b47] LibCURL_jll v7.84.0+0
+ [29816b5a] LibSSH2_jll v1.10.2+0
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+ [14a3606d] MozillaCACerts_jll v2022.10.11
+ [4536629a] OpenBLAS_jll v0.3.21+4
+ [05823500] OpenLibm_jll v0.8.1+0
+ [efcefdf7] PCRE2_jll v10.42.0+0
+ [bea87d4a] SuiteSparse_jll v5.10.1+6
+ [83775a58] Zlib_jll v1.2.13+0
+ [8e850b90] libblastrampoline_jll v5.8.0+0
+ [8e850ede] nghttp2_jll v1.48.0+0
+ [3f19e933] p7zip_jll v17.4.0+0
+Info Packages marked with ⌃ and ⌅ have new versions available, but those wi
+th ⌅ are restricted by compatibility constraints from upgrading. To see why
+ use `status --outdated -m`
+```
+
+
diff --git a/docs/src/benchmarks/pleiades.md b/docs/src/benchmarks/pleiades.md
index 2c8cae29c..6fc863fe2 100644
--- a/docs/src/benchmarks/pleiades.md
+++ b/docs/src/benchmarks/pleiades.md
@@ -1,7 +1,7 @@
# Pleiades benchmark
```julia
-using LinearAlgebra, Statistics, InteractiveUtils
+using LinearAlgebra, Statistics
using DiffEqDevTools, ParameterizedFunctions, SciMLBase, OrdinaryDiffEq, Sundials, Plots
using ModelingToolkit
using ProbNumDiffEq
@@ -130,14 +130,13 @@ plot(wp, color=[1 1 2 2 3 3 4 4],
## Conclusion
- If the problem is a second-order ODE, _implement it as a second-order ODE_!
- Just use `SecondOrderODEProblem`.
## Appendix
Computer information:
-
```julia
+using InteractiveUtils
InteractiveUtils.versioninfo()
```
@@ -159,3 +158,441 @@ Environment:
```
+
+
+
+Package Information:
+```julia
+using Pkg
+Pkg.status()
+```
+
+```
+Status `~/.julia/dev/ProbNumDiffEq/benchmarks/Project.toml`
+ [f3b72e0c] DiffEqDevTools v2.39.0
+ [7073ff75] IJulia v1.24.2
+ [7f56f5a3] LSODA v0.7.5
+ [e6f89c97] LoggingExtras v1.0.3
+ [e2752cbe] MATLABDiffEq v1.2.0
+ [961ee093] ModelingToolkit v8.72.2
+ [54ca160b] ODEInterface v0.5.0
+ [09606e27] ODEInterfaceDiffEq v3.13.3
+ [1dea7af3] OrdinaryDiffEq v6.58.0
+ [65888b18] ParameterizedFunctions v5.16.0
+ [91a5bcdd] Plots v1.39.0
+ [bf3e78b0] ProbNumDiffEq v0.12.1 `~/.julia/dev/ProbNumDiffEq`
+ [0bca4576] SciMLBase v2.4.0
+ [505e40e9] SciPyDiffEq v0.2.1
+ [90137ffa] StaticArrays v1.6.5
+ [c3572dad] Sundials v4.20.0
+ [44d3d7a6] Weave v0.10.12
+ [0518478a] deSolveDiffEq v0.1.1
+```
+
+
+
+
+
+And the full manifest:
+```julia
+Pkg.status(mode=Pkg.PKGMODE_MANIFEST)
+```
+
+```
+Status `~/.julia/dev/ProbNumDiffEq/benchmarks/Manifest.toml`
+ [47edcb42] ADTypes v0.2.4
+⌅ [c3fe647b] AbstractAlgebra v0.32.5
+ [621f4979] AbstractFFTs v1.5.0
+ [1520ce14] AbstractTrees v0.4.4
+ [79e6a3ab] Adapt v3.6.2
+ [ec485272] ArnoldiMethod v0.2.0
+ [4fba245c] ArrayInterface v7.4.11
+ [30b0a656] ArrayInterfaceCore v0.1.29
+ [6e4b80f9] BenchmarkTools v1.3.2
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+ [d1d4a3ce] BitFlags v0.1.7
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+⌅ [fa961155] CEnum v0.4.2
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+ [3161d3a3] Zstd_jll v1.5.5+0
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+ [8e850ede] nghttp2_jll v1.48.0+0
+ [3f19e933] p7zip_jll v17.4.0+0
+Info Packages marked with ⌃ and ⌅ have new versions available, but those wi
+th ⌅ are restricted by compatibility constraints from upgrading. To see why
+ use `status --outdated -m`
+```
+
+
diff --git a/docs/src/benchmarks/rober.md b/docs/src/benchmarks/rober.md
index 428e11a8b..7fc790941 100644
--- a/docs/src/benchmarks/rober.md
+++ b/docs/src/benchmarks/rober.md
@@ -4,7 +4,7 @@ Adapted from
[SciMLBenchmarks.jl](https://docs.sciml.ai/SciMLBenchmarksOutput/stable/DAE/ROBERDAE/).
```julia
-using LinearAlgebra, Statistics, InteractiveUtils
+using LinearAlgebra, Statistics
using DiffEqDevTools, ParameterizedFunctions, SciMLBase, OrdinaryDiffEq, Sundials, Plots
using ModelingToolkit
using ProbNumDiffEq
@@ -38,7 +38,7 @@ daeprob = DAEProblem(sys,[D(y₁)=>-0.04, D(y₂)=>0.04, D(y₃)=>0.0],[],(0.0,1
odaeprob = ODAEProblem(structural_simplify(sys),[],(0.0,1e5)) # can't handle this yet
ref_sol = solve(daeprob,IDA(),abstol=1/10^14,reltol=1/10^14,dense=false)
-plot(ref_sol, vars=[y₁,y₂,y₃], title="ROBER Solution", legend=false, ylims=(0, 1))
+plot(ref_sol, idxs=[y₁,y₂,y₃], title="ROBER Solution", legend=false, ylims=(0, 1))
```
![](figures/rober_2_1.svg)
@@ -93,23 +93,26 @@ plot(wp, palette=Plots.palette([:blue, :red], length(_setups)), xticks = 10.0 .^
- The `EK1` can solve mass-matrix DAEs! But it only really works well for low errors.
- Order 3 seems to work well here. But the order-to-error-tolerance heuristic should in principle still hold: lower tolerance level ``\rightarrow`` higher order.
+
## Appendix
Computer information:
-
```julia
+using InteractiveUtils
InteractiveUtils.versioninfo()
```
```
-Julia Version 1.8.5
-Commit 17cfb8e65ea (2023-01-08 06:45 UTC)
+Julia Version 1.9.3
+Commit bed2cd540a1 (2023-08-24 14:43 UTC)
+Build Info:
+ Official https://julialang.org/ release
Platform Info:
OS: Linux (x86_64-linux-gnu)
CPU: 12 × Intel(R) Core(TM) i7-6800K CPU @ 3.40GHz
WORD_SIZE: 64
LIBM: libopenlibm
- LLVM: libLLVM-13.0.1 (ORCJIT, broadwell)
+ LLVM: libLLVM-14.0.6 (ORCJIT, broadwell)
Threads: 12 on 12 virtual cores
Environment:
JULIA_NUM_THREADS = auto
@@ -117,3 +120,441 @@ Environment:
```
+
+
+
+Package Information:
+```julia
+using Pkg
+Pkg.status()
+```
+
+```
+Status `~/.julia/dev/ProbNumDiffEq/benchmarks/Project.toml`
+ [f3b72e0c] DiffEqDevTools v2.39.0
+ [7073ff75] IJulia v1.24.2
+ [7f56f5a3] LSODA v0.7.5
+ [e6f89c97] LoggingExtras v1.0.3
+ [e2752cbe] MATLABDiffEq v1.2.0
+ [961ee093] ModelingToolkit v8.72.2
+ [54ca160b] ODEInterface v0.5.0
+ [09606e27] ODEInterfaceDiffEq v3.13.3
+ [1dea7af3] OrdinaryDiffEq v6.58.0
+ [65888b18] ParameterizedFunctions v5.16.0
+ [91a5bcdd] Plots v1.39.0
+ [bf3e78b0] ProbNumDiffEq v0.12.1 `~/.julia/dev/ProbNumDiffEq`
+ [0bca4576] SciMLBase v2.4.0
+ [505e40e9] SciPyDiffEq v0.2.1
+ [90137ffa] StaticArrays v1.6.5
+ [c3572dad] Sundials v4.20.0
+ [44d3d7a6] Weave v0.10.12
+ [0518478a] deSolveDiffEq v0.1.1
+```
+
+
+
+
+
+And the full manifest:
+```julia
+Pkg.status(mode=Pkg.PKGMODE_MANIFEST)
+```
+
+```
+Status `~/.julia/dev/ProbNumDiffEq/benchmarks/Manifest.toml`
+ [47edcb42] ADTypes v0.2.4
+⌅ [c3fe647b] AbstractAlgebra v0.32.5
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+ [8e850ede] nghttp2_jll v1.48.0+0
+ [3f19e933] p7zip_jll v17.4.0+0
+Info Packages marked with ⌃ and ⌅ have new versions available, but those wi
+th ⌅ are restricted by compatibility constraints from upgrading. To see why
+ use `status --outdated -m`
+```
+
+
diff --git a/docs/src/benchmarks/vanderpol.md b/docs/src/benchmarks/vanderpol.md
index f6b7d716c..12bd1e159 100644
--- a/docs/src/benchmarks/vanderpol.md
+++ b/docs/src/benchmarks/vanderpol.md
@@ -2,7 +2,7 @@
```julia
-using LinearAlgebra, Statistics, InteractiveUtils
+using LinearAlgebra, Statistics
using DiffEqDevTools, ParameterizedFunctions, SciMLBase, OrdinaryDiffEq, Plots
using ProbNumDiffEq
@@ -134,28 +134,32 @@ plot(wp, color=[1 1 1 1 2 2 2 2], xticks = 10.0 .^ (-16:1:5))
+
## Conclusion
- Use the `EK1` to solve stiff problems, with orders $\leq 6$ depending on the error tolerance.
- When the problem is actually a second-order ODE, as is the case for the Van der Pol system here, _solve it as a second-order ODE_.
+
## Appendix
Computer information:
-
```julia
+using InteractiveUtils
InteractiveUtils.versioninfo()
```
```
-Julia Version 1.8.5
-Commit 17cfb8e65ea (2023-01-08 06:45 UTC)
+Julia Version 1.9.3
+Commit bed2cd540a1 (2023-08-24 14:43 UTC)
+Build Info:
+ Official https://julialang.org/ release
Platform Info:
OS: Linux (x86_64-linux-gnu)
CPU: 12 × Intel(R) Core(TM) i7-6800K CPU @ 3.40GHz
WORD_SIZE: 64
LIBM: libopenlibm
- LLVM: libLLVM-13.0.1 (ORCJIT, broadwell)
+ LLVM: libLLVM-14.0.6 (ORCJIT, broadwell)
Threads: 12 on 12 virtual cores
Environment:
JULIA_NUM_THREADS = auto
@@ -163,3 +167,441 @@ Environment:
```
+
+
+
+Package Information:
+```julia
+using Pkg
+Pkg.status()
+```
+
+```
+Status `~/.julia/dev/ProbNumDiffEq/benchmarks/Project.toml`
+ [f3b72e0c] DiffEqDevTools v2.39.0
+ [7073ff75] IJulia v1.24.2
+ [7f56f5a3] LSODA v0.7.5
+ [e6f89c97] LoggingExtras v1.0.3
+ [e2752cbe] MATLABDiffEq v1.2.0
+ [961ee093] ModelingToolkit v8.72.2
+ [54ca160b] ODEInterface v0.5.0
+ [09606e27] ODEInterfaceDiffEq v3.13.3
+ [1dea7af3] OrdinaryDiffEq v6.58.0
+ [65888b18] ParameterizedFunctions v5.16.0
+ [91a5bcdd] Plots v1.39.0
+ [bf3e78b0] ProbNumDiffEq v0.12.1 `~/.julia/dev/ProbNumDiffEq`
+ [0bca4576] SciMLBase v2.4.0
+ [505e40e9] SciPyDiffEq v0.2.1
+ [90137ffa] StaticArrays v1.6.5
+ [c3572dad] Sundials v4.20.0
+ [44d3d7a6] Weave v0.10.12
+ [0518478a] deSolveDiffEq v0.1.1
+```
+
+
+
+
+
+And the full manifest:
+```julia
+Pkg.status(mode=Pkg.PKGMODE_MANIFEST)
+```
+
+```
+Status `~/.julia/dev/ProbNumDiffEq/benchmarks/Manifest.toml`
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+⌅ [c3fe647b] AbstractAlgebra v0.32.5
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+ [a2af1166] SortingAlgorithms v1.1.1
+ [47a9eef4] SparseDiffTools v2.8.0
+ [e56a9233] Sparspak v0.3.9
+ [276daf66] SpecialFunctions v2.3.1
+ [928aab9d] SpecialMatrices v3.0.0
+ [aedffcd0] Static v0.8.8
+ [0d7ed370] StaticArrayInterface v1.4.1
+ [90137ffa] StaticArrays v1.6.5
+ [1e83bf80] StaticArraysCore v1.4.2
+ [82ae8749] StatsAPI v1.7.0
+ [2913bbd2] StatsBase v0.34.2
+ [4c63d2b9] StatsFuns v1.3.0
+ [3eaba693] StatsModels v0.7.3
+⌅ [7792a7ef] StrideArraysCore v0.4.17
+ [69024149] StringEncodings v0.3.7
+ [892a3eda] StringManipulation v0.3.4
+ [09ab397b] StructArrays v0.6.16
+ [c3572dad] Sundials v4.20.0
+ [2efcf032] SymbolicIndexingInterface v0.2.2
+ [d1185830] SymbolicUtils v1.4.0
+ [0c5d862f] Symbolics v5.9.0
+ [3783bdb8] TableTraits v1.0.1
+ [bd369af6] Tables v1.11.0
+ [92b13dbe] TaylorIntegration v0.14.3
+ [6aa5eb33] TaylorSeries v0.15.2
+ [62fd8b95] TensorCore v0.1.1
+ [5d786b92] TerminalLoggers v0.1.7
+ [8290d209] ThreadingUtilities v0.5.2
+ [a759f4b9] TimerOutputs v0.5.23
+ [c751599d] ToeplitzMatrices v0.8.2
+ [0796e94c] Tokenize v0.5.25
+ [3bb67fe8] TranscodingStreams v0.9.13
+ [a2a6695c] TreeViews v0.3.0
+ [d5829a12] TriangularSolve v0.1.19
+ [410a4b4d] Tricks v0.1.8
+ [781d530d] TruncatedStacktraces v1.4.0
+ [5c2747f8] URIs v1.5.0
+ [3a884ed6] UnPack v1.0.2
+ [1cfade01] UnicodeFun v0.4.1
+ [1986cc42] Unitful v1.17.0
+ [45397f5d] UnitfulLatexify v1.6.3
+ [a7c27f48] Unityper v0.1.5
+ [41fe7b60] Unzip v0.2.0
+ [3d5dd08c] VectorizationBase v0.21.64
+ [81def892] VersionParsing v1.3.0
+ [19fa3120] VertexSafeGraphs v0.2.0
+ [44d3d7a6] Weave v0.10.12
+ [1b915085] WinReg v1.0.0
+ [ddb6d928] YAML v0.4.9
+ [c2297ded] ZMQ v1.2.2
+ [700de1a5] ZygoteRules v0.2.3
+ [0518478a] deSolveDiffEq v0.1.1
+ [6e34b625] Bzip2_jll v1.0.8+0
+ [83423d85] Cairo_jll v1.16.1+1
+ [2702e6a9] EpollShim_jll v0.0.20230411+0
+ [2e619515] Expat_jll v2.5.0+0
+⌃ [b22a6f82] FFMPEG_jll v4.4.2+2
+ [f5851436] FFTW_jll v3.3.10+0
+ [a3f928ae] Fontconfig_jll v2.13.93+0
+ [d7e528f0] FreeType2_jll v2.13.1+0
+ [559328eb] FriBidi_jll v1.0.10+0
+ [0656b61e] GLFW_jll v3.3.8+0
+ [d2c73de3] GR_jll v0.72.10+0
+ [78b55507] Gettext_jll v0.21.0+0
+ [7746bdde] Glib_jll v2.76.5+0
+ [3b182d85] Graphite2_jll v1.3.14+0
+ [2e76f6c2] HarfBuzz_jll v2.8.1+1
+ [1d5cc7b8] IntelOpenMP_jll v2023.2.0+0
+ [aacddb02] JpegTurbo_jll v2.1.91+0
+ [c1c5ebd0] LAME_jll v3.100.1+0
+ [88015f11] LERC_jll v3.0.0+1
+ [1d63c593] LLVMOpenMP_jll v15.0.4+0
+ [aae0fff6] LSODA_jll v0.1.2+0
+ [dd4b983a] LZO_jll v2.10.1+0
+⌅ [e9f186c6] Libffi_jll v3.2.2+1
+ [d4300ac3] Libgcrypt_jll v1.8.7+0
+ [7e76a0d4] Libglvnd_jll v1.6.0+0
+ [7add5ba3] Libgpg_error_jll v1.42.0+0
+ [94ce4f54] Libiconv_jll v1.17.0+0
+ [4b2f31a3] Libmount_jll v2.35.0+0
+ [89763e89] Libtiff_jll v4.5.1+1
+ [38a345b3] Libuuid_jll v2.36.0+0
+ [856f044c] MKL_jll v2023.2.0+0
+ [c771fb93] ODEInterface_jll v0.0.1+0
+ [e7412a2a] Ogg_jll v1.3.5+1
+⌅ [458c3c95] OpenSSL_jll v1.1.23+0
+ [efe28fd5] OpenSpecFun_jll v0.5.5+0
+ [91d4177d] Opus_jll v1.3.2+0
+ [30392449] Pixman_jll v0.42.2+0
+ [c0090381] Qt6Base_jll v6.5.2+2
+ [f50d1b31] Rmath_jll v0.4.0+0
+⌅ [fb77eaff] Sundials_jll v5.2.1+0
+ [a44049a8] Vulkan_Loader_jll v1.3.243+0
+ [a2964d1f] Wayland_jll v1.21.0+1
+ [2381bf8a] Wayland_protocols_jll v1.25.0+0
+ [02c8fc9c] XML2_jll v2.11.5+0
+ [aed1982a] XSLT_jll v1.1.34+0
+ [ffd25f8a] XZ_jll v5.4.4+0
+ [f67eecfb] Xorg_libICE_jll v1.0.10+1
+ [c834827a] Xorg_libSM_jll v1.2.3+0
+ [4f6342f7] Xorg_libX11_jll v1.8.6+0
+ [0c0b7dd1] Xorg_libXau_jll v1.0.11+0
+ [935fb764] Xorg_libXcursor_jll v1.2.0+4
+ [a3789734] Xorg_libXdmcp_jll v1.1.4+0
+ [1082639a] Xorg_libXext_jll v1.3.4+4
+ [d091e8ba] Xorg_libXfixes_jll v5.0.3+4
+ [a51aa0fd] Xorg_libXi_jll v1.7.10+4
+ [d1454406] Xorg_libXinerama_jll v1.1.4+4
+ [ec84b674] Xorg_libXrandr_jll v1.5.2+4
+ [ea2f1a96] Xorg_libXrender_jll v0.9.10+4
+ [14d82f49] Xorg_libpthread_stubs_jll v0.1.1+0
+ [c7cfdc94] Xorg_libxcb_jll v1.15.0+0
+ [cc61e674] Xorg_libxkbfile_jll v1.1.2+0
+ [e920d4aa] Xorg_xcb_util_cursor_jll v0.1.4+0
+ [12413925] Xorg_xcb_util_image_jll v0.4.0+1
+ [2def613f] Xorg_xcb_util_jll v0.4.0+1
+ [975044d2] Xorg_xcb_util_keysyms_jll v0.4.0+1
+ [0d47668e] Xorg_xcb_util_renderutil_jll v0.3.9+1
+ [c22f9ab0] Xorg_xcb_util_wm_jll v0.4.1+1
+ [35661453] Xorg_xkbcomp_jll v1.4.6+0
+ [33bec58e] Xorg_xkeyboard_config_jll v2.39.0+0
+ [c5fb5394] Xorg_xtrans_jll v1.5.0+0
+ [8f1865be] ZeroMQ_jll v4.3.4+0
+ [3161d3a3] Zstd_jll v1.5.5+0
+ [35ca27e7] eudev_jll v3.2.9+0
+⌅ [214eeab7] fzf_jll v0.29.0+0
+ [1a1c6b14] gperf_jll v3.1.1+0
+ [a4ae2306] libaom_jll v3.4.0+0
+ [0ac62f75] libass_jll v0.15.1+0
+ [2db6ffa8] libevdev_jll v1.11.0+0
+ [f638f0a6] libfdk_aac_jll v2.0.2+0
+ [36db933b] libinput_jll v1.18.0+0
+ [b53b4c65] libpng_jll v1.6.38+0
+ [a9144af2] libsodium_jll v1.0.20+0
+ [f27f6e37] libvorbis_jll v1.3.7+1
+ [009596ad] mtdev_jll v1.1.6+0
+ [1270edf5] x264_jll v2021.5.5+0
+ [dfaa095f] x265_jll v3.5.0+0
+ [d8fb68d0] xkbcommon_jll v1.4.1+1
+ [0dad84c5] ArgTools v1.1.1
+ [56f22d72] Artifacts
+ [2a0f44e3] Base64
+ [ade2ca70] Dates
+ [8ba89e20] Distributed
+ [f43a241f] Downloads v1.6.0
+ [7b1f6079] FileWatching
+ [9fa8497b] Future
+ [b77e0a4c] InteractiveUtils
+ [4af54fe1] LazyArtifacts
+ [b27032c2] LibCURL v0.6.3
+ [76f85450] LibGit2
+ [8f399da3] Libdl
+ [37e2e46d] LinearAlgebra
+ [56ddb016] Logging
+ [d6f4376e] Markdown
+ [a63ad114] Mmap
+ [ca575930] NetworkOptions v1.2.0
+ [44cfe95a] Pkg v1.9.2
+ [de0858da] Printf
+ [9abbd945] Profile
+ [3fa0cd96] REPL
+ [9a3f8284] Random
+ [ea8e919c] SHA v0.7.0
+ [9e88b42a] Serialization
+ [1a1011a3] SharedArrays
+ [6462fe0b] Sockets
+ [2f01184e] SparseArrays
+ [10745b16] Statistics v1.9.0
+ [4607b0f0] SuiteSparse
+ [fa267f1f] TOML v1.0.3
+ [a4e569a6] Tar v1.10.0
+ [8dfed614] Test
+ [cf7118a7] UUIDs
+ [4ec0a83e] Unicode
+ [e66e0078] CompilerSupportLibraries_jll v1.0.5+0
+ [deac9b47] LibCURL_jll v7.84.0+0
+ [29816b5a] LibSSH2_jll v1.10.2+0
+ [c8ffd9c3] MbedTLS_jll v2.28.2+0
+ [14a3606d] MozillaCACerts_jll v2022.10.11
+ [4536629a] OpenBLAS_jll v0.3.21+4
+ [05823500] OpenLibm_jll v0.8.1+0
+ [efcefdf7] PCRE2_jll v10.42.0+0
+ [bea87d4a] SuiteSparse_jll v5.10.1+6
+ [83775a58] Zlib_jll v1.2.13+0
+ [8e850b90] libblastrampoline_jll v5.8.0+0
+ [8e850ede] nghttp2_jll v1.48.0+0
+ [3f19e933] p7zip_jll v17.4.0+0
+Info Packages marked with ⌃ and ⌅ have new versions available, but those wi
+th ⌅ are restricted by compatibility constraints from upgrading. To see why
+ use `status --outdated -m`
+```
+
+