SciML: Differentiable Modeling and Simulation Combined with Machine Learning
The SciML organization is a collection of tools for solving equations and modeling systems developed in the Julia programming language with bindings to other languages such as R and Python. The organization provides well-maintained tools which compose together as a coherent ecosystem. It has a coherent development principle, unified APIs over large collections of equation solvers, pervasive differentiability and sensitivity analysis, and features many of the highest performance and parallel implementations one can find.
Scientific Machine Learning (SciML) = Scientific Computing + Machine Learning
Where to Start?
- Want to get started running some code? Check out the Getting Started tutorials.
- What is SciML? Check out our Overview.
- Want to see some cool end-to-end examples? Check out the SciML Showcase.
- Curious about our performance claims? Check out the SciML Open Benchmarks.
- Want to learn more about how SciML does scientific machine learning? Check out the SciML Book (from MIT's 18.337 graduate course).
- Want to chat with someone? Check out our chat room and forums.
- Want to see our code? Check out the SciML GitHub organization.
And for diving into the details, use the bar on the top to navigate to the submodule of interest!
Reproducibility
The documentation of the SciML Showcase was built using these direct dependencies,
Status `/var/lib/buildkite-agent/builds/gpuci-3/julialang/scimldocs/docs/Project.toml`
[0bf59076] AdvancedHMC v0.6.2
[6e4b80f9] BenchmarkTools v1.5.0
[336ed68f] CSV v0.10.15
[052768ef] CUDA v5.5.2
[b0b7db55] ComponentArrays v0.15.17
[2445eb08] DataDrivenDiffEq v1.5.0
[5b588203] DataDrivenSparse v0.1.2
[a93c6f00] DataFrames v1.7.0
[071ae1c0] DiffEqGPU v3.4.1
[0c46a032] DifferentialEquations v7.14.0
[31c24e10] Distributions v0.25.112
[e30172f5] Documenter v1.7.0
[5b8099bc] DomainSets v0.7.14
[587475ba] Flux v0.14.22
[f6369f11] ForwardDiff v0.10.36
[40713840] IncompleteLU v0.2.1
[de52edbc] Integrals v4.5.0
[d3d80556] LineSearches v7.3.0
[7ed4a6bd] LinearSolve v2.36.1
[b2108857] Lux v1.2.0
[d0bbae9a] LuxCUDA v0.3.3
[c7f686f2] MCMCChains v6.0.6
[eff96d63] Measurements v2.11.0
[94925ecb] MethodOfLines v0.11.6
[961ee093] ModelingToolkit v9.49.0
[87ed4bf0] MultiDocumenter v0.7.0
[315f7962] NeuralPDE v5.17.0
[8913a72c] NonlinearSolve v3.15.1
[7f7a1694] Optimization v4.0.5
[fd9f6733] OptimizationMOI v0.5.1
[4e6fcdb7] OptimizationNLopt v0.3.1
[36348300] OptimizationOptimJL v0.4.1
[42dfb2eb] OptimizationOptimisers v0.3.4
[500b13db] OptimizationPolyalgorithms v0.3.0
[1dea7af3] OrdinaryDiffEq v6.89.0
[91a5bcdd] Plots v1.40.8
[afe9f18d] SciMLExpectations v2.2.0
⌃ [1ed8b502] SciMLSensitivity v7.68.0
[860ef19b] StableRNGs v1.0.2
[90137ffa] StaticArrays v1.9.8
[10745b16] Statistics v1.11.1
[f3b207a7] StatsPlots v0.15.7
[1986cc42] Unitful v1.21.0
[e88e6eb3] Zygote v0.6.72
[76f85450] LibGit2 v1.11.0
[37e2e46d] LinearAlgebra v1.11.0
[44cfe95a] Pkg v1.11.0
[de0858da] Printf v1.11.0
[9a3f8284] Random v1.11.0
Info Packages marked with ⌃ have new versions available and may be upgradable.and using this machine and Julia version.
Julia Version 1.11.1
Commit 8f5b7ca12ad (2024-10-16 10:53 UTC)
Build Info:
Official https://julialang.org/ release
Platform Info:
OS: Linux (x86_64-linux-gnu)
CPU: 48 × AMD EPYC 7402 24-Core Processor
WORD_SIZE: 64
LLVM: libLLVM-16.0.6 (ORCJIT, znver2)
Threads: 1 default, 0 interactive, 1 GC (on 2 virtual cores)
Environment:
JULIA_CPU_THREADS = 2
JULIA_DEBUG = Documenter
JULIA_DEPOT_PATH = /root/.cache/julia-buildkite-plugin/depots/0183cc98-c3b4-4959-aaaa-6c0d5f351407
LD_LIBRARY_PATH = /usr/local/nvidia/lib:/usr/local/nvidia/lib64
JULIA_PKG_SERVER =A more complete overview of all dependencies and their versions is also provided.
Status `/var/lib/buildkite-agent/builds/gpuci-3/julialang/scimldocs/docs/Manifest.toml`
[47edcb42] ADTypes v1.9.0
[a4c015fc] ANSIColoredPrinters v0.0.1
[621f4979] AbstractFFTs v1.5.0
[80f14c24] AbstractMCMC v5.6.0
[1520ce14] AbstractTrees v0.4.5
[7d9f7c33] Accessors v0.1.38
[79e6a3ab] Adapt v4.1.0
[0bf59076] AdvancedHMC v0.6.2
[66dad0bd] AliasTables v1.1.3
[dce04be8] ArgCheck v2.3.0
[ec485272] ArnoldiMethod v0.4.0
[7d9fca2a] Arpack v0.5.4
[4fba245c] ArrayInterface v7.16.0
[4c555306] ArrayLayouts v1.10.4
[a9b6321e] Atomix v0.1.0
[13072b0f] AxisAlgorithms v1.1.0
[39de3d68] AxisArrays v0.4.7
[ab4f0b2a] BFloat16s v0.5.0
[aae01518] BandedMatrices v1.7.5
[198e06fe] BangBang v0.4.3
[9718e550] Baselet v0.1.1
[6e4b80f9] BenchmarkTools v1.5.0
[e2ed5e7c] Bijections v0.1.9
[d1d4a3ce] BitFlags v0.1.9
[62783981] BitTwiddlingConvenienceFunctions v0.1.6
[8e7c35d0] BlockArrays v1.1.1
[764a87c0] BoundaryValueDiffEq v5.11.0
[fa961155] CEnum v0.5.0
[2a0fbf3d] CPUSummary v0.2.6
[00ebfdb7] CSTParser v3.4.3
[336ed68f] CSV v0.10.15
[052768ef] CUDA v5.5.2
[1af6417a] CUDA_Runtime_Discovery v0.3.5
[49dc2e85] Calculus v0.5.2
[7057c7e9] Cassette v0.3.14
[082447d4] ChainRules v1.71.0
[d360d2e6] ChainRulesCore v1.25.0
[fb6a15b2] CloseOpenIntervals v0.1.13
[aaaa29a8] Clustering v0.15.7
[523fee87] CodecBzip2 v0.8.4
[944b1d66] CodecZlib v0.7.6
[35d6a980] ColorSchemes v3.27.0
⌅ [3da002f7] ColorTypes v0.11.5
[c3611d14] ColorVectorSpace v0.10.0
⌅ [5ae59095] Colors v0.12.11
[861a8166] Combinatorics v1.0.2
[a80b9123] CommonMark v0.8.15
[38540f10] CommonSolve v0.2.4
[bbf7d656] CommonSubexpressions v0.3.1
[f70d9fcc] CommonWorldInvalidations v1.0.0
[34da2185] Compat v4.16.0
[b0b7db55] ComponentArrays v0.15.17
[b152e2b5] CompositeTypes v0.1.4
[a33af91c] CompositionsBase v0.1.2
[2569d6c7] ConcreteStructs v0.2.3
[f0e56b4a] ConcurrentUtilities v2.4.2
[88cd18e8] ConsoleProgressMonitor v0.1.2
[187b0558] ConstructionBase v1.5.8
[6add18c4] ContextVariablesX v0.1.3
[d38c429a] Contour v0.6.3
[adafc99b] CpuId v0.3.1
[a8cc5b0e] Crayons v4.1.1
[667455a9] Cubature v1.5.1
[9a962f9c] DataAPI v1.16.0
[2445eb08] DataDrivenDiffEq v1.5.0
[5b588203] DataDrivenSparse v0.1.2
[a93c6f00] DataFrames v1.7.0
[82cc6244] DataInterpolations v6.5.2
[864edb3b] DataStructures v0.18.20
[e2d170a0] DataValueInterfaces v1.0.0
[244e2a9f] DefineSingletons v0.1.2
[bcd4f6db] DelayDiffEq v5.48.1
[8bb1440f] DelimitedFiles v1.9.1
[2b5f629d] DiffEqBase v6.158.3
⌅ [459566f4] DiffEqCallbacks v3.9.1
[071ae1c0] DiffEqGPU v3.4.1
[77a26b50] DiffEqNoiseProcess v5.23.0
[163ba53b] DiffResults v1.1.0
[b552c78f] DiffRules v1.15.1
[0c46a032] DifferentialEquations v7.14.0
[a0c0ee7d] DifferentiationInterface v0.6.17
[8d63f2c5] DispatchDoctor v0.4.17
[b4f34e82] Distances v0.10.12
[31c24e10] Distributions v0.25.112
[ffbed154] DocStringExtensions v0.9.3
[e30172f5] Documenter v1.7.0
[5b8099bc] DomainSets v0.7.14
[7c1d4256] DynamicPolynomials v0.6.0
[06fc5a27] DynamicQuantities v1.1.0
[da5c29d0] EllipsisNotation v1.8.0
[4e289a0a] EnumX v1.0.4
[7da242da] Enzyme v0.13.12
[f151be2c] EnzymeCore v0.8.4
[460bff9d] ExceptionUnwrapping v0.1.10
[d4d017d3] ExponentialUtilities v1.26.1
[e2ba6199] ExprTools v0.1.10
⌅ [6b7a57c9] Expronicon v0.8.5
[c87230d0] FFMPEG v0.4.2
[7a1cc6ca] FFTW v1.8.0
[cc61a311] FLoops v0.2.2
[b9860ae5] FLoopsBase v0.1.1
[9d29842c] FastAlmostBandedMatrices v0.1.4
[7034ab61] FastBroadcast v0.3.5
[9aa1b823] FastClosures v0.3.2
[29a986be] FastLapackInterface v2.0.4
[a4df4552] FastPower v1.1.1
[48062228] FilePathsBase v0.9.22
[1a297f60] FillArrays v1.13.0
[64ca27bc] FindFirstFunctions v1.4.1
[6a86dc24] FiniteDiff v2.26.0
[53c48c17] FixedPointNumbers v0.8.5
[587475ba] Flux v0.14.22
[1fa38f19] Format v1.3.7
[f6369f11] ForwardDiff v0.10.36
[f62d2435] FunctionProperties v0.1.2
[069b7b12] FunctionWrappers v1.1.3
[77dc65aa] FunctionWrappersWrappers v0.1.3
[d9f16b24] Functors v0.4.12
⌅ [0c68f7d7] GPUArrays v10.3.1
⌅ [46192b85] GPUArraysCore v0.1.6
⌅ [61eb1bfa] GPUCompiler v0.27.8
[28b8d3ca] GR v0.73.8
[14197337] GenericLinearAlgebra v0.3.14
[c145ed77] GenericSchur v0.5.4
[d7ba0133] Git v1.3.1
[c27321d9] Glob v1.3.1
[86223c79] Graphs v1.12.0
[42e2da0e] Grisu v1.0.2
[708ec375] Gumbo v0.8.2
[19dc6840] HCubature v1.7.0
[cd3eb016] HTTP v1.10.9
[3e5b6fbb] HostCPUFeatures v0.1.17
[0e44f5e4] Hwloc v3.3.0
[34004b35] HypergeometricFunctions v0.3.24
[ac1192a8] HypertextLiteral v0.9.5
[b5f81e59] IOCapture v0.2.5
[7869d1d1] IRTools v0.4.14
[615f187c] IfElse v0.1.1
[40713840] IncompleteLU v0.2.1
[d25df0c9] Inflate v0.1.5
[22cec73e] InitialValues v0.3.1
[842dd82b] InlineStrings v1.4.2
[505f98c9] InplaceOps v0.3.0
[18e54dd8] IntegerMathUtils v0.1.2
[de52edbc] Integrals v4.5.0
[a98d9a8b] Interpolations v0.15.1
[8197267c] IntervalSets v0.7.10
[3587e190] InverseFunctions v0.1.17
[41ab1584] InvertedIndices v1.3.0
[92d709cd] IrrationalConstants v0.2.2
[c8e1da08] IterTools v1.10.0
[82899510] IteratorInterfaceExtensions v1.0.0
[1019f520] JLFzf v0.1.8
[692b3bcd] JLLWrappers v1.6.1
[682c06a0] JSON v0.21.4
[98e50ef6] JuliaFormatter v1.0.62
[b14d175d] JuliaVariables v0.2.4
[ccbc3e58] JumpProcesses v9.14.0
[ef3ab10e] KLU v0.6.0
[63c18a36] KernelAbstractions v0.9.29
[5ab0869b] KernelDensity v0.6.9
[ba0b0d4f] Krylov v0.9.8
[5be7bae1] LBFGSB v0.4.1
[929cbde3] LLVM v9.1.3
[8b046642] LLVMLoopInfo v1.0.0
[b964fa9f] LaTeXStrings v1.4.0
[23fbe1c1] Latexify v0.16.5
[73f95e8e] LatticeRules v0.0.1
[10f19ff3] LayoutPointers v0.1.17
[0e77f7df] LazilyInitializedFields v1.2.2
[5078a376] LazyArrays v2.2.1
[1d6d02ad] LeftChildRightSiblingTrees v0.2.0
[2d8b4e74] LevyArea v1.0.0
[87fe0de2] LineSearch v0.1.4
[d3d80556] LineSearches v7.3.0
[7ed4a6bd] LinearSolve v2.36.1
[6fdf6af0] LogDensityProblems v2.1.2
[996a588d] LogDensityProblemsAD v1.11.0
[2ab3a3ac] LogExpFunctions v0.3.28
[e6f89c97] LoggingExtras v1.1.0
[bdcacae8] LoopVectorization v0.12.171
[b2108857] Lux v1.2.0
[d0bbae9a] LuxCUDA v0.3.3
[bb33d45b] LuxCore v1.0.1
[82251201] LuxLib v1.3.6
[c7f686f2] MCMCChains v6.0.6
[be115224] MCMCDiagnosticTools v0.3.10
[7e8f7934] MLDataDevices v1.4.2
[e80e1ace] MLJModelInterface v1.11.0
[d8e11817] MLStyle v0.4.17
[f1d291b0] MLUtils v0.4.4
[1914dd2f] MacroTools v0.5.13
[d125e4d3] ManualMemory v0.1.8
[d0879d2d] MarkdownAST v0.1.2
[b8f27783] MathOptInterface v1.33.0
[a3b82374] MatrixFactorizations v3.0.1
[bb5d69b7] MaybeInplace v0.1.4
[739be429] MbedTLS v1.1.9
[eff96d63] Measurements v2.11.0
[442fdcdd] Measures v0.3.2
[94925ecb] MethodOfLines v0.11.6
[128add7d] MicroCollections v0.2.0
[e1d29d7a] Missings v1.2.0
[961ee093] ModelingToolkit v9.49.0
[4886b29c] MonteCarloIntegration v0.2.0
[0987c9cc] MonteCarloMeasurements v1.2.1
[46d2c3a1] MuladdMacro v0.2.4
[87ed4bf0] MultiDocumenter v0.7.0
[102ac46a] MultivariatePolynomials v0.5.7
[6f286f6a] MultivariateStats v0.10.3
[d8a4904e] MutableArithmetics v1.5.2
[d41bc354] NLSolversBase v7.8.3
[76087f3c] NLopt v1.1.1
[2774e3e8] NLsolve v4.5.1
[872c559c] NNlib v0.9.24
[5da4648a] NVTX v0.3.4
[77ba4419] NaNMath v1.0.2
[71a1bf82] NameResolution v0.1.5
[c020b1a1] NaturalSort v1.0.0
[b8a86587] NearestNeighbors v0.4.20
[315f7962] NeuralPDE v5.17.0
[2bd173c7] NodeJS v2.0.0
[8913a72c] NonlinearSolve v3.15.1
[d8793406] ObjectFile v0.4.2
[510215fc] Observables v0.5.5
[6fe1bfb0] OffsetArrays v1.14.1
[0b1bfda6] OneHotArrays v0.2.5
[4d8831e6] OpenSSL v1.4.3
[429524aa] Optim v1.9.4
[3bd65402] Optimisers v0.3.3
[7f7a1694] Optimization v4.0.5
[bca83a33] OptimizationBase v2.3.0
[fd9f6733] OptimizationMOI v0.5.1
[4e6fcdb7] OptimizationNLopt v0.3.1
[36348300] OptimizationOptimJL v0.4.1
[42dfb2eb] OptimizationOptimisers v0.3.4
[500b13db] OptimizationPolyalgorithms v0.3.0
[bac558e1] OrderedCollections v1.6.3
[1dea7af3] OrdinaryDiffEq v6.89.0
[89bda076] OrdinaryDiffEqAdamsBashforthMoulton v1.1.0
[6ad6398a] OrdinaryDiffEqBDF v1.1.2
[bbf590c4] OrdinaryDiffEqCore v1.9.0
[50262376] OrdinaryDiffEqDefault v1.1.0
[4302a76b] OrdinaryDiffEqDifferentiation v1.1.0
[9286f039] OrdinaryDiffEqExplicitRK v1.1.0
[e0540318] OrdinaryDiffEqExponentialRK v1.1.0
[becaefa8] OrdinaryDiffEqExtrapolation v1.2.1
[5960d6e9] OrdinaryDiffEqFIRK v1.2.0
[101fe9f7] OrdinaryDiffEqFeagin v1.1.0
[d3585ca7] OrdinaryDiffEqFunctionMap v1.1.1
[d28bc4f8] OrdinaryDiffEqHighOrderRK v1.1.0
[9f002381] OrdinaryDiffEqIMEXMultistep v1.1.0
[521117fe] OrdinaryDiffEqLinear v1.1.0
[1344f307] OrdinaryDiffEqLowOrderRK v1.2.0
[b0944070] OrdinaryDiffEqLowStorageRK v1.2.1
[127b3ac7] OrdinaryDiffEqNonlinearSolve v1.2.1
[c9986a66] OrdinaryDiffEqNordsieck v1.1.0
[5dd0a6cf] OrdinaryDiffEqPDIRK v1.1.0
[5b33eab2] OrdinaryDiffEqPRK v1.1.0
[04162be5] OrdinaryDiffEqQPRK v1.1.0
[af6ede74] OrdinaryDiffEqRKN v1.1.0
[43230ef6] OrdinaryDiffEqRosenbrock v1.2.0
[2d112036] OrdinaryDiffEqSDIRK v1.1.0
[669c94d9] OrdinaryDiffEqSSPRK v1.2.0
[e3e12d00] OrdinaryDiffEqStabilizedIRK v1.1.0
[358294b1] OrdinaryDiffEqStabilizedRK v1.1.0
[fa646aed] OrdinaryDiffEqSymplecticRK v1.1.0
[b1df2697] OrdinaryDiffEqTsit5 v1.1.0
[79d7bb75] OrdinaryDiffEqVerner v1.1.1
[a7812802] PDEBase v0.1.15
[90014a1f] PDMats v0.11.31
[65ce6f38] PackageExtensionCompat v1.0.2
[d96e819e] Parameters v0.12.3
[69de0a69] Parsers v2.8.1
[b98c9c47] Pipe v1.3.0
[ccf2f8ad] PlotThemes v3.3.0
[995b91a9] PlotUtils v1.4.2
[91a5bcdd] Plots v1.40.8
[e409e4f3] PoissonRandom v0.4.4
[f517fe37] Polyester v0.7.16
[1d0040c9] PolyesterWeave v0.2.2
[f27b6e38] Polynomials v4.0.11
[2dfb63ee] PooledArrays v1.4.3
[85a6dd25] PositiveFactorizations v0.2.4
[d236fae5] PreallocationTools v0.4.24
[aea7be01] PrecompileTools v1.2.1
[21216c6a] Preferences v1.4.3
[8162dcfd] PrettyPrint v0.2.0
[08abe8d2] PrettyTables v2.4.0
[27ebfcd6] Primes v0.5.6
[33c8b6b6] ProgressLogging v0.1.4
[92933f4c] ProgressMeter v1.10.2
[43287f4e] PtrArrays v1.2.1
[1fd47b50] QuadGK v2.11.1
[8a4e6c94] QuasiMonteCarlo v0.3.3
[74087812] Random123 v1.7.0
[e6cf234a] RandomNumbers v1.6.0
[b3c3ace0] RangeArrays v0.3.2
[c84ed2f1] Ratios v0.4.5
[c1ae055f] RealDot v0.1.0
[3cdcf5f2] RecipesBase v1.3.4
[01d81517] RecipesPipeline v0.6.12
[731186ca] RecursiveArrayTools v3.27.1
[f2c3362d] RecursiveFactorization v0.2.23
[189a3867] Reexport v1.2.2
[2792f1a3] RegistryInstances v0.1.0
[05181044] RelocatableFolders v1.0.1
[ae029012] Requires v1.3.0
[ae5879a3] ResettableStacks v1.1.1
[37e2e3b7] ReverseDiff v1.15.3
[79098fc4] Rmath v0.8.0
[47965b36] RootedTrees v2.23.1
[7e49a35a] RuntimeGeneratedFunctions v0.5.13
[94e857df] SIMDTypes v0.1.0
[476501e8] SLEEFPirates v0.6.43
[0bca4576] SciMLBase v2.57.2
[afe9f18d] SciMLExpectations v2.2.0
[19f34311] SciMLJacobianOperators v0.1.0
[c0aeaf25] SciMLOperators v0.3.11
⌃ [1ed8b502] SciMLSensitivity v7.68.0
[53ae85a6] SciMLStructures v1.5.0
[30f210dd] ScientificTypesBase v3.0.0
[6c6a2e73] Scratch v1.2.1
[91c51154] SentinelArrays v1.4.6
[efcf1570] Setfield v1.1.1
[605ecd9f] ShowCases v0.1.0
[992d4aef] Showoff v1.0.3
[777ac1f9] SimpleBufferStream v1.2.0
[05bca326] SimpleDiffEq v1.11.1
[727e6d20] SimpleNonlinearSolve v1.12.3
[699a6c99] SimpleTraits v0.9.4
[ce78b400] SimpleUnPack v1.1.0
[ed01d8cd] Sobol v1.5.0
[a2af1166] SortingAlgorithms v1.2.1
[9f842d2f] SparseConnectivityTracer v0.6.8
[47a9eef4] SparseDiffTools v2.23.0
[dc90abb0] SparseInverseSubset v0.1.2
[0a514795] SparseMatrixColorings v0.4.8
[e56a9233] Sparspak v0.3.9
[276daf66] SpecialFunctions v2.4.0
[171d559e] SplittablesBase v0.1.15
[860ef19b] StableRNGs v1.0.2
[aedffcd0] Static v1.1.1
[0d7ed370] StaticArrayInterface v1.8.0
[90137ffa] StaticArrays v1.9.8
[1e83bf80] StaticArraysCore v1.4.3
[64bff920] StatisticalTraits v3.4.0
[10745b16] Statistics v1.11.1
[82ae8749] StatsAPI v1.7.0
[2913bbd2] StatsBase v0.34.3
[4c63d2b9] StatsFuns v1.3.2
[f3b207a7] StatsPlots v0.15.7
[9672c7b4] SteadyStateDiffEq v2.4.1
[789caeaf] StochasticDiffEq v6.70.0
[7792a7ef] StrideArraysCore v0.5.7
[892a3eda] StringManipulation v0.4.0
[09ab397b] StructArrays v0.6.18
[53d494c1] StructIO v0.3.1
[c3572dad] Sundials v4.26.0
[2efcf032] SymbolicIndexingInterface v0.3.33
[19f23fe9] SymbolicLimits v0.2.2
[d1185830] SymbolicUtils v3.7.2
[0c5d862f] Symbolics v6.16.0
[ab02a1b2] TableOperations v1.2.0
[3783bdb8] TableTraits v1.0.1
[bd369af6] Tables v1.12.0
[62fd8b95] TensorCore v0.1.1
[8ea1fca8] TermInterface v2.0.0
[5d786b92] TerminalLoggers v0.1.7
[1c621080] TestItems v1.0.0
[8290d209] ThreadingUtilities v0.5.2
[a759f4b9] TimerOutputs v0.5.25
[0796e94c] Tokenize v0.5.29
[9f7883ad] Tracker v0.2.35
[3bb67fe8] TranscodingStreams v0.11.3
[28d57a85] Transducers v0.4.84
[d5829a12] TriangularSolve v0.2.1
[410a4b4d] Tricks v0.1.9
[781d530d] TruncatedStacktraces v1.4.0
[5c2747f8] URIs v1.5.1
[3a884ed6] UnPack v1.0.2
[1cfade01] UnicodeFun v0.4.1
[1986cc42] Unitful v1.21.0
[45397f5d] UnitfulLatexify v1.6.4
[a7c27f48] Unityper v0.1.6
[013be700] UnsafeAtomics v0.2.1
[d80eeb9a] UnsafeAtomicsLLVM v0.2.1
[41fe7b60] Unzip v0.2.0
[3d5dd08c] VectorizationBase v0.21.70
[19fa3120] VertexSafeGraphs v0.2.0
[ea10d353] WeakRefStrings v1.4.2
[d49dbf32] WeightInitializers v1.0.4
[cc8bc4a8] Widgets v0.6.6
[efce3f68] WoodburyMatrices v1.0.0
[76eceee3] WorkerUtilities v1.6.1
[e88e6eb3] Zygote v0.6.72
[700de1a5] ZygoteRules v0.2.5
[02a925ec] cuDNN v1.4.0
⌅ [68821587] Arpack_jll v3.5.1+1
[6e34b625] Bzip2_jll v1.0.8+2
[4ee394cb] CUDA_Driver_jll v0.10.3+0
[76a88914] CUDA_Runtime_jll v0.15.3+0
[62b44479] CUDNN_jll v9.4.0+0
[83423d85] Cairo_jll v1.18.2+1
[7bc98958] Cubature_jll v1.0.5+0
[ee1fde0b] Dbus_jll v1.14.10+0
[7cc45869] Enzyme_jll v0.0.157+0
[2702e6a9] EpollShim_jll v0.0.20230411+0
[2e619515] Expat_jll v2.6.2+0
⌅ [b22a6f82] FFMPEG_jll v4.4.4+1
[f5851436] FFTW_jll v3.3.10+1
[a3f928ae] Fontconfig_jll v2.13.96+0
[d7e528f0] FreeType2_jll v2.13.2+0
[559328eb] FriBidi_jll v1.0.14+0
[0656b61e] GLFW_jll v3.4.0+1
[d2c73de3] GR_jll v0.73.8+0
[78b55507] Gettext_jll v0.21.0+0
[f8c6e375] Git_jll v2.46.2+0
[7746bdde] Glib_jll v2.80.5+0
[3b182d85] Graphite2_jll v1.3.14+0
[528830af] Gumbo_jll v0.10.2+0
[2e76f6c2] HarfBuzz_jll v8.3.1+0
[e33a78d0] Hwloc_jll v2.11.2+0
[1d5cc7b8] IntelOpenMP_jll v2024.2.1+0
[aacddb02] JpegTurbo_jll v3.0.4+0
[9c1d0b0a] JuliaNVTXCallbacks_jll v0.2.1+0
[c1c5ebd0] LAME_jll v3.100.2+0
[88015f11] LERC_jll v4.0.0+0
[dad2f222] LLVMExtra_jll v0.0.34+0
[1d63c593] LLVMOpenMP_jll v18.1.7+0
[dd4b983a] LZO_jll v2.10.2+1
[81d17ec3] L_BFGS_B_jll v3.0.1+0
⌅ [e9f186c6] Libffi_jll v3.2.2+1
[d4300ac3] Libgcrypt_jll v1.11.0+0
[7e76a0d4] Libglvnd_jll v1.6.0+0
[7add5ba3] Libgpg_error_jll v1.50.0+0
[94ce4f54] Libiconv_jll v1.17.0+1
[4b2f31a3] Libmount_jll v2.40.1+0
[89763e89] Libtiff_jll v4.7.0+0
[38a345b3] Libuuid_jll v2.40.1+0
[856f044c] MKL_jll v2024.2.0+0
[079eb43e] NLopt_jll v2.8.0+0
[e98f9f5b] NVTX_jll v3.1.0+2
[e7412a2a] Ogg_jll v1.3.5+1
[458c3c95] OpenSSL_jll v3.0.15+1
[efe28fd5] OpenSpecFun_jll v0.5.5+0
[91d4177d] Opus_jll v1.3.3+0
[36c8627f] Pango_jll v1.54.1+0
[30392449] Pixman_jll v0.43.4+0
[c0090381] Qt6Base_jll v6.7.1+1
[629bc702] Qt6Declarative_jll v6.7.1+2
[ce943373] Qt6ShaderTools_jll v6.7.1+1
[e99dba38] Qt6Wayland_jll v6.7.1+1
[f50d1b31] Rmath_jll v0.5.1+0
⌅ [fb77eaff] Sundials_jll v5.2.3+0
[a44049a8] Vulkan_Loader_jll v1.3.243+0
[a2964d1f] Wayland_jll v1.21.0+1
[2381bf8a] Wayland_protocols_jll v1.31.0+0
[02c8fc9c] XML2_jll v2.13.4+0
[aed1982a] XSLT_jll v1.1.41+0
[ffd25f8a] XZ_jll v5.6.3+0
[f67eecfb] Xorg_libICE_jll v1.1.1+0
[c834827a] Xorg_libSM_jll v1.2.4+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 v1.3.6+0
[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 v0.9.11+0
[14d82f49] Xorg_libpthread_stubs_jll v0.1.1+0
[c7cfdc94] Xorg_libxcb_jll v1.17.0+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
[3161d3a3] Zstd_jll v1.5.6+1
[1e29f10c] demumble_jll v1.3.0+0
[35ca27e7] eudev_jll v3.2.9+0
[214eeab7] fzf_jll v0.53.0+0
[1a1c6b14] gperf_jll v3.1.1+0
[a4ae2306] libaom_jll v3.9.0+0
[0ac62f75] libass_jll v0.15.2+0
[1183f4f0] libdecor_jll v0.2.2+0
[2db6ffa8] libevdev_jll v1.11.0+0
[f638f0a6] libfdk_aac_jll v2.0.3+0
[36db933b] libinput_jll v1.18.0+0
[b53b4c65] libpng_jll v1.6.44+0
[f27f6e37] libvorbis_jll v1.3.7+2
[009596ad] mtdev_jll v1.1.6+0
[1317d2d5] oneTBB_jll v2021.12.0+0
⌅ [1270edf5] x264_jll v2021.5.5+0
⌅ [dfaa095f] x265_jll v3.5.0+0
[d8fb68d0] xkbcommon_jll v1.4.1+1
[0dad84c5] ArgTools v1.1.2
[56f22d72] Artifacts v1.11.0
[2a0f44e3] Base64 v1.11.0
[ade2ca70] Dates v1.11.0
[8ba89e20] Distributed v1.11.0
[f43a241f] Downloads v1.6.0
[7b1f6079] FileWatching v1.11.0
[9fa8497b] Future v1.11.0
[b77e0a4c] InteractiveUtils v1.11.0
[4af54fe1] LazyArtifacts v1.11.0
[b27032c2] LibCURL v0.6.4
[76f85450] LibGit2 v1.11.0
[8f399da3] Libdl v1.11.0
[37e2e46d] LinearAlgebra v1.11.0
[56ddb016] Logging v1.11.0
[d6f4376e] Markdown v1.11.0
[a63ad114] Mmap v1.11.0
[ca575930] NetworkOptions v1.2.0
[44cfe95a] Pkg v1.11.0
[de0858da] Printf v1.11.0
[9abbd945] Profile v1.11.0
[3fa0cd96] REPL v1.11.0
[9a3f8284] Random v1.11.0
[ea8e919c] SHA v0.7.0
[9e88b42a] Serialization v1.11.0
[1a1011a3] SharedArrays v1.11.0
[6462fe0b] Sockets v1.11.0
[2f01184e] SparseArrays v1.11.0
[f489334b] StyledStrings v1.11.0
[4607b0f0] SuiteSparse
[fa267f1f] TOML v1.0.3
[a4e569a6] Tar v1.10.0
[8dfed614] Test v1.11.0
[cf7118a7] UUIDs v1.11.0
[4ec0a83e] Unicode v1.11.0
[e66e0078] CompilerSupportLibraries_jll v1.1.1+0
[deac9b47] LibCURL_jll v8.6.0+0
[e37daf67] LibGit2_jll v1.7.2+0
[29816b5a] LibSSH2_jll v1.11.0+1
[c8ffd9c3] MbedTLS_jll v2.28.6+0
[14a3606d] MozillaCACerts_jll v2023.12.12
[4536629a] OpenBLAS_jll v0.3.27+1
[05823500] OpenLibm_jll v0.8.1+2
[efcefdf7] PCRE2_jll v10.42.0+1
[bea87d4a] SuiteSparse_jll v7.7.0+0
[83775a58] Zlib_jll v1.2.13+1
[8e850b90] libblastrampoline_jll v5.11.0+0
[8e850ede] nghttp2_jll v1.59.0+0
[3f19e933] p7zip_jll v17.4.0+2
Info Packages marked with ⌃ and ⌅ have new versions available. Those with ⌃ may be upgradable, but those with ⌅ are restricted by compatibility constraints from upgrading. To see why use `status --outdated -m`You can also download the manifest file and the project file.