Package evaluation of JointEnergyModels on Julia 1.13.0-DEV.1035 (d28a587c89*) started at 2025-08-24T23:43:25.026 ################################################################################ # Set-up # Installing PkgEval dependencies (TestEnv)... Set-up completed after 9.53s ################################################################################ # Installation # Installing JointEnergyModels... Resolving package versions... Updating `~/.julia/environments/v1.13/Project.toml` [48c56d24] + JointEnergyModels v0.1.7 Updating `~/.julia/environments/v1.13/Manifest.toml` [621f4979] + AbstractFFTs v1.5.0 [7d9f7c33] + Accessors v0.1.42 [79e6a3ab] + Adapt v4.3.0 [66dad0bd] + AliasTables v1.1.3 [dce04be8] + ArgCheck v2.5.0 [a9b6321e] + Atomix v1.1.2 [fbb218c0] + BSON v0.3.9 [198e06fe] + BangBang v0.4.4 [9718e550] + Baselet v0.1.1 [fa961155] + CEnum v0.5.0 ⌅ [324d7699] + CategoricalArrays v0.10.8 [082447d4] + ChainRules v1.72.5 [d360d2e6] + ChainRulesCore v1.26.0 ⌅ [3da002f7] + ColorTypes v0.11.5 [bbf7d656] + CommonSubexpressions v0.3.1 [34da2185] + Compat v4.18.0 [a33af91c] + CompositionsBase v0.1.2 [ed09eef8] + ComputationalResources v0.3.2 [187b0558] + ConstructionBase v1.6.0 [6add18c4] + ContextVariablesX v0.1.3 [9a962f9c] + DataAPI v1.16.0 [864edb3b] + DataStructures v0.19.0 [e2d170a0] + DataValueInterfaces v1.0.0 [244e2a9f] + DefineSingletons v0.1.2 [8bb1440f] + DelimitedFiles v1.9.1 [163ba53b] + DiffResults v1.1.0 [b552c78f] + DiffRules v1.15.1 [31c24e10] + Distributions v0.25.120 [ffbed154] + DocStringExtensions v0.9.5 [f446124b] + EnergySamplers v1.0.3 [cc61a311] + FLoops v0.2.2 [b9860ae5] + FLoopsBase v0.1.1 [5789e2e9] + FileIO v1.17.0 [1a297f60] + FillArrays v1.13.0 [53c48c17] + FixedPointNumbers v0.8.5 ⌅ [587475ba] + Flux v0.14.25 [f6369f11] + ForwardDiff v1.0.1 ⌅ [d9f16b24] + Functors v0.4.12 [0c68f7d7] + GPUArrays v11.2.3 [46192b85] + GPUArraysCore v0.2.0 [076d061b] + HashArrayMappedTries v0.2.0 [34004b35] + HypergeometricFunctions v0.3.28 [7869d1d1] + IRTools v0.4.15 [22cec73e] + InitialValues v0.3.1 [3587e190] + InverseFunctions v0.1.17 [92d709cd] + IrrationalConstants v0.2.4 [82899510] + IteratorInterfaceExtensions v1.0.0 [033835bb] + JLD2 v0.5.15 [692b3bcd] + JLLWrappers v1.7.1 [48c56d24] + JointEnergyModels v0.1.7 [b14d175d] + JuliaVariables v0.2.4 [63c18a36] + KernelAbstractions v0.9.38 [929cbde3] + LLVM v9.4.2 [2ab3a3ac] + LogExpFunctions v0.3.29 [c2834f40] + MLCore v1.0.0 ⌃ [7e8f7934] + MLDataDevices v1.5.3 ⌅ [094fc8d1] + MLJFlux v0.5.1 [e80e1ace] + MLJModelInterface v1.12.0 [d8e11817] + MLStyle v0.4.17 [f1d291b0] + MLUtils v0.4.8 [1914dd2f] + MacroTools v0.5.16 [dbeba491] + Metalhead v0.9.5 [128add7d] + MicroCollections v0.2.0 [e1d29d7a] + Missings v1.2.0 [872c559c] + NNlib v0.9.31 [77ba4419] + NaNMath v1.1.3 [71a1bf82] + NameResolution v0.1.5 [0b1bfda6] + OneHotArrays v0.2.10 ⌅ [3bd65402] + Optimisers v0.3.4 [bac558e1] + OrderedCollections v1.8.1 [90014a1f] + PDMats v0.11.35 [570af359] + PartialFunctions v1.2.1 [aea7be01] + PrecompileTools v1.3.2 [21216c6a] + Preferences v1.5.0 [8162dcfd] + PrettyPrint v0.2.0 [33c8b6b6] + ProgressLogging v0.1.5 [92933f4c] + ProgressMeter v1.10.4 [43287f4e] + PtrArrays v1.3.0 [1fd47b50] + QuadGK v2.11.2 [c1ae055f] + RealDot v0.1.0 [189a3867] + Reexport v1.2.2 [ae029012] + Requires v1.3.1 [79098fc4] + Rmath v0.8.0 [30f210dd] + ScientificTypesBase v3.0.0 [7e506255] + ScopedValues v1.4.0 [efcf1570] + Setfield v1.1.2 [605ecd9f] + ShowCases v0.1.0 [699a6c99] + SimpleTraits v0.9.5 [a2af1166] + SortingAlgorithms v1.2.2 [dc90abb0] + SparseInverseSubset v0.1.2 [276daf66] + SpecialFunctions v2.5.1 [171d559e] + SplittablesBase v0.1.15 [90137ffa] + StaticArrays v1.9.14 [1e83bf80] + StaticArraysCore v1.4.3 [64bff920] + StatisticalTraits v3.5.0 [10745b16] + Statistics v1.11.1 [82ae8749] + StatsAPI v1.7.1 [2913bbd2] + StatsBase v0.34.6 [4c63d2b9] + StatsFuns v1.5.0 [09ab397b] + StructArrays v0.7.1 [3783bdb8] + TableTraits v1.0.1 [bd369af6] + Tables v1.12.1 [10284c91] + TaijaBase v1.2.3 [3bb67fe8] + TranscodingStreams v0.11.3 [28d57a85] + Transducers v0.4.84 [013be700] + UnsafeAtomics v0.3.0 ⌅ [e88e6eb3] + Zygote v0.6.77 [700de1a5] + ZygoteRules v0.2.7 [dad2f222] + LLVMExtra_jll v0.0.37+2 [efe28fd5] + OpenSpecFun_jll v0.5.6+0 [f50d1b31] + Rmath_jll v0.5.1+0 [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 v1.7.0 [7b1f6079] + FileWatching v1.11.0 [9fa8497b] + Future v1.11.0 [b77e0a4c] + InteractiveUtils v1.11.0 [ac6e5ff7] + JuliaSyntaxHighlighting v1.12.0 [4af54fe1] + LazyArtifacts v1.11.0 [b27032c2] + LibCURL v0.6.4 [76f85450] + LibGit2 v1.11.0 [8f399da3] + Libdl v1.11.0 [37e2e46d] + LinearAlgebra v1.13.0 [56ddb016] + Logging v1.11.0 [d6f4376e] + Markdown v1.11.0 [a63ad114] + Mmap v1.11.0 [ca575930] + NetworkOptions v1.3.0 [44cfe95a] + Pkg v1.13.0 [de0858da] + Printf v1.11.0 [3fa0cd96] + REPL v1.11.0 [9a3f8284] + Random v1.11.0 [ea8e919c] + SHA v0.7.0 [9e88b42a] + Serialization v1.11.0 [6462fe0b] + Sockets v1.11.0 [2f01184e] + SparseArrays v1.13.0 [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 v1.3.0+1 [deac9b47] + LibCURL_jll v8.15.0+1 [e37daf67] + LibGit2_jll v1.9.1+0 [29816b5a] + LibSSH2_jll v1.11.3+1 [14a3606d] + MozillaCACerts_jll v2025.8.12 [4536629a] + OpenBLAS_jll v0.3.29+0 [05823500] + OpenLibm_jll v0.8.7+0 [458c3c95] + OpenSSL_jll v3.5.2+0 [efcefdf7] + PCRE2_jll v10.45.0+0 [bea87d4a] + SuiteSparse_jll v7.10.1+0 [83775a58] + Zlib_jll v1.3.1+2 [3161d3a3] + Zstd_jll v1.5.7+1 [8e850b90] + libblastrampoline_jll v5.13.1+0 [8e850ede] + nghttp2_jll v1.66.0+0 [3f19e933] + p7zip_jll v17.6.0+0 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` Installation completed after 6.02s ################################################################################ # Precompilation # Precompiling PkgEval dependencies... Precompiling package dependencies... Precompilation completed after 320.17s ################################################################################ # Testing # Testing JointEnergyModels Test Could not use exact versions of packages in manifest, re-resolving. Note: if you do not check your manifest file into source control, then you can probably ignore this message. However, if you do check your manifest file into source control, then you probably want to pass the `allow_reresolve = false` kwarg when calling the `Pkg.test` function. Updating `/tmp/jl_64XH63/Project.toml` [4c88cf16] ↑ Aqua v0.8.7 ⇒ v0.8.14 [5224ae11] ↑ CompatHelperLocal v0.1.26 ⇒ v0.1.27 [31c24e10] ↑ Distributions v0.25.111 ⇒ v0.25.120 ⌅ [587475ba] ↑ Flux v0.14.19 ⇒ v0.14.25 [48c56d24] + JointEnergyModels v0.1.7 [a7f614a8] ↑ MLJBase v1.7.0 ⇒ v1.8.2 [8dfed614] ~ Test ⇒ v1.11.0 Updating `/tmp/jl_64XH63/Manifest.toml` [7d9f7c33] ↑ Accessors v0.1.37 ⇒ v0.1.42 [79e6a3ab] ↑ Adapt v4.0.4 ⇒ v4.3.0 [4c88cf16] ↑ Aqua v0.8.7 ⇒ v0.8.14 [dce04be8] ↑ ArgCheck v2.3.0 ⇒ v2.5.0 [a9b6321e] ↑ Atomix v0.1.0 ⇒ v1.1.2 [198e06fe] ↑ BangBang v0.4.3 ⇒ v0.4.4 [082447d4] ↑ ChainRules v1.69.0 ⇒ v1.72.5 [d360d2e6] ↑ ChainRulesCore v1.24.0 ⇒ v1.26.0 [34da2185] ↑ Compat v4.16.0 ⇒ v4.18.0 [5224ae11] ↑ CompatHelperLocal v0.1.26 ⇒ v0.1.27 [187b0558] ↑ ConstructionBase v1.5.8 ⇒ v1.6.0 [864edb3b] ↑ DataStructures v0.18.20 ⇒ v0.19.0 [31c24e10] ↑ Distributions v0.25.111 ⇒ v0.25.120 [ffbed154] ↑ DocStringExtensions v0.9.3 ⇒ v0.9.5 [f446124b] + EnergySamplers v1.0.3 [5789e2e9] ↑ FileIO v1.16.3 ⇒ v1.17.0 ⌅ [587475ba] ↑ Flux v0.14.19 ⇒ v0.14.25 [f6369f11] ↑ ForwardDiff v0.10.36 ⇒ v1.0.1 [0c68f7d7] ↑ GPUArrays v10.3.1 ⇒ v11.2.3 [46192b85] ↑ GPUArraysCore v0.1.6 ⇒ v0.2.0 [076d061b] + HashArrayMappedTries v0.2.0 [34004b35] ↑ HypergeometricFunctions v0.3.24 ⇒ v0.3.28 [7869d1d1] ↑ IRTools v0.4.14 ⇒ v0.4.15 [3587e190] ↑ InverseFunctions v0.1.16 ⇒ v0.1.17 [41ab1584] ↑ InvertedIndices v1.3.0 ⇒ v1.3.1 [92d709cd] ↑ IrrationalConstants v0.2.2 ⇒ v0.2.4 [033835bb] ↑ JLD2 v0.4.53 ⇒ v0.5.15 [692b3bcd] ↑ JLLWrappers v1.6.0 ⇒ v1.7.1 [48c56d24] + JointEnergyModels v0.1.7 [63c18a36] ↑ KernelAbstractions v0.9.25 ⇒ v0.9.38 [929cbde3] ↑ LLVM v9.0.0 ⇒ v9.4.2 [b964fa9f] ↑ LaTeXStrings v1.3.1 ⇒ v1.4.0 [92ad9a40] ↑ LearnAPI v0.1.0 ⇒ v1.0.1 [2ab3a3ac] ↑ LogExpFunctions v0.3.28 ⇒ v0.3.29 [c2834f40] + MLCore v1.0.0 ⌃ [7e8f7934] + MLDataDevices v1.5.3 [a7f614a8] ↑ MLJBase v1.7.0 ⇒ v1.8.2 [e80e1ace] ↑ MLJModelInterface v1.11.0 ⇒ v1.12.0 [f1d291b0] ↑ MLUtils v0.4.4 ⇒ v0.4.8 [1914dd2f] ↑ MacroTools v0.5.13 ⇒ v0.5.16 [dbeba491] ↑ Metalhead v0.9.3 ⇒ v0.9.5 [872c559c] ↑ NNlib v0.9.23 ⇒ v0.9.31 [77ba4419] ↑ NaNMath v1.0.2 ⇒ v1.1.3 [0b1bfda6] ↑ OneHotArrays v0.2.5 ⇒ v0.2.10 ⌅ [3bd65402] ↑ Optimisers v0.3.3 ⇒ v0.3.4 [bac558e1] ↑ OrderedCollections v1.6.3 ⇒ v1.8.1 [90014a1f] ↑ PDMats v0.11.31 ⇒ v0.11.35 [570af359] ↑ PartialFunctions v1.2.0 ⇒ v1.2.1 [aea7be01] ↑ PrecompileTools v1.2.1 ⇒ v1.3.2 [21216c6a] ↑ Preferences v1.4.3 ⇒ v1.5.0 [08abe8d2] ↑ PrettyTables v2.3.2 ⇒ v2.4.0 [33c8b6b6] ↑ ProgressLogging v0.1.4 ⇒ v0.1.5 [92933f4c] ↑ ProgressMeter v1.10.2 ⇒ v1.10.4 [43287f4e] ↑ PtrArrays v1.2.1 ⇒ v1.3.0 [1fd47b50] ↑ QuadGK v2.11.0 ⇒ v2.11.2 [ae029012] ↑ Requires v1.3.0 ⇒ v1.3.1 [79098fc4] ↑ Rmath v0.7.1 ⇒ v0.8.0 [321657f4] ↑ ScientificTypes v3.0.2 ⇒ v3.1.1 [7e506255] + ScopedValues v1.4.0 [efcf1570] ↑ Setfield v1.1.1 ⇒ v1.1.2 [699a6c99] ↑ SimpleTraits v0.9.4 ⇒ v0.9.5 [a2af1166] ↑ SortingAlgorithms v1.2.1 ⇒ v1.2.2 [276daf66] ↑ SpecialFunctions v2.4.0 ⇒ v2.5.1 [90137ffa] ↑ StaticArrays v1.9.7 ⇒ v1.9.14 [c062fc1d] ↑ StatisticalMeasuresBase v0.1.1 ⇒ v0.1.3 [64bff920] ↑ StatisticalTraits v3.4.0 ⇒ v3.5.0 [10745b16] ↑ Statistics v1.10.0 ⇒ v1.11.1 [82ae8749] ↑ StatsAPI v1.7.0 ⇒ v1.7.1 [2913bbd2] ↑ StatsBase v0.34.3 ⇒ v0.34.6 [4c63d2b9] ↑ StatsFuns v1.3.1 ⇒ v1.5.0 [892a3eda] ↑ StringManipulation v0.3.4 ⇒ v0.4.1 [09ab397b] ↑ StructArrays v0.6.18 ⇒ v0.7.1 [bd369af6] ↑ Tables v1.12.0 ⇒ v1.12.1 [10284c91] + TaijaBase v1.2.3 [3bb67fe8] ↑ TranscodingStreams v0.11.2 ⇒ v0.11.3 [28d57a85] ↑ Transducers v0.4.82 ⇒ v0.4.84 [013be700] ↑ UnsafeAtomics v0.2.1 ⇒ v0.3.0 [d80eeb9a] - UnsafeAtomicsLLVM v0.2.1 ⌅ [e88e6eb3] ↑ Zygote v0.6.70 ⇒ v0.6.77 [700de1a5] ↑ ZygoteRules v0.2.5 ⇒ v0.2.7 [dad2f222] ↑ LLVMExtra_jll v0.0.33+0 ⇒ v0.0.37+2 [c8ffd9c3] - MbedTLS_jll v2.28.2+1 [efe28fd5] ↑ OpenSpecFun_jll v0.5.5+0 ⇒ v0.5.6+0 [f50d1b31] ↑ Rmath_jll v0.4.3+0 ⇒ v0.5.1+0 [0dad84c5] ↑ ArgTools v1.1.1 ⇒ 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 ⇒ v1.7.0 [7b1f6079] ~ FileWatching ⇒ v1.11.0 [9fa8497b] ~ Future ⇒ v1.11.0 [b77e0a4c] ~ InteractiveUtils ⇒ v1.11.0 [ac6e5ff7] + JuliaSyntaxHighlighting v1.12.0 [4af54fe1] ~ LazyArtifacts ⇒ v1.11.0 [76f85450] ~ LibGit2 ⇒ v1.11.0 [8f399da3] ~ Libdl ⇒ v1.11.0 [37e2e46d] ~ LinearAlgebra ⇒ v1.13.0 [56ddb016] ~ Logging ⇒ v1.11.0 [d6f4376e] ~ Markdown ⇒ v1.11.0 [a63ad114] ~ Mmap ⇒ v1.11.0 [ca575930] ↑ NetworkOptions v1.2.0 ⇒ v1.3.0 [44cfe95a] ↑ Pkg v1.10.0 ⇒ v1.13.0 [de0858da] ~ Printf ⇒ v1.11.0 [3fa0cd96] ~ REPL ⇒ v1.11.0 [9a3f8284] ~ Random ⇒ v1.11.0 [9e88b42a] ~ Serialization ⇒ v1.11.0 [6462fe0b] ~ Sockets ⇒ v1.11.0 [2f01184e] ↑ SparseArrays v1.10.0 ⇒ v1.13.0 [f489334b] + StyledStrings v1.11.0 [8dfed614] ~ Test ⇒ v1.11.0 [cf7118a7] ~ UUIDs ⇒ v1.11.0 [4ec0a83e] ~ Unicode ⇒ v1.11.0 [e66e0078] ↑ CompilerSupportLibraries_jll v1.1.1+0 ⇒ v1.3.0+1 [deac9b47] ↑ LibCURL_jll v8.4.0+0 ⇒ v8.15.0+1 [e37daf67] ↑ LibGit2_jll v1.6.4+0 ⇒ v1.9.1+0 [29816b5a] ↑ LibSSH2_jll v1.11.0+1 ⇒ v1.11.3+1 [14a3606d] ↑ MozillaCACerts_jll v2023.1.10 ⇒ v2025.8.12 [4536629a] ↑ OpenBLAS_jll v0.3.23+4 ⇒ v0.3.29+0 [05823500] ↑ OpenLibm_jll v0.8.1+2 ⇒ v0.8.7+0 [458c3c95] + OpenSSL_jll v3.5.2+0 [efcefdf7] + PCRE2_jll v10.45.0+0 [bea87d4a] ↑ SuiteSparse_jll v7.2.1+1 ⇒ v7.10.1+0 [83775a58] ↑ Zlib_jll v1.2.13+1 ⇒ v1.3.1+2 [3161d3a3] + Zstd_jll v1.5.7+1 [8e850b90] ↑ libblastrampoline_jll v5.11.0+0 ⇒ v5.13.1+0 [8e850ede] ↑ nghttp2_jll v1.52.0+1 ⇒ v1.66.0+0 [3f19e933] ↑ p7zip_jll v17.4.0+2 ⇒ v17.6.0+0 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` Test Successfully re-resolved Status `/tmp/jl_64XH63/Project.toml` [4c88cf16] Aqua v0.8.14 [5224ae11] CompatHelperLocal v0.1.27 [31c24e10] Distributions v0.25.120 ⌅ [587475ba] Flux v0.14.25 [48c56d24] JointEnergyModels v0.1.7 [a7f614a8] MLJBase v1.8.2 ⌅ [094fc8d1] MLJFlux v0.5.1 [8dfed614] Test v1.11.0 Status `/tmp/jl_64XH63/Manifest.toml` [621f4979] AbstractFFTs v1.5.0 [7d9f7c33] Accessors v0.1.42 [79e6a3ab] Adapt v4.3.0 [66dad0bd] AliasTables v1.1.3 [4c88cf16] Aqua v0.8.14 [dce04be8] ArgCheck v2.5.0 [a9b6321e] Atomix v1.1.2 [fbb218c0] BSON v0.3.9 [198e06fe] BangBang v0.4.4 [9718e550] Baselet v0.1.1 [fa961155] CEnum v0.5.0 ⌅ [324d7699] CategoricalArrays v0.10.8 ⌅ [af321ab8] CategoricalDistributions v0.1.15 [082447d4] ChainRules v1.72.5 [d360d2e6] ChainRulesCore v1.26.0 ⌅ [3da002f7] ColorTypes v0.11.5 [bbf7d656] CommonSubexpressions v0.3.1 [34da2185] Compat v4.18.0 [5224ae11] CompatHelperLocal v0.1.27 [a33af91c] CompositionsBase v0.1.2 [ed09eef8] ComputationalResources v0.3.2 [187b0558] ConstructionBase v1.6.0 [6add18c4] ContextVariablesX v0.1.3 [a8cc5b0e] Crayons v4.1.1 [9a962f9c] DataAPI v1.16.0 [864edb3b] DataStructures v0.19.0 [e2d170a0] DataValueInterfaces v1.0.0 [244e2a9f] DefineSingletons v0.1.2 [8bb1440f] DelimitedFiles v1.9.1 [163ba53b] DiffResults v1.1.0 [b552c78f] DiffRules v1.15.1 [31c24e10] Distributions v0.25.120 [ffbed154] DocStringExtensions v0.9.5 [f446124b] EnergySamplers v1.0.3 [cc61a311] FLoops v0.2.2 [b9860ae5] FLoopsBase v0.1.1 [5789e2e9] FileIO v1.17.0 [1a297f60] FillArrays v1.13.0 [53c48c17] FixedPointNumbers v0.8.5 ⌅ [587475ba] Flux v0.14.25 [f6369f11] ForwardDiff v1.0.1 ⌅ [d9f16b24] Functors v0.4.12 [0c68f7d7] GPUArrays v11.2.3 [46192b85] GPUArraysCore v0.2.0 [076d061b] HashArrayMappedTries v0.2.0 [34004b35] HypergeometricFunctions v0.3.28 [7869d1d1] IRTools v0.4.15 [22cec73e] InitialValues v0.3.1 [3587e190] InverseFunctions v0.1.17 [41ab1584] InvertedIndices v1.3.1 [92d709cd] IrrationalConstants v0.2.4 [82899510] IteratorInterfaceExtensions v1.0.0 [033835bb] JLD2 v0.5.15 [692b3bcd] JLLWrappers v1.7.1 [48c56d24] JointEnergyModels v0.1.7 [b14d175d] JuliaVariables v0.2.4 [63c18a36] KernelAbstractions v0.9.38 [929cbde3] LLVM v9.4.2 [b964fa9f] LaTeXStrings v1.4.0 [92ad9a40] LearnAPI v1.0.1 [2ab3a3ac] LogExpFunctions v0.3.29 [c2834f40] MLCore v1.0.0 ⌃ [7e8f7934] MLDataDevices v1.5.3 [a7f614a8] MLJBase v1.8.2 ⌅ [094fc8d1] MLJFlux v0.5.1 [e80e1ace] MLJModelInterface v1.12.0 [d8e11817] MLStyle v0.4.17 [f1d291b0] MLUtils v0.4.8 [1914dd2f] MacroTools v0.5.16 [dbeba491] Metalhead v0.9.5 [128add7d] MicroCollections v0.2.0 [e1d29d7a] Missings v1.2.0 [872c559c] NNlib v0.9.31 [77ba4419] NaNMath v1.1.3 [71a1bf82] NameResolution v0.1.5 [0b1bfda6] OneHotArrays v0.2.10 ⌅ [3bd65402] Optimisers v0.3.4 [bac558e1] OrderedCollections v1.8.1 [90014a1f] PDMats v0.11.35 [d96e819e] Parameters v0.12.3 [570af359] PartialFunctions v1.2.1 [aea7be01] PrecompileTools v1.3.2 [21216c6a] Preferences v1.5.0 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Those with ⌃ may be upgradable, but those with ⌅ are restricted by compatibility constraints from upgrading. Testing Running tests... Precompiling packages... 26413.3 ms ✓ MLDataDevices → MLDataDevicesGPUArraysExt 79836.3 ms ✓ Zygote 5988.8 ms ✓ MLDataDevices → MLDataDevicesZygoteExt 111720.3 ms ✓ Flux 4 dependencies successfully precompiled in 228 seconds. 167 already precompiled. Precompiling packages... 31602.5 ms ✓ Metalhead 15677.1 ms ✓ EnergySamplers 28666.0 ms ✓ MLJFlux 31968.2 ms ✓ JointEnergyModels 4 dependencies successfully precompiled in 113 seconds. 199 already precompiled. Precompiling packages... 14045.6 ms ✓ ScientificTypes 21285.8 ms ✓ StatisticalMeasuresBase 9892.4 ms ✓ CategoricalDistributions 20529.7 ms ✓ MLJBase 4 dependencies successfully precompiled in 70 seconds. 141 already precompiled. [ Info: Training machine(JointEnergyClassifier(builder = MLP(hidden = (32, 32, 32), …), …), …). Optimising neural net: 2%[> ] ETA: 3:04:11 Optimising neural net: 3%[> ] ETA: 2:02:17 Optimising neural net: 4%[=> ] ETA: 1:31:24 Optimising neural net: 5%[=> ] ETA: 1:12:43 Optimising neural net: 6%[=> ] ETA: 1:00:16 Optimising neural net: 7%[=> ] ETA: 0:51:21 Optimising neural net: 8%[==> ] ETA: 0:44:39 Optimising neural net: 9%[==> ] ETA: 0:39:27 Optimising neural net: 10%[==> ] ETA: 0:35:18 Optimising neural net: 11%[==> ] ETA: 0:31:53 Optimising neural net: 12%[===> ] ETA: 0:29:02 Optimising neural net: 13%[===> ] ETA: 0:26:38 Optimising neural net: 14%[===> ] ETA: 0:24:33 Optimising neural net: 15%[===> ] ETA: 0:22:46 Optimising neural net: 16%[====> ] ETA: 0:21:11 Optimising neural net: 17%[====> ] ETA: 0:19:48 Optimising neural net: 18%[====> ] ETA: 0:18:33 Optimising neural net: 19%[====> ] ETA: 0:17:27 Optimising neural net: 20%[=====> ] ETA: 0:16:27 Optimising neural net: 21%[=====> ] ETA: 0:15:32 [ Info: Training losses/accuracy in epoch 20: Classification: 0.0011228372529149056 Generative: -0.0006142894411459565 Regularisation: 0.000274887157662306 Total: 0.00040939940573880444 Accuracy: 0.985 Optimising neural net: 22%[=====> ] ETA: 0:14:43 Optimising neural net: 23%[=====> ] ETA: 0:13:57 Optimising neural net: 24%[======> ] ETA: 0:13:15 Optimising neural net: 25%[======> ] ETA: 0:12:36 Optimising neural net: 26%[======> ] ETA: 0:12:01 Optimising neural net: 27%[======> ] ETA: 0:11:27 Optimising neural net: 28%[=======> ] ETA: 0:10:56 Optimising neural net: 29%[=======> ] ETA: 0:10:27 Optimising neural net: 30%[=======> ] ETA: 0:10:01 Optimising neural net: 31%[=======> ] ETA: 0:09:35 Optimising neural net: 32%[========> ] ETA: 0:09:12 Optimising neural net: 33%[========> ] ETA: 0:08:49 Optimising neural net: 34%[========> ] ETA: 0:08:28 Optimising neural net: 35%[========> ] ETA: 0:08:08 Optimising neural net: 36%[=========> ] ETA: 0:07:49 Optimising neural net: 37%[=========> ] ETA: 0:07:31 Optimising neural net: 38%[=========> ] ETA: 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losses/accuracy in epoch 80: Classification: 0.0004016658291220665 Generative: -0.0012889400124549866 Regularisation: 0.003010695539414883 Total: -0.0010054664045572282 Accuracy: 0.986 Optimising neural net: 82%[====================> ] ETA: 0:01:08 Optimising neural net: 83%[====================> ] ETA: 0:01:04 Optimising neural net: 84%[=====================> ] ETA: 0:01:00 Optimising neural net: 85%[=====================> ] ETA: 0:00:56 Optimising neural net: 86%[=====================> ] ETA: 0:00:51 Optimising neural net: 87%[=====================> ] ETA: 0:00:47 Optimising neural net: 88%[======================> ] ETA: 0:00:43 Optimising neural net: 89%[======================> ] ETA: 0:00:39 Optimising neural net: 90%[======================> ] ETA: 0:00:36 Optimising neural net: 91%[======================> ] ETA: 0:00:32 Optimising neural net: 92%[=======================> ] ETA: 0:00:28 Optimising neural net: 93%[=======================> ] ETA: 0:00:24 Optimising neural net: 94%[=======================> ] ETA: 0:00:21 Optimising neural net: 95%[=======================> ] ETA: 0:00:17 Optimising neural net: 96%[========================>] ETA: 0:00:14 Optimising neural net: 97%[========================>] ETA: 0:00:10 Optimising neural net: 98%[========================>] ETA: 0:00:07 Optimising neural net: 99%[========================>] ETA: 0:00:03 Optimising neural net: 100%[=========================] Time: 0:05:31 [ Info: Training losses/accuracy in epoch 100: Classification: 0.00034837777726352213 Generative: -0.017694380283355713 Regularisation: 0.038142073750495914 Total: -0.012494904254749415 Accuracy: 0.9915 Test Summary: | Pass Total Time JointEnergyModels.jl | 14 14 9m25.2s Testing JointEnergyModels tests passed Testing completed after 1018.76s PkgEval succeeded after 1376.75s