Package evaluation of TuringBenchmarking on Julia 1.13.0-DEV.873 (be59b3b2f4*) started at 2025-07-18T02:57:51.842 ################################################################################ # Set-up # Installing PkgEval dependencies (TestEnv)... Set-up completed after 9.68s ################################################################################ # Installation # Installing TuringBenchmarking... Resolving package versions... Updating `~/.julia/environments/v1.13/Project.toml` [0db1332d] + TuringBenchmarking v0.5.9 Updating `~/.julia/environments/v1.13/Manifest.toml` [47edcb42] + ADTypes v1.15.0 [621f4979] + AbstractFFTs v1.5.0 [80f14c24] + AbstractMCMC v5.6.3 ⌅ [7a57a42e] + AbstractPPL v0.10.1 [1520ce14] + AbstractTrees v0.4.5 [7d9f7c33] + Accessors v0.1.42 [79e6a3ab] + Adapt v4.3.0 [66dad0bd] + AliasTables v1.1.3 [dce04be8] + ArgCheck v2.5.0 [a9b6321e] + Atomix v1.1.1 [198e06fe] + BangBang v0.4.4 [9718e550] + Baselet v0.1.1 [6e4b80f9] + BenchmarkTools v1.6.0 [76274a88] + Bijectors v0.15.8 [fa961155] + CEnum v0.5.0 [082447d4] + ChainRules v1.72.5 [d360d2e6] + ChainRulesCore v1.25.2 [0ca39b1e] + Chairmarks v1.3.1 [9e997f8a] + ChangesOfVariables v0.1.10 [38540f10] + CommonSolve v0.2.4 [bbf7d656] + CommonSubexpressions v0.3.1 [34da2185] + Compat v4.17.0 [a33af91c] + CompositionsBase v0.1.2 [88cd18e8] + ConsoleProgressMonitor v0.1.2 [187b0558] + ConstructionBase v1.6.0 [a8cc5b0e] + Crayons v4.1.1 [9a962f9c] + DataAPI v1.16.0 [864edb3b] + DataStructures v0.18.22 [e2d170a0] + DataValueInterfaces v1.0.0 [244e2a9f] + DefineSingletons v0.1.2 [b429d917] + DensityInterface v0.4.0 [163ba53b] + DiffResults v1.1.0 [b552c78f] + DiffRules v1.15.1 ⌅ [a0c0ee7d] + DifferentiationInterface v0.6.54 [31c24e10] + Distributions v0.25.120 [ffbed154] + DocStringExtensions v0.9.5 ⌅ [366bfd00] + DynamicPPL v0.35.9 [1a297f60] + FillArrays v1.13.0 ⌅ [f6369f11] + ForwardDiff v0.10.38 [069b7b12] + FunctionWrappers v1.1.3 [d9f16b24] + Functors v0.5.2 [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 [692b3bcd] + JLLWrappers v1.7.0 [682c06a0] + JSON v0.21.4 [63c18a36] + KernelAbstractions v0.9.37 [929cbde3] + LLVM v9.4.2 [b964fa9f] + LaTeXStrings v1.4.0 [1d6d02ad] + LeftChildRightSiblingTrees v0.2.0 [6fdf6af0] + LogDensityProblems v2.1.2 [2ab3a3ac] + LogExpFunctions v0.3.29 [e6f89c97] + LoggingExtras v1.1.0 [1914dd2f] + MacroTools v0.5.16 [dbb5928d] + MappedArrays v0.4.2 [128add7d] + MicroCollections v0.2.0 [e1d29d7a] + Missings v1.2.0 [77ba4419] + NaNMath v1.1.3 [bac558e1] + OrderedCollections v1.8.1 [90014a1f] + PDMats v0.11.35 [69de0a69] + Parsers v2.8.3 [aea7be01] + PrecompileTools v1.3.2 [21216c6a] + Preferences v1.4.3 [08abe8d2] + PrettyTables v2.4.0 [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 [37e2e3b7] + ReverseDiff v1.16.1 [79098fc4] + Rmath v0.8.0 [f2b01f46] + Roots v2.2.8 [7e506255] + ScopedValues v1.4.0 [efcf1570] + Setfield v1.1.2 [a2af1166] + SortingAlgorithms v1.2.1 [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 [10745b16] + Statistics v1.11.1 [82ae8749] + StatsAPI v1.7.1 [2913bbd2] + StatsBase v0.34.5 [4c63d2b9] + StatsFuns v1.5.0 [892a3eda] + StringManipulation v0.4.1 [09ab397b] + StructArrays v0.7.1 [3783bdb8] + TableTraits v1.0.1 [bd369af6] + Tables v1.12.1 [5d786b92] + TerminalLoggers v0.1.7 [28d57a85] + Transducers v0.4.84 [0db1332d] + TuringBenchmarking v0.5.9 [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 v1.12.0 [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 [9abbd945] + Profile 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 v1.12.0 [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 v8.14.1+1 [e37daf67] + LibGit2_jll v1.9.1+0 [29816b5a] + LibSSH2_jll v1.11.3+1 [14a3606d] + MozillaCACerts_jll v2025.7.15 [4536629a] + OpenBLAS_jll v0.3.29+0 [05823500] + OpenLibm_jll v0.8.5+0 [458c3c95] + OpenSSL_jll v3.5.1+0 [efcefdf7] + PCRE2_jll v10.45.0+0 [bea87d4a] + SuiteSparse_jll v7.10.1+0 [83775a58] + Zlib_jll v1.3.1+2 [8e850b90] + libblastrampoline_jll v5.13.1+0 [8e850ede] + nghttp2_jll v1.65.0+0 [3f19e933] + p7zip_jll v17.5.0+2 Info Packages marked with ⌅ have new versions available but compatibility constraints restrict them from upgrading. To see why use `status --outdated -m` Installation completed after 7.41s ################################################################################ # Precompilation # Precompiling PkgEval dependencies... Precompiling package dependencies... Precompilation completed after 397.12s ################################################################################ # Testing # Testing TuringBenchmarking Status `/tmp/jl_6OZ7yy/Project.toml` [47edcb42] ADTypes v1.15.0 [6e4b80f9] BenchmarkTools v1.6.0 [31c24e10] Distributions v0.25.120 [ced4e74d] DistributionsAD v0.6.58 ⌅ [366bfd00] DynamicPPL v0.35.9 ⌅ [f6369f11] ForwardDiff v0.10.38 [37e2e3b7] ReverseDiff v1.16.1 [0db1332d] TuringBenchmarking v0.5.9 ⌅ [e88e6eb3] Zygote v0.6.77 [8dfed614] Test v1.11.0 Status `/tmp/jl_6OZ7yy/Manifest.toml` [47edcb42] ADTypes v1.15.0 [621f4979] AbstractFFTs v1.5.0 [80f14c24] AbstractMCMC v5.6.3 ⌅ [7a57a42e] AbstractPPL v0.10.1 [1520ce14] AbstractTrees v0.4.5 [7d9f7c33] Accessors v0.1.42 [79e6a3ab] Adapt v4.3.0 [66dad0bd] AliasTables v1.1.3 [dce04be8] ArgCheck v2.5.0 [a9b6321e] Atomix v1.1.1 [198e06fe] BangBang v0.4.4 [9718e550] Baselet v0.1.1 [6e4b80f9] BenchmarkTools v1.6.0 [76274a88] Bijectors v0.15.8 [fa961155] CEnum v0.5.0 [082447d4] ChainRules v1.72.5 [d360d2e6] ChainRulesCore v1.25.2 [0ca39b1e] Chairmarks v1.3.1 [9e997f8a] ChangesOfVariables v0.1.10 [38540f10] CommonSolve v0.2.4 [bbf7d656] CommonSubexpressions v0.3.1 [34da2185] Compat v4.17.0 [a33af91c] CompositionsBase v0.1.2 [88cd18e8] ConsoleProgressMonitor v0.1.2 [187b0558] ConstructionBase v1.6.0 [a8cc5b0e] Crayons v4.1.1 [9a962f9c] DataAPI v1.16.0 [864edb3b] DataStructures v0.18.22 [e2d170a0] DataValueInterfaces v1.0.0 [244e2a9f] DefineSingletons v0.1.2 [b429d917] DensityInterface v0.4.0 [163ba53b] DiffResults v1.1.0 [b552c78f] DiffRules v1.15.1 ⌅ [a0c0ee7d] DifferentiationInterface v0.6.54 [31c24e10] Distributions v0.25.120 [ced4e74d] DistributionsAD v0.6.58 [ffbed154] DocStringExtensions v0.9.5 ⌅ [366bfd00] DynamicPPL v0.35.9 [1a297f60] FillArrays v1.13.0 ⌅ [f6369f11] ForwardDiff v0.10.38 [069b7b12] FunctionWrappers v1.1.3 [d9f16b24] Functors v0.5.2 [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 [692b3bcd] JLLWrappers v1.7.0 [682c06a0] JSON v0.21.4 [63c18a36] KernelAbstractions v0.9.37 [929cbde3] LLVM v9.4.2 [b964fa9f] LaTeXStrings v1.4.0 [1d6d02ad] LeftChildRightSiblingTrees v0.2.0 [6fdf6af0] LogDensityProblems v2.1.2 [2ab3a3ac] LogExpFunctions v0.3.29 [e6f89c97] LoggingExtras v1.1.0 [1914dd2f] MacroTools v0.5.16 [dbb5928d] MappedArrays v0.4.2 [128add7d] MicroCollections v0.2.0 [e1d29d7a] Missings v1.2.0 [77ba4419] NaNMath v1.1.3 [bac558e1] OrderedCollections v1.8.1 [90014a1f] PDMats v0.11.35 [69de0a69] Parsers v2.8.3 [aea7be01] PrecompileTools v1.3.2 [21216c6a] Preferences v1.4.3 [08abe8d2] PrettyTables v2.4.0 [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 [37e2e3b7] ReverseDiff v1.16.1 [79098fc4] Rmath v0.8.0 [f2b01f46] Roots v2.2.8 [7e506255] ScopedValues v1.4.0 [efcf1570] Setfield v1.1.2 [a2af1166] SortingAlgorithms v1.2.1 [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 [10745b16] Statistics v1.11.1 [82ae8749] StatsAPI v1.7.1 [2913bbd2] StatsBase v0.34.5 [4c63d2b9] StatsFuns v1.5.0 [892a3eda] StringManipulation v0.4.1 [09ab397b] StructArrays v0.7.1 [3783bdb8] TableTraits v1.0.1 [bd369af6] Tables v1.12.1 [5d786b92] TerminalLoggers v0.1.7 [28d57a85] Transducers v0.4.84 [0db1332d] TuringBenchmarking v0.5.9 [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 v1.12.0 [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 [9abbd945] Profile 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 v1.12.0 [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 v8.14.1+1 [e37daf67] LibGit2_jll v1.9.1+0 [29816b5a] LibSSH2_jll v1.11.3+1 [14a3606d] MozillaCACerts_jll v2025.7.15 [4536629a] OpenBLAS_jll v0.3.29+0 [05823500] OpenLibm_jll v0.8.5+0 [458c3c95] OpenSSL_jll v3.5.1+0 [efcefdf7] PCRE2_jll v10.45.0+0 [bea87d4a] SuiteSparse_jll v7.10.1+0 [83775a58] Zlib_jll v1.3.1+2 [8e850b90] libblastrampoline_jll v5.13.1+0 [8e850ede] nghttp2_jll v1.65.0+0 [3f19e933] p7zip_jll v17.5.0+2 Info Packages marked with ⌅ have new versions available but compatibility constraints restrict them from upgrading. Testing Running tests... Precompiling packages... 12899.4 ms ✓ DistributionsAD 1 dependency successfully precompiled in 15 seconds. 81 already precompiled. Precompiling packages... 6604.3 ms ✓ Bijectors → BijectorsDistributionsADExt 1 dependency successfully precompiled in 9 seconds. 102 already precompiled. Precompiling packages... 21175.1 ms ✓ DistributionsAD → DistributionsADReverseDiffExt 6679.2 ms ✓ DistributionsAD → DistributionsADForwardDiffExt 2 dependencies successfully precompiled in 30 seconds. 90 already precompiled. ┌ Warning: The `check_grads` keyword argument is deprecated. Use `check` instead. │ caller = top-level scope at runtests.jl:19 └ @ Core ~/.julia/packages/TuringBenchmarking/Tcy5t/test/runtests.jl:19 ┌ Warning: `ad.compile` where `ad` is `AutoReverseDiff` has been deprecated and will be removed in v2. Instead it is available as a compile-time constant as `AutoReverseDiff{true}` or `AutoReverseDiff{false}`. │ caller = backend_label(ad::AutoReverseDiff{false}) at TuringBenchmarking.jl:37 └ @ Core ~/.julia/packages/TuringBenchmarking/Tcy5t/src/TuringBenchmarking.jl:37 ┌ Warning: `ad.compile` where `ad` is `AutoReverseDiff` has been deprecated and will be removed in v2. Instead it is available as a compile-time constant as `AutoReverseDiff{true}` or `AutoReverseDiff{false}`. │ caller = backend_label(ad::AutoReverseDiff{true}) at TuringBenchmarking.jl:37 └ @ Core ~/.julia/packages/TuringBenchmarking/Tcy5t/src/TuringBenchmarking.jl:37 ┌ Warning: The AD backend AutoZygote() is not officially supported by DynamicPPL. Gradient calculations may still work, but compatibility is not guaranteed. └ @ DynamicPPL ~/.julia/packages/DynamicPPL/f9pFn/src/logdensityfunction.jl:123 ┌ Warning: The AD backend AutoZygote() is not officially supported by DynamicPPL. Gradient calculations may still work, but compatibility is not guaranteed. └ @ DynamicPPL ~/.julia/packages/DynamicPPL/f9pFn/src/logdensityfunction.jl:123 (1/2) benchmarking "evaluation"... (1/2) benchmarking "standard"... done (took 3.588950014 seconds) (2/2) benchmarking "linked"... done (took 2.108937768 seconds) done (took 8.203301567 seconds) (2/2) benchmarking "gradient"... (1/4) benchmarking "AutoZygote()"... (1/2) benchmarking "standard"... done (took 2.09464717 seconds) (2/2) benchmarking "linked"... done (took 2.023053454 seconds) done (took 6.096459318 seconds) (2/4) benchmarking "AutoForwardDiff(chunksize=0)"... (1/2) benchmarking "standard"... done (took 2.213755536 seconds) (2/2) benchmarking "linked"... done (took 1.959347654 seconds) done (took 6.2148527 seconds) (3/4) benchmarking "AutoReverseDiff(compile=true)"... (1/2) benchmarking "standard"... done (took 2.143344679 seconds) (2/2) benchmarking "linked"... done (took 2.008746565 seconds) done (took 6.187677951 seconds) (4/4) benchmarking "AutoReverseDiff()"... (1/2) benchmarking "standard"... done (took 2.093714018 seconds) (2/2) benchmarking "linked"... done (took 2.178876659 seconds) done (took 6.300091238 seconds) done (took 26.828336534 seconds) ┌ Warning: The AD backend AutoZygote() is not officially supported by DynamicPPL. Gradient calculations may still work, but compatibility is not guaranteed. └ @ DynamicPPL ~/.julia/packages/DynamicPPL/f9pFn/src/logdensityfunction.jl:123 ┌ Warning: The AD backend AutoZygote() is not officially supported by DynamicPPL. Gradient calculations may still work, but compatibility is not guaranteed. └ @ DynamicPPL ~/.julia/packages/DynamicPPL/f9pFn/src/logdensityfunction.jl:123 (1/2) benchmarking "evaluation"... (1/2) benchmarking "standard"... done (took 3.503235327 seconds) (2/2) benchmarking "linked"... done (took 3.523296701 seconds) done (took 9.345533602 seconds) (2/2) benchmarking "gradient"... (1/4) benchmarking "AutoZygote()"... (1/2) benchmarking "standard"... done (took 2.387149821 seconds) (2/2) benchmarking "linked"... done (took 2.363444792 seconds) done (took 7.004258372 seconds) (2/4) benchmarking "AutoForwardDiff(chunksize=0)"... (1/2) benchmarking "standard"... done (took 2.404389961 seconds) (2/2) benchmarking "linked"... done (took 2.380961519 seconds) done (took 7.102769468 seconds) (3/4) benchmarking "AutoReverseDiff(compile=true)"... (1/2) benchmarking "standard"... done (took 2.450701442 seconds) (2/2) benchmarking "linked"... done (took 2.403573128 seconds) done (took 7.181275079 seconds) (4/4) benchmarking "AutoReverseDiff()"... (1/2) benchmarking "standard"... done (took 2.419291003 seconds) (2/2) benchmarking "linked"... done (took 2.453961341 seconds) done (took 7.220802531 seconds) done (took 30.862829621 seconds) ┌ Warning: The AD backend AutoZygote() is not officially supported by DynamicPPL. Gradient calculations may still work, but compatibility is not guaranteed. └ @ DynamicPPL ~/.julia/packages/DynamicPPL/f9pFn/src/logdensityfunction.jl:123 ┌ Warning: The AD backend AutoZygote() is not officially supported by DynamicPPL. Gradient calculations may still work, but compatibility is not guaranteed. └ @ DynamicPPL ~/.julia/packages/DynamicPPL/f9pFn/src/logdensityfunction.jl:123 (1/2) benchmarking "evaluation"... (1/2) benchmarking "standard"... done (took 2.339195305 seconds) (2/2) benchmarking "linked"... done (took 2.340110815 seconds) done (took 7.095643468 seconds) (2/2) benchmarking "gradient"... (1/4) benchmarking "AutoZygote()"... (1/2) benchmarking "standard"... done (took 2.309988744 seconds) (2/2) benchmarking "linked"... done (took 2.269944446 seconds) done (took 6.966154008 seconds) (2/4) benchmarking "AutoForwardDiff(chunksize=0)"... (1/2) benchmarking "standard"... done (took 2.25753018 seconds) (2/2) benchmarking "linked"... done (took 2.243692008 seconds) done (took 6.76517337 seconds) (3/4) benchmarking "AutoReverseDiff(compile=true)"... (1/2) benchmarking "standard"... done (took 2.307099921 seconds) (2/2) benchmarking "linked"... done (took 2.243434821 seconds) done (took 6.815805 seconds) (4/4) benchmarking "AutoReverseDiff()"... (1/2) benchmarking "standard"... done (took 2.283837896 seconds) (2/2) benchmarking "linked"... done (took 2.387650403 seconds) done (took 6.951301241 seconds) done (took 29.849139676 seconds) ┌ Warning: The AD backend AutoZygote() is not officially supported by DynamicPPL. Gradient calculations may still work, but compatibility is not guaranteed. └ @ DynamicPPL ~/.julia/packages/DynamicPPL/f9pFn/src/logdensityfunction.jl:123 ┌ Warning: The AD backend AutoZygote() is not officially supported by DynamicPPL. Gradient calculations may still work, but compatibility is not guaranteed. └ @ DynamicPPL ~/.julia/packages/DynamicPPL/f9pFn/src/logdensityfunction.jl:123 ┌ Warning: Gradient computation (without linking) failed for AutoZygote(): ErrorException("Mutating arrays is not supported -- called setindex!(Vector{Float64}, ...)\nThis error occurs when you ask Zygote to differentiate operations that change\nthe elements of arrays in place (e.g. setting values with x .= ...)\n\nPossible fixes:\n- avoid mutating operations (preferred)\n- or read the documentation and solutions for this error\n https://fluxml.ai/Zygote.jl/latest/limitations\n") └ @ TuringBenchmarking ~/.julia/packages/TuringBenchmarking/Tcy5t/src/TuringBenchmarking.jl:208 ┌ Warning: The AD backend AutoZygote() is not officially supported by DynamicPPL. Gradient calculations may still work, but compatibility is not guaranteed. └ @ DynamicPPL ~/.julia/packages/DynamicPPL/f9pFn/src/logdensityfunction.jl:123 ┌ Warning: Gradient computation (with linking) failed for AutoZygote(): ErrorException("Mutating arrays is not supported -- called setindex!(Vector{Float64}, ...)\nThis error occurs when you ask Zygote to differentiate operations that change\nthe elements of arrays in place (e.g. setting values with x .= ...)\n\nPossible fixes:\n- avoid mutating operations (preferred)\n- or read the documentation and solutions for this error\n https://fluxml.ai/Zygote.jl/latest/limitations\n") └ @ TuringBenchmarking ~/.julia/packages/TuringBenchmarking/Tcy5t/src/TuringBenchmarking.jl:233 (1/2) benchmarking "evaluation"... (1/2) benchmarking "standard"... done (took 3.109050839 seconds) (2/2) benchmarking "linked"... done (took 2.455701788 seconds) done (took 8.005277096 seconds) (2/2) benchmarking "gradient"... (1/4) benchmarking "AutoZygote()"... (1/2) benchmarking "standard"... done (took 2.448386916 seconds) (2/2) benchmarking "linked"... done (took 2.429666318 seconds) done (took 7.266646184 seconds) (2/4) benchmarking "AutoForwardDiff(chunksize=0)"... (1/2) benchmarking "standard"... done (took 2.547742973 seconds) (2/2) benchmarking "linked"... done (took 2.4640009 seconds) done (took 7.452022563 seconds) (3/4) benchmarking "AutoReverseDiff(compile=true)"... (1/2) benchmarking "standard"... done (took 2.702147771 seconds) (2/2) benchmarking "linked"... done (took 2.416805348 seconds) done (took 7.527426903 seconds) (4/4) benchmarking "AutoReverseDiff()"... (1/2) benchmarking "standard"... done (took 2.495696575 seconds) (2/2) benchmarking "linked"... done (took 2.41432084 seconds) done (took 7.306967326 seconds) done (took 31.954106681 seconds) ┌ Warning: The AD backend AutoZygote() is not officially supported by DynamicPPL. Gradient calculations may still work, but compatibility is not guaranteed. └ @ DynamicPPL ~/.julia/packages/DynamicPPL/f9pFn/src/logdensityfunction.jl:123 ┌ Warning: The AD backend AutoZygote() is not officially supported by DynamicPPL. Gradient calculations may still work, but compatibility is not guaranteed. └ @ DynamicPPL ~/.julia/packages/DynamicPPL/f9pFn/src/logdensityfunction.jl:123 ┌ Warning: Gradient computation (without linking) failed for AutoZygote(): ErrorException("Mutating arrays is not supported -- called setindex!(Vector{Float64}, ...)\nThis error occurs when you ask Zygote to differentiate operations that change\nthe elements of arrays in place (e.g. setting values with x .= ...)\n\nPossible fixes:\n- avoid mutating operations (preferred)\n- or read the documentation and solutions for this error\n https://fluxml.ai/Zygote.jl/latest/limitations\n") └ @ TuringBenchmarking ~/.julia/packages/TuringBenchmarking/Tcy5t/src/TuringBenchmarking.jl:208 ┌ Warning: The AD backend AutoZygote() is not officially supported by DynamicPPL. Gradient calculations may still work, but compatibility is not guaranteed. └ @ DynamicPPL ~/.julia/packages/DynamicPPL/f9pFn/src/logdensityfunction.jl:123 ┌ Warning: Gradient computation (with linking) failed for AutoZygote(): ErrorException("Mutating arrays is not supported -- called setindex!(Vector{Float64}, ...)\nThis error occurs when you ask Zygote to differentiate operations that change\nthe elements of arrays in place (e.g. setting values with x .= ...)\n\nPossible fixes:\n- avoid mutating operations (preferred)\n- or read the documentation and solutions for this error\n https://fluxml.ai/Zygote.jl/latest/limitations\n") └ @ TuringBenchmarking ~/.julia/packages/TuringBenchmarking/Tcy5t/src/TuringBenchmarking.jl:233 (1/2) benchmarking "evaluation"... (1/2) benchmarking "standard"... done (took 3.041065393 seconds) (2/2) benchmarking "linked"... done (took 2.952495495 seconds) done (took 8.506031786 seconds) (2/2) benchmarking "gradient"... (1/4) benchmarking "AutoZygote()"... (1/2) benchmarking "standard"... done (took 2.734490646 seconds) (2/2) benchmarking "linked"... done (took 2.495357504 seconds) done (took 7.731816015 seconds) (2/4) benchmarking "AutoForwardDiff(chunksize=0)"... (1/2) benchmarking "standard"... done (took 2.635010799 seconds) (2/2) benchmarking "linked"... done (took 2.656487189 seconds) done (took 7.804427749 seconds) (3/4) benchmarking "AutoReverseDiff(compile=true)"... (1/2) benchmarking "standard"... done (took 2.686162514 seconds) (2/2) benchmarking "linked"... done (took 2.664029518 seconds) done (took 7.89578846 seconds) (4/4) benchmarking "AutoReverseDiff()"... (1/2) benchmarking "standard"... done (took 2.584537636 seconds) (2/2) benchmarking "linked"... done (took 2.641767235 seconds) done (took 7.845217108 seconds) done (took 33.832515121 seconds) ┌ Warning: The AD backend AutoZygote() is not officially supported by DynamicPPL. Gradient calculations may still work, but compatibility is not guaranteed. └ @ DynamicPPL ~/.julia/packages/DynamicPPL/f9pFn/src/logdensityfunction.jl:123 ┌ Warning: The AD backend AutoZygote() is not officially supported by DynamicPPL. Gradient calculations may still work, but compatibility is not guaranteed. └ @ DynamicPPL ~/.julia/packages/DynamicPPL/f9pFn/src/logdensityfunction.jl:123 ┌ Warning: Gradient computation (without linking) failed for AutoZygote(): ErrorException("Mutating arrays is not supported -- called setindex!(Vector{Float64}, ...)\nThis error occurs when you ask Zygote to differentiate operations that change\nthe elements of arrays in place (e.g. setting values with x .= ...)\n\nPossible fixes:\n- avoid mutating operations (preferred)\n- or read the documentation and solutions for this error\n https://fluxml.ai/Zygote.jl/latest/limitations\n") └ @ TuringBenchmarking ~/.julia/packages/TuringBenchmarking/Tcy5t/src/TuringBenchmarking.jl:208 ┌ Warning: The AD backend AutoZygote() is not officially supported by DynamicPPL. Gradient calculations may still work, but compatibility is not guaranteed. └ @ DynamicPPL ~/.julia/packages/DynamicPPL/f9pFn/src/logdensityfunction.jl:123 ┌ Warning: Gradient computation (with linking) failed for AutoZygote(): ErrorException("Mutating arrays is not supported -- called setindex!(Vector{Float64}, ...)\nThis error occurs when you ask Zygote to differentiate operations that change\nthe elements of arrays in place (e.g. setting values with x .= ...)\n\nPossible fixes:\n- avoid mutating operations (preferred)\n- or read the documentation and solutions for this error\n https://fluxml.ai/Zygote.jl/latest/limitations\n") └ @ TuringBenchmarking ~/.julia/packages/TuringBenchmarking/Tcy5t/src/TuringBenchmarking.jl:233 (1/2) benchmarking "evaluation"... (1/2) benchmarking "standard"... done (took 3.053979724 seconds) (2/2) benchmarking "linked"... done (took 3.093926934 seconds) done (took 8.998884805 seconds) (2/2) benchmarking "gradient"... (1/4) benchmarking "AutoZygote()"... (1/2) benchmarking "standard"... done (took 2.830993872 seconds) (2/2) benchmarking "linked"... done (took 2.787851792 seconds) done (took 8.330647833 seconds) (2/4) benchmarking "AutoForwardDiff(chunksize=0)"... (1/2) benchmarking "standard"... done (took 2.887545827 seconds) (2/2) benchmarking "linked"... done (took 2.880001156 seconds) done (took 8.563945676 seconds) (3/4) benchmarking "AutoReverseDiff(compile=true)"... (1/2) benchmarking "standard"... done (took 2.943560936 seconds) (2/2) benchmarking "linked"... done (took 2.870874452 seconds) done (took 8.591306541 seconds) (4/4) benchmarking "AutoReverseDiff()"... (1/2) benchmarking "standard"... done (took 2.858639764 seconds) (2/2) benchmarking "linked"... done (took 2.881653181 seconds) done (took 8.641039728 seconds) done (took 36.878765305 seconds) Test Summary: | Pass Total Time TuringBenchmarking.jl | 90 90 12m21.9s Testing TuringBenchmarking tests passed Testing completed after 852.69s PkgEval succeeded after 1285.47s