PolyesterForwardDiff not loading

Describe the bug 🐞

Even though it seems to not have documentation here, Optimization.AutoPolyesterForwardDiff() seems to exist, and I would like to use it as I see a 10x speedup over ForwardDiff.

Expected behavior

I expect PolyesterForwardDiff to work as expected.

Minimal Reproducible Example 👇

using Optimization, OptimizationOptimJL, PolyesterForwardDiff
rosenbrock(u, p) = (p[1] - u[1])^2 + p[2] * (u[2] - u[1]^2)^2
u0 = zeros(2)
p = [1.0, 100.0]
optf = OptimizationFunction(rosenbrock, Optimization.AutoPolyesterForwardDiff())
prob = OptimizationProblem(optf, u0, p, lb = [-1.0, -1.0], ub = [1.0, 1.0])

Error & Stacktrace ⚠️

ArgumentError: The passed automatic differentiation backend choice is not available. Please load the corresponding AD package PolyesterForwardDiff.

Environment (please complete the following information):

Output of using Pkg; Pkg.status()

Status `~/Dropbox/Projects/Julia/WBLNAOptim/Project.toml`
  [6e4b80f9] BenchmarkTools v1.5.0
  [336ed68f] CSV v0.10.13
⌃ [052768ef] CUDA v5.1.2
  [d772a0f9] CircuitNetworks v1.0.0-DEV `https://github.com/kiranshila/CircuitNetworks.jl#main`
  [9f5e2b26] Diffractor v0.2.5
  [7da242da] Enzyme v0.11.17 `https://github.com/EnzymeAD/Enzyme.jl#main`
  [f6369f11] ForwardDiff v0.10.36
  [a98d9a8b] Interpolations v0.15.1
  [eff96d63] Measurements v2.11.0
  [7f7a1694] Optimization v3.23.0
  [4e6fcdb7] OptimizationNLopt v0.2.0
  [36348300] OptimizationOptimJL v0.2.2
  [91a5bcdd] Plots v1.40.1
  [98d1487c] PolyesterForwardDiff v0.1.1
  [37e2e3b7] ReverseDiff v1.15.1
  [90137ffa] StaticArrays v1.9.3
  [bd369af6] Tables v1.11.1
  [bc48ee85] Tullio v0.3.7
  [e88e6eb3] Zygote v0.6.69
  [10745b16] Statistics v1.10.0
Info Packages marked with ⌃ have new versions available and may be upgradable.

Output of using Pkg; Pkg.status(; mode = PKGMODE_MANIFEST)

Status `~/Dropbox/Projects/Julia/WBLNAOptim/Manifest.toml`
  [47edcb42] ADTypes v0.2.6
  [c29ec348] AbstractDifferentiation v0.6.2
  [621f4979] AbstractFFTs v1.5.0
  [1520ce14] AbstractTrees v0.4.5
⌅ [79e6a3ab] Adapt v3.7.2
  [4fba245c] ArrayInterface v7.7.1
  [a9b6321e] Atomix v0.1.0
  [13072b0f] AxisAlgorithms v1.1.0
⌅ [ab4f0b2a] BFloat16s v0.4.2
  [6e4b80f9] BenchmarkTools v1.5.0
  [d1d4a3ce] BitFlags v0.1.8
  [62783981] BitTwiddlingConvenienceFunctions v0.1.5
  [fa961155] CEnum v0.5.0
  [2a0fbf3d] CPUSummary v0.2.4
  [336ed68f] CSV v0.10.13
⌃ [052768ef] CUDA v5.1.2
  [1af6417a] CUDA_Runtime_Discovery v0.2.3
  [49dc2e85] Calculus v0.5.1
  [082447d4] ChainRules v1.63.0
  [d360d2e6] ChainRulesCore v1.23.0
  [d772a0f9] CircuitNetworks v1.0.0-DEV `https://github.com/kiranshila/CircuitNetworks.jl#main`
  [fb6a15b2] CloseOpenIntervals v0.1.12
  [da1fd8a2] CodeTracking v1.3.5
  [523fee87] CodecBzip2 v0.8.2
  [944b1d66] CodecZlib v0.7.4
  [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
  [38540f10] CommonSolve v0.2.4
  [bbf7d656] CommonSubexpressions v0.3.0
  [34da2185] Compat v4.14.0
  [f0e56b4a] ConcurrentUtilities v2.3.1
  [88cd18e8] ConsoleProgressMonitor v0.1.2
  [187b0558] ConstructionBase v1.5.4
  [d38c429a] Contour v0.6.2
  [adafc99b] CpuId v0.3.1
  [a8cc5b0e] Crayons v4.1.1
⌃ [f68482b8] Cthulhu v2.11.1
  [9a962f9c] DataAPI v1.16.0
  [a93c6f00] DataFrames v1.6.1
  [864edb3b] DataStructures v0.18.17
  [e2d170a0] DataValueInterfaces v1.0.0
  [8bb1440f] DelimitedFiles v1.9.1
  [163ba53b] DiffResults v1.1.0
  [b552c78f] DiffRules v1.15.1
  [9f5e2b26] Diffractor v0.2.5
  [ffbed154] DocStringExtensions v0.9.3
  [4e289a0a] EnumX v1.0.4
  [7da242da] Enzyme v0.11.17 `https://github.com/EnzymeAD/Enzyme.jl#main`
  [f151be2c] EnzymeCore v0.7.0
  [460bff9d] ExceptionUnwrapping v0.1.10
  [e2ba6199] ExprTools v0.1.10
  [c87230d0] FFMPEG v0.4.1
  [48062228] FilePathsBase v0.9.21
  [1a297f60] FillArrays v1.9.3
  [6a86dc24] FiniteDiff v2.22.0
  [53c48c17] FixedPointNumbers v0.8.4
  [1eca21be] FoldingTrees v1.2.1
  [59287772] Formatting v0.4.3
  [f6369f11] ForwardDiff v0.10.36
  [069b7b12] FunctionWrappers v1.1.3
  [77dc65aa] FunctionWrappersWrappers v0.1.3
⌅ [0c68f7d7] GPUArrays v9.1.0
⌅ [46192b85] GPUArraysCore v0.1.5
⌅ [61eb1bfa] GPUCompiler v0.25.0
  [28b8d3ca] GR v0.73.2
  [42e2da0e] Grisu v1.0.2
  [cd3eb016] HTTP v1.10.2
  [7869d1d1] IRTools v0.4.12
  [615f187c] IfElse v0.1.1
  [842dd82b] InlineStrings v1.4.0
  [a98d9a8b] Interpolations v0.15.1
  [41ab1584] InvertedIndices v1.3.0
  [92d709cd] IrrationalConstants v0.2.2
  [82899510] IteratorInterfaceExtensions v1.0.0
  [1019f520] JLFzf v0.1.7
  [692b3bcd] JLLWrappers v1.5.0
  [682c06a0] JSON v0.21.4
  [70703baa] JuliaSyntax v0.4.8
⌃ [63c18a36] KernelAbstractions v0.9.6
  [929cbde3] LLVM v6.6.0
  [8b046642] LLVMLoopInfo v1.0.0
  [b964fa9f] LaTeXStrings v1.3.1
⌃ [23fbe1c1] Latexify v0.16.1
  [10f19ff3] LayoutPointers v0.1.15
  [1d6d02ad] LeftChildRightSiblingTrees v0.2.0
  [d3d80556] LineSearches v7.2.0
  [2ab3a3ac] LogExpFunctions v0.3.27
  [e6f89c97] LoggingExtras v1.0.3
  [1914dd2f] MacroTools v0.5.13
  [d125e4d3] ManualMemory v0.1.8
  [b8f27783] MathOptInterface v1.27.0
  [739be429] MbedTLS v1.1.9
  [eff96d63] Measurements v2.11.0
  [442fdcdd] Measures v0.3.2
  [e1d29d7a] Missings v1.1.0
  [d8a4904e] MutableArithmetics v1.4.1
  [d41bc354] NLSolversBase v7.8.3
  [76087f3c] NLopt v1.0.1
  [5da4648a] NVTX v0.3.4
  [77ba4419] NaNMath v1.0.2
  [d8793406] ObjectFile v0.4.1
  [6fe1bfb0] OffsetArrays v1.13.0
  [4d8831e6] OpenSSL v1.4.1
  [429524aa] Optim v1.9.2
  [7f7a1694] Optimization v3.23.0
  [4e6fcdb7] OptimizationNLopt v0.2.0
  [36348300] OptimizationOptimJL v0.2.2
  [bac558e1] OrderedCollections v1.6.3
  [d96e819e] Parameters v0.12.3
  [69de0a69] Parsers v2.8.1
  [b98c9c47] Pipe v1.3.0
  [ccf2f8ad] PlotThemes v3.1.0
  [995b91a9] PlotUtils v1.4.0
  [91a5bcdd] Plots v1.40.1
  [f517fe37] Polyester v0.7.9
  [98d1487c] PolyesterForwardDiff v0.1.1
  [1d0040c9] PolyesterWeave v0.2.1
  [2dfb63ee] PooledArrays v1.4.3
  [85a6dd25] PositiveFactorizations v0.2.4
  [aea7be01] PrecompileTools v1.2.0
⌃ [21216c6a] Preferences v1.4.2
  [08abe8d2] PrettyTables v2.3.1
  [33c8b6b6] ProgressLogging v0.1.4
  [92933f4c] ProgressMeter v1.9.0
  [74087812] Random123 v1.7.0
  [e6cf234a] RandomNumbers v1.5.3
  [c84ed2f1] Ratios v0.4.5
  [c1ae055f] RealDot v0.1.0
  [3cdcf5f2] RecipesBase v1.3.4
  [01d81517] RecipesPipeline v0.6.12
  [731186ca] RecursiveArrayTools v3.10.1
  [189a3867] Reexport v1.2.2
  [05181044] RelocatableFolders v1.0.1
  [ae029012] Requires v1.3.0
  [37e2e3b7] ReverseDiff v1.15.1
  [7e49a35a] RuntimeGeneratedFunctions v0.5.12
  [94e857df] SIMDTypes v0.1.0
  [0bca4576] SciMLBase v2.29.0
  [c0aeaf25] SciMLOperators v0.3.8
  [6c6a2e73] Scratch v1.2.1
  [91c51154] SentinelArrays v1.4.1
  [efcf1570] Setfield v1.1.1
  [992d4aef] Showoff v1.0.3
  [777ac1f9] SimpleBufferStream v1.1.0
  [a2af1166] SortingAlgorithms v1.2.1
  [dc90abb0] SparseInverseSubset v0.1.2
  [276daf66] SpecialFunctions v2.3.1
  [aedffcd0] Static v0.8.10
  [0d7ed370] StaticArrayInterface v1.5.0
  [90137ffa] StaticArrays v1.9.3
  [1e83bf80] StaticArraysCore v1.4.2
  [82ae8749] StatsAPI v1.7.0
  [2913bbd2] StatsBase v0.34.2
  [7792a7ef] StrideArraysCore v0.5.2
  [892a3eda] StringManipulation v0.3.4
  [09ab397b] StructArrays v0.6.18
  [53d494c1] StructIO v0.3.0
  [2efcf032] SymbolicIndexingInterface v0.3.8
  [3783bdb8] TableTraits v1.0.1
  [bd369af6] Tables v1.11.1
  [62fd8b95] TensorCore v0.1.1
  [5d786b92] TerminalLoggers v0.1.7
  [8290d209] ThreadingUtilities v0.5.2
  [a759f4b9] TimerOutputs v0.5.23
  [3bb67fe8] TranscodingStreams v0.10.3
  [bc48ee85] Tullio v0.3.7
⌃ [d265eb64] TypedSyntax v1.2.4
  [5c2747f8] URIs v1.5.1
  [3a884ed6] UnPack v1.0.2
  [1cfade01] UnicodeFun v0.4.1
  [1986cc42] Unitful v1.19.0
  [45397f5d] UnitfulLatexify v1.6.3
  [013be700] UnsafeAtomics v0.2.1
  [d80eeb9a] UnsafeAtomicsLLVM v0.1.3
  [41fe7b60] Unzip v0.2.0
  [ea10d353] WeakRefStrings v1.4.2
  [b8c1c048] WidthLimitedIO v1.0.1
  [efce3f68] WoodburyMatrices v1.0.0
  [76eceee3] WorkerUtilities v1.6.1
  [e88e6eb3] Zygote v0.6.69
  [700de1a5] ZygoteRules v0.2.5
  [6e34b625] Bzip2_jll v1.0.8+1
  [4ee394cb] CUDA_Driver_jll v0.7.0+1
⌅ [76a88914] CUDA_Runtime_jll v0.10.1+0
  [83423d85] Cairo_jll v1.16.1+1
  [7cc45869] Enzyme_jll v0.0.102+0
  [2702e6a9] EpollShim_jll v0.0.20230411+0
  [2e619515] Expat_jll v2.5.0+0
⌅ [b22a6f82] FFMPEG_jll v4.4.4+1
  [a3f928ae] Fontconfig_jll v2.13.93+0
  [d7e528f0] FreeType2_jll v2.13.1+0
  [559328eb] FriBidi_jll v1.0.10+0
  [0656b61e] GLFW_jll v3.3.9+0
  [d2c73de3] GR_jll v0.73.2+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
  [aacddb02] JpegTurbo_jll v3.0.2+0
  [9c1d0b0a] JuliaNVTXCallbacks_jll v0.2.1+0
  [c1c5ebd0] LAME_jll v3.100.1+0
  [88015f11] LERC_jll v3.0.0+1
  [dad2f222] LLVMExtra_jll v0.0.29+0
  [1d63c593] LLVMOpenMP_jll v15.0.7+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 v2.39.3+0
  [079eb43e] NLopt_jll v2.7.1+0
  [e98f9f5b] NVTX_jll v3.1.0+2
  [e7412a2a] Ogg_jll v1.3.5+1
  [458c3c95] OpenSSL_jll v3.0.13+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 v6.5.3+1
  [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 v2.12.5+0
  [aed1982a] XSLT_jll v1.1.34+0
  [ffd25f8a] XZ_jll v5.6.0+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
  [3161d3a3] Zstd_jll v1.5.5+0
  [35ca27e7] eudev_jll v3.2.9+0
  [214eeab7] fzf_jll v0.43.0+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 v1.6.43+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 v0.6.4
  [76f85450] LibGit2
  [8f399da3] Libdl
  [37e2e46d] LinearAlgebra
  [56ddb016] Logging
  [d6f4376e] Markdown
  [a63ad114] Mmap
  [ca575930] NetworkOptions v1.2.0
  [44cfe95a] Pkg v1.10.0
  [de0858da] Printf
  [9abbd945] Profile
  [3fa0cd96] REPL
  [9a3f8284] Random
  [ea8e919c] SHA v0.7.0
  [9e88b42a] Serialization
  [1a1011a3] SharedArrays
  [6462fe0b] Sockets
  [2f01184e] SparseArrays v1.10.0
  [10745b16] Statistics v1.10.0
  [4607b0f0] SuiteSparse
  [fa267f1f] TOML v1.0.3
  [a4e569a6] Tar v1.10.0
  [8dfed614] Test
  [cf7118a7] UUIDs
  [4ec0a83e] Unicode
  [e66e0078] CompilerSupportLibraries_jll v1.1.0+0
  [deac9b47] LibCURL_jll v8.4.0+0
  [e37daf67] LibGit2_jll v1.6.4+0
  [29816b5a] LibSSH2_jll v1.11.0+1
  [c8ffd9c3] MbedTLS_jll v2.28.2+1
  [14a3606d] MozillaCACerts_jll v2023.1.10
  [4536629a] OpenBLAS_jll v0.3.23+4
  [05823500] OpenLibm_jll v0.8.1+2
  [efcefdf7] PCRE2_jll v10.42.0+1
  [bea87d4a] SuiteSparse_jll v7.2.1+1
  [83775a58] Zlib_jll v1.2.13+1
  [8e850b90] libblastrampoline_jll v5.8.0+1
  [8e850ede] nghttp2_jll v1.52.0+1
  [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`

Output of versioninfo()

Julia Version 1.10.2
Commit bd47eca2c8a (2024-03-01 10:14 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
  CPU: 20 × Intel(R) Core(TM) i9-9900X CPU @ 3.50GHz
  WORD_SIZE: 64
  LIBM: libopenlibm
  LLVM: libLLVM-15.0.7 (ORCJIT, skylake-avx512)
Threads: 1 default, 0 interactive, 1 GC (on 20 virtual cores)
Environment:
  JULIA_DEPOT_PATH = /home/kiran/.local/share/julia:/home/kiran/.local/share/julia:

Additional context

None!

SciML / Optimization.jl

PolyesterForwardDiff not loading #714