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Description
Describe the bug π
I was playing around with optimizing a problem using some code that looks as follows:
using Optimization
using OptimizationOptimJL
function cost(u,p)
# define the cost function here
end
prob = Optimization.OptimizationProblem(
Optimization.OptimizationFunction(cost),
[2e-5], #u0
(p1, p2, p3, p4), # p
lb=[1e-8], ub=[1e-4]
)
Ο = OptimizationOptimJL.solve(prob, NelderMead(), maxiters=50, maxtime=10^5)
But when I try to run it, it unexpectedly asks for derivatives.
Error & Stacktrace
ERROR: ArgumentError: Fminbox(NelderMead{Optim.AffineSimplexer, Opt
im.AdaptiveParameters}(Optim.AffineSimplexer(0.025, 0.5), Optim.Ada
ptiveParameters(1.0, 1.0, 0.75, 1.0))) requires gradients, use `Opt
imizationFunction` either with a valid AD backend https://docs.scim
l.ai/Optimization/stable/API/ad/ or a provided 'grad' function. Environment (please complete the following information):
- Output of
using Pkg; Pkg.status()
[7a1cc6ca] FFTW v1.8.0
β [e9467ef8] GLMakie v0.10.13
[16fef848] LiveServer v1.4.0
[55c20db2] NMRInversions v0.9.2 `..\..\dev\NMRInversions.jl`
[e1fe445b] NativeFileDialog v0.2.1
[429524aa] Optim v1.10.0
β
[7f7a1694] Optimization v3.28.0
β
[36348300] OptimizationOptimJL v0.3.2
β [91a5bcdd] Plots v1.40.8
[647866c9] PolygonOps v0.1.2
β [276daf66] SpecialFunctions v2.4.0
[0c5d862f] Symbolics v6.22.0
[51b3953f] VimBindings v0.3.14- Output of
using Pkg; Pkg.status(; mode = PKGMODE_MANIFEST)
Status `C:\Users\f21157am\.julia\environments\v1.11\Manifest.toml`
β [47edcb42] ADTypes v1.9.0
[621f4979] AbstractFFTs v1.5.0
[1520ce14] AbstractTrees v0.4.5
β [7d9f7c33] Accessors v0.1.38
β [79e6a3ab] Adapt v4.0.4
[35492f91] AdaptivePredicates v1.2.0
[66dad0bd] AliasTables v1.1.3
β [27a7e980] Animations v0.4.1
[ec485272] ArnoldiMethod v0.4.0
β [4fba245c] ArrayInterface v7.16.0
[67c07d97] Automa v1.1.0
[13072b0f] AxisAlgorithms v1.1.0
[39de3d68] AxisArrays v0.4.7
[e2ed5e7c] Bijections v0.1.9
[d1d4a3ce] BitFlags v0.1.9
[fa961155] CEnum v0.5.0
[d360d2e6] ChainRulesCore v1.25.0
[944b1d66] CodecZlib v0.7.6
[a2cac450] ColorBrewer v0.4.0
β [35d6a980] ColorSchemes v3.26.0
β
[3da002f7] ColorTypes v0.11.5
β
[c3611d14] ColorVectorSpace v0.10.0
β
[5ae59095] Colors v0.12.11
[861a8166] Combinatorics v1.0.2
[38540f10] CommonSolve v0.2.4
[bbf7d656] CommonSubexpressions v0.3.1
[f70d9fcc] CommonWorldInvalidations v1.0.0
[34da2185] Compat v4.16.0
[b152e2b5] CompositeTypes v0.1.4
[a33af91c] CompositionsBase v0.1.2
[f0e56b4a] ConcurrentUtilities v2.4.2
[88cd18e8] ConsoleProgressMonitor v0.1.2
[187b0558] ConstructionBase v1.5.8
[d38c429a] Contour v0.6.3
β
[717857b8] DSP v0.7.10
[9a962f9c] DataAPI v1.16.0
[864edb3b] DataStructures v0.18.20
[e2d170a0] DataValueInterfaces v1.0.0
β [927a84f5] DelaunayTriangulation v1.6.1
[8bb1440f] DelimitedFiles v1.9.1
β [85a47980] Dictionaries v0.4.2
[163ba53b] DiffResults v1.1.0
[b552c78f] DiffRules v1.15.1
β [31c24e10] Distributions v0.25.112
[ffbed154] DocStringExtensions v0.9.3
[5b8099bc] DomainSets v0.7.14
β [7c1d4256] DynamicPolynomials v0.6.0
[b7d42ee7] Einsum v0.4.1
[4e289a0a] EnumX v1.0.4
[429591f6] ExactPredicates v2.2.8
β [460bff9d] ExceptionUnwrapping v0.1.10
[e2ba6199] ExprTools v0.1.10
β
[6b7a57c9] Expronicon v0.8.5
[411431e0] Extents v0.1.4
[c87230d0] FFMPEG v0.4.2
[7a1cc6ca] FFTW v1.8.0
β [5789e2e9] FileIO v1.16.4
[8fc22ac5] FilePaths v0.8.3
[48062228] FilePathsBase v0.9.22
[1a297f60] FillArrays v1.13.0
β [6a86dc24] FiniteDiff v2.26.0
[53c48c17] FixedPointNumbers v0.8.5
[1fa38f19] Format v1.3.7
β [f6369f11] ForwardDiff v0.10.36
[b38be410] FreeType v4.1.1
β [663a7486] FreeTypeAbstraction v0.10.3
[069b7b12] FunctionWrappers v1.1.3
[77dc65aa] FunctionWrappersWrappers v0.1.3
[f7f18e0c] GLFW v3.4.3
β [e9467ef8] GLMakie v0.10.13
β
[46192b85] GPUArraysCore v0.1.6
β [28b8d3ca] GR v0.73.8
[68eda718] GeoFormatTypes v0.4.2
β [cf35fbd7] GeoInterface v1.3.7
β
[5c1252a2] GeometryBasics v0.4.11
[86223c79] Graphs v1.12.0
β [3955a311] GridLayoutBase v0.11.0
[42e2da0e] Grisu v1.0.2
β [cd3eb016] HTTP v1.10.8
[1baab800] HybridArrays v0.4.16
β [34004b35] HypergeometricFunctions v0.3.24
[615f187c] IfElse v0.1.1
β [2803e5a7] ImageAxes v0.6.11
[c817782e] ImageBase v0.1.7
β [a09fc81d] ImageCore v0.10.2
β [82e4d734] ImageIO v0.6.8
β [bc367c6b] ImageMetadata v0.9.9
[313cdc1a] Indexing v1.1.1
[9b13fd28] IndirectArrays v1.0.0
[d25df0c9] Inflate v0.1.5
[18e54dd8] IntegerMathUtils v0.1.2
[a98d9a8b] Interpolations v0.15.1
β [d1acc4aa] IntervalArithmetic v0.22.17
[8197267c] IntervalSets v0.7.10
[3587e190] InverseFunctions v0.1.17
[92d709cd] IrrationalConstants v0.2.2
[f1662d9f] Isoband v0.1.1
[c8e1da08] IterTools v1.10.0
[82899510] IteratorInterfaceExtensions v1.0.0
β [1019f520] JLFzf v0.1.8
[692b3bcd] JLLWrappers v1.6.1
[682c06a0] JSON v0.21.4
[b835a17e] JpegTurbo v0.1.5
[5ab0869b] KernelDensity v0.6.9
[2c470bb0] Kronecker v0.5.5
[5be7bae1] LBFGSB v0.4.1
[b964fa9f] LaTeXStrings v1.4.0
[23fbe1c1] Latexify v0.16.5
[8cdb02fc] LazyModules v0.3.1
[1d6d02ad] LeftChildRightSiblingTrees v0.2.0
[d3d80556] LineSearches v7.3.0
[7a12625a] LinearMaps v3.11.3
[16fef848] LiveServer v1.4.0
[2ab3a3ac] LogExpFunctions v0.3.28
β [e6f89c97] LoggingExtras v1.0.3
β
[6c6e2e6c] MIMEs v0.1.4
[d8e11817] MLStyle v0.4.17
[1914dd2f] MacroTools v0.5.13
β
[ee78f7c6] Makie v0.21.13
β
[20f20a25] MakieCore v0.8.9
β
[af67fdf4] ManifoldDiff v0.3.12
β
[1cead3c2] Manifolds v0.9.20
β [3362f125] ManifoldsBase v0.15.19
[dbb5928d] MappedArrays v0.4.2
β [0a4f8689] MathTeXEngine v0.6.1
[99c1a7ee] MatrixEquations v2.4.2
[739be429] MbedTLS v1.1.9
[442fdcdd] Measures v0.3.2
β
[7269a6da] MeshIO v0.4.12
[e1d29d7a] Missings v1.2.0
[66fc600b] ModernGL v1.1.7
[e94cdb99] MosaicViews v0.3.4
[102ac46a] MultivariatePolynomials v0.5.7
β [d8a4904e] MutableArithmetics v1.5.2
[d41bc354] NLSolversBase v7.8.3
[55c20db2] NMRInversions v0.9.2 `..\..\dev\NMRInversions.jl`
[77ba4419] NaNMath v1.0.2
[356022a1] NamedDims v1.2.2
[e1fe445b] NativeFileDialog v0.2.1
[f09324ee] Netpbm v1.1.1
[510215fc] Observables v0.5.5
β [6fe1bfb0] OffsetArrays v1.14.1
β [52e1d378] OpenEXR v0.3.2
[4d8831e6] OpenSSL v1.4.3
[429524aa] Optim v1.10.0
β
[7f7a1694] Optimization v3.28.0
β
[bca83a33] OptimizationBase v1.5.0
β
[36348300] OptimizationOptimJL v0.3.2
β [bac558e1] OrderedCollections v1.6.3
[90014a1f] PDMats v0.11.31
[f57f5aa1] PNGFiles v0.4.3
β [19eb6ba3] Packing v0.5.0
[5432bcbf] PaddedViews v0.5.12
[d96e819e] Parameters v0.12.3
[69de0a69] Parsers v2.8.1
[b98c9c47] Pipe v1.3.0
[eebad327] PkgVersion v0.3.3
β [ccf2f8ad] PlotThemes v3.2.0
β [995b91a9] PlotUtils v1.4.2
β [91a5bcdd] Plots v1.40.8
[647866c9] PolygonOps v0.1.2
β [f27b6e38] Polynomials v4.0.11
[85a6dd25] PositiveFactorizations v0.2.4
[aea7be01] PrecompileTools v1.2.1
[21216c6a] Preferences v1.4.3
[27ebfcd6] Primes v0.5.6
[33c8b6b6] ProgressLogging v0.1.4
[92933f4c] ProgressMeter v1.10.2
[43287f4e] PtrArrays v1.2.1
β [4b34888f] QOI v1.0.0
[1fd47b50] QuadGK v2.11.1
[94ee1d12] Quaternions v0.7.6
[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
β [731186ca] RecursiveArrayTools v3.27.0
[189a3867] Reexport v1.2.2
[05181044] RelocatableFolders v1.0.1
[ae029012] Requires v1.3.0
[79098fc4] Rmath v0.8.0
[5eaf0fd0] RoundingEmulator v0.2.1
[7e49a35a] RuntimeGeneratedFunctions v0.5.13
β [fdea26ae] SIMD v3.6.0
β [0bca4576] SciMLBase v2.56.4
β [c0aeaf25] SciMLOperators v0.3.11
β [53ae85a6] SciMLStructures v1.5.0
[6c6a2e73] Scratch v1.2.1
[efcf1570] Setfield v1.1.1
β
[65257c39] ShaderAbstractions v0.4.1
[992d4aef] Showoff v1.0.3
[73760f76] SignedDistanceFields v0.4.0
[777ac1f9] SimpleBufferStream v1.2.0
[699a6c99] SimpleTraits v0.9.4
[47aef6b3] SimpleWeightedGraphs v1.4.0
[45858cf5] Sixel v0.1.3
[a2af1166] SortingAlgorithms v1.2.1
β [276daf66] SpecialFunctions v2.4.0
[860ef19b] StableRNGs v1.0.2
[cae243ae] StackViews v0.1.1
β [90137ffa] StaticArrays v1.9.7
[1e83bf80] StaticArraysCore v1.4.3
[10745b16] Statistics v1.11.1
[82ae8749] StatsAPI v1.7.0
[2913bbd2] StatsBase v0.34.3
[4c63d2b9] StatsFuns v1.3.2
β
[09ab397b] StructArrays v0.6.18
[4297ee4d] SymbolicAnalysis v0.3.0
β [2efcf032] SymbolicIndexingInterface v0.3.33
[19f23fe9] SymbolicLimits v0.2.2
[d1185830] SymbolicUtils v3.7.2
[0c5d862f] Symbolics v6.22.0
[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
β
[731e570b] TiffImages v0.10.2
β [a759f4b9] TimerOutputs v0.5.25
[3bb67fe8] TranscodingStreams v0.11.3
[981d1d27] TriplotBase v0.1.0
[5c2747f8] URIs v1.5.1
[3a884ed6] UnPack v1.0.2
[1cfade01] UnicodeFun v0.4.1
β [1986cc42] Unitful v1.21.0
[45397f5d] UnitfulLatexify v1.6.4
[a7c27f48] Unityper v0.1.6
[41fe7b60] Unzip v0.2.0
[51b3953f] VimBindings v0.3.14
[efce3f68] WoodburyMatrices v1.0.0
[7b86fcea] ATK_jll v2.38.0+0
[6e34b625] Bzip2_jll v1.0.8+2
[4e9b3aee] CRlibm_jll v1.0.1+0
[83423d85] Cairo_jll v1.18.2+1
[ee1fde0b] Dbus_jll v1.14.10+0
[5ae413db] EarCut_jll v2.2.4+0
β [2702e6a9] EpollShim_jll v0.0.20230411+0
β [2e619515] Expat_jll v2.6.2+0
β
[b22a6f82] FFMPEG_jll v4.4.4+1
[f5851436] FFTW_jll v3.3.10+1
β [a3f928ae] Fontconfig_jll v2.13.96+0
β [d7e528f0] FreeType2_jll v2.13.2+0
[559328eb] FriBidi_jll v1.0.14+0
[0656b61e] GLFW_jll v3.4.0+1
β
[d2c73de3] GR_jll v0.73.8+0
[77ec8976] GTK3_jll v3.24.31+0
[78b55507] Gettext_jll v0.21.0+0
β [7746bdde] Glib_jll v2.80.5+0
β [3b182d85] Graphite2_jll v1.3.14+0
β [2e76f6c2] HarfBuzz_jll v8.3.1+0
[905a6f67] Imath_jll v3.1.11+0
[1d5cc7b8] IntelOpenMP_jll v2024.2.1+0
[aacddb02] JpegTurbo_jll v3.0.4+0
[c1c5ebd0] LAME_jll v3.100.2+0
[88015f11] LERC_jll v4.0.0+0
[1d63c593] LLVMOpenMP_jll v18.1.7+0
[dd4b983a] LZO_jll v2.10.2+1
[81d17ec3] L_BFGS_B_jll v3.0.1+0
[42c93a91] Libepoxy_jll v1.5.10+0
β
[e9f186c6] Libffi_jll v3.2.2+1
β [d4300ac3] Libgcrypt_jll v1.8.11+0
β [7e76a0d4] Libglvnd_jll v1.6.0+0
β [7add5ba3] Libgpg_error_jll v1.49.0+0
β [94ce4f54] Libiconv_jll v1.17.0+0
β [4b2f31a3] Libmount_jll v2.40.1+0
[89763e89] Libtiff_jll v4.7.0+0
β [38a345b3] Libuuid_jll v2.40.1+0
[856f044c] MKL_jll v2024.2.0+0
[94d9ae2c] NativeFileDialog_jll v1.1.6+3
[e7412a2a] Ogg_jll v1.3.5+1
[18a262bb] OpenEXR_jll v3.2.4+0
[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
β
[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
[a44049a8] Vulkan_Loader_jll v1.3.243+0
[a2964d1f] Wayland_jll v1.21.0+1
[2381bf8a] Wayland_protocols_jll v1.31.0+0
β [02c8fc9c] XML2_jll v2.13.3+0
β [aed1982a] XSLT_jll v1.1.41+0
β [ffd25f8a] XZ_jll v5.4.6+0
[f67eecfb] Xorg_libICE_jll v1.1.1+0
[c834827a] Xorg_libSM_jll v1.2.4+0
β [4f6342f7] Xorg_libX11_jll v1.8.6+0
β [0c0b7dd1] Xorg_libXau_jll v1.0.11+0
[3c9796d7] Xorg_libXcomposite_jll v0.4.5+4
[935fb764] Xorg_libXcursor_jll v1.2.0+4
[0aeada51] Xorg_libXdamage_jll v1.1.5+4
β [a3789734] Xorg_libXdmcp_jll v1.1.4+0
β [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
[b6f176f1] Xorg_libXtst_jll v1.2.3+4
β [14d82f49] Xorg_libpthread_stubs_jll v0.1.1+0
β [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
β [c5fb5394] Xorg_xtrans_jll v1.5.0+0
[3161d3a3] Zstd_jll v1.5.6+1
[de012916] at_spi2_atk_jll v2.34.1+4
[0fc3237b] at_spi2_core_jll v2.34.0+4
[35ca27e7] eudev_jll v3.2.9+0
β
[214eeab7] fzf_jll v0.53.0+0
[da03df04] gdk_pixbuf_jll v2.42.10+0
β [1a1c6b14] gperf_jll v3.1.1+0
[bf975903] iso_codes_jll v4.15.1+0
[9a68df92] isoband_jll v0.2.3+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
[075b6546] libsixel_jll v1.10.3+1
[f27f6e37] libvorbis_jll v1.3.7+2
[009596ad] mtdev_jll v1.1.6+0
[1317d2d5] oneTBB_jll v2021.12.0+0
β
[1270edf5] x264_jll v2021.5.5+0
β
[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
[8bf52ea8] CRC32c 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
[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- Output of
versioninfo()
Julia Version 1.11.2
Commit 5e9a32e7af (2024-12-01 20:02 UTC)
Build Info:
Official https://julialang.org/ release
Platform Info:
OS: Windows (x86_64-w64-mingw32)
CPU: 8 Γ 11th Gen Intel(R) Core(TM) i7-1165G7 @ 2.80GHz
WORD_SIZE: 64
LLVM: libLLVM-16.0.6 (ORCJIT, tigerlake)
Threads: 1 default, 0 interactive, 1 GC (on 8 virtual cores)
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