Open troyrock opened 3 years ago
Please include the backtrace.
Here is the whole error:
ArgumentError: cannot take the CPU address of a CuArray{Float32, 1} unsafe_convert(#unused#::Type{Ptr{Float32}}, x::CuArray{Float32, 1}) at array.jl:211 gemv!(trans::Char, alpha::Float32, A::Matrix{Float32}, X::CuArray{Float32, 1}, beta::Float32, Y::CuArray{Float32, 1}) at blas.jl:704 gemv!(y::CuArray{Float32, 1}, tA::Char, A::Matrix{Float32}, x::CuArray{Float32, 1}, α::Bool, β::Bool) at matmul.jl:544 mul! at matmul.jl:66 [inlined] mul! at matmul.jl:275 [inlined] at matmul.jl:47 [inlined] rrule at arraymath.jl:40 [inlined] chain_rrule at chainrules.jl:89 [inlined] macro expansion at interface2.jl:0 [inlined] _pullback(::Zygote.Context, ::typeof(*), ::Matrix{Float32}, ::CuArray{Float32, 1}) at interface2.jl:9 _pullback at basic.jl:147 [inlined] _pullback(ctx::Zygote.Context, f::Dense{typeof(relu), Matrix{Float32}, Vector{Float32}}, args::CuArray{Float32, 1}) at interface2.jl:0 _pullback at basic.jl:36 [inlined] _pullback(::Zygote.Context, ::typeof(Flux.applychain), ::Tuple{Dense{typeof(relu), Matrix{Float32}, Vector{Float32}}, Dense{typeof(relu), Matrix{Float32}, Vector{Float32}}}, ::CuArray{Float32, 1}) at interface2.jl:0 _pullback at basic.jl:38 [inlined] _pullback(ctx::Zygote.Context, f::Chain{Tuple{Dense{typeof(relu), Matrix{Float32}, Vector{Float32}}, Dense{typeof(relu), Matrix{Float32}, Vector{Float32}}}}, args::CuArray{Float32, 1}) at interface2.jl:0 _pullback at basic.jl:414 [inlined] _pullback(::Zygote.Context, ::Flux.var"#148#149", ::Chain{Tuple{Dense{typeof(relu), Matrix{Float32}, Vector{Float32}}, Dense{typeof(relu), Matrix{Float32}, Vector{Float32}}}}, ::CuArray{Float32, 1}) at interface2.jl:0 _apply at boot.jl:804 [inlined] adjoint at lib.jl:191 [inlined] _pullback at adjoint.jl:57 [inlined] _pullback at generator.jl:36 [inlined] _pullback(ctx::Zygote.Context, f::Base.var"#4#5"{Flux.var"#148#149"}, args::Tuple{Chain{Tuple{Dense{typeof(relu), Matrix{Float32}, Vector{Float32}}, Dense{typeof(relu), Matrix{Float32}, Vector{Float32}}}}, CuArray{Float32, 1}}) at interface2.jl:0 _pullback at reduce.jl:93 [inlined] _pullback at reduce.jl:58 [inlined] _pullback(::Zygote.Context, ::typeof(Base._foldl_impl), ::Base.MappingRF{Base.var"#4#5"{Flux.var"#148#149"}, Base.BottomRF{typeof(vcat)}}, ::Base._InitialValue, ::Base.Iterators.Zip{Tuple{Tuple{Chain{Tuple{Dense{typeof(relu), Matrix{Float32}, Vector{Float32}}, Dense{typeof(relu), Matrix{Float32}, Vector{Float32}}}}, Chain{Tuple{Dense{typeof(relu), Matrix{Float32}, Vector{Float32}}, Dense{typeof(relu), Matrix{Float32}, Vector{Float32}}}}}, Tuple{CuArray{Float32, 1}, CuArray{Float32, 1}}}}) at interface2.jl:0 _pullback at reduce.jl:48 [inlined] _pullback(::Zygote.Context, ::typeof(Base.foldl_impl), ::Base.MappingRF{Base.var"#4#5"{Flux.var"#148#149"}, Base.BottomRF{typeof(vcat)}}, ::Base._InitialValue, ::Base.Iterators.Zip{Tuple{Tuple{Chain{Tuple{Dense{typeof(relu), Matrix{Float32}, Vector{Float32}}, Dense{typeof(relu), Matrix{Float32}, Vector{Float32}}}}, Chain{Tuple{Dense{typeof(relu), Matrix{Float32}, Vector{Float32}}, Dense{typeof(relu), Matrix{Float32}, Vector{Float32}}}}}, Tuple{CuArray{Float32, 1}, CuArray{Float32, 1}}}}) at interface2.jl:0 _pullback at reduce.jl:44 [inlined] _pullback(::Zygote.Context, ::typeof(Base.mapfoldl_impl), ::typeof(identity), ::typeof(vcat), ::Base._InitialValue, ::Base.Generator{Base.Iterators.Zip{Tuple{Tuple{Chain{Tuple{Dense{typeof(relu), Matrix{Float32}, Vector{Float32}}, Dense{typeof(relu), Matrix{Float32}, Vector{Float32}}}}, Chain{Tuple{Dense{typeof(relu), Matrix{Float32}, Vector{Float32}}, Dense{typeof(relu), Matrix{Float32}, Vector{Float32}}}}}, Tuple{CuArray{Float32, 1}, CuArray{Float32, 1}}}}, Base.var"#4#5"{Flux.var"#148#149"}}) at interface2.jl:0 _pullback at reduce.jl:160 [inlined] _pullback(::Zygote.Context, ::Base.var"##mapfoldl#214", ::Base._InitialValue, ::typeof(mapfoldl), ::typeof(identity), ::typeof(vcat), ::Base.Generator{Base.Iterators.Zip{Tuple{Tuple{Chain{Tuple{Dense{typeof(relu), Matrix{Float32}, Vector{Float32}}, Dense{typeof(relu), Matrix{Float32}, Vector{Float32}}}}, Chain{Tuple{Dense{typeof(relu), Matrix{Float32}, Vector{Float32}}, Dense{typeof(relu), Matrix{Float32}, Vector{Float32}}}}}, Tuple{CuArray{Float32, 1}, CuArray{Float32, 1}}}}, Base.var"#4#5"{Flux.var"#148#149"}}) at interface2.jl:0 _pullback at reduce.jl:160 [inlined] _pullback(::Zygote.Context, ::typeof(mapfoldl), ::typeof(identity), ::typeof(vcat), ::Base.Generator{Base.Iterators.Zip{Tuple{Tuple{Chain{Tuple{Dense{typeof(relu), Matrix{Float32}, Vector{Float32}}, Dense{typeof(relu), Matrix{Float32}, Vector{Float32}}}}, Chain{Tuple{Dense{typeof(relu), Matrix{Float32}, Vector{Float32}}, Dense{typeof(relu), Matrix{Float32}, Vector{Float32}}}}}, Tuple{CuArray{Float32, 1}, CuArray{Float32, 1}}}}, Base.var"#4#5"{Flux.var"#148#149"}}) at interface2.jl:0 _pullback at reduce.jl:287 [inlined] _pullback(::Zygote.Context, ::Base.var"##mapreduce#218", ::Base.Iterators.Pairs{Union{}, Union{}, Tuple{}, NamedTuple{(), Tuple{}}}, ::typeof(mapredu...
Another user on Slack gave the following solution which does fix the problem. I will close the error but thought it might be useful to also include the solution in case there IS something amiss.
Troy Rockwood the line x -> Parallel(vcat, ...) isn’t doing what I think want. You created an anonymous function that for any input x will construct a new Parallel layer then apply it to x split up. Contrast that with: layer = Parallel(vcat, ...) x -> layer(x) This closes over layer. For each time you call the anonymous function, it reuses layer for every x instead of constructing a new one. I recommend writing your model as:
udo = Chain(x-> (x[1:numsensors], x[numsensors+1:numsensors+1]),
Parallel(vcat,
Chain(Dense(num_sensors, 40, relu, bias=true),
Dense(40, 40, relu, bias=true)),
Chain(Dense(1, 40, relu, bias=true),
Dense(40, 40, relu, bias=true))),
Dense(80, 1))
Note the difference where only one Parallel is constructed. Instead we add an anonymous function before the Parallel that splits the array into a tuple of each part. Not sure if this will fix your GPU errors. There may be a separate issue. The GPU error is specifically related to a mixing of CPU arrays and GPU arrays in a call to gemm. Right now, I can’t tell where the CPU array is appearing from. But maybe you can try the fix above, then post again.
The LinAlg seems sensible, and like something we should implement:
gemv!(y::CuArray{Float32, 1}, tA::Char, A::Matrix{Float32}, x::CuArray{Float32, 1}, α::Bool, β::Bool) at matmul.jl:544
mul! at matmul.jl:66 [inlined]
mul! at matmul.jl:275 [inlined]
Too bad we can't see the mul!
invocation though.
Describe the bug
When trying to train a neural network on the GPU, I'm getting the error message: [ Info: Training on GPU [ Info: Start Training ArgumentError: cannot take the CPU address of a CuArray{Float32, 1}
When I give it a simpler neural network (also included in the MWE below), that works fine.
To reproduce
The Minimal Working Example (MWE) for this bug:
Manifest.toml
``` # This file is machine-generated - editing it directly is not advised [[AbstractAlgebra]] deps = ["InteractiveUtils", "LinearAlgebra", "Markdown", "Random", "RandomExtensions", "SparseArrays", "Test"] git-tree-sha1 = "452f5cdc30c10a372d87cf60da4ead7c8cfc4548" uuid = "c3fe647b-3220-5bb0-a1ea-a7954cac585d" version = "0.16.0" [[AbstractFFTs]] deps = ["LinearAlgebra"] git-tree-sha1 = "485ee0867925449198280d4af84bdb46a2a404d0" uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c" version = "1.0.1" [[AbstractTrees]] git-tree-sha1 = "03e0550477d86222521d254b741d470ba17ea0b5" uuid = "1520ce14-60c1-5f80-bbc7-55ef81b5835c" version = "0.3.4" [[Adapt]] deps = ["LinearAlgebra"] git-tree-sha1 = "f1b523983a58802c4695851926203b36e28f09db" uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e" version = "3.3.0" [[ArgTools]] uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f" [[ArnoldiMethod]] deps = ["LinearAlgebra", "Random", "StaticArrays"] git-tree-sha1 = "f87e559f87a45bece9c9ed97458d3afe98b1ebb9" uuid = "ec485272-7323-5ecc-a04f-4719b315124d" version = "0.1.0" [[Arpack]] deps = ["Arpack_jll", "Libdl", "LinearAlgebra", "Logging"] git-tree-sha1 = "288d58589d4249a63095f3f41ece91bf34c32c19" uuid = "7d9fca2a-8960-54d3-9f78-7d1dccf2cb97" version = "0.5.0" [[Arpack_jll]] deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "OpenBLAS_jll", "Pkg"] git-tree-sha1 = "4c31b0101997beb213a9e6c39116b052e73ca38c" uuid = "68821587-b530-5797-8361-c406ea357684" version = "3.8.0+0" [[ArrayInterface]] deps = ["IfElse", "LinearAlgebra", "Requires", "SparseArrays", "Static"] git-tree-sha1 = "af516010f3d8c690d2207b12445aaa45da63e9fb" uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9" version = "3.1.14" [[ArrayLayouts]] deps = ["FillArrays", "LinearAlgebra", "SparseArrays"] git-tree-sha1 = "b53ddb9ea93ed75506a9cfcae4a6514ceffb1997" uuid = "4c555306-a7a7-4459-81d9-ec55ddd5c99a" version = "0.7.0" [[Artifacts]] uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33" [[AssetRegistry]] deps = ["Distributed", "JSON", "Pidfile", "SHA", "Test"] git-tree-sha1 = "b25e88db7944f98789130d7b503276bc34bc098e" uuid = "bf4720bc-e11a-5d0c-854e-bdca1663c893" version = "0.1.0" [[Atom]] deps = ["Base64", "CSTParser", "CodeTools", "CodeTracking", "Dates", "DocSeeker", "FlameGraphs", "FuzzyCompletions", "HTTP", "Hiccup", "InteractiveUtils", "JSON", "JuliaFormatter", "JuliaInterpreter", "Juno", "LNR", "Lazy", "Logging", "MacroTools", "Markdown", "Media", "OrderedCollections", "Pkg", "Profile", "REPL", "Requires", "Sockets", "TreeViews", "WebIO", "WebSockets"] git-tree-sha1 = "32743a1a42beef178fdf8dc73b2748043078089e" uuid = "c52e3926-4ff0-5f6e-af25-54175e0327b1" version = "0.12.32" [[AxisAlgorithms]] deps = ["LinearAlgebra", "Random", "SparseArrays", "WoodburyMatrices"] git-tree-sha1 = "a4d07a1c313392a77042855df46c5f534076fab9" uuid = "13072b0f-2c55-5437-9ae7-d433b7a33950" version = "1.0.0" [[BFloat16s]] deps = ["LinearAlgebra", "Test"] git-tree-sha1 = "4af69e205efc343068dc8722b8dfec1ade89254a" uuid = "ab4f0b2a-ad5b-11e8-123f-65d77653426b" version = "0.1.0" [[BandedMatrices]] deps = ["ArrayLayouts", "FillArrays", "LinearAlgebra", "Random", "SparseArrays"] git-tree-sha1 = "6facee700024bdc7bc870657d235848043f5564c" uuid = "aae01518-5342-5314-be14-df237901396f" version = "0.16.9" [[Base64]] uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f" [[BinDeps]] deps = ["Libdl", "Pkg", "SHA", "URIParser", "Unicode"] git-tree-sha1 = "1289b57e8cf019aede076edab0587eb9644175bd" uuid = "9e28174c-4ba2-5203-b857-d8d62c4213ee" version = "1.0.2" [[BinaryProvider]] deps = ["Libdl", "Logging", "SHA"] git-tree-sha1 = "ecdec412a9abc8db54c0efc5548c64dfce072058" uuid = "b99e7846-7c00-51b0-8f62-c81ae34c0232" version = "0.5.10" [[Blosc]] deps = ["Blosc_jll"] git-tree-sha1 = "84cf7d0f8fd46ca6f1b3e0305b4b4a37afe50fd6" uuid = "a74b3585-a348-5f62-a45c-50e91977d574" version = "0.7.0" [[Blosc_jll]] deps = ["Libdl", "Lz4_jll", "Pkg", "Zlib_jll", "Zstd_jll"] git-tree-sha1 = "aa9ef39b54a168c3df1b2911e7797e4feee50fbe" uuid = "0b7ba130-8d10-5ba8-a3d6-c5182647fed9" version = "1.14.3+1" [[BoundaryValueDiffEq]] deps = ["BandedMatrices", "DiffEqBase", "FiniteDiff", "ForwardDiff", "LinearAlgebra", "NLsolve", "Reexport", "SparseArrays"] git-tree-sha1 = "fe34902ac0c3a35d016617ab7032742865756d7d" uuid = "764a87c0-6b3e-53db-9096-fe964310641d" version = "2.7.1" [[BufferedStreams]] deps = ["Compat", "Test"] git-tree-sha1 = "5d55b9486590fdda5905c275bb21ce1f0754020f" uuid = "e1450e63-4bb3-523b-b2a4-4ffa8c0fd77d" version = "1.0.0" [[Bzip2_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] git-tree-sha1 = "c3598e525718abcc440f69cc6d5f60dda0a1b61e" uuid = "6e34b625-4abd-537c-b88f-471c36dfa7a0" version = "1.0.6+5" [[CEnum]] git-tree-sha1 = "215a9aa4a1f23fbd05b92769fdd62559488d70e9" uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82" version = "0.4.1" [[CSTParser]] deps = ["Tokenize"] git-tree-sha1 = "60e9121d9ea044c30a04397e59b00c5d9eb826ee" uuid = "00ebfdb7-1f24-5e51-bd34-a7502290713f" version = "2.5.0" [[CUDA]] deps = ["AbstractFFTs", "Adapt", "BFloat16s", "CEnum", "CompilerSupportLibraries_jll", "DataStructures", "ExprTools", "GPUArrays", "GPUCompiler", "LLVM", "LazyArtifacts", "Libdl", "LinearAlgebra", "Logging", "MacroTools", "Memoize", "NNlib", "Printf", "Random", "Reexport", "Requires", "SparseArrays", "Statistics", "TimerOutputs"] git-tree-sha1 = "6893a46f357eabd44ce0fc1f9a264120a1a3a732" uuid = "052768ef-5323-5732-b1bb-66c8b64840ba" version = "2.6.3" [[Cairo_jll]] deps = ["Artifacts", "Bzip2_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "JLLWrappers", "LZO_jll", "Libdl", "Pixman_jll", "Pkg", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Zlib_jll", "libpng_jll"] git-tree-sha1 = "e2f47f6d8337369411569fd45ae5753ca10394c6" uuid = "83423d85-b0ee-5818-9007-b63ccbeb887a" version = "1.16.0+6" [[ChainRules]] deps = ["ChainRulesCore", "Compat", "LinearAlgebra", "Random", "Reexport", "Requires", "Statistics"] git-tree-sha1 = "3f1d9907dc8559cc7d568c5dd6eb1b583ac00aec" uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2" version = "0.7.65" [[ChainRulesCore]] deps = ["Compat", "LinearAlgebra", "SparseArrays"] git-tree-sha1 = "b391f22252b8754f4440de1f37ece49d8a7314bb" uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4" version = "0.9.44" [[CheapThreads]] deps = ["ArrayInterface", "IfElse", "Requires", "Static", "StrideArraysCore", "ThreadingUtilities", "VectorizationBase"] git-tree-sha1 = "97964dc5503a7c65b7d0f661965e297629f7b533" uuid = "b630d9fa-e28e-4980-896d-83ce5e2106b2" version = "0.2.5" [[CodeTools]] deps = ["LNR", "Lazy", "Markdown", "Pkg", "Tokenize"] git-tree-sha1 = "9c4489c7d22b8f28635a999d5d7696b31f931829" uuid = "53a63b46-67e4-5edd-8c66-0af0544a99b9" version = "0.7.1" [[CodeTracking]] deps = ["InteractiveUtils", "UUIDs"] git-tree-sha1 = "8ad457cfeb0bca98732c97958ef81000a543e73e" uuid = "da1fd8a2-8d9e-5ec2-8556-3022fb5608a2" version = "1.0.5" [[CodecZlib]] deps = ["TranscodingStreams", "Zlib_jll"] git-tree-sha1 = "ded953804d019afa9a3f98981d99b33e3db7b6da" uuid = "944b1d66-785c-5afd-91f1-9de20f533193" version = "0.7.0" [[ColorSchemes]] deps = ["ColorTypes", "Colors", "FixedPointNumbers", "Random", "StaticArrays"] git-tree-sha1 = "c8fd01e4b736013bc61b704871d20503b33ea402" uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4" version = "3.12.1" [[ColorTypes]] deps = ["FixedPointNumbers", "Random"] git-tree-sha1 = "32a2b8af383f11cbb65803883837a149d10dfe8a" uuid = "3da002f7-5984-5a60-b8a6-cbb66c0b333f" version = "0.10.12" [[Colors]] deps = ["ColorTypes", "FixedPointNumbers", "Reexport"] git-tree-sha1 = "417b0ed7b8b838aa6ca0a87aadf1bb9eb111ce40" uuid = "5ae59095-9a9b-59fe-a467-6f913c188581" version = "0.12.8" [[Combinatorics]] git-tree-sha1 = "08c8b6831dc00bfea825826be0bc8336fc369860" uuid = "861a8166-3701-5b0c-9a16-15d98fcdc6aa" version = "1.0.2" [[CommonMark]] deps = ["Crayons", "JSON", "URIs"] git-tree-sha1 = "7632afc57f92720a01d9aedf23f413f4e5e21015" uuid = "a80b9123-70ca-4bc0-993e-6e3bcb318db6" version = "0.8.1" [[CommonSolve]] git-tree-sha1 = "68a0743f578349ada8bc911a5cbd5a2ef6ed6d1f" uuid = "38540f10-b2f7-11e9-35d8-d573e4eb0ff2" version = "0.2.0" [[CommonSubexpressions]] deps = ["MacroTools", "Test"] git-tree-sha1 = "7b8a93dba8af7e3b42fecabf646260105ac373f7" uuid = "bbf7d656-a473-5ed7-a52c-81e309532950" version = "0.3.0" [[Compat]] deps = ["Base64", "Dates", "DelimitedFiles", "Distributed", "InteractiveUtils", "LibGit2", "Libdl", "LinearAlgebra", "Markdown", "Mmap", "Pkg", "Printf", "REPL", "Random", "SHA", "Serialization", "SharedArrays", "Sockets", "SparseArrays", "Statistics", "Test", "UUIDs", "Unicode"] git-tree-sha1 = "e4e2b39db08f967cc1360951f01e8a75ec441cab" uuid = "34da2185-b29b-5c13-b0c7-acf172513d20" version = "3.30.0" [[CompilerSupportLibraries_jll]] deps = ["Artifacts", "Libdl"] uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae" [[ConsoleProgressMonitor]] deps = ["Logging", "ProgressMeter"] git-tree-sha1 = "3ab7b2136722890b9af903859afcf457fa3059e8" uuid = 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"1.1.3+4" [[Xorg_libXext_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"] git-tree-sha1 = "b7c0aa8c376b31e4852b360222848637f481f8c3" uuid = "1082639a-0dae-5f34-9b06-72781eeb8cb3" version = "1.3.4+4" [[Xorg_libXfixes_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"] git-tree-sha1 = "0e0dc7431e7a0587559f9294aeec269471c991a4" uuid = "d091e8ba-531a-589c-9de9-94069b037ed8" version = "5.0.3+4" [[Xorg_libXi_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXext_jll", "Xorg_libXfixes_jll"] git-tree-sha1 = "89b52bc2160aadc84d707093930ef0bffa641246" uuid = "a51aa0fd-4e3c-5386-b890-e753decda492" version = "1.7.10+4" [[Xorg_libXinerama_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXext_jll"] git-tree-sha1 = "26be8b1c342929259317d8b9f7b53bf2bb73b123" uuid = "d1454406-59df-5ea1-beac-c340f2130bc3" version = "1.1.4+4" [[Xorg_libXrandr_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXext_jll", "Xorg_libXrender_jll"] git-tree-sha1 = "34cea83cb726fb58f325887bf0612c6b3fb17631" uuid = "ec84b674-ba8e-5d96-8ba1-2a689ba10484" version = "1.5.2+4" [[Xorg_libXrender_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"] git-tree-sha1 = "19560f30fd49f4d4efbe7002a1037f8c43d43b96" uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa" version = "0.9.10+4" [[Xorg_libpthread_stubs_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] git-tree-sha1 = "6783737e45d3c59a4a4c4091f5f88cdcf0908cbb" uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74" version = "0.1.0+3" [[Xorg_libxcb_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"] git-tree-sha1 = "daf17f441228e7a3833846cd048892861cff16d6" uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b" version = "1.13.0+3" [[Xorg_libxkbfile_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"] git-tree-sha1 = "926af861744212db0eb001d9e40b5d16292080b2" uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a" version = "1.1.0+4" [[Xorg_xcb_util_image_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"] git-tree-sha1 = "0fab0a40349ba1cba2c1da699243396ff8e94b97" uuid = "12413925-8142-5f55-bb0e-6d7ca50bb09b" version = "0.4.0+1" [[Xorg_xcb_util_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll"] git-tree-sha1 = "e7fd7b2881fa2eaa72717420894d3938177862d1" uuid = "2def613f-5ad1-5310-b15b-b15d46f528f5" version = "0.4.0+1" [[Xorg_xcb_util_keysyms_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"] git-tree-sha1 = "d1151e2c45a544f32441a567d1690e701ec89b00" uuid = "975044d2-76e6-5fbe-bf08-97ce7c6574c7" version = "0.4.0+1" [[Xorg_xcb_util_renderutil_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"] git-tree-sha1 = "dfd7a8f38d4613b6a575253b3174dd991ca6183e" uuid = "0d47668e-0667-5a69-a72c-f761630bfb7e" version = "0.3.9+1" [[Xorg_xcb_util_wm_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"] git-tree-sha1 = "e78d10aab01a4a154142c5006ed44fd9e8e31b67" uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361" version = "0.4.1+1" [[Xorg_xkbcomp_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxkbfile_jll"] git-tree-sha1 = "4bcbf660f6c2e714f87e960a171b119d06ee163b" uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4" version = "1.4.2+4" [[Xorg_xkeyboard_config_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xkbcomp_jll"] git-tree-sha1 = "5c8424f8a67c3f2209646d4425f3d415fee5931d" uuid = "33bec58e-1273-512f-9401-5d533626f822" version = "2.27.0+4" [[Xorg_xtrans_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845" uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10" version = "1.4.0+3" [[YAML]] deps = ["Base64", "Dates", "Printf"] git-tree-sha1 = "78c02bd295bbd0ca330f95e07ccdfcb69f6cbcd4" uuid = "ddb6d928-2868-570f-bddf-ab3f9cf99eb6" version = "0.4.6" [[ZipFile]] deps = ["Libdl", "Printf", "Zlib_jll"] git-tree-sha1 = "c3a5637e27e914a7a445b8d0ad063d701931e9f7" uuid = "a5390f91-8eb1-5f08-bee0-b1d1ffed6cea" version = "0.9.3" [[Zlib_jll]] deps = ["Libdl"] uuid = "83775a58-1f1d-513f-b197-d71354ab007a" [[Zstd_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] git-tree-sha1 = "cc4bf3fdde8b7e3e9fa0351bdeedba1cf3b7f6e6" uuid = "3161d3a3-bdf6-5164-811a-617609db77b4" version = "1.5.0+0" [[Zygote]] deps = ["AbstractFFTs", "ChainRules", "ChainRulesCore", "DiffRules", "Distributed", "FillArrays", "ForwardDiff", "IRTools", "InteractiveUtils", "LinearAlgebra", "MacroTools", "NaNMath", "Random", "Requires", "SpecialFunctions", "Statistics", "ZygoteRules"] git-tree-sha1 = "c8b2ac496fd1154fa9020af827f10cced736e8c5" uuid = "e88e6eb3-aa80-5325-afca-941959d7151f" version = "0.6.11" [[ZygoteRules]] deps = ["MacroTools"] git-tree-sha1 = "9e7a1e8ca60b742e508a315c17eef5211e7fbfd7" uuid = "700de1a5-db45-46bc-99cf-38207098b444" version = "0.2.1" [[libass_jll]] deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"] git-tree-sha1 = "acc685bcf777b2202a904cdcb49ad34c2fa1880c" uuid = "0ac62f75-1d6f-5e53-bd7c-93b484bb37c0" version = "0.14.0+4" [[libfdk_aac_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] git-tree-sha1 = "7a5780a0d9c6864184b3a2eeeb833a0c871f00ab" uuid = "f638f0a6-7fb0-5443-88ba-1cc74229b280" version = "0.1.6+4" [[libpng_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"] git-tree-sha1 = "6abbc424248097d69c0c87ba50fcb0753f93e0ee" uuid = "b53b4c65-9356-5827-b1ea-8c7a1a84506f" version = "1.6.37+6" [[libvorbis_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Ogg_jll", "Pkg"] git-tree-sha1 = "fa14ac25af7a4b8a7f61b287a124df7aab601bcd" uuid = "f27f6e37-5d2b-51aa-960f-b287f2bc3b7a" version = "1.3.6+6" [[nghttp2_jll]] deps = ["Artifacts", "Libdl"] uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d" [[p7zip_jll]] deps = ["Artifacts", "Libdl"] uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0" [[x264_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] git-tree-sha1 = "d713c1ce4deac133e3334ee12f4adff07f81778f" uuid = "1270edf5-f2f9-52d2-97e9-ab00b5d0237a" version = "2020.7.14+2" [[x265_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] git-tree-sha1 = "487da2f8f2f0c8ee0e83f39d13037d6bbf0a45ab" uuid = "dfaa095f-4041-5dcd-9319-2fabd8486b76" version = "3.0.0+3" [[xkbcommon_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Wayland_jll", "Wayland_protocols_jll", "Xorg_libxcb_jll", "Xorg_xkeyboard_config_jll"] git-tree-sha1 = "ece2350174195bb31de1a63bea3a41ae1aa593b6" uuid = "d8fb68d0-12a3-5cfd-a85a-d49703b185fd" version = "0.9.1+5" ```
Expected behavior
I expected that train on NN would be similar to the train on unstacked_deeponet.
Version info
Details on Julia:
Details on CUDA:
Additional context
Add any other context about the problem here.