Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Jump to bottom

StackOverflowError trying to throw OutOfGPUMemoryError, subsequent errors #2292

Closed
BioTurboNick opened this issue Mar 16, 2024 · 8 comments · Fixed by #2299
Closed

StackOverflowError trying to throw OutOfGPUMemoryError, subsequent errors #2292

BioTurboNick opened this issue Mar 16, 2024 · 8 comments · Fixed by #2299
Labels
bug Something isn't working

Comments

@BioTurboNick
Copy link

BioTurboNick commented Mar 16, 2024 •
edited
Loading

Describe the bug

My neural network was training smoothly, but then I got a StackOverflowError. The stack trace suggests this was caused by OutOfGPUMemoryError being thrown.

I can't show the original stack trace, because when I went to check the CUDA version via Pkg, the screen started being flooded with more StackOverflowErrors unendingly with "Error while freeing DeviceBuffer(_____)", where the details of the buffer are different each time. The REPL is broken.

The subsequent errors have this form:

WARNING: Error while freeing DeviceBuffer(2.000 MiB at 0x0000000564c93e00):      
StackOverflowError()

Stacktrace:
     [1] prepare_cuda_state()
       @ CUDA C:\Users\nicho\.julia\packages\CUDA\htRwP\lib\cudadrv\state.jl:94  
     [2] initialize_context()
       @ CUDA C:\Users\nicho\.julia\packages\CUDA\htRwP\lib\cudadrv\libcuda.jl:18
     [3] macro expansion
       @ C:\Users\nicho\.julia\packages\CUDA\htRwP\lib\cudadrv\libcuda.jl:167 [inlined]
     [4] (::CUDA.var"#7#8"{Base.RefValue{UInt64}, Base.RefValue{UInt64}})()      
       @ CUDA C:\Users\nicho\.julia\packages\CUDA\htRwP\lib\utils\call.jl:27     
     [5] check(f::CUDA.var"#7#8"{Base.RefValue{UInt64}, Base.RefValue{UInt64}})  
       @ CUDA C:\Users\nicho\.julia\packages\CUDA\htRwP\lib\cudadrv\libcuda.jl:32
     [6] cuMemGetInfo_v2(free::Base.RefValue{UInt64}, total::Base.RefValue{UInt64})
       @ CUDA C:\Users\nicho\.julia\packages\CUDA\htRwP\lib\utils\call.jl:26     
     [7] info()
       @ CUDA.Mem C:\Users\nicho\.julia\packages\CUDA\htRwP\lib\cudadrv\memory.jl:763
     [8] CUDA.MemoryInfo()
       @ CUDA C:\Users\nicho\.julia\packages\CUDA\htRwP\src\pool.jl:264
     [9] CUDA.OutOfGPUMemoryError(sz::Int64)
       @ CUDA C:\Users\nicho\.julia\packages\CUDA\htRwP\src\pool.jl:338
    [10] CUDA.OutOfGPUMemoryError()
       @ CUDA C:\Users\nicho\.julia\packages\CUDA\htRwP\src\pool.jl:333
    [11] throw_api_error(res::CUDA.cudaError_enum)
       @ CUDA C:\Users\nicho\.julia\packages\CUDA\htRwP\lib\cudadrv\libcuda.jl:25
    [12] check(f::CUDA.var"#7#8"{Base.RefValue{UInt64}, Base.RefValue{UInt64}})  
       @ CUDA C:\Users\nicho\.julia\packages\CUDA\htRwP\lib\cudadrv\libcuda.jl:34
--- the last 7 lines are repeated 3836 more times ---
 [26865] cuMemGetInfo_v2(free::Base.RefValue{UInt64}, total::Base.RefValue{UInt64})
       @ CUDA C:\Users\nicho\.julia\packages\CUDA\htRwP\lib\utils\call.jl:26     
 [26866] info()
       @ CUDA.Mem C:\Users\nicho\.julia\packages\CUDA\htRwP\lib\cudadrv\memory.jl:763
 [26867] CUDA.MemoryInfo()
       @ CUDA C:\Users\nicho\.julia\packages\CUDA\htRwP\src\pool.jl:264
 [26868] CUDA.OutOfGPUMemoryError(sz::Int64)
       @ CUDA C:\Users\nicho\.julia\packages\CUDA\htRwP\src\pool.jl:338
 [26869] CUDA.OutOfGPUMemoryError()
       @ CUDA C:\Users\nicho\.julia\packages\CUDA\htRwP\src\pool.jl:333
 [26870] throw_api_error(res::CUDA.cudaError_enum)
       @ CUDA C:\Users\nicho\.julia\packages\CUDA\htRwP\lib\cudadrv\libcuda.jl:25
 [26871] check
       @ C:\Users\nicho\.julia\packages\CUDA\htRwP\lib\cudadrv\libcuda.jl:34 [inlined]
 [26872] cuMemFreeAsync
       @ C:\Users\nicho\.julia\packages\CUDA\htRwP\lib\utils\call.jl:26 [inlined]
 [26873] #free#2
       @ C:\Users\nicho\.julia\packages\CUDA\htRwP\lib\cudadrv\memory.jl:97 [inlined]
 [26874] free
       @ C:\Users\nicho\.julia\packages\CUDA\htRwP\lib\cudadrv\memory.jl:92 [inlined]
 [26875] #actual_free#998
       @ C:\Users\nicho\.julia\packages\CUDA\htRwP\src\pool.jl:78 [inlined]      
 [26876] actual_free
       @ C:\Users\nicho\.julia\packages\CUDA\htRwP\src\pool.jl:75 [inlined]      
 [26877] #_free#1023
       @ C:\Users\nicho\.julia\packages\CUDA\htRwP\src\pool.jl:516 [inlined]     
 [26878] _free
       @ C:\Users\nicho\.julia\packages\CUDA\htRwP\src\pool.jl:503 [inlined]     
 [26879] macro expansion
       @ C:\Users\nicho\.julia\packages\CUDA\htRwP\src\pool.jl:488 [inlined]     
 [26880] macro expansion
       @ .\timing.jl:395 [inlined]
 [26881] #free#1022
       @ C:\Users\nicho\.julia\packages\CUDA\htRwP\src\pool.jl:487 [inlined]     
 [26882] free
       @ C:\Users\nicho\.julia\packages\CUDA\htRwP\src\pool.jl:476 [inlined]     
 [26883] (::CUDA.var"#1029#1030"{CUDA.Mem.DeviceBuffer, Bool})()
       @ CUDA C:\Users\nicho\.julia\packages\CUDA\htRwP\src\array.jl:101
 [26884] #context!#912
       @ C:\Users\nicho\.julia\packages\CUDA\htRwP\lib\cudadrv\state.jl:170 [inlined]
 [26885] context!
       @ C:\Users\nicho\.julia\packages\CUDA\htRwP\lib\cudadrv\state.jl:165 [inlined]
 [26886] _free_buffer(buf::CUDA.Mem.DeviceBuffer, early::Bool)
       @ CUDA C:\Users\nicho\.julia\packages\CUDA\htRwP\src\array.jl:89
 [26887] release(rc::GPUArrays.RefCounted{CUDA.Mem.DeviceBuffer}, args::Bool)    
       @ GPUArrays C:\Users\nicho\.julia\packages\GPUArrays\Hd5Sk\src\host\abstractarray.jl:42
 [26888] unsafe_free!
       @ C:\Users\nicho\.julia\packages\GPUArrays\Hd5Sk\src\host\abstractarray.jl:91 [inlined]
 [26889] unsafe_finalize!(xs::CUDA.CuArray{Float32, 2, CUDA.Mem.DeviceBuffer})   
       @ CUDA C:\Users\nicho\.julia\packages\CUDA\htRwP\src\array.jl:113
 [26890] status(pkgs::Vector{Pkg.Types.PackageSpec})
       @ Pkg.API C:\Users\nicho\.julia\juliaup\julia-1.10.2+0.x64.w64.mingw32\share\julia\stdlib\v1.10\Pkg\src\API.jl:148
 [26891] do_cmd!(command::Pkg.REPLMode.Command, repl::REPL.LineEditREPL)
       @ Pkg.REPLMode C:\Users\nicho\.julia\juliaup\julia-1.10.2+0.x64.w64.mingw32\share\julia\stdlib\v1.10\Pkg\src\REPLMode\REPLMode.jl:412
 [26892] do_cmd(repl::REPL.LineEditREPL, input::String; do_rethrow::Bool)        
       @ Pkg.REPLMode C:\Users\nicho\.julia\juliaup\julia-1.10.2+0.x64.w64.mingw32\share\julia\stdlib\v1.10\Pkg\src\REPLMode\REPLMode.jl:390
 [26893] do_cmd
       @ C:\Users\nicho\.julia\juliaup\julia-1.10.2+0.x64.w64.mingw32\share\julia\stdlib\v1.10\Pkg\src\REPLMode\REPLMode.jl:380 [inlined]
 [26894] (::Pkg.REPLMode.var"#24#27"{REPL.LineEditREPL, REPL.LineEdit.Prompt})(s::REPL.LineEdit.MIState, buf::IOBuffer, ok::Bool)
       @ Pkg.REPLMode C:\Users\nicho\.julia\juliaup\julia-1.10.2+0.x64.w64.mingw32\share\julia\stdlib\v1.10\Pkg\src\REPLMode\REPLMode.jl:557
 [26895] #invokelatest#2
       @ .\essentials.jl:892 [inlined]
 [26896] invokelatest
       @ .\essentials.jl:889 [inlined]
 [26897] run_interface(terminal::REPL.Terminals.TextTerminal, m::REPL.LineEdit.ModalInterface, s::REPL.LineEdit.MIState)
       @ REPL.LineEdit C:\Users\nicho\.julia\juliaup\julia-1.10.2+0.x64.w64.mingw32\share\julia\stdlib\v1.10\REPL\src\LineEdit.jl:2656
 [26898] run_frontend(repl::REPL.LineEditREPL, backend::REPL.REPLBackendRef)     
       @ REPL C:\Users\nicho\.julia\juliaup\julia-1.10.2+0.x64.w64.mingw32\share\julia\stdlib\v1.10\REPL\src\REPL.jl:1312

To reproduce

Not available.

Manifest.toml 

# This file is machine-generated - editing it directly is not advised

julia_version = "1.10.2"
manifest_format = "2.0"
project_hash = "3ab5781164cd818526e09ca323844ae3543e1b8f"

[[deps.AbstractFFTs]]
deps = ["LinearAlgebra"]
git-tree-sha1 = "d92ad398961a3ed262d8bf04a1a2b8340f915fef"
uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
version = "1.5.0"
weakdeps = ["ChainRulesCore", "Test"]

    [deps.AbstractFFTs.extensions]
    AbstractFFTsChainRulesCoreExt = "ChainRulesCore"
    AbstractFFTsTestExt = "Test"

[[deps.Adapt]]
deps = ["LinearAlgebra", "Requires"]
git-tree-sha1 = "cea4ac3f5b4bc4b3000aa55afb6e5626518948fa"
uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
version = "4.0.3"
weakdeps = ["StaticArrays"]

    [deps.Adapt.extensions]
    AdaptStaticArraysExt = "StaticArrays"

[[deps.ArgCheck]]
git-tree-sha1 = "a3a402a35a2f7e0b87828ccabbd5ebfbebe356b4"
uuid = "dce04be8-c92d-5529-be00-80e4d2c0e197"
version = "2.3.0"

[[deps.ArgTools]]
uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
version = "1.1.1"

[[deps.Artifacts]]
uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"

[[deps.Atomix]]
deps = ["UnsafeAtomics"]
git-tree-sha1 = "c06a868224ecba914baa6942988e2f2aade419be"
uuid = "a9b6321e-bd34-4604-b9c9-b65b8de01458"
version = "0.1.0"

[[deps.BFloat16s]]
deps = ["LinearAlgebra", "Printf", "Random", "Test"]
git-tree-sha1 = "dbf84058d0a8cbbadee18d25cf606934b22d7c66"
uuid = "ab4f0b2a-ad5b-11e8-123f-65d77653426b"
version = "0.4.2"

[[deps.BangBang]]
deps = ["Compat", "ConstructionBase", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables"]
git-tree-sha1 = "7aa7ad1682f3d5754e3491bb59b8103cae28e3a3"
uuid = "198e06fe-97b7-11e9-32a5-e1d131e6ad66"
version = "0.3.40"

    [deps.BangBang.extensions]
    BangBangChainRulesCoreExt = "ChainRulesCore"
    BangBangDataFramesExt = "DataFrames"
    BangBangStaticArraysExt = "StaticArrays"
    BangBangStructArraysExt = "StructArrays"
    BangBangTypedTablesExt = "TypedTables"

    [deps.BangBang.weakdeps]
    ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
    DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
    StaticArrays = "90137ffa-7385-5640-81b9-e52037218182"
    StructArrays = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
    TypedTables = "9d95f2ec-7b3d-5a63-8d20-e2491e220bb9"

[[deps.Base64]]
uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"

[[deps.Baselet]]
git-tree-sha1 = "aebf55e6d7795e02ca500a689d326ac979aaf89e"
uuid = "9718e550-a3fa-408a-8086-8db961cd8217"
version = "0.1.1"

[[deps.CEnum]]
git-tree-sha1 = "389ad5c84de1ae7cf0e28e381131c98ea87d54fc"
uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82"
version = "0.5.0"

[[deps.CUDA]]
deps = ["AbstractFFTs", "Adapt", "BFloat16s", "CEnum", "CUDA_Driver_jll", "CUDA_Runtime_Discovery", "CUDA_Runtime_jll", "Crayons", "DataFrames", "ExprTools", "GPUArrays", "GPUCompiler", "KernelAbstractions", "LLVM", "LLVMLoopInfo", "LazyArtifacts", "Libdl", "LinearAlgebra", "Logging", "NVTX", "Preferences", "PrettyTables", "Printf", "Random", "Random123", "RandomNumbers", "Reexport", "Requires", "SparseArrays", "StaticArrays", "Statistics"]
git-tree-sha1 = "baa8ea7a1ea63316fa3feb454635215773c9c845"
uuid = "052768ef-5323-5732-b1bb-66c8b64840ba"
version = "5.2.0"
weakdeps = ["ChainRulesCore", "SpecialFunctions"]

    [deps.CUDA.extensions]
    ChainRulesCoreExt = "ChainRulesCore"
    SpecialFunctionsExt = "SpecialFunctions"

[[deps.CUDA_Driver_jll]]
deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
git-tree-sha1 = "d01bfc999768f0a31ed36f5d22a76161fc63079c"
uuid = "4ee394cb-3365-5eb0-8335-949819d2adfc"
version = "0.7.0+1"

[[deps.CUDA_Runtime_Discovery]]
deps = ["Libdl"]
git-tree-sha1 = "2cb12f6b2209f40a4b8967697689a47c50485490"
uuid = "1af6417a-86b4-443c-805f-a4643ffb695f"
version = "0.2.3"

[[deps.CUDA_Runtime_jll]]
deps = ["Artifacts", "CUDA_Driver_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
git-tree-sha1 = "8e25c009d2bf16c2c31a70a6e9e8939f7325cc84"
uuid = "76a88914-d11a-5bdc-97e0-2f5a05c973a2"
version = "0.11.1+0"

[[deps.CUDNN_jll]]
deps = ["Artifacts", "CUDA_Runtime_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
git-tree-sha1 = "75923dce4275ead3799b238e10178a68c07dbd3b"
uuid = "62b44479-cb7b-5706-934f-f13b2eb2e645"
version = "8.9.4+0"

[[deps.ChainRules]]
deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "SparseInverseSubset", "Statistics", "StructArrays", "SuiteSparse"]
git-tree-sha1 = "4e42872be98fa3343c4f8458cbda8c5c6a6fa97c"
uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
version = "1.63.0"

[[deps.ChainRulesCore]]
deps = ["Compat", "LinearAlgebra"]
git-tree-sha1 = "575cd02e080939a33b6df6c5853d14924c08e35b"
uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
version = "1.23.0"
weakdeps = ["SparseArrays"]

    [deps.ChainRulesCore.extensions]
    ChainRulesCoreSparseArraysExt = "SparseArrays"

[[deps.ColorTypes]]
deps = ["FixedPointNumbers", "Random"]
git-tree-sha1 = "eb7f0f8307f71fac7c606984ea5fb2817275d6e4"
uuid = "3da002f7-5984-5a60-b8a6-cbb66c0b333f"
version = "0.11.4"

[[deps.Colors]]
deps = ["ColorTypes", "FixedPointNumbers", "Reexport"]
git-tree-sha1 = "fc08e5930ee9a4e03f84bfb5211cb54e7769758a"
uuid = "5ae59095-9a9b-59fe-a467-6f913c188581"
version = "0.12.10"

[[deps.CommonSubexpressions]]
deps = ["MacroTools", "Test"]
git-tree-sha1 = "7b8a93dba8af7e3b42fecabf646260105ac373f7"
uuid = "bbf7d656-a473-5ed7-a52c-81e309532950"
version = "0.3.0"

[[deps.Compat]]
deps = ["TOML", "UUIDs"]
git-tree-sha1 = "c955881e3c981181362ae4088b35995446298b80"
uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
version = "4.14.0"
weakdeps = ["Dates", "LinearAlgebra"]

    [deps.Compat.extensions]
    CompatLinearAlgebraExt = "LinearAlgebra"

[[deps.CompilerSupportLibraries_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
version = "1.1.0+0"

[[deps.CompositionsBase]]
git-tree-sha1 = "802bb88cd69dfd1509f6670416bd4434015693ad"
uuid = "a33af91c-f02d-484b-be07-31d278c5ca2b"
version = "0.1.2"

    [deps.CompositionsBase.extensions]
    CompositionsBaseInverseFunctionsExt = "InverseFunctions"

    [deps.CompositionsBase.weakdeps]
    InverseFunctions = "3587e190-3f89-42d0-90ee-14403ec27112"

[[deps.ConstructionBase]]
deps = ["LinearAlgebra"]
git-tree-sha1 = "c53fc348ca4d40d7b371e71fd52251839080cbc9"
uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
version = "1.5.4"

    [deps.ConstructionBase.extensions]
    ConstructionBaseIntervalSetsExt = "IntervalSets"
    ConstructionBaseStaticArraysExt = "StaticArrays"

    [deps.ConstructionBase.weakdeps]
    IntervalSets = "8197267c-284f-5f27-9208-e0e47529a953"
    StaticArrays = "90137ffa-7385-5640-81b9-e52037218182"

[[deps.ContextVariablesX]]
deps = ["Compat", "Logging", "UUIDs"]
git-tree-sha1 = "25cc3803f1030ab855e383129dcd3dc294e322cc"
uuid = "6add18c4-b38d-439d-96f6-d6bc489c04c5"
version = "0.1.3"

[[deps.Crayons]]
git-tree-sha1 = "249fe38abf76d48563e2f4556bebd215aa317e15"
uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f"
version = "4.1.1"

[[deps.DataAPI]]
git-tree-sha1 = "abe83f3a2f1b857aac70ef8b269080af17764bbe"
uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
version = "1.16.0"

[[deps.DataFrames]]
deps = ["Compat", "DataAPI", "DataStructures", "Future", "InlineStrings", "InvertedIndices", "IteratorInterfaceExtensions", "LinearAlgebra", "Markdown", "Missings", "PooledArrays", "PrecompileTools", "PrettyTables", "Printf", "REPL", "Random", "Reexport", "SentinelArrays", "SortingAlgorithms", "Statistics", "TableTraits", "Tables", "Unicode"]
git-tree-sha1 = "04c738083f29f86e62c8afc341f0967d8717bdb8"
uuid = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
version = "1.6.1"

[[deps.DataStructures]]
deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
git-tree-sha1 = "0f4b5d62a88d8f59003e43c25a8a90de9eb76317"
uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
version = "0.18.18"

[[deps.DataValueInterfaces]]
git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
uuid = "e2d170a0-9d28-54be-80f0-106bbe20a464"
version = "1.0.0"

[[deps.Dates]]
deps = ["Printf"]
uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"

[[deps.DefineSingletons]]
git-tree-sha1 = "0fba8b706d0178b4dc7fd44a96a92382c9065c2c"
uuid = "244e2a9f-e319-4986-a169-4d1fe445cd52"
version = "0.1.2"

[[deps.DelimitedFiles]]
deps = ["Mmap"]
git-tree-sha1 = "9e2f36d3c96a820c678f2f1f1782582fcf685bae"
uuid = "8bb1440f-4735-579b-a4ab-409b98df4dab"
version = "1.9.1"

[[deps.DiffResults]]
deps = ["StaticArraysCore"]
git-tree-sha1 = "782dd5f4561f5d267313f23853baaaa4c52ea621"
uuid = "163ba53b-c6d8-5494-b064-1a9d43ac40c5"
version = "1.1.0"

[[deps.DiffRules]]
deps = ["IrrationalConstants", "LogExpFunctions", "NaNMath", "Random", "SpecialFunctions"]
git-tree-sha1 = "23163d55f885173722d1e4cf0f6110cdbaf7e272"
uuid = "b552c78f-8df3-52c6-915a-8e097449b14b"
version = "1.15.1"

[[deps.Distances]]
deps = ["LinearAlgebra", "Statistics", "StatsAPI"]
git-tree-sha1 = "66c4c81f259586e8f002eacebc177e1fb06363b0"
uuid = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7"
version = "0.10.11"
weakdeps = ["ChainRulesCore", "SparseArrays"]

    [deps.Distances.extensions]
    DistancesChainRulesCoreExt = "ChainRulesCore"
    DistancesSparseArraysExt = "SparseArrays"

[[deps.Distributed]]
deps = ["Random", "Serialization", "Sockets"]
uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"

[[deps.DocStringExtensions]]
deps = ["LibGit2"]
git-tree-sha1 = "2fb1e02f2b635d0845df5d7c167fec4dd739b00d"
uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae"
version = "0.9.3"

[[deps.Downloads]]
deps = ["ArgTools", "FileWatching", "LibCURL", "NetworkOptions"]
uuid = "f43a241f-c20a-4ad4-852c-f6b1247861c6"
version = "1.6.0"

[[deps.ExprTools]]
git-tree-sha1 = "27415f162e6028e81c72b82ef756bf321213b6ec"
uuid = "e2ba6199-217a-4e67-a87a-7c52f15ade04"
version = "0.1.10"

[[deps.FLoops]]
deps = ["BangBang", "Compat", "FLoopsBase", "InitialValues", "JuliaVariables", "MLStyle", "Serialization", "Setfield", "Transducers"]
git-tree-sha1 = "ffb97765602e3cbe59a0589d237bf07f245a8576"
uuid = "cc61a311-1640-44b5-9fba-1b764f453329"
version = "0.2.1"

[[deps.FLoopsBase]]
deps = ["ContextVariablesX"]
git-tree-sha1 = "656f7a6859be8673bf1f35da5670246b923964f7"
uuid = "b9860ae5-e623-471e-878b-f6a53c775ea6"
version = "0.1.1"

[[deps.FileWatching]]
uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee"

[[deps.FillArrays]]
deps = ["LinearAlgebra", "Random"]
git-tree-sha1 = "5b93957f6dcd33fc343044af3d48c215be2562f1"
uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
version = "1.9.3"

    [deps.FillArrays.extensions]
    FillArraysPDMatsExt = "PDMats"
    FillArraysSparseArraysExt = "SparseArrays"
    FillArraysStatisticsExt = "Statistics"

    [deps.FillArrays.weakdeps]
    PDMats = "90014a1f-27ba-587c-ab20-58faa44d9150"
    SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
    Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"

[[deps.FixedPointNumbers]]
deps = ["Statistics"]
git-tree-sha1 = "335bfdceacc84c5cdf16aadc768aa5ddfc5383cc"
uuid = "53c48c17-4a7d-5ca2-90c5-79b7896eea93"
version = "0.8.4"

[[deps.Flux]]
deps = ["Adapt", "ChainRulesCore", "Compat", "Functors", "LinearAlgebra", "MLUtils", "MacroTools", "NNlib", "OneHotArrays", "Optimisers", "Preferences", "ProgressLogging", "Random", "Reexport", "SparseArrays", "SpecialFunctions", "Statistics", "Zygote"]
git-tree-sha1 = "5a626d6ef24ae0a8590c22dc12096fb65eb66325"
uuid = "587475ba-b771-5e3f-ad9e-33799f191a9c"
version = "0.14.13"

    [deps.Flux.extensions]
    FluxAMDGPUExt = "AMDGPU"
    FluxCUDAExt = "CUDA"
    FluxCUDAcuDNNExt = ["CUDA", "cuDNN"]
    FluxMetalExt = "Metal"

    [deps.Flux.weakdeps]
    AMDGPU = "21141c5a-9bdb-4563-92ae-f87d6854732e"
    CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba"
    Metal = "dde4c033-4e86-420c-a63e-0dd931031962"
    cuDNN = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd"

[[deps.ForwardDiff]]
deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions"]
git-tree-sha1 = "cf0fe81336da9fb90944683b8c41984b08793dad"
uuid = "f6369f11-7733-5829-9624-2563aa707210"
version = "0.10.36"
weakdeps = ["StaticArrays"]

    [deps.ForwardDiff.extensions]
    ForwardDiffStaticArraysExt = "StaticArrays"

[[deps.Functors]]
deps = ["LinearAlgebra"]
git-tree-sha1 = "8ae30e786837ce0a24f5e2186938bf3251ab94b2"
uuid = "d9f16b24-f501-4c13-a1f2-28368ffc5196"
version = "0.4.8"

[[deps.Future]]
deps = ["Random"]
uuid = "9fa8497b-333b-5362-9e8d-4d0656e87820"

[[deps.GPUArrays]]
deps = ["Adapt", "GPUArraysCore", "LLVM", "LinearAlgebra", "Printf", "Random", "Reexport", "Serialization", "Statistics"]
git-tree-sha1 = "47e4686ec18a9620850bad110b79966132f14283"
uuid = "0c68f7d7-f131-5f86-a1c3-88cf8149b2d7"
version = "10.0.2"

[[deps.GPUArraysCore]]
deps = ["Adapt"]
git-tree-sha1 = "ec632f177c0d990e64d955ccc1b8c04c485a0950"
uuid = "46192b85-c4d5-4398-a991-12ede77f4527"
version = "0.1.6"

[[deps.GPUCompiler]]
deps = ["ExprTools", "InteractiveUtils", "LLVM", "Libdl", "Logging", "Scratch", "TimerOutputs", "UUIDs"]
git-tree-sha1 = "a846f297ce9d09ccba02ead0cae70690e072a119"
uuid = "61eb1bfa-7361-4325-ad38-22787b887f55"
version = "0.25.0"

[[deps.IRTools]]
deps = ["InteractiveUtils", "MacroTools", "Test"]
git-tree-sha1 = "5d8c5713f38f7bc029e26627b687710ba406d0dd"
uuid = "7869d1d1-7146-5819-86e3-90919afe41df"
version = "0.4.12"

[[deps.InitialValues]]
git-tree-sha1 = "4da0f88e9a39111c2fa3add390ab15f3a44f3ca3"
uuid = "22cec73e-a1b8-11e9-2c92-598750a2cf9c"
version = "0.3.1"

[[deps.InlineStrings]]
deps = ["Parsers"]
git-tree-sha1 = "9cc2baf75c6d09f9da536ddf58eb2f29dedaf461"
uuid = "842dd82b-1e85-43dc-bf29-5d0ee9dffc48"
version = "1.4.0"

[[deps.InteractiveUtils]]
deps = ["Markdown"]
uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240"

[[deps.InvertedIndices]]
git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
uuid = "41ab1584-1d38-5bbf-9106-f11c6c58b48f"
version = "1.3.0"

[[deps.IrrationalConstants]]
git-tree-sha1 = "630b497eafcc20001bba38a4651b327dcfc491d2"
uuid = "92d709cd-6900-40b7-9082-c6be49f344b6"
version = "0.2.2"

[[deps.IteratorInterfaceExtensions]]
git-tree-sha1 = "a3f24677c21f5bbe9d2a714f95dcd58337fb2856"
uuid = "82899510-4779-5014-852e-03e436cf321d"
version = "1.0.0"

[[deps.JLLWrappers]]
deps = ["Artifacts", "Preferences"]
git-tree-sha1 = "7e5d6779a1e09a36db2a7b6cff50942a0a7d0fca"
uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210"
version = "1.5.0"

[[deps.JuliaNVTXCallbacks_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "af433a10f3942e882d3c671aacb203e006a5808f"
uuid = "9c1d0b0a-7046-5b2e-a33f-ea22f176ac7e"
version = "0.2.1+0"

[[deps.JuliaVariables]]
deps = ["MLStyle", "NameResolution"]
git-tree-sha1 = "49fb3cb53362ddadb4415e9b73926d6b40709e70"
uuid = "b14d175d-62b4-44ba-8fb7-3064adc8c3ec"
version = "0.2.4"

[[deps.KernelAbstractions]]
deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "Requires", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
git-tree-sha1 = "ed7167240f40e62d97c1f5f7735dea6de3cc5c49"
uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
version = "0.9.18"

    [deps.KernelAbstractions.extensions]
    EnzymeExt = "EnzymeCore"

    [deps.KernelAbstractions.weakdeps]
    EnzymeCore = "f151be2c-9106-41f4-ab19-57ee4f262869"

[[deps.LLVM]]
deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Preferences", "Printf", "Requires", "Unicode"]
git-tree-sha1 = "ddab4d40513bce53c8e3157825e245224f74fae7"
uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
version = "6.6.0"
weakdeps = ["BFloat16s"]

    [deps.LLVM.extensions]
    BFloat16sExt = "BFloat16s"

[[deps.LLVMExtra_jll]]
deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
git-tree-sha1 = "88b916503aac4fb7f701bb625cd84ca5dd1677bc"
uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
version = "0.0.29+0"

[[deps.LLVMLoopInfo]]
git-tree-sha1 = "2e5c102cfc41f48ae4740c7eca7743cc7e7b75ea"
uuid = "8b046642-f1f6-4319-8d3c-209ddc03c586"
version = "1.0.0"

[[deps.LaTeXStrings]]
git-tree-sha1 = "50901ebc375ed41dbf8058da26f9de442febbbec"
uuid = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f"
version = "1.3.1"

[[deps.LazyArtifacts]]
deps = ["Artifacts", "Pkg"]
uuid = "4af54fe1-eca0-43a8-85a7-787d91b784e3"

[[deps.LibCURL]]
deps = ["LibCURL_jll", "MozillaCACerts_jll"]
uuid = "b27032c2-a3e7-50c8-80cd-2d36dbcbfd21"
version = "0.6.4"

[[deps.LibCURL_jll]]
deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll", "Zlib_jll", "nghttp2_jll"]
uuid = "deac9b47-8bc7-5906-a0fe-35ac56dc84c0"
version = "8.4.0+0"

[[deps.LibGit2]]
deps = ["Base64", "LibGit2_jll", "NetworkOptions", "Printf", "SHA"]
uuid = "76f85450-5226-5b5a-8eaa-529ad045b433"

[[deps.LibGit2_jll]]
deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll"]
uuid = "e37daf67-58a4-590a-8e99-b0245dd2ffc5"
version = "1.6.4+0"

[[deps.LibSSH2_jll]]
deps = ["Artifacts", "Libdl", "MbedTLS_jll"]
uuid = "29816b5a-b9ab-546f-933c-edad1886dfa8"
version = "1.11.0+1"

[[deps.Libdl]]
uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb"

[[deps.LinearAlgebra]]
deps = ["Libdl", "OpenBLAS_jll", "libblastrampoline_jll"]
uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"

[[deps.LogExpFunctions]]
deps = ["DocStringExtensions", "IrrationalConstants", "LinearAlgebra"]
git-tree-sha1 = "18144f3e9cbe9b15b070288eef858f71b291ce37"
uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
version = "0.3.27"

    [deps.LogExpFunctions.extensions]
    LogExpFunctionsChainRulesCoreExt = "ChainRulesCore"
    LogExpFunctionsChangesOfVariablesExt = "ChangesOfVariables"
    LogExpFunctionsInverseFunctionsExt = "InverseFunctions"

    [deps.LogExpFunctions.weakdeps]
    ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
    ChangesOfVariables = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
    InverseFunctions = "3587e190-3f89-42d0-90ee-14403ec27112"

[[deps.Logging]]
uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"

[[deps.MLStyle]]
git-tree-sha1 = "bc38dff0548128765760c79eb7388a4b37fae2c8"
uuid = "d8e11817-5142-5d16-987a-aa16d5891078"
version = "0.4.17"

[[deps.MLUtils]]
deps = ["ChainRulesCore", "Compat", "DataAPI", "DelimitedFiles", "FLoops", "NNlib", "Random", "ShowCases", "SimpleTraits", "Statistics", "StatsBase", "Tables", "Transducers"]
git-tree-sha1 = "b45738c2e3d0d402dffa32b2c1654759a2ac35a4"
uuid = "f1d291b0-491e-4a28-83b9-f70985020b54"
version = "0.4.4"

[[deps.MacroTools]]
deps = ["Markdown", "Random"]
git-tree-sha1 = "2fa9ee3e63fd3a4f7a9a4f4744a52f4856de82df"
uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
version = "0.5.13"

[[deps.Markdown]]
deps = ["Base64"]
uuid = "d6f4376e-aef5-505a-96c1-9c027394607a"

[[deps.MbedTLS_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1"
version = "2.28.2+1"

[[deps.MicroCollections]]
deps = ["BangBang", "InitialValues", "Setfield"]
git-tree-sha1 = "629afd7d10dbc6935ec59b32daeb33bc4460a42e"
uuid = "128add7d-3638-4c79-886c-908ea0c25c34"
version = "0.1.4"

[[deps.Missings]]
deps = ["DataAPI"]
git-tree-sha1 = "f66bdc5de519e8f8ae43bdc598782d35a25b1272"
uuid = "e1d29d7a-bbdc-5cf2-9ac0-f12de2c33e28"
version = "1.1.0"

[[deps.Mmap]]
uuid = "a63ad114-7e13-5084-954f-fe012c677804"

[[deps.MozillaCACerts_jll]]
uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
version = "2023.1.10"

[[deps.NNlib]]
deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
git-tree-sha1 = "877f15c331337d54cf24c797d5bcb2e48ce21221"
uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
version = "0.9.12"

    [deps.NNlib.extensions]
    NNlibAMDGPUExt = "AMDGPU"
    NNlibCUDACUDNNExt = ["CUDA", "cuDNN"]
    NNlibCUDAExt = "CUDA"
    NNlibEnzymeCoreExt = "EnzymeCore"

    [deps.NNlib.weakdeps]
    AMDGPU = "21141c5a-9bdb-4563-92ae-f87d6854732e"
    CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba"
    EnzymeCore = "f151be2c-9106-41f4-ab19-57ee4f262869"
    cuDNN = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd"

[[deps.NVTX]]
deps = ["Colors", "JuliaNVTXCallbacks_jll", "Libdl", "NVTX_jll"]
git-tree-sha1 = "53046f0483375e3ed78e49190f1154fa0a4083a1"
uuid = "5da4648a-3479-48b8-97b9-01cb529c0a1f"
version = "0.3.4"

[[deps.NVTX_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "ce3269ed42816bf18d500c9f63418d4b0d9f5a3b"
uuid = "e98f9f5b-d649-5603-91fd-7774390e6439"
version = "3.1.0+2"

[[deps.NaNMath]]
deps = ["OpenLibm_jll"]
git-tree-sha1 = "0877504529a3e5c3343c6f8b4c0381e57e4387e4"
uuid = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3"
version = "1.0.2"

[[deps.NameResolution]]
deps = ["PrettyPrint"]
git-tree-sha1 = "1a0fa0e9613f46c9b8c11eee38ebb4f590013c5e"
uuid = "71a1bf82-56d0-4bbc-8a3c-48b961074391"
version = "0.1.5"

[[deps.NetworkOptions]]
uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908"
version = "1.2.0"

[[deps.OneHotArrays]]
deps = ["Adapt", "ChainRulesCore", "Compat", "GPUArraysCore", "LinearAlgebra", "NNlib"]
git-tree-sha1 = "963a3f28a2e65bb87a68033ea4a616002406037d"
uuid = "0b1bfda6-eb8a-41d2-88d8-f5af5cad476f"
version = "0.2.5"

[[deps.OpenBLAS_jll]]
deps = ["Artifacts", "CompilerSupportLibraries_jll", "Libdl"]
uuid = "4536629a-c528-5b80-bd46-f80d51c5b363"
version = "0.3.23+4"

[[deps.OpenLibm_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "05823500-19ac-5b8b-9628-191a04bc5112"
version = "0.8.1+2"

[[deps.OpenSpecFun_jll]]
deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "13652491f6856acfd2db29360e1bbcd4565d04f1"
uuid = "efe28fd5-8261-553b-a9e1-b2916fc3738e"
version = "0.5.5+0"

[[deps.Optimisers]]
deps = ["ChainRulesCore", "Functors", "LinearAlgebra", "Random", "Statistics"]
git-tree-sha1 = "264b061c1903bc0fe9be77cb9050ebacff66bb63"
uuid = "3bd65402-5787-11e9-1adc-39752487f4e2"
version = "0.3.2"

[[deps.OrderedCollections]]
git-tree-sha1 = "dfdf5519f235516220579f949664f1bf44e741c5"
uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
version = "1.6.3"

[[deps.Parsers]]
deps = ["Dates", "PrecompileTools", "UUIDs"]
git-tree-sha1 = "8489905bcdbcfac64d1daa51ca07c0d8f0283821"
uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
version = "2.8.1"

[[deps.Pkg]]
deps = ["Artifacts", "Dates", "Downloads", "FileWatching", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f"
version = "1.10.0"

[[deps.PooledArrays]]
deps = ["DataAPI", "Future"]
git-tree-sha1 = "36d8b4b899628fb92c2749eb488d884a926614d3"
uuid = "2dfb63ee-cc39-5dd5-95bd-886bf059d720"
version = "1.4.3"

[[deps.PrecompileTools]]
deps = ["Preferences"]
git-tree-sha1 = "5aa36f7049a63a1528fe8f7c3f2113413ffd4e1f"
uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a"
version = "1.2.1"

[[deps.Preferences]]
deps = ["TOML"]
git-tree-sha1 = "9306f6085165d270f7e3db02af26a400d580f5c6"
uuid = "21216c6a-2e73-6563-6e65-726566657250"
version = "1.4.3"

[[deps.PrettyPrint]]
git-tree-sha1 = "632eb4abab3449ab30c5e1afaa874f0b98b586e4"
uuid = "8162dcfd-2161-5ef2-ae6c-7681170c5f98"
version = "0.2.0"

[[deps.PrettyTables]]
deps = ["Crayons", "LaTeXStrings", "Markdown", "PrecompileTools", "Printf", "Reexport", "StringManipulation", "Tables"]
git-tree-sha1 = "88b895d13d53b5577fd53379d913b9ab9ac82660"
uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d"
version = "2.3.1"

[[deps.Printf]]
deps = ["Unicode"]
uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7"

[[deps.ProgressLogging]]
deps = ["Logging", "SHA", "UUIDs"]
git-tree-sha1 = "80d919dee55b9c50e8d9e2da5eeafff3fe58b539"
uuid = "33c8b6b6-d38a-422a-b730-caa89a2f386c"
version = "0.1.4"

[[deps.REPL]]
deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"]
uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb"

[[deps.Random]]
deps = ["SHA"]
uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"

[[deps.Random123]]
deps = ["Random", "RandomNumbers"]
git-tree-sha1 = "4743b43e5a9c4a2ede372de7061eed81795b12e7"
uuid = "74087812-796a-5b5d-8853-05524746bad3"
version = "1.7.0"

[[deps.RandomNumbers]]
deps = ["Random", "Requires"]
git-tree-sha1 = "043da614cc7e95c703498a491e2c21f58a2b8111"
uuid = "e6cf234a-135c-5ec9-84dd-332b85af5143"
version = "1.5.3"

[[deps.RealDot]]
deps = ["LinearAlgebra"]
git-tree-sha1 = "9f0a1b71baaf7650f4fa8a1d168c7fb6ee41f0c9"
uuid = "c1ae055f-0cd5-4b69-90a6-9a35b1a98df9"
version = "0.1.0"

[[deps.Reexport]]
git-tree-sha1 = "45e428421666073eab6f2da5c9d310d99bb12f9b"
uuid = "189a3867-3050-52da-a836-e630ba90ab69"
version = "1.2.2"

[[deps.Requires]]
deps = ["UUIDs"]
git-tree-sha1 = "838a3a4188e2ded87a4f9f184b4b0d78a1e91cb7"
uuid = "ae029012-a4dd-5104-9daa-d747884805df"
version = "1.3.0"

[[deps.SHA]]
uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
version = "0.7.0"

[[deps.Scratch]]
deps = ["Dates"]
git-tree-sha1 = "3bac05bc7e74a75fd9cba4295cde4045d9fe2386"
uuid = "6c6a2e73-6563-6170-7368-637461726353"
version = "1.2.1"

[[deps.SentinelArrays]]
deps = ["Dates", "Random"]
git-tree-sha1 = "0e7508ff27ba32f26cd459474ca2ede1bc10991f"
uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c"
version = "1.4.1"

[[deps.Serialization]]
uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"

[[deps.Setfield]]
deps = ["ConstructionBase", "Future", "MacroTools", "StaticArraysCore"]
git-tree-sha1 = "e2cc6d8c88613c05e1defb55170bf5ff211fbeac"
uuid = "efcf1570-3423-57d1-acb7-fd33fddbac46"
version = "1.1.1"

[[deps.ShowCases]]
git-tree-sha1 = "7f534ad62ab2bd48591bdeac81994ea8c445e4a5"
uuid = "605ecd9f-84a6-4c9e-81e2-4798472b76a3"
version = "0.1.0"

[[deps.SimpleTraits]]
deps = ["InteractiveUtils", "MacroTools"]
git-tree-sha1 = "5d7e3f4e11935503d3ecaf7186eac40602e7d231"
uuid = "699a6c99-e7fa-54fc-8d76-47d257e15c1d"
version = "0.9.4"

[[deps.Sockets]]
uuid = "6462fe0b-24de-5631-8697-dd941f90decc"

[[deps.SortingAlgorithms]]
deps = ["DataStructures"]
git-tree-sha1 = "66e0a8e672a0bdfca2c3f5937efb8538b9ddc085"
uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c"
version = "1.2.1"

[[deps.SparseArrays]]
deps = ["Libdl", "LinearAlgebra", "Random", "Serialization", "SuiteSparse_jll"]
uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
version = "1.10.0"

[[deps.SparseInverseSubset]]
deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"]
git-tree-sha1 = "52962839426b75b3021296f7df242e40ecfc0852"
uuid = "dc90abb0-5640-4711-901d-7e5b23a2fada"
version = "0.1.2"

[[deps.SpecialFunctions]]
deps = ["IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
git-tree-sha1 = "e2cfc4012a19088254b3950b85c3c1d8882d864d"
uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
version = "2.3.1"
weakdeps = ["ChainRulesCore"]

    [deps.SpecialFunctions.extensions]
    SpecialFunctionsChainRulesCoreExt = "ChainRulesCore"

[[deps.SplittablesBase]]
deps = ["Setfield", "Test"]
git-tree-sha1 = "e08a62abc517eb79667d0a29dc08a3b589516bb5"
uuid = "171d559e-b47b-412a-8079-5efa626c420e"
version = "0.1.15"

[[deps.StaticArrays]]
deps = ["LinearAlgebra", "PrecompileTools", "Random", "StaticArraysCore"]
git-tree-sha1 = "bf074c045d3d5ffd956fa0a461da38a44685d6b2"
uuid = "90137ffa-7385-5640-81b9-e52037218182"
version = "1.9.3"
weakdeps = ["ChainRulesCore", "Statistics"]

    [deps.StaticArrays.extensions]
    StaticArraysChainRulesCoreExt = "ChainRulesCore"
    StaticArraysStatisticsExt = "Statistics"

[[deps.StaticArraysCore]]
git-tree-sha1 = "36b3d696ce6366023a0ea192b4cd442268995a0d"
uuid = "1e83bf80-4336-4d27-bf5d-d5a4f845583c"
version = "1.4.2"

[[deps.Statistics]]
deps = ["LinearAlgebra", "SparseArrays"]
uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
version = "1.10.0"

[[deps.StatsAPI]]
deps = ["LinearAlgebra"]
git-tree-sha1 = "1ff449ad350c9c4cbc756624d6f8a8c3ef56d3ed"
uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
version = "1.7.0"

[[deps.StatsBase]]
deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
git-tree-sha1 = "1d77abd07f617c4868c33d4f5b9e1dbb2643c9cf"
uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
version = "0.34.2"

[[deps.StringManipulation]]
deps = ["PrecompileTools"]
git-tree-sha1 = "a04cabe79c5f01f4d723cc6704070ada0b9d46d5"
uuid = "892a3eda-7b42-436c-8928-eab12a02cf0e"
version = "0.3.4"

[[deps.StructArrays]]
deps = ["ConstructionBase", "DataAPI", "Tables"]
git-tree-sha1 = "f4dc295e983502292c4c3f951dbb4e985e35b3be"
uuid = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
version = "0.6.18"
weakdeps = ["Adapt", "GPUArraysCore", "SparseArrays", "StaticArrays"]

    [deps.StructArrays.extensions]
    StructArraysAdaptExt = "Adapt"
    StructArraysGPUArraysCoreExt = "GPUArraysCore"
    StructArraysSparseArraysExt = "SparseArrays"
    StructArraysStaticArraysExt = "StaticArrays"

[[deps.SuiteSparse]]
deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"

[[deps.SuiteSparse_jll]]
deps = ["Artifacts", "Libdl", "libblastrampoline_jll"]
uuid = "bea87d4a-7f5b-5778-9afe-8cc45184846c"
version = "7.2.1+1"

[[deps.TOML]]
deps = ["Dates"]
uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76"
version = "1.0.3"

[[deps.TableTraits]]
deps = ["IteratorInterfaceExtensions"]
git-tree-sha1 = "c06b2f539df1c6efa794486abfb6ed2022561a39"
uuid = "3783bdb8-4a98-5b6b-af9a-565f29a5fe9c"
version = "1.0.1"

[[deps.Tables]]
deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "OrderedCollections", "TableTraits"]
git-tree-sha1 = "cb76cf677714c095e535e3501ac7954732aeea2d"
uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
version = "1.11.1"

[[deps.Tar]]
deps = ["ArgTools", "SHA"]
uuid = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e"
version = "1.10.0"

[[deps.Test]]
deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"

[[deps.TimerOutputs]]
deps = ["ExprTools", "Printf"]
git-tree-sha1 = "f548a9e9c490030e545f72074a41edfd0e5bcdd7"
uuid = "a759f4b9-e2f1-59dc-863e-4aeb61b1ea8f"
version = "0.5.23"

[[deps.Transducers]]
deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "ConstructionBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
git-tree-sha1 = "3064e780dbb8a9296ebb3af8f440f787bb5332af"
uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
version = "0.4.80"

    [deps.Transducers.extensions]
    TransducersBlockArraysExt = "BlockArrays"
    TransducersDataFramesExt = "DataFrames"
    TransducersLazyArraysExt = "LazyArrays"
    TransducersOnlineStatsBaseExt = "OnlineStatsBase"
    TransducersReferenceablesExt = "Referenceables"

    [deps.Transducers.weakdeps]
    BlockArrays = "8e7c35d0-a365-5155-bbbb-fb81a777f24e"
    DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
    LazyArrays = "5078a376-72f3-5289-bfd5-ec5146d43c02"
    OnlineStatsBase = "925886fa-5bf2-5e8e-b522-a9147a512338"
    Referenceables = "42d2dcc6-99eb-4e98-b66c-637b7d73030e"

[[deps.UUIDs]]
deps = ["Random", "SHA"]
uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"

[[deps.Unicode]]
uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5"

[[deps.UnsafeAtomics]]
git-tree-sha1 = "6331ac3440856ea1988316b46045303bef658278"
uuid = "013be700-e6cd-48c3-b4a1-df204f14c38f"
version = "0.2.1"

[[deps.UnsafeAtomicsLLVM]]
deps = ["LLVM", "UnsafeAtomics"]
git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e"
uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
version = "0.1.3"

[[deps.Zlib_jll]]
deps = ["Libdl"]
uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
version = "1.2.13+1"

[[deps.Zygote]]
deps = ["AbstractFFTs", "ChainRules", "ChainRulesCore", "DiffRules", "Distributed", "FillArrays", "ForwardDiff", "GPUArrays", "GPUArraysCore", "IRTools", "InteractiveUtils", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NaNMath", "PrecompileTools", "Random", "Requires", "SparseArrays", "SpecialFunctions", "Statistics", "ZygoteRules"]
git-tree-sha1 = "4ddb4470e47b0094c93055a3bcae799165cc68f1"
uuid = "e88e6eb3-aa80-5325-afca-941959d7151f"
version = "0.6.69"

    [deps.Zygote.extensions]
    ZygoteColorsExt = "Colors"
    ZygoteDistancesExt = "Distances"
    ZygoteTrackerExt = "Tracker"

    [deps.Zygote.weakdeps]
    Colors = "5ae59095-9a9b-59fe-a467-6f913c188581"
    Distances = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7"
    Tracker = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"

[[deps.ZygoteRules]]
deps = ["ChainRulesCore", "MacroTools"]
git-tree-sha1 = "27798139afc0a2afa7b1824c206d5e87ea587a00"
uuid = "700de1a5-db45-46bc-99cf-38207098b444"
version = "0.2.5"

[[deps.cuDNN]]
deps = ["CEnum", "CUDA", "CUDA_Runtime_Discovery", "CUDNN_jll"]
git-tree-sha1 = "d433ec29756895512190cac9c96666d879f07b92"
uuid = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd"
version = "1.3.0"

[[deps.libblastrampoline_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "8e850b90-86db-534c-a0d3-1478176c7d93"
version = "5.8.0+1"

[[deps.nghttp2_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"
version = "1.52.0+1"

[[deps.p7zip_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
version = "17.4.0+2"

Expected behavior

These errors should not be causing StackOverflowErrors, and the REPL should be usable.

Version info

Details on Julia:

Julia Version 1.10.2
Commit bd47eca2c8 (2024-03-01 10:14 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Windows (x86_64-w64-mingw32)
  CPU: 32 × 13th Gen Intel(R) Core(TM) i9-13900KF
  WORD_SIZE: 64
  LIBM: libopenlibm
  LLVM: libLLVM-15.0.7 (ORCJIT, goldmont)
Threads: 1 default, 0 interactive, 1 GC (on 32 virtual cores)

Details on CUDA:

CUDA runtime 12.3, artifact installation
CUDA driver 12.3
NVIDIA driver 546.33.0

CUDA libraries:
- CUBLAS: 12.3.4
- CURAND: 10.3.4
- CUFFT: 11.0.12
- CUSOLVER: 11.5.4
- CUSPARSE: 12.2.0
- CUPTI: 21.0.0
- NVML: 12.0.0+546.33

Julia packages:
- CUDA: 5.2.0
- CUDA_Driver_jll: 0.7.0+1
- CUDA_Runtime_jll: 0.11.1+0

Toolchain:
- Julia: 1.10.2
- LLVM: 15.0.7

1 device:
  0: NVIDIA GeForce RTX 4080 (sm_89, 163.711 MiB / 15.992 GiB available)

Additional context

none
@BioTurboNick BioTurboNick added the bug Something isn't working label Mar 16, 2024
@BioTurboNick
Copy link
Author

BioTurboNick commented Mar 16, 2024 •
edited
Loading

Update: it was not unending, it just took a very, very long time to clear the buffer of all the errors. Then the REPL was fine.

Except a new StackOverflowError randomly appeared while the prompt was just sitting there.

Task Manager shows the GPU memory is full.

Unhandled Task ERROR: StackOverflowError:
Stacktrace:
     [1] throw_api_error(res::CUDA.cudaError_enum)
       @ CUDA C:\Users\nicho\.julia\packages\CUDA\htRwP\lib\cudadrv\libcuda.jl:25
     [2] check(f::CUDA.var"#7#8"{Base.RefValue{UInt64}, Base.RefValue{UInt64}})  
       @ CUDA C:\Users\nicho\.julia\packages\CUDA\htRwP\lib\cudadrv\libcuda.jl:34
     [3] cuMemGetInfo_v2(free::Base.RefValue{UInt64}, total::Base.RefValue{UInt64})
       @ CUDA C:\Users\nicho\.julia\packages\CUDA\htRwP\lib\utils\call.jl:26     
     [4] info()
       @ CUDA.Mem C:\Users\nicho\.julia\packages\CUDA\htRwP\lib\cudadrv\memory.jl:763
     [5] CUDA.MemoryInfo()
       @ CUDA C:\Users\nicho\.julia\packages\CUDA\htRwP\src\pool.jl:264
     [6] CUDA.OutOfGPUMemoryError(sz::Int64)
       @ CUDA C:\Users\nicho\.julia\packages\CUDA\htRwP\src\pool.jl:338
     [7] CUDA.OutOfGPUMemoryError()
       @ CUDA C:\Users\nicho\.julia\packages\CUDA\htRwP\src\pool.jl:333
--- the last 7 lines are repeated 3840 more times ---
 [26888] throw_api_error(res::CUDA.cudaError_enum)
       @ CUDA C:\Users\nicho\.julia\packages\CUDA\htRwP\lib\cudadrv\libcuda.jl:25
 [26889] isdone
       @ C:\Users\nicho\.julia\packages\CUDA\htRwP\lib\cudadrv\stream.jl:111 [inlined]
 [26890] spinning_synchronization(f::typeof(CUDA.isdone), obj::CUDA.CuStream)    
       @ CUDA C:\Users\nicho\.julia\packages\CUDA\htRwP\lib\cudadrv\synchronization.jl:79
 [26891] device_synchronize(; blocking::Bool, spin::Bool)
       @ CUDA C:\Users\nicho\.julia\packages\CUDA\htRwP\lib\cudadrv\synchronization.jl:171
 [26892] device_synchronize
       @ C:\Users\nicho\.julia\packages\CUDA\htRwP\lib\cudadrv\synchronization.jl:169 [inlined]
 [26893] reclaim(sz::Int64)
       @ CUDA C:\Users\nicho\.julia\packages\CUDA\htRwP\src\pool.jl:534
 [26894] reclaim
       @ C:\Users\nicho\.julia\packages\CUDA\htRwP\src\pool.jl:532 [inlined]     
 [26895] #1011
       @ C:\Users\nicho\.julia\packages\CUDA\htRwP\src\pool.jl:245 [inlined]     
 [26896] context!(f::CUDA.var"#1011#1012", ctx::CUDA.CuContext; skip_destroyed::Bool)
       @ CUDA C:\Users\nicho\.julia\packages\CUDA\htRwP\lib\cudadrv\state.jl:170 
 [26897] context!
       @ C:\Users\nicho\.julia\packages\CUDA\htRwP\lib\cudadrv\state.jl:165 [inlined]
 [26898] device!(f::Function, dev::CUDA.CuDevice)
       @ CUDA C:\Users\nicho\.julia\packages\CUDA\htRwP\lib\cudadrv\state.jl:302 
 [26899] pool_cleanup()
       @ CUDA C:\Users\nicho\.julia\packages\CUDA\htRwP\src\pool.jl:244

@BioTurboNick BioTurboNick changed the title StackOverflowError trying to throw OutOfGPUMemoryError, REPL broken StackOverflowError trying to throw OutOfGPUMemoryError, subsequent errors Mar 16, 2024
@BioTurboNick
Copy link
Author

Related: Deliberately calling unsafe_free! on GPU arrays allocated during the training loop allowed me to avoid OOM. The GC for the GPU arrays doesn't seem to work right.

@maleadt
Copy link
Member

maleadt commented Mar 19, 2024

The GC for the GPU arrays doesn't seem to work right.

The problem is just that the OOM handling itself triggers an OOM, I don't see how that would imply that the entire GPU GC handling is broken.

@BioTurboNick
Copy link
Author

The GC for the GPU arrays doesn't seem to work right.

The problem is just that the OOM handling itself triggers an OOM, I don't see how that would imply that the entire GPU GC handling is broken.

The fact that I have to manually free GPU arrays to avoid OOM errors at all does, though. Separate issue, to be sure.

@maleadt
Copy link
Member

maleadt commented Mar 19, 2024

The fact that I have to manually free GPU arrays to avoid OOM errors at all does, though.

Not necessarily; when encountering an OOM, we trigger GC to free up memory. If we first encounter a stack overflow, that doesn't happen.

@BioTurboNick
Copy link
Author

Ohhh, okay, I understand. Thank you.

Is MemoryInfo() not supposed to allocate on the GPU and that changed, or is there usually just enough space for a small object in most OOM conditions?

@maleadt
Copy link
Member

maleadt commented Mar 20, 2024

I didn't expect that the cuMemGetInfo during MemoryInfo actually breaks because of the OOM, which is annoying as it means we can't generate a useful report.

@maleadt maleadt mentioned this issue Mar 21, 2024
Merged
@maleadt
Copy link
Member

maleadt commented Mar 21, 2024

Please test #2299

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Assignees
No one assigned
Labels
bug Something isn't working
Projects
None yet
Milestone
No milestone
Development

Successfully merging a pull request may close this issue.

Avoid OOMs during OOM handling. JuliaGPU/CUDA.jl
2 participants
@maleadt @BioTurboNick