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CUDA programming in Julia.
https://juliagpu.org/cuda/
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OutOfGPUMemoryError With Available Memory #1346

Closed umbriquse closed 2 years ago

umbriquse commented 2 years ago

Describe the bug

I get an OutOfGPUMemoryError by running CUDA.memory_status().

To reproduce

The Minimal Working Example (MWE) for this bug:

using CUDA; CUDA.memory_status()
ERROR: Out of GPU memory

Stacktrace:
  [1] throw_api_error(res::CUDA.cudaError_enum)
    @ CUDA ~/.julia/packages/CUDA/bki2w/lib/cudadrv/error.jl:89
  [2] macro expansion
    @ ~/.julia/packages/CUDA/bki2w/lib/cudadrv/error.jl:101 [inlined]
  [3] cuDevicePrimaryCtxRetain
    @ ~/.julia/packages/CUDA/bki2w/lib/utils/call.jl:26 [inlined]
  [4] CuContext
    @ ~/.julia/packages/CUDA/bki2w/lib/cudadrv/context.jl:55 [inlined]
  [5] context(dev::CuDevice)
    @ CUDA ~/.julia/packages/CUDA/bki2w/lib/cudadrv/state.jl:222
  [6] TaskLocalState (repeats 2 times)
    @ ~/.julia/packages/CUDA/bki2w/lib/cudadrv/state.jl:50 [inlined]
  [7] task_local_state!()
    @ CUDA ~/.julia/packages/CUDA/bki2w/lib/cudadrv/state.jl:73
  [8] active_state
    @ ~/.julia/packages/CUDA/bki2w/lib/cudadrv/state.jl:106 [inlined]
  [9] memory_status(io::Base.TTY) (repeats 2 times)
    @ CUDA ~/.julia/packages/CUDA/bki2w/src/pool.jl:468
 [10] top-level scope
    @ REPL[6]:1
 [11] top-level scope
    @ ~/.julia/packages/CUDA/bki2w/src/initialization.jl:52
SYSTEM (REPL): showing an error caused an error
ERROR: Out of GPU memory

Stacktrace:
  [1] throw_api_error(res::CUDA.cudaError_enum)
    @ CUDA ~/.julia/packages/CUDA/bki2w/lib/cudadrv/error.jl:89
  [2] macro expansion
    @ ~/.julia/packages/CUDA/bki2w/lib/cudadrv/error.jl:101 [inlined]
  [3] cuDevicePrimaryCtxRetain
    @ ~/.julia/packages/CUDA/bki2w/lib/utils/call.jl:26 [inlined]
  [4] CuContext
    @ ~/.julia/packages/CUDA/bki2w/lib/cudadrv/context.jl:55 [inlined]
  [5] context(dev::CuDevice)
    @ CUDA ~/.julia/packages/CUDA/bki2w/lib/cudadrv/state.jl:222
  [6] TaskLocalState (repeats 2 times)
    @ ~/.julia/packages/CUDA/bki2w/lib/cudadrv/state.jl:50 [inlined]
  [7] task_local_state!()
    @ CUDA ~/.julia/packages/CUDA/bki2w/lib/cudadrv/state.jl:73
  [8] active_state
    @ ~/.julia/packages/CUDA/bki2w/lib/cudadrv/state.jl:106 [inlined]
  [9] memory_status(io::IOContext{Base.TTY})
    @ CUDA ~/.julia/packages/CUDA/bki2w/src/pool.jl:468
 [10] showerror(io::IOContext{Base.TTY}, err::OutOfGPUMemoryError)
    @ CUDA ~/.julia/packages/CUDA/bki2w/src/pool.jl:153
 [11] showerror(io::IOContext{Base.TTY}, ex::OutOfGPUMemoryError, bt::Vector{Base.StackTraces.StackFrame}; backtrace::Bool)
    @ Base ./errorshow.jl:88
 [12] show_exception_stack(io::IOContext{Base.TTY}, stack::Vector{Any})
    @ Base ./errorshow.jl:877
 [13] display_error(io::IOContext{Base.TTY}, stack::Vector{Any})
    @ Base ./client.jl:104
 [14] #invokelatest#2
    @ ./essentials.jl:708 [inlined]
 [15] invokelatest
    @ ./essentials.jl:706 [inlined]
 [16] print_response(errio::IO, response::Any, show_value::Bool, have_color::Bool, specialdisplay::Union{Nothing, AbstractDisplay})
    @ REPL /buildworker/worker/package_linux64/build/usr/share/julia/stdlib/v1.6/REPL/src/REPL.jl:242
 [17] (::REPL.var"#40#41"{REPL.LineEditREPL, Pair{Any, Bool}, Bool, Bool})(io::Any)
    @ REPL /buildworker/worker/package_linux64/build/usr/share/julia/stdlib/v1.6/REPL/src/REPL.jl:231
 [18] with_repl_linfo(f::Any, repl::REPL.LineEditREPL)
    @ REPL /buildworker/worker/package_linux64/build/usr/share/julia/stdlib/v1.6/REPL/src/REPL.jl:462
 [19] print_response(repl::REPL.AbstractREPL, response::Any, show_value::Bool, have_color::Bool)
    @ REPL /buildworker/worker/package_linux64/build/usr/share/julia/stdlib/v1.6/REPL/src/REPL.jl:229
 [20] (::REPL.var"#do_respond#61"{Bool, Bool, REPL.var"#72#82"{REPL.LineEditREPL, REPL.REPLHistoryProvider}, REPL.LineEditREPL, REPL.LineEdit.Prompt})(s::REPL.LineEdit.MIState, buf::Any, ok::Bool)
    @ REPL /buildworker/worker/package_linux64/build/usr/share/julia/stdlib/v1.6/REPL/src/REPL.jl:798
 [21] #invokelatest#2
    @ ./essentials.jl:708 [inlined]
 [22] invokelatest
    @ ./essentials.jl:706 [inlined]
 [23] run_interface(terminal::REPL.Terminals.TextTerminal, m::REPL.LineEdit.ModalInterface, s::REPL.LineEdit.MIState)
    @ REPL.LineEdit /buildworker/worker/package_linux64/build/usr/share/julia/stdlib/v1.6/REPL/src/LineEdit.jl:2441
 [24] run_frontend(repl::REPL.LineEditREPL, backend::REPL.REPLBackendRef)
    @ REPL /buildworker/worker/package_linux64/build/usr/share/julia/stdlib/v1.6/REPL/src/REPL.jl:1126
 [25] (::REPL.var"#44#49"{REPL.LineEditREPL, REPL.REPLBackendRef})()
    @ REPL ./task.jl:411
SYSTEM (REPL): caught exception of type OutOfGPUMemoryError while trying to handle a nested exception; giving up
Manifest.toml

``` # This file is machine-generated - editing it directly is not advised [[AbstractFFTs]] deps = ["ChainRulesCore", "LinearAlgebra"] git-tree-sha1 = "6f1d9bc1c08f9f4a8fa92e3ea3cb50153a1b40d4" uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c" version = "1.1.0" [[AbstractTrees]] git-tree-sha1 = "03e0550477d86222521d254b741d470ba17ea0b5" uuid = "1520ce14-60c1-5f80-bbc7-55ef81b5835c" version = "0.3.4" [[Adapt]] deps = ["LinearAlgebra"] git-tree-sha1 = "af92965fb30777147966f58acb05da51c5616b5f" uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e" version = "3.3.3" [[AlphaZero]] deps = ["ArgParse", "CUDA", "Colors", "CommonRLInterface", "Crayons", "DataStructures", "Distributed", "Distributions", "Documenter", "ExprTools", "Flux", "Formatting", "JSON3", "Knet", "LinearAlgebra", "Plots", "ProgressMeter", "Random", "Requires", "Serialization", "Setfield", "StaticArrays", "Statistics", "ThreadPools", "Zygote"] git-tree-sha1 = "81af13335ecac62b89e520663dcf36cd07c46dcc" uuid = "8ed9eb0b-7496-408d-8c8b-2119aeea02cd" version = "0.5.2" [[ArgParse]] deps = ["Logging", "TextWrap"] git-tree-sha1 = "3102bce13da501c9104df33549f511cd25264d7d" uuid = "c7e460c6-2fb9-53a9-8c5b-16f535851c63" version = "1.1.4" [[ArgTools]] uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f" [[ArnoldiMethod]] deps = ["LinearAlgebra", "Random", "StaticArrays"] git-tree-sha1 = "62e51b39331de8911e4a7ff6f5aaf38a5f4cc0ae" uuid = "ec485272-7323-5ecc-a04f-4719b315124d" version = "0.2.0" [[ArrayInterface]] deps = ["Compat", "IfElse", "LinearAlgebra", "Requires", "SparseArrays", "Static"] git-tree-sha1 = "1ee88c4c76caa995a885dc2f22a5d548dfbbc0ba" uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9" version = "3.2.2" [[Artifacts]] uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33" [[AutoGrad]] deps = ["Libdl", "LinearAlgebra", "SpecialFunctions", "Statistics", "TimerOutputs"] git-tree-sha1 = "16af9a724cf7cdcf8069b2a44300fba4c25f431b" uuid = "6710c13c-97f1-543f-91c5-74e8f7d95b35" version = "1.2.4" [[AxisAlgorithms]] deps = ["LinearAlgebra", "Random", "SparseArrays", "WoodburyMatrices"] git-tree-sha1 = "66771c8d21c8ff5e3a93379480a2307ac36863f7" uuid = "13072b0f-2c55-5437-9ae7-d433b7a33950" version = "1.0.1" [[BFloat16s]] deps = ["LinearAlgebra", "Printf", "Random", "Test"] git-tree-sha1 = "a598ecb0d717092b5539dbbe890c98bac842b072" uuid = "ab4f0b2a-ad5b-11e8-123f-65d77653426b" version = "0.2.0" [[Base64]] uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f" [[Bzip2_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] git-tree-sha1 = "19a35467a82e236ff51bc17a3a44b69ef35185a2" uuid = "6e34b625-4abd-537c-b88f-471c36dfa7a0" version = "1.0.8+0" [[CEnum]] git-tree-sha1 = "215a9aa4a1f23fbd05b92769fdd62559488d70e9" uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82" version = "0.4.1" [[CUDA]] deps = ["AbstractFFTs", "Adapt", "BFloat16s", "CEnum", "CompilerSupportLibraries_jll", "ExprTools", "GPUArrays", "GPUCompiler", "LLVM", "LazyArtifacts", "Libdl", "LinearAlgebra", "Logging", "Printf", "Random", "Random123", "RandomNumbers", "Reexport", "Requires", "SparseArrays", "SpecialFunctions", "TimerOutputs"] git-tree-sha1 = "7405a853ebba81936827459bfe30608bbce7371e" repo-rev = "master" repo-url = "https://github.com/JuliaGPU/CUDA.jl.git" uuid = "052768ef-5323-5732-b1bb-66c8b64840ba" version = "3.8.0" [[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 = "4b859a208b2397a7a623a03449e4636bdb17bcf2" uuid = "83423d85-b0ee-5818-9007-b63ccbeb887a" version = "1.16.1+1" [[ChainRules]] deps = ["ChainRulesCore", "Compat", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "Statistics"] git-tree-sha1 = "3ce62c97bd166b8c810889fba131531c61e41dc8" uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2" version = "1.25.0" [[ChainRulesCore]] deps = ["Compat", "LinearAlgebra", "SparseArrays"] git-tree-sha1 = "54fc4400de6e5c3e27be6047da2ef6ba355511f8" uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4" version = "1.11.6" [[ChangesOfVariables]] deps = ["ChainRulesCore", "LinearAlgebra", "Test"] git-tree-sha1 = "bf98fa45a0a4cee295de98d4c1462be26345b9a1" uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0" version = "0.1.2" [[CodeTracking]] deps = ["InteractiveUtils", "UUIDs"] git-tree-sha1 = "9aa8a5ebb6b5bf469a7e0e2b5202cf6f8c291104" uuid = "da1fd8a2-8d9e-5ec2-8556-3022fb5608a2" version = "1.0.6" [[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"] git-tree-sha1 = "6b6f04f93710c71550ec7e16b650c1b9a612d0b6" uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4" version = "3.16.0" [[ColorTypes]] deps = ["FixedPointNumbers", "Random"] git-tree-sha1 = "024fe24d83e4a5bf5fc80501a314ce0d1aa35597" uuid = "3da002f7-5984-5a60-b8a6-cbb66c0b333f" version = "0.11.0" [[ColorVectorSpace]] deps = ["ColorTypes", "FixedPointNumbers", "LinearAlgebra", "SpecialFunctions", "Statistics", "TensorCore"] git-tree-sha1 = "3f1f500312161f1ae067abe07d13b40f78f32e07" uuid = "c3611d14-8923-5661-9e6a-0046d554d3a4" version = "0.9.8" [[Colors]] deps = ["ColorTypes", "FixedPointNumbers", "Reexport"] git-tree-sha1 = "417b0ed7b8b838aa6ca0a87aadf1bb9eb111ce40" uuid = "5ae59095-9a9b-59fe-a467-6f913c188581" version = "0.12.8" [[CommonRLInterface]] deps = ["MacroTools"] git-tree-sha1 = "21de56ebf28c262651e682f7fe614d44623dc087" uuid = "d842c3ba-07a1-494f-bbec-f5741b0a3e98" version = "0.3.1" [[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 = "44c37b4636bc54afac5c574d2d02b625349d6582" uuid = "34da2185-b29b-5c13-b0c7-acf172513d20" version = "3.41.0" [[CompilerSupportLibraries_jll]] deps = ["Artifacts", "Libdl"] uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae" [[ConstructionBase]] deps = ["LinearAlgebra"] git-tree-sha1 = "f74e9d5388b8620b4cee35d4c5a618dd4dc547f4" uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9" version = "1.3.0" [[Contour]] deps = ["StaticArrays"] git-tree-sha1 = "9f02045d934dc030edad45944ea80dbd1f0ebea7" uuid = "d38c429a-6771-53c6-b99e-75d170b6e991" version = "0.5.7" [[Crayons]] git-tree-sha1 = "249fe38abf76d48563e2f4556bebd215aa317e15" uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f" version = "4.1.1" [[DataAPI]] git-tree-sha1 = "cc70b17275652eb47bc9e5f81635981f13cea5c8" uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a" version = "1.9.0" [[DataStructures]] deps = ["Compat", "InteractiveUtils", "OrderedCollections"] git-tree-sha1 = "3daef5523dd2e769dad2365274f760ff5f282c7d" uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8" version = "0.18.11" [[DataValueInterfaces]] git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6" uuid = "e2d170a0-9d28-54be-80f0-106bbe20a464" version = "1.0.0" [[Dates]] deps = ["Printf"] uuid = "ade2ca70-3891-5945-98fb-dc099432e06a" [[DelimitedFiles]] deps = ["Mmap"] uuid = "8bb1440f-4735-579b-a4ab-409b98df4dab" [[DiffResults]] deps = ["StaticArrays"] git-tree-sha1 = "c18e98cba888c6c25d1c3b048e4b3380ca956805" uuid = "163ba53b-c6d8-5494-b064-1a9d43ac40c5" version = "1.0.3" [[DiffRules]] deps = ["LogExpFunctions", "NaNMath", "Random", "SpecialFunctions"] git-tree-sha1 = "9bc5dac3c8b6706b58ad5ce24cffd9861f07c94f" uuid = "b552c78f-8df3-52c6-915a-8e097449b14b" version = "1.9.0" [[Distances]] deps = ["LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI"] git-tree-sha1 = "3258d0659f812acde79e8a74b11f17ac06d0ca04" uuid = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7" version = "0.10.7" [[Distributed]] deps = ["Random", "Serialization", "Sockets"] uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b" [[Distributions]] deps = ["FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns"] git-tree-sha1 = "a837fdf80f333415b69684ba8e8ae6ba76de6aaa" uuid = "31c24e10-a181-5473-b8eb-7969acd0382f" version = "0.24.18" [[DocStringExtensions]] deps = ["LibGit2"] git-tree-sha1 = "b19534d1895d702889b219c382a6e18010797f0b" uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae" version = "0.8.6" [[Documenter]] deps = ["Base64", "Dates", "DocStringExtensions", "IOCapture", "InteractiveUtils", "JSON", "LibGit2", "Logging", "Markdown", "REPL", "Test", "Unicode"] git-tree-sha1 = "3ebb967819b284dc1e3c0422229b58a40a255649" uuid = "e30172f5-a6a5-5a46-863b-614d45cd2de4" version = "0.26.3" [[Downloads]] deps = ["ArgTools", "LibCURL", "NetworkOptions"] uuid = "f43a241f-c20a-4ad4-852c-f6b1247861c6" [[EarCut_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] git-tree-sha1 = "3f3a2501fa7236e9b911e0f7a588c657e822bb6d" uuid = "5ae413db-bbd1-5e63-b57d-d24a61df00f5" version = "2.2.3+0" [[Expat_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] git-tree-sha1 = "b3bfd02e98aedfa5cf885665493c5598c350cd2f" uuid = "2e619515-83b5-522b-bb60-26c02a35a201" version = "2.2.10+0" [[ExprTools]] git-tree-sha1 = "10407a39b87f29d47ebaca8edbc75d7c302ff93e" uuid = "e2ba6199-217a-4e67-a87a-7c52f15ade04" version = "0.1.3" [[FFMPEG]] deps = ["FFMPEG_jll"] git-tree-sha1 = "b57e3acbe22f8484b4b5ff66a7499717fe1a9cc8" uuid = "c87230d0-a227-11e9-1b43-d7ebe4e7570a" version = "0.4.1" [[FFMPEG_jll]] deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "JLLWrappers", "LAME_jll", "Libdl", "Ogg_jll", "OpenSSL_jll", "Opus_jll", "Pkg", "Zlib_jll", "libass_jll", "libfdk_aac_jll", "libvorbis_jll", "x264_jll", "x265_jll"] git-tree-sha1 = 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git-tree-sha1 = "e8b37bb43c01eed0418821d1f9d20eca5ba6ab21" uuid = "587475ba-b771-5e3f-ad9e-33799f191a9c" version = "0.12.8" [[Fontconfig_jll]] deps = ["Artifacts", "Bzip2_jll", "Expat_jll", "FreeType2_jll", "JLLWrappers", "Libdl", "Libuuid_jll", "Pkg", "Zlib_jll"] git-tree-sha1 = "21efd19106a55620a188615da6d3d06cd7f6ee03" uuid = "a3f928ae-7b40-5064-980b-68af3947d34b" version = "2.13.93+0" [[Formatting]] deps = ["Printf"] git-tree-sha1 = "8339d61043228fdd3eb658d86c926cb282ae72a8" uuid = "59287772-0a20-5a39-b81b-1366585eb4c0" version = "0.4.2" [[ForwardDiff]] deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions", "StaticArrays"] git-tree-sha1 = "1bd6fc0c344fc0cbee1f42f8d2e7ec8253dda2d2" uuid = "f6369f11-7733-5829-9624-2563aa707210" version = "0.10.25" [[FreeType2_jll]] deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"] git-tree-sha1 = 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"LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"] git-tree-sha1 = "f35e1879a71cca95f4826a14cdbf0b9e253ed918" uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c" version = "0.9.15" [[StructArrays]] deps = ["Adapt", "DataAPI", "StaticArrays", "Tables"] git-tree-sha1 = "d21f2c564b21a202f4677c0fba5b5ee431058544" uuid = "09ab397b-f2b6-538f-b94a-2f83cf4a842a" version = "0.6.4" [[StructTypes]] deps = ["Dates", "UUIDs"] git-tree-sha1 = "d24a825a95a6d98c385001212dc9020d609f2d4f" uuid = "856f2bd8-1eba-4b0a-8007-ebc267875bd4" version = "1.8.1" [[SuiteSparse]] deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"] uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9" [[TOML]] deps = ["Dates"] uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76" [[TableTraits]] deps = ["IteratorInterfaceExtensions"] git-tree-sha1 = "c06b2f539df1c6efa794486abfb6ed2022561a39" uuid = "3783bdb8-4a98-5b6b-af9a-565f29a5fe9c" version = "1.0.1" [[Tables]] deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "TableTraits", "Test"] git-tree-sha1 = "bb1064c9a84c52e277f1096cf41434b675cd368b" uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c" version = "1.6.1" [[Tar]] deps = ["ArgTools", "SHA"] uuid = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e" [[TensorCore]] deps = ["LinearAlgebra"] git-tree-sha1 = "1feb45f88d133a655e001435632f019a9a1bcdb6" uuid = "62fd8b95-f654-4bbd-a8a5-9c27f68ccd50" version = "0.1.1" [[Test]] deps = ["InteractiveUtils", "Logging", "Random", "Serialization"] uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40" [[TextWrap]] git-tree-sha1 = "9250ef9b01b66667380cf3275b3f7488d0e25faf" uuid = "b718987f-49a8-5099-9789-dcd902bef87d" version = "1.0.1" [[ThreadPools]] deps = ["Printf", "RecipesBase", "Statistics"] git-tree-sha1 = "bd6b4d20ebf046ec9dcc6d9e6643b72b60d1d52c" uuid = "b189fb0b-2eb5-4ed4-bc0c-d34c51242431" version = "2.1.0" [[TimerOutputs]] deps = ["ExprTools", "Printf"] git-tree-sha1 = "97e999be94a7147d0609d0b9fc9feca4bf24d76b" uuid = "a759f4b9-e2f1-59dc-863e-4aeb61b1ea8f" version = "0.5.15" [[TranscodingStreams]] deps = ["Random", "Test"] git-tree-sha1 = "216b95ea110b5972db65aa90f88d8d89dcb8851c" uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa" version = "0.9.6" [[URIs]] git-tree-sha1 = "97bbe755a53fe859669cd907f2d96aee8d2c1355" uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4" version = "1.3.0" [[UUIDs]] deps = ["Random", "SHA"] uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4" [[Unicode]] uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5" [[UnicodeFun]] deps = ["REPL"] git-tree-sha1 = "53915e50200959667e78a92a418594b428dffddf" uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1" version = "0.4.1" [[Unzip]] git-tree-sha1 = "34db80951901073501137bdbc3d5a8e7bbd06670" uuid = "41fe7b60-77ed-43a1-b4f0-825fd5a5650d" version = "0.1.2" [[Wayland_jll]] deps = ["Artifacts", "Expat_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg", "XML2_jll"] git-tree-sha1 = "3e61f0b86f90dacb0bc0e73a0c5a83f6a8636e23" uuid = "a2964d1f-97da-50d4-b82a-358c7fce9d89" version = "1.19.0+0" [[Wayland_protocols_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] git-tree-sha1 = "66d72dc6fcc86352f01676e8f0f698562e60510f" uuid = "2381bf8a-dfd0-557d-9999-79630e7b1b91" version = "1.23.0+0" [[WoodburyMatrices]] deps = ["LinearAlgebra", "SparseArrays"] git-tree-sha1 = "de67fa59e33ad156a590055375a30b23c40299d3" uuid = "efce3f68-66dc-5838-9240-27a6d6f5f9b6" version = "0.5.5" [[XML2_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "Zlib_jll"] git-tree-sha1 = "1acf5bdf07aa0907e0a37d3718bb88d4b687b74a" uuid = "02c8fc9c-b97f-50b9-bbe4-9be30ff0a78a" version = "2.9.12+0" [[XSLT_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgcrypt_jll", "Libgpg_error_jll", "Libiconv_jll", "Pkg", "XML2_jll", "Zlib_jll"] git-tree-sha1 = "91844873c4085240b95e795f692c4cec4d805f8a" uuid = "aed1982a-8fda-507f-9586-7b0439959a61" version = "1.1.34+0" [[Xorg_libX11_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"] git-tree-sha1 = "5be649d550f3f4b95308bf0183b82e2582876527" uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc" version = "1.6.9+4" [[Xorg_libXau_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] git-tree-sha1 = "4e490d5c960c314f33885790ed410ff3a94ce67e" uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec" version = "1.0.9+4" [[Xorg_libXcursor_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"] git-tree-sha1 = "12e0eb3bc634fa2080c1c37fccf56f7c22989afd" uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724" version = "1.2.0+4" [[Xorg_libXdmcp_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] git-tree-sha1 = "4fe47bd2247248125c428978740e18a681372dd4" uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05" version = "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" [[ZipFile]] deps = ["Libdl", "Printf", "Zlib_jll"] git-tree-sha1 = "3593e69e469d2111389a9bd06bac1f3d730ac6de" uuid = "a5390f91-8eb1-5f08-bee0-b1d1ffed6cea" version = "0.9.4" [[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 = "88a4d79f4e389456d5a90d79d53d1738860ef0a5" uuid = "e88e6eb3-aa80-5325-afca-941959d7151f" version = "0.6.34" [[ZygoteRules]] deps = ["MacroTools"] git-tree-sha1 = "8c1a8e4dfacb1fd631745552c8db35d0deb09ea0" uuid = "700de1a5-db45-46bc-99cf-38207098b444" version = "0.2.2" [[libass_jll]] deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "HarfBuzz_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"] git-tree-sha1 = "5982a94fcba20f02f42ace44b9894ee2b140fe47" uuid = "0ac62f75-1d6f-5e53-bd7c-93b484bb37c0" version = "0.15.1+0" [[libfdk_aac_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] git-tree-sha1 = "daacc84a041563f965be61859a36e17c4e4fcd55" uuid = "f638f0a6-7fb0-5443-88ba-1cc74229b280" version = "2.0.2+0" [[libpng_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"] git-tree-sha1 = "94d180a6d2b5e55e447e2d27a29ed04fe79eb30c" uuid = "b53b4c65-9356-5827-b1ea-8c7a1a84506f" version = "1.6.38+0" [[libvorbis_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Ogg_jll", "Pkg"] git-tree-sha1 = "b910cb81ef3fe6e78bf6acee440bda86fd6ae00c" uuid = "f27f6e37-5d2b-51aa-960f-b287f2bc3b7a" version = "1.3.7+1" [[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 = "4fea590b89e6ec504593146bf8b988b2c00922b2" uuid = "1270edf5-f2f9-52d2-97e9-ab00b5d0237a" version = "2021.5.5+0" [[x265_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] git-tree-sha1 = "ee567a171cce03570d77ad3a43e90218e38937a9" uuid = "dfaa095f-4041-5dcd-9319-2fabd8486b76" version = "3.5.0+0" [[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 to get a status report on the memory of the GPU.

Version info

Details on Julia:

Julia Version 1.6.1
Commit 6aaedecc44 (2021-04-23 05:59 UTC)
Platform Info:
  OS: Linux (x86_64-pc-linux-gnu)
  CPU: Intel(R) Core(TM) i9-9900K CPU @ 3.60GHz
  WORD_SIZE: 64
  LIBM: libopenlibm
  LLVM: libLLVM-11.0.1 (ORCJIT, skylake)

Details on CUDA:

CUDA toolkit 11.6, artifact installation
NVIDIA driver 470.57.2, for CUDA 11.4
CUDA driver 11.4

Libraries: 
- CUBLAS: 11.8.1
- CURAND: 10.2.9
- CUFFT: 10.7.0
- CUSOLVER: 11.3.2
- CUSPARSE: 11.7.1
- CUPTI: 16.0.0
- NVML: 11.0.0+470.57.2
- CUDNN: 8.30.2 (for CUDA 11.5.0)
- CUTENSOR: 1.4.0 (for CUDA 11.5.0)

Toolchain:
- Julia: 1.6.1
- LLVM: 11.0.1
- PTX ISA support: 3.2, 4.0, 4.1, 4.2, 4.3, 5.0, 6.0, 6.1, 6.3, 6.4, 6.5, 7.0
- Device capability support: sm_35, sm_37, sm_50, sm_52, sm_53, sm_60, sm_61, sm_62, sm_70, sm_72, sm_75, sm_80

1 device:
  0: NVIDIA GeForce RTX 2070 (sm_75, 7.177 GiB / 7.792 GiB available)

Additional context

Honestly I doubt this is something that has flown underneath CUDA's radar and is probably machine spacific, but I'm at a loss as to what is going on.

umbriquse commented 2 years ago 
julia> versioninfo()
Julia Version 1.7.1
Commit ac5cc99908 (2021-12-22 19:35 UTC)
Platform Info:
  OS: Linux (x86_64-pc-linux-gnu)
  CPU: Intel(R) Core(TM) i9-9900K CPU @ 3.60GHz
  WORD_SIZE: 64
  LIBM: libopenlibm
  LLVM: libLLVM-12.0.1 (ORCJIT, skylake)

Same behavior is also experienced for v1.7

using CUDA; CUDA.memory_status()
ERROR: Out of GPU memory

Stacktrace:
  [1] throw_api_error(res::CUDA.cudaError_enum)
    @ CUDA ~/.julia/packages/CUDA/bki2w/lib/cudadrv/error.jl:89
  [2] macro expansion
    @ ~/.julia/packages/CUDA/bki2w/lib/cudadrv/error.jl:101 [inlined]
  [3] cuDevicePrimaryCtxRetain
    @ ~/.julia/packages/CUDA/bki2w/lib/utils/call.jl:26 [inlined]
  [4] CuContext
    @ ~/.julia/packages/CUDA/bki2w/lib/cudadrv/context.jl:55 [inlined]
  [5] context(dev::CuDevice)
    @ CUDA ~/.julia/packages/CUDA/bki2w/lib/cudadrv/state.jl:222
  [6] TaskLocalState (repeats 2 times)
    @ ~/.julia/packages/CUDA/bki2w/lib/cudadrv/state.jl:50 [inlined]
  [7] task_local_state!()
    @ CUDA ~/.julia/packages/CUDA/bki2w/lib/cudadrv/state.jl:73
  [8] active_state
    @ ~/.julia/packages/CUDA/bki2w/lib/cudadrv/state.jl:106 [inlined]
  [9] memory_status(io::Base.TTY) (repeats 2 times)
    @ CUDA ~/.julia/packages/CUDA/bki2w/src/pool.jl:468
 [10] top-level scope
    @ REPL[6]:1
 [11] top-level scope
    @ ~/.julia/packages/CUDA/bki2w/src/initialization.jl:52
SYSTEM (REPL): showing an error caused an error
ERROR: Out of GPU memory

Stacktrace:
  [1] throw_api_error(res::CUDA.cudaError_enum)
    @ CUDA ~/.julia/packages/CUDA/bki2w/lib/cudadrv/error.jl:89
  [2] macro expansion
    @ ~/.julia/packages/CUDA/bki2w/lib/cudadrv/error.jl:101 [inlined]
  [3] cuDevicePrimaryCtxRetain
    @ ~/.julia/packages/CUDA/bki2w/lib/utils/call.jl:26 [inlined]
  [4] CuContext
    @ ~/.julia/packages/CUDA/bki2w/lib/cudadrv/context.jl:55 [inlined]
  [5] context(dev::CuDevice)
    @ CUDA ~/.julia/packages/CUDA/bki2w/lib/cudadrv/state.jl:222
  [6] TaskLocalState (repeats 2 times)
    @ ~/.julia/packages/CUDA/bki2w/lib/cudadrv/state.jl:50 [inlined]
  [7] task_local_state!()
    @ CUDA ~/.julia/packages/CUDA/bki2w/lib/cudadrv/state.jl:73
  [8] active_state
    @ ~/.julia/packages/CUDA/bki2w/lib/cudadrv/state.jl:106 [inlined]
  [9] memory_status(io::IOContext{Base.TTY})
    @ CUDA ~/.julia/packages/CUDA/bki2w/src/pool.jl:468
 [10] showerror(io::IOContext{Base.TTY}, err::OutOfGPUMemoryError)
    @ CUDA ~/.julia/packages/CUDA/bki2w/src/pool.jl:153
 [11] showerror(io::IOContext{Base.TTY}, ex::OutOfGPUMemoryError, bt::Vector{Base.StackTraces.StackFrame}; backtrace::Bool)
    @ Base ./errorshow.jl:88
 [12] show_exception_stack(io::IOContext{Base.TTY}, stack::Vector{Any})
    @ Base ./errorshow.jl:866
 [13] display_error(io::IOContext{Base.TTY}, stack::Base.ExceptionStack)
    @ Base ./client.jl:104
 [14] #invokelatest#2
    @ ./essentials.jl:716 [inlined]
 [15] invokelatest
    @ ./essentials.jl:714 [inlined]
 [16] print_response(errio::IO, response::Any, show_value::Bool, have_color::Bool, specialdisplay::Union{Nothing, AbstractDisplay})
    @ REPL /opt/julia-1.7.1/share/julia/stdlib/v1.7/REPL/src/REPL.jl:286
 [17] (::REPL.var"#45#46"{REPL.LineEditREPL, Pair{Any, Bool}, Bool, Bool})(io::Any)
    @ REPL /opt/julia-1.7.1/share/julia/stdlib/v1.7/REPL/src/REPL.jl:275
 [18] with_repl_linfo(f::Any, repl::REPL.LineEditREPL)
    @ REPL /opt/julia-1.7.1/share/julia/stdlib/v1.7/REPL/src/REPL.jl:508
 [19] print_response(repl::REPL.AbstractREPL, response::Any, show_value::Bool, have_color::Bool)
    @ REPL /opt/julia-1.7.1/share/julia/stdlib/v1.7/REPL/src/REPL.jl:273
 [20] (::REPL.var"#do_respond#66"{Bool, Bool, REPL.var"#77#87"{REPL.LineEditREPL, REPL.REPLHistoryProvider}, REPL.LineEditREPL, REPL.LineEdit.Prompt})(s::REPL.LineEdit.MIState, buf::Any, ok::Bool)
    @ REPL /opt/julia-1.7.1/share/julia/stdlib/v1.7/REPL/src/REPL.jl:844
 [21] #invokelatest#2
    @ ./essentials.jl:716 [inlined]
 [22] invokelatest
    @ ./essentials.jl:714 [inlined]
 [23] run_interface(terminal::REPL.Terminals.TextTerminal, m::REPL.LineEdit.ModalInterface, s::REPL.LineEdit.MIState)
    @ REPL.LineEdit /opt/julia-1.7.1/share/julia/stdlib/v1.7/REPL/src/LineEdit.jl:2493
 [24] run_frontend(repl::REPL.LineEditREPL, backend::REPL.REPLBackendRef)
    @ REPL /opt/julia-1.7.1/share/julia/stdlib/v1.7/REPL/src/REPL.jl:1230
 [25] (::REPL.var"#49#54"{REPL.LineEditREPL, REPL.REPLBackendRef})()
    @ REPL ./task.jl:423
SYSTEM (REPL): caught exception of type OutOfGPUMemoryError while trying to handle a nested exception; giving up
maleadt commented 2 years ago

Not really something we can do much about. cuDevicePrimaryCtxRetain fails here, which means your GPU is so much out of memory that we can't even create a CUDA context. CUDA.versioninfo() meanwhile should be able to print some stats on memory usage, but memory_status activates the pool and thus can fail.

umbriquse commented 2 years ago

If my memory was actually that full would CUDA.versioninfo() state that I have over 7 Gigs of memory available? I showed the call above, but here is it again for easy reference.

CUDA.versioninfo()
CUDA toolkit 11.6, artifact installation
NVIDIA driver 470.57.2, for CUDA 11.4
CUDA driver 11.4

Libraries: 
- CUBLAS: 11.8.1
- CURAND: 10.2.9
- CUFFT: 10.7.0
- CUSOLVER: 11.3.2
- CUSPARSE: 11.7.1
- CUPTI: 16.0.0
- NVML: 11.0.0+470.57.2
- CUDNN: 8.30.2 (for CUDA 11.5.0)
- CUTENSOR: 1.4.0 (for CUDA 11.5.0)

Toolchain:
- Julia: 1.7.1
- LLVM: 12.0.1
- PTX ISA support: 3.2, 4.0, 4.1, 4.2, 4.3, 5.0, 6.0, 6.1, 6.3, 6.4, 6.5, 7.0
- Device capability support: sm_35, sm_37, sm_50, sm_52, sm_53, sm_60, sm_61, sm_62, sm_70, sm_72, sm_75, sm_80

1 device:
  0: NVIDIA GeForce RTX 2070 (sm_75, 7.247 GiB / 7.792 GiB available)
umbriquse commented 2 years ago

I also ran GC.gc(true) with no effect and the OutOfGPUMemoryError also occurs when CUDA.reclaim()` is called. The 7.247 GiB of available memory seems like a legitimate value because there are no tasks significantly using the GPU memeory.

Below is a terminal call assessing my available memory on GPU.

$ glxinfo | egrep -i 'device|memory'
    GLX_NV_multigpu_context, GLX_NV_robustness_video_memory_purge, 
    GLX_NV_robustness_video_memory_purge, GLX_NV_swap_group, 
    GLX_NV_multigpu_context, GLX_NV_robustness_video_memory_purge, 
Memory info (GL_NVX_gpu_memory_info):
    Dedicated video memory: 8192 MB
    Total available memory: 8192 MB
    Currently available dedicated video memory: 7393 MB
    GL_EXT_import_sync_object, GL_EXT_memory_object, GL_EXT_memory_object_fd, 
    GL_NVX_conditional_render, GL_NVX_gpu_memory_info, GL_NVX_nvenc_interop, 
    GL_NV_light_max_exponent, GL_NV_memory_attachment, 
    GL_NV_memory_object_sparse, GL_NV_mesh_shader, GL_NV_multisample_coverage, 
    GL_NV_robustness_video_memory_purge, GL_NV_sample_locations, 
    GL_NV_transform_feedback2, GL_NV_uniform_buffer_unified_memory, 
    GL_NV_vertex_buffer_unified_memory, GL_NV_vertex_program, 
    GL_EXT_import_sync_object, GL_EXT_memory_object, GL_EXT_memory_object_fd, 
    GL_NVX_conditional_render, GL_NVX_gpu_memory_info, GL_NVX_nvenc_interop, 
    GL_NV_light_max_exponent, GL_NV_memory_attachment, 
    GL_NV_memory_object_sparse, GL_NV_mesh_shader, GL_NV_multisample_coverage, 
    GL_NV_robustness_video_memory_purge, GL_NV_sample_locations, 
    GL_NV_transform_feedback2, GL_NV_uniform_buffer_unified_memory, 
    GL_NV_vertex_buffer_unified_memory, GL_NV_vertex_program, 
    GL_EXT_memory_object, GL_EXT_memory_object_fd, GL_EXT_multi_draw_indirect, 
    GL_NV_memory_attachment, GL_NV_memory_object_sparse, GL_NV_mesh_shader,

I'm not certain what other tests I can use to determine GPU usage at runtime, or what is using all of the memory. As far as I can tell I should have enough memory for these functions to run (assuming they do not need over 7 GiB of memory). So if anything seems missing, or you'd like more machine information just ask.

ToucheSir commented 2 years ago

I've never seen glxinfo used for checking available device memory before...nvidia-smi is better because it a) should be aware of anything CUDA-related and b) has a breakdown by PID + program name.

umbriquse commented 2 years ago

Here is the output from nvidia-smi. Kind of weird right? Most of the memory is free.

nvidia-smi
Mon Jan 31 09:33:30 2022       
+-----------------------------------------------------------------------------+
| NVIDIA-SMI 470.57.02    Driver Version: 470.57.02    CUDA Version: 11.4     |
|-------------------------------+----------------------+----------------------+
| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |
| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |
|                               |                      |               MIG M. |
|===============================+======================+======================|
|   0  NVIDIA GeForce ...  Off  | 00000000:01:00.0  On |                  N/A |
|  6%   54C    P8     8W / 185W |    542MiB /  7979MiB |      1%      Default |
|                               |                      |                  N/A |
+-------------------------------+----------------------+----------------------+

+-----------------------------------------------------------------------------+
| Processes:                                                                  |
|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |
|        ID   ID                                                   Usage      |
|=============================================================================|
|    0   N/A  N/A      3120      G   /usr/lib/xorg/Xorg                188MiB |
|    0   N/A  N/A      3235      G   /usr/bin/gnome-shell               32MiB |
|    0   N/A  N/A      3491      G   ...mviewer/tv_bin/TeamViewer        1MiB |
|    0   N/A  N/A     10893      G   /usr/lib/firefox/firefox           56MiB |
|    0   N/A  N/A     11386      G   /usr/lib/firefox/firefox            1MiB |
|    0   N/A  N/A     42323      G   /usr/lib/firefox/firefox            1MiB |
|    0   N/A  N/A    112695      G   /usr/lib/firefox/firefox            1MiB |
|    0   N/A  N/A    112926      G   /usr/lib/firefox/firefox            1MiB |
|    0   N/A  N/A    650605      G   gnome-control-center                2MiB |
|    0   N/A  N/A   2701244      G   /usr/lib/xorg/Xorg                109MiB |
|    0   N/A  N/A   2701555      G   /usr/bin/gnome-shell               51MiB |
|    0   N/A  N/A   2702005      G   ...mviewer/tv_bin/TeamViewer        1MiB |
|    0   N/A  N/A   2702713      G   /usr/lib/firefox/firefox           23MiB |
|    0   N/A  N/A   2702875      G   /usr/lib/firefox/firefox            1MiB |
|    0   N/A  N/A   2705144      G   /usr/lib/firefox/firefox            2MiB |
|    0   N/A  N/A   3814624      G   ...AAAAAAAAA= --shared-files       51MiB |
+-----------------------------------------------------------------------------+
umbriquse commented 2 years ago

I was able to run a glmark2 test (results show below). This shows that the GPU is operational and has enough available memory to run the test.

glmark2 --fullscreen
=======================================================
    glmark2 2014.03+git20150611.fa71af2d
=======================================================
    OpenGL Information
    GL_VENDOR:     NVIDIA Corporation
    GL_RENDERER:   NVIDIA GeForce RTX 2070/PCIe/SSE2
    GL_VERSION:    4.6.0 NVIDIA 470.57.02
=======================================================
[build] use-vbo=false: FPS: 2783 FrameTime: 0.359 ms
[build] use-vbo=true: FPS: 5441 FrameTime: 0.184 ms
[texture] texture-filter=nearest: FPS: 5393 FrameTime: 0.185 ms
[texture] texture-filter=linear: FPS: 5446 FrameTime: 0.184 ms
[texture] texture-filter=mipmap: FPS: 5272 FrameTime: 0.190 ms
[shading] shading=gouraud: FPS: 5342 FrameTime: 0.187 ms
[shading] shading=blinn-phong-inf: FPS: 5547 FrameTime: 0.180 ms
[shading] shading=phong: FPS: 5330 FrameTime: 0.188 ms
[shading] shading=cel: FPS: 5271 FrameTime: 0.190 ms
[bump] bump-render=high-poly: FPS: 5347 FrameTime: 0.187 ms
[bump] bump-render=normals: FPS: 5560 FrameTime: 0.180 ms
[bump] bump-render=height: FPS: 5449 FrameTime: 0.184 ms
[effect2d] kernel=0,1,0;1,-4,1;0,1,0;: FPS: 4846 FrameTime: 0.206 ms
[effect2d] kernel=1,1,1,1,1;1,1,1,1,1;1,1,1,1,1;: FPS: 3292 FrameTime: 0.304 ms
[pulsar] light=false:quads=5:texture=false: FPS: 5383 FrameTime: 0.186 ms
[desktop] blur-radius=5:effect=blur:passes=1:separable=true:windows=4: FPS: 2814 FrameTime: 0.355 ms
[desktop] effect=shadow:windows=4: FPS: 3639 FrameTime: 0.275 ms
[buffer] columns=200:interleave=false:update-dispersion=0.9:update-fraction=0.5:update-method=map: FPS: 1150 FrameTime: 0.870 ms
[buffer] columns=200:interleave=false:update-dispersion=0.9:update-fraction=0.5:update-method=subdata: FPS: 2125 FrameTime: 0.471 ms
[buffer] columns=200:interleave=true:update-dispersion=0.9:update-fraction=0.5:update-method=map: FPS: 1180 FrameTime: 0.847 ms
[ideas] speed=duration: FPS: 5095 FrameTime: 0.196 ms
[jellyfish] <default>: FPS: 4848 FrameTime: 0.206 ms
[terrain] <default>: FPS: 870 FrameTime: 1.149 ms
[shadow] <default>: FPS: 4317 FrameTime: 0.232 ms
[refract] <default>: FPS: 2743 FrameTime: 0.365 ms
[conditionals] fragment-steps=0:vertex-steps=0: FPS: 5346 FrameTime: 0.187 ms
[conditionals] fragment-steps=5:vertex-steps=0: FPS: 5236 FrameTime: 0.191 ms
[conditionals] fragment-steps=0:vertex-steps=5: FPS: 5477 FrameTime: 0.183 ms
[function] fragment-complexity=low:fragment-steps=5: FPS: 5410 FrameTime: 0.185 ms
[function] fragment-complexity=medium:fragment-steps=5: FPS: 5303 FrameTime: 0.189 ms
[loop] fragment-loop=false:fragment-steps=5:vertex-steps=5: FPS: 5649 FrameTime: 0.177 ms
[loop] fragment-steps=5:fragment-uniform=false:vertex-steps=5: FPS: 5325 FrameTime: 0.188 ms
[loop] fragment-steps=5:fragment-uniform=true:vertex-steps=5: FPS: 5222 FrameTime: 0.191 ms
=======================================================
                                  glmark2 Score: 4468 
=======================================================
umbriquse commented 2 years ago

Also was able to use the GPU with a TesorFlow tutorial.

umbriquse commented 2 years ago

Could this be a cause for the CUDA_ERROR_OUT_OF_MEMORY error?

.julia/dev/CUDA/lib/cudadrv/error.jl:98 =# @__LINE__() = 98
res = CUDA.CUDA_ERROR_COMPAT_NOT_SUPPORTED_ON_DEVICE
umbriquse commented 2 years ago

Apparently this is an unsolved NVIDIA issue where, currently, the only fix is to reset the GPU.

From stm:

We are having what appears to be the same issue with RTX 2080 Ti GPUs on our HPC cluster. We have found we can recover them by running nvidia-smi --gpu-reset -i $n where $n is the id of the GPU returning the OOM message. This avoids having to reboot the host, but we are still searching for the underlying cause.

In my case the recommended code could not be completed because I only have 1 GPU device. In my case I just rebooted the computer.