Skip to content

Instantly share code, notes, and snippets.

@staticfloat

staticfloat/Manifest.toml

Last active February 27, 2023 23:55
Show Gist options

  • Select an option

    Learn more about clone URLs
  • Save staticfloat/445f0d6bc999fda0f8a40dadf1dc49fe to your computer and use it in GitHub Desktop.

Select an option

Learn more about clone URLs
Save staticfloat/445f0d6bc999fda0f8a40dadf1dc49fe to your computer and use it in GitHub Desktop.
Download ZIP
Diffractor Performance Comparison
Raw
julia-v1.10.log
┌ Warning: Skipping Enzyme tests, as they're broken on v1.10+
└ @ Main ~/src/problems/ad_performance/test.jl:43
┌ Info: ForwardDiff
│ t =
│ BenchmarkTools.Trial: 4903 samples with 1 evaluation.
│ Range (min … max): 934.749 μs … 1.232 ms ┊ GC (min … max): 0.00% … 0.00%
│ Time (median): 1.022 ms ┊ GC (median): 0.00%
│ Time (mean ± σ): 1.019 ms ± 10.320 μs ┊ GC (mean ± σ): 0.00% ± 0.00%
│
│ ▄▇█▄
│ ▂▁▁▁▁▁▁▁▁▁▁▁▁▁▂▁▁▁▂▁▁▂▂▂▂▁▂▂▂▂▂▂▂▂▃▃▂▂▂▂▃▃▄▄▃▄▄▅▄▄▅▇████▇▄▃▂ ▃
│ 935 μs Histogram: frequency by time 1.03 ms <
│
│ Memory estimate: 0 bytes, allocs estimate: 0.
└ N = 10000
┌ Info: Zygote
│ t =
│ BenchmarkTools.Trial: 683 samples with 1 evaluation.
│ Range (min … max): 6.054 ms … 13.115 ms ┊ GC (min … max): 0.00% … 50.77%
│ Time (median): 6.465 ms ┊ GC (median): 0.00%
│ Time (mean ± σ): 7.324 ms ± 2.011 ms ┊ GC (mean ± σ): 13.03% ± 17.46%
│
│ ▄▆▆██ ▁▂▂▁
│ █████▆▅▁▅▁▁▁▄▁▁▁▁▁▁▁▁▁▁▁▁▁▄▆▁▁▇▄▁▁▄▁▆▇▄▄▁▆▁▄▁▁▄▅▄▅██▄▄████ ▇
│ 6.05 ms Histogram: log(frequency) by time 12.2 ms <
│
│ Memory estimate: 8.18 MiB, allocs estimate: 250104.
└ N = 10000
┌ Info: Diffractor
│ t =
│ BenchmarkTools.Trial: 15 samples with 1 evaluation.
│ Range (min … max): 316.526 ms … 346.247 ms ┊ GC (min … max): 22.23% … 25.40%
│ Time (median): 338.646 ms ┊ GC (median): 24.26%
│ Time (mean ± σ): 335.550 ms ± 9.403 ms ┊ GC (mean ± σ): 24.35% ± 0.86%
│
│ ▁ ▁ ▁▁ ▁ ▁ ▁ ▁▁ ▁ █ ▁▁▁
│ █▁▁▁▁▁▁▁▁▁▁█▁▁▁▁▁▁▁▁▁▁██▁█▁▁▁▁█▁▁▁▁▁▁█▁▁▁▁▁▁▁██▁▁▁█▁▁▁▁▁█▁███ ▁
│ 317 ms Histogram: frequency by time 346 ms <
│
│ Memory estimate: 983.86 MiB, allocs estimate: 1444408.
└ N = 10000
Raw
julia-v1.9.log
┌ Info: Enzyme (forward)
│ t =
│ BenchmarkTools.Trial: 6307 samples with 1 evaluation.
│ Range (min … max): 760.612 μs … 1.624 ms ┊ GC (min … max): 0.00% … 0.00%
│ Time (median): 788.214 μs ┊ GC (median): 0.00%
│ Time (mean ± σ): 791.884 μs ± 19.220 μs ┊ GC (mean ± σ): 0.00% ± 0.00%
│
│ ▂▅▆▇█▆▅▄▃▃
│ ▂▁▁▁▁▁▁▁▁▁▁▁▁▂▂▂▃▃▄▅▆▇████████████▇▆▆▄▄▄▄▄▄▅▅▆▆▇▇▇▇▅▅▅▄▄▃▃▃▃ ▄
│ 761 μs Histogram: frequency by time 816 μs <
│
│ Memory estimate: 0 bytes, allocs estimate: 0.
└ N = 10000
┌ Info: Enzyme (reverse)
│ t =
│ BenchmarkTools.Trial: 6300 samples with 1 evaluation.
│ Range (min … max): 779.057 μs … 837.286 μs ┊ GC (min … max): 0.00% … 0.00%
│ Time (median): 791.580 μs ┊ GC (median): 0.00%
│ Time (mean ± σ): 792.636 μs ± 6.175 μs ┊ GC (mean ± σ): 0.00% ± 0.00%
│
│ ▁▃▅▆█▇▆▅▅▃▅▄▅▄▄▁▁
│ ▁▁▁▂▂▂▃▄▃▄▆██████████████████▇▇▇▇▇▆▅▅▆▅▅▅▃▄▃▂▂▂▂▂▂▂▂▂▂▂▁▂▁▁▂▁ ▄
│ 779 μs Histogram: frequency by time 813 μs <
│
│ Memory estimate: 0 bytes, allocs estimate: 0.
└ N = 10000
┌ Info: ForwardDiff
│ t =
│ BenchmarkTools.Trial: 4956 samples with 1 evaluation.
│ Range (min … max): 991.266 μs … 1.031 ms ┊ GC (min … max): 0.00% … 0.00%
│ Time (median): 1.008 ms ┊ GC (median): 0.00%
│ Time (mean ± σ): 1.008 ms ± 4.404 μs ┊ GC (mean ± σ): 0.00% ± 0.00%
│
│ ▂▃▄▄▅▇█▇▇█▇▅▅▆▅▄▃▁▂▂▁▁
│ ▂▁▁▁▁▁▂▂▁▂▂▃▃▂▃▃▃▃▃▅▆▆▇███████████████████████▆▆▅▅▄▃▄▄▃▃▂▃▃ ▅
│ 991 μs Histogram: frequency by time 1.02 ms <
│
│ Memory estimate: 0 bytes, allocs estimate: 0.
└ N = 10000
┌ Info: Zygote
│ t =
│ BenchmarkTools.Trial: 573 samples with 1 evaluation.
│ Range (min … max): 5.955 ms … 14.482 ms ┊ GC (min … max): 0.00% … 42.30%
│ Time (median): 7.771 ms ┊ GC (median): 0.00%
│ Time (mean ± σ): 8.743 ms ± 2.239 ms ┊ GC (mean ± σ): 11.93% ± 16.34%
│
│ ▇▇█ ▂▃
│ ▆▄▅▁▁▁▄▁▁▁▅███▄▁▄▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▅▅▄▆▄▄▁▅▇▅▆▄▄▁▄▆▁█▇▆██ ▇
│ 5.95 ms Histogram: log(frequency) by time 14 ms <
│
│ Memory estimate: 8.18 MiB, allocs estimate: 250104.
└ N = 10000
┌ Warning: Skipping Diffractor tests, as they're broken on v1.9-
└ @ Main ~/src/problems/ad_performance/test.jl:50
Raw
Manifest.toml
# This file is machine-generated - editing it directly is not advised
julia_version = "1.10.0-DEV"
manifest_format = "2.0"
project_hash = "6985a7b33b28c6ef7f7c6220f3b93174d59aec37"
[[deps.AbstractFFTs]]
deps = ["ChainRulesCore", "LinearAlgebra"]
git-tree-sha1 = "69f7020bd72f069c219b5e8c236c1fa90d2cb409"
uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
version = "1.2.1"
[[deps.AbstractTrees]]
git-tree-sha1 = "faa260e4cb5aba097a73fab382dd4b5819d8ec8c"
uuid = "1520ce14-60c1-5f80-bbc7-55ef81b5835c"
version = "0.4.4"
[[deps.Adapt]]
deps = ["LinearAlgebra", "Requires"]
git-tree-sha1 = "cc37d689f599e8df4f464b2fa3870ff7db7492ef"
uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
version = "3.6.1"
weakdeps = ["StaticArrays"]
[deps.Adapt.extensions]
AdaptStaticArraysExt = "StaticArrays"
[[deps.ArgTools]]
uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
version = "1.1.1"
[[deps.Artifacts]]
uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
[[deps.Base64]]
uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
[[deps.BenchmarkTools]]
deps = ["JSON", "Logging", "Printf", "Profile", "Statistics", "UUIDs"]
git-tree-sha1 = "d9a9701b899b30332bbcb3e1679c41cce81fb0e8"
uuid = "6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf"
version = "1.3.2"
[[deps.CEnum]]
git-tree-sha1 = "eb4cb44a499229b3b8426dcfb5dd85333951ff90"
uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82"
version = "0.4.2"
[[deps.ChainRules]]
deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
git-tree-sha1 = "7d20c2fb8ab838e41069398685e7b6b5f89ed85b"
uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
version = "1.48.0"
[[deps.ChainRulesCore]]
deps = ["Compat", "LinearAlgebra", "SparseArrays"]
git-tree-sha1 = "c6d890a52d2c4d55d326439580c3b8d0875a77d9"
uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
version = "1.15.7"
[[deps.CodeTracking]]
deps = ["InteractiveUtils", "UUIDs"]
git-tree-sha1 = "4f619d394ac521dc59cb80a2cd8f78578e483a9d"
uuid = "da1fd8a2-8d9e-5ec2-8556-3022fb5608a2"
version = "1.2.1"
[[deps.Combinatorics]]
git-tree-sha1 = "08c8b6831dc00bfea825826be0bc8336fc369860"
uuid = "861a8166-3701-5b0c-9a16-15d98fcdc6aa"
version = "1.0.2"
[[deps.CommonSubexpressions]]
deps = ["MacroTools", "Test"]
git-tree-sha1 = "7b8a93dba8af7e3b42fecabf646260105ac373f7"
uuid = "bbf7d656-a473-5ed7-a52c-81e309532950"
version = "0.3.0"
[[deps.Compat]]
deps = ["Dates", "LinearAlgebra", "UUIDs"]
git-tree-sha1 = "61fdd77467a5c3ad071ef8277ac6bd6af7dd4c04"
uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
version = "4.6.0"
[[deps.CompilerSupportLibraries_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
version = "1.0.2+0"
[[deps.Cthulhu]]
deps = ["CodeTracking", "FoldingTrees", "InteractiveUtils", "Preferences", "REPL", "SnoopPrecompile", "UUIDs", "Unicode"]
git-tree-sha1 = "95fa11adb01776d098a7cd49ae91ac4394e1fd26"
uuid = "f68482b8-f384-11e8-15f7-abe071a5a75f"
version = "2.7.9"
[[deps.DataAPI]]
git-tree-sha1 = "e8119c1a33d267e16108be441a287a6981ba1630"
uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
version = "1.14.0"
[[deps.DataStructures]]
deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
version = "0.18.13"
[[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.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 = "a4ad7ef19d2cdc2eff57abbbe68032b1cd0bd8f8"
uuid = "b552c78f-8df3-52c6-915a-8e097449b14b"
version = "1.13.0"
[[deps.Diffractor]]
deps = ["ChainRules", "ChainRulesCore", "Combinatorics", "Cthulhu", "InteractiveUtils", "OffsetArrays", "StaticArrays", "StatsBase", "StructArrays"]
git-tree-sha1 = "0df6b11cc268beaa17d4e393105516a30af79844"
repo-rev = "main"
repo-url = "https://github.com/JuliaDiff/Diffractor.jl"
uuid = "9f5e2b26-1114-432f-b630-d3fe2085c51c"
version = "0.1.1"
[[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.Enzyme]]
deps = ["CEnum", "EnzymeCore", "Enzyme_jll", "GPUCompiler", "LLVM", "Libdl", "LinearAlgebra", "ObjectFile", "Printf", "Random"]
git-tree-sha1 = "6249c3e023101edeb71e5c476c8945bd078e29e2"
uuid = "7da242da-08ed-463a-9acd-ee780be4f1d9"
version = "0.10.18"
[[deps.EnzymeCore]]
deps = ["Adapt"]
git-tree-sha1 = "238032b8e2a02e06bc8e257ff9484a96db8fea1b"
uuid = "f151be2c-9106-41f4-ab19-57ee4f262869"
version = "0.1.0"
[[deps.Enzyme_jll]]
deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg", "TOML"]
git-tree-sha1 = "ab56cf1c49ca27bce4e4f7cc91889cedfe83bd03"
uuid = "7cc45869-7501-5eee-bdea-0790c847d4ef"
version = "0.0.48+1"
[[deps.ExprTools]]
git-tree-sha1 = "56559bbef6ca5ea0c0818fa5c90320398a6fbf8d"
uuid = "e2ba6199-217a-4e67-a87a-7c52f15ade04"
version = "0.1.8"
[[deps.FileWatching]]
uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee"
[[deps.FillArrays]]
deps = ["LinearAlgebra", "Random", "SparseArrays", "Statistics"]
git-tree-sha1 = "d3ba08ab64bdfd27234d3f61956c966266757fe6"
uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
version = "0.13.7"
[[deps.FoldingTrees]]
deps = ["AbstractTrees", "REPL"]
git-tree-sha1 = "d94efd85f2fe192cdf664aa8b7c431592faed59e"
uuid = "1eca21be-9b9b-4ed8-839a-6d8ae26b1781"
version = "1.2.1"
[[deps.ForwardDiff]]
deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions"]
git-tree-sha1 = "00e252f4d706b3d55a8863432e742bf5717b498d"
uuid = "f6369f11-7733-5829-9624-2563aa707210"
version = "0.10.35"
weakdeps = ["StaticArrays"]
[deps.ForwardDiff.extensions]
ForwardDiffStaticArraysExt = "StaticArrays"
[[deps.GPUArrays]]
deps = ["Adapt", "GPUArraysCore", "LLVM", "LinearAlgebra", "Printf", "Random", "Reexport", "Serialization", "Statistics"]
git-tree-sha1 = "a28f752ffab0ccd6660fc7af5ad1c9ad176f45f7"
uuid = "0c68f7d7-f131-5f86-a1c3-88cf8149b2d7"
version = "8.6.3"
[[deps.GPUArraysCore]]
deps = ["Adapt"]
git-tree-sha1 = "1cd7f0af1aa58abc02ea1d872953a97359cb87fa"
uuid = "46192b85-c4d5-4398-a991-12ede77f4527"
version = "0.1.4"
[[deps.GPUCompiler]]
deps = ["ExprTools", "InteractiveUtils", "LLVM", "Libdl", "Logging", "TimerOutputs", "UUIDs"]
git-tree-sha1 = "95185985a5d2388c6d0fedb06181ad4ddd40e0cb"
uuid = "61eb1bfa-7361-4325-ad38-22787b887f55"
version = "0.17.2"
[[deps.IRTools]]
deps = ["InteractiveUtils", "MacroTools", "Test"]
git-tree-sha1 = "2af2fe19f0d5799311a6491267a14817ad9fbd20"
uuid = "7869d1d1-7146-5819-86e3-90919afe41df"
version = "0.4.8"
[[deps.InteractiveUtils]]
deps = ["Markdown"]
uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240"
[[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 = ["Preferences"]
git-tree-sha1 = "abc9885a7ca2052a736a600f7fa66209f96506e1"
uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210"
version = "1.4.1"
[[deps.JSON]]
deps = ["Dates", "Mmap", "Parsers", "Unicode"]
git-tree-sha1 = "3c837543ddb02250ef42f4738347454f95079d4e"
uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
version = "0.21.3"
[[deps.LLVM]]
deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"]
git-tree-sha1 = "df115c31f5c163697eede495918d8e85045c8f04"
uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
version = "4.16.0"
[[deps.LLVMExtra_jll]]
deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg", "TOML"]
git-tree-sha1 = "7718cf44439c676bc0ec66a87099f41015a522d6"
uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
version = "0.0.16+2"
[[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 = "0.6.3"
[[deps.LibCURL_jll]]
deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll", "Zlib_jll", "nghttp2_jll"]
uuid = "deac9b47-8bc7-5906-a0fe-35ac56dc84c0"
version = "7.84.0+0"
[[deps.LibGit2]]
deps = ["Base64", "NetworkOptions", "Printf", "SHA"]
uuid = "76f85450-5226-5b5a-8eaa-529ad045b433"
[[deps.LibSSH2_jll]]
deps = ["Artifacts", "Libdl", "MbedTLS_jll"]
uuid = "29816b5a-b9ab-546f-933c-edad1886dfa8"
version = "1.10.2+0"
[[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 = "0a1b7c2863e44523180fdb3146534e265a91870b"
uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
version = "0.3.23"
[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.MacroTools]]
deps = ["Markdown", "Random"]
git-tree-sha1 = "42324d08725e200c23d4dfb549e0d5d89dede2d2"
uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
version = "0.5.10"
[[deps.Markdown]]
deps = ["Base64"]
uuid = "d6f4376e-aef5-505a-96c1-9c027394607a"
[[deps.MbedTLS_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1"
version = "2.28.0+0"
[[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.NaNMath]]
deps = ["OpenLibm_jll"]
git-tree-sha1 = "0877504529a3e5c3343c6f8b4c0381e57e4387e4"
uuid = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3"
version = "1.0.2"
[[deps.NetworkOptions]]
uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908"
version = "1.2.0"
[[deps.ObjectFile]]
deps = ["Reexport", "StructIO"]
git-tree-sha1 = "55ce61d43409b1fb0279d1781bf3b0f22c83ab3b"
uuid = "d8793406-e978-5875-9003-1fc021f44a92"
version = "0.3.7"
[[deps.OffsetArrays]]
deps = ["Adapt"]
git-tree-sha1 = "82d7c9e310fe55aa54996e6f7f94674e2a38fcb4"
uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
version = "1.12.9"
[[deps.OpenBLAS_jll]]
deps = ["Artifacts", "CompilerSupportLibraries_jll", "Libdl"]
uuid = "4536629a-c528-5b80-bd46-f80d51c5b363"
version = "0.3.21+4"
[[deps.OpenLibm_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "05823500-19ac-5b8b-9628-191a04bc5112"
version = "0.8.1+0"
[[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.OrderedCollections]]
git-tree-sha1 = "85f8e6578bf1f9ee0d11e7bb1b1456435479d47c"
uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
version = "1.4.1"
[[deps.Parsers]]
deps = ["Dates", "SnoopPrecompile"]
git-tree-sha1 = "6f4fbcd1ad45905a5dee3f4256fabb49aa2110c6"
uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
version = "2.5.7"
[[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.Preferences]]
deps = ["TOML"]
git-tree-sha1 = "47e5f437cc0e7ef2ce8406ce1e7e24d44915f88d"
uuid = "21216c6a-2e73-6563-6e65-726566657250"
version = "1.3.0"
[[deps.Printf]]
deps = ["Unicode"]
uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7"
[[deps.Profile]]
deps = ["Printf"]
uuid = "9abbd945-dff8-562f-b5e8-e1ebf5ef1b79"
[[deps.REPL]]
deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"]
uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb"
[[deps.Random]]
deps = ["SHA", "Serialization"]
uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
[[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.Serialization]]
uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
[[deps.SnoopPrecompile]]
deps = ["Preferences"]
git-tree-sha1 = "e760a70afdcd461cf01a575947738d359234665c"
uuid = "66db9d55-30c0-4569-8b51-7e840670fc0c"
version = "1.0.3"
[[deps.Sockets]]
uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
[[deps.SortingAlgorithms]]
deps = ["DataStructures"]
git-tree-sha1 = "a4ada03f999bd01b3a25dcaa30b2d929fe537e00"
uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c"
version = "1.1.0"
[[deps.SparseArrays]]
deps = ["Libdl", "LinearAlgebra", "Random", "Serialization", "SuiteSparse_jll"]
uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
version = "1.10.0"
[[deps.SpecialFunctions]]
deps = ["IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
git-tree-sha1 = "ef28127915f4229c971eb43f3fc075dd3fe91880"
uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
version = "2.2.0"
weakdeps = ["ChainRulesCore"]
[deps.SpecialFunctions.extensions]
SpecialFunctionsChainRulesCoreExt = "ChainRulesCore"
[[deps.StaticArrays]]
deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
git-tree-sha1 = "2d7d9e1ddadc8407ffd460e24218e37ef52dd9a3"
uuid = "90137ffa-7385-5640-81b9-e52037218182"
version = "1.5.16"
[[deps.StaticArraysCore]]
git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
uuid = "1e83bf80-4336-4d27-bf5d-d5a4f845583c"
version = "1.4.0"
[[deps.Statistics]]
deps = ["LinearAlgebra", "SparseArrays"]
uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
version = "1.9.0"
[[deps.StatsAPI]]
deps = ["LinearAlgebra"]
git-tree-sha1 = "f9af7f195fb13589dd2e2d57fdb401717d2eb1f6"
uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
version = "1.5.0"
[[deps.StatsBase]]
deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
git-tree-sha1 = "d1bf48bfcc554a3761a133fe3a9bb01488e06916"
uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
version = "0.33.21"
[[deps.StructArrays]]
deps = ["Adapt", "DataAPI", "GPUArraysCore", "StaticArraysCore", "Tables"]
git-tree-sha1 = "b03a3b745aa49b566f128977a7dd1be8711c5e71"
uuid = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
version = "0.6.14"
[[deps.StructIO]]
deps = ["Test"]
git-tree-sha1 = "010dc73c7146869c042b49adcdb6bf528c12e859"
uuid = "53d494c1-5632-5724-8f4c-31dff12d585f"
version = "0.3.0"
[[deps.SuiteSparse_jll]]
deps = ["Artifacts", "Libdl", "Pkg", "libblastrampoline_jll"]
uuid = "bea87d4a-7f5b-5778-9afe-8cc45184846c"
version = "5.10.1+6"
[[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", "Test"]
git-tree-sha1 = "c79322d36826aa2f4fd8ecfa96ddb47b174ac78d"
uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
version = "1.10.0"
[[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 = "f2fd3f288dfc6f507b0c3a2eb3bac009251e548b"
uuid = "a759f4b9-e2f1-59dc-863e-4aeb61b1ea8f"
version = "0.5.22"
[[deps.UUIDs]]
deps = ["Random", "SHA"]
uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"
[[deps.Unicode]]
uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5"
[[deps.Zlib_jll]]
deps = ["Libdl"]
uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
version = "1.2.13+0"
[[deps.Zygote]]
deps = ["AbstractFFTs", "ChainRules", "ChainRulesCore", "DiffRules", "Distributed", "FillArrays", "ForwardDiff", "GPUArrays", "GPUArraysCore", "IRTools", "InteractiveUtils", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NaNMath", "Random", "Requires", "SparseArrays", "SpecialFunctions", "Statistics", "ZygoteRules"]
git-tree-sha1 = "e1af683167eea952684188f5e1e29b9cabc2e5f9"
uuid = "e88e6eb3-aa80-5325-afca-941959d7151f"
version = "0.6.55"
[[deps.ZygoteRules]]
deps = ["MacroTools"]
git-tree-sha1 = "8c1a8e4dfacb1fd631745552c8db35d0deb09ea0"
uuid = "700de1a5-db45-46bc-99cf-38207098b444"
version = "0.2.2"
[[deps.libblastrampoline_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "8e850b90-86db-534c-a0d3-1478176c7d93"
version = "5.4.0+0"
[[deps.nghttp2_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"
version = "1.52.0+0"
[[deps.p7zip_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
version = "17.4.0+0"
Raw
Project.toml
[deps]
BenchmarkTools = "6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf"
Diffractor = "9f5e2b26-1114-432f-b630-d3fe2085c51c"
Enzyme = "7da242da-08ed-463a-9acd-ee780be4f1d9"
ForwardDiff = "f6369f11-7733-5829-9624-2563aa707210"
Zygote = "e88e6eb3-aa80-5325-afca-941959d7151f"
Raw
run_test.jl
using Enzyme, Zygote, ForwardDiff, Diffractor, BenchmarkTools
function taylor(x, N)
sum = 0 * x
for i = 1:N
sum += x^i / i
end
return sum
end
const N = 10^4
function test_enzyme_forward()
t = @benchmark Enzyme.autodiff(Forward, taylor, Duplicated(0.5, 1.0), N)
@info("Enzyme (forward)", t, N)
end
function test_enzyme_reverse()
t = @benchmark Enzyme.autodiff(Reverse, taylor, Active(0.5), N)
@info("Enzyme (reverse)", t, N)
end
function test_forwarddiff()
t = @benchmark ForwardDiff.derivative(x -> taylor(x, N), 0.5)
@info("ForwardDiff", t, N)
end
function test_zygote()
t = @benchmark Zygote.gradient(taylor, 0.5, N)
@info("Zygote", t, N)
end
function test_diffractor()
t = @benchmark Diffractor.gradient(taylor, 0.5, N)
@info("Diffractor", t, N)
end
if VERSION <= v"1.9"
test_enzyme_forward()
test_enzyme_reverse()
else
@warn("Skipping Enzyme tests, as they're broken on v1.10+")
end
test_forwarddiff()
test_zygote()
if VERSION > v"1.9"
test_diffractor()
else
@warn("Skipping Diffractor tests, as they're broken on v1.9-")
end
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment