ProbProg: MCMC #2063
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ProbProg: MCMC #2063
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| :param_a => ([0.0],), | ||
| :param_b => ([0.0],), | ||
| :ys_a => (ys_a,), | ||
| :ys_b => (ys_b,), |
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| :param_a => ([0.0],), | |
| :param_b => ([0.0],), | |
| :ys_a => (ys_a,), | |
| :ys_b => (ys_b,), | |
| :param_a => ([0.0],), :param_b => ([0.0],), :ys_a => (ys_a,), :ys_b => (ys_b,) |
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| :param_a => ([0.0],), | ||
| :param_b => ([0.0],), | ||
| :ys_a => (ys_a,), | ||
| :ys_b => (ys_b,), |
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| :param_a => ([0.0],), | |
| :param_b => ([0.0],), | |
| :ys_a => (ys_a,), | |
| :ys_b => (ys_b,), | |
| :param_a => ([0.0],), :param_b => ([0.0],), :ys_a => (ys_a,), :ys_b => (ys_b,) |
| function run_benchmarks(test::String) | ||
| results = BenchmarkResult[] | ||
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| println("=" ^ 70) |
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| println("=" ^ 70) | |
| println("="^70) |
|
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| println("=" ^ 70) | ||
| println("Reactant Benchmark (matching test configuration)") | ||
| println("=" ^ 70) |
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| println("=" ^ 70) | |
| println("="^70) |
| println("Reactant Benchmark (matching test configuration)") | ||
| println("=" ^ 70) | ||
| println("Reactant version: ", pkgversion(Reactant)) | ||
| println("=" ^ 70) |
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| println("=" ^ 70) | |
| println("="^70) |
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| arg_type = String | ||
| default = "reactant_results.json" | ||
| help = "Output JSON file path" |
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| arg_type = String | |
| default = "reactant_results.json" | |
| help = "Output JSON file path" | |
| arg_type = String | |
| default = "reactant_results.json" | |
| help = "Output JSON file path" |
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| ) | ||
| for r in results |
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| ) | |
| for r in results | |
| ) for r in results |
| JSON3.pretty(io, output_data) | ||
| end | ||
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| println("\nResults saved to $(args["output"])") |
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| println("\nResults saved to $(args["output"])") | |
| return println("\nResults saved to $(args["output"])") |
| @@ -0,0 +1,829 @@ | |||
| using ..Reactant: MLIR, Profiler | |||
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| return permutedims(transposed, N:-1:1) | ||
| end | ||
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| function to_row_major!(ptr::Ptr{T}, src::AbstractArray{T,N}, shape::NTuple{N,<:Integer}) where {T,N} |
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| function to_row_major!(ptr::Ptr{T}, src::AbstractArray{T,N}, shape::NTuple{N,<:Integer}) where {T,N} | |
| function to_row_major!( | |
| ptr::Ptr{T}, src::AbstractArray{T,N}, shape::NTuple{N,<:Integer} | |
| ) where {T,N} |
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Reactant.jl Benchmarks
Details
| Benchmark suite | Current: dfb3701 | Previous: af7379e | Ratio |
|---|---|---|---|
DGCNN [3, 128, 256]/reverse/CPU/DefaultAfterEnzyme |
0.485428624 s |
0.424363699 s |
1.14 |
jacobi_2d [512, 512, 1024]/primal/CPU/Default_manual_vectorized |
0.752954575 s |
0.633263527 s |
1.19 |
NewtonSchulz [4096 x 4096]/primal/CPU/Default |
2.478280358 s |
2.327525426 s |
1.06 |
gesummv [4096]/primal/CPU/Default_manual_vectorized |
0.078132365 s |
0.06255775 s |
1.25 |
bicg [2048, 4096]/primal/CPU/Default_manual_vectorized |
0.001072467 s |
0.000891146 s |
1.20 |
NewtonSchulz [1024 x 1024]/primal/CPU/StructuredTensors |
0.121403513 s |
0.092695673 s |
1.31 |
atax [2048]/primal/CPU/Default_manual_vectorized |
0.000589148 s |
0.000493948 s |
1.19 |
covariance [2048, 2048]/primal/CPU/Default |
0.051169315 s |
0.048731277 s |
1.05 |
NewtonSchulz [256 x 256]/primal/CPU/Default |
0.012196126 s |
0.009724805 s |
1.25 |
NewtonSchulz [1024 x 1024]/primal/CPU/Default |
0.0637323 s |
0.050936962 s |
1.25 |
syrk [2048]/primal/CPU/Julia |
38.832992157 s |
37.982631764000004 s |
1.02 |
2mm [2048]/primal/CPU/Default_manual_vectorized |
0.024038819 s |
0.023694488 s |
1.01 |
doitgen [256, 1024, 512]/primal/CPU/Default_manual_vectorized |
0.078787224 s |
0.07754438 s |
1.02 |
DeepONet ([64, 1024], [1, 128])/reverse/CPU/DefaultAll |
0.005995006 s |
0.00464505 s |
1.29 |
NewtonSchulz [4096 x 4096]/primal/CPU/StructuredTensors |
3.772783064 s |
3.455379657 s |
1.09 |
2mm [2048]/primal/CPU/Default |
0.019425076 s |
0.018277235 s |
1.06 |
doitgen [256, 1024, 512]/primal/CPU/Default |
0.123162827 s |
0.114673413 s |
1.07 |
bicg [2048, 4096]/primal/CPU/Julia |
0.064550434 s |
0.058290076 s |
1.11 |
NewtonSchulz [256 x 256]/primal/CPU/StructuredTensors |
0.010799948 s |
0.008257153 s |
1.31 |
NewtonSchulz [1024 x 1024]/primal/CPU/StructuredTensors (Only Detection) |
0.119268072 s |
0.092303074 s |
1.29 |
DGCNN [3, 128, 256]/primal/CPU/Default |
0.104659866 s |
0.097611261 s |
1.07 |
jacobi_1d [2048, 1024]/primal/CPU/Default_manual_vectorized |
0.006611932 s |
0.006859018 s |
0.96 |
covariance [2048, 2048]/primal/CPU/Default_manual_vectorized |
0.027828516 s |
0.026587214 s |
1.05 |
atax [2048]/primal/CPU/Julia |
0.029496233 s |
0.027706914000000003 s |
1.06 |
syrk [2048]/primal/CPU/Default_manual_vectorized |
0.010675206 s |
0.009644194 s |
1.11 |
correlation [2048, 2048]/primal/CPU/Default |
0.041718952 s |
0.035708421 s |
1.17 |
correlation [2048, 2048]/primal/CPU/Julia |
23.091337811000002 s |
23.291243788000003 s |
0.99 |
DeepONet ([64, 1024], [1, 128])/primal/CPU/Default |
0.001918288 s |
0.001446377 s |
1.33 |
atax [2048]/primal/CPU/Default |
0.000619709 s |
0.000425187 s |
1.46 |
DGCNN [3, 128, 256]/reverse/CPU/DefaultBeforeEnzyme |
0.680117477 s |
0.595574363 s |
1.14 |
NewtonSchulz [4096 x 4096]/primal/CPU/StructuredTensors (Only Detection) |
3.786053713 s |
3.450493243 s |
1.10 |
correlation [2048, 2048]/primal/CPU/Default_manual_vectorized |
0.045484381 s |
0.03246424 s |
1.40 |
3mm [256, 1024, 2048, 4096]/primal/CPU/Default |
0.007912096 s |
0.006308424 s |
1.25 |
heat_3d [128, 128, 128, 256]/primal/CPU/Default |
0.99123041 s |
0.755898755 s |
1.31 |
heat_3d [128, 128, 128, 256]/primal/CPU/Default_manual_vectorized |
1.010480505 s |
0.783056859 s |
1.29 |
DGCNN [3, 128, 256]/reverse/CPU/DisableTransposeReshapeAfterEnzyme |
0.512279861 s |
0.451676152 s |
1.13 |
gemmver [2048]/primal/CPU/Default_manual_vectorized |
0.01683723 s |
0.015788628 s |
1.07 |
FNO [64, 64, 1, 4]/reverse/CPU/DefaultBeforeEnzyme |
0.197478914 s |
0.166279885 s |
1.19 |
2mm [2048]/primal/CPU/Julia |
84.32840578800001 s |
63.11559082 s |
1.34 |
mvt [4096]/primal/CPU/Default_manual_vectorized |
0.008479294 s |
0.008538767 s |
0.99 |
DGCNN [3, 128, 256]/reverse/CPU/DisableTransposeReshapeBeforeEnzyme |
0.510939249 s |
0.440367595 s |
1.16 |
gemmver [2048]/primal/CPU/Default |
0.004261275 s |
0.00341181 s |
1.25 |
gemmver [2048]/primal/CPU/Julia |
0.044262117000000004 s |
0.034967203 s |
1.27 |
DeepONet ([64, 1024], [1, 128])/reverse/CPU/DefaultBeforeEnzyme |
0.005814048 s |
0.005200358 s |
1.12 |
gesummv [4096]/primal/CPU/Julia |
0.354098036 s |
0.37551715500000005 s |
0.94 |
jacobi_1d [2048, 1024]/primal/CPU/Default |
0.006925633 s |
0.006994769 s |
0.99 |
jacobi_2d [512, 512, 1024]/primal/CPU/Julia |
1.7720443680000002 s |
1.653038969 s |
1.07 |
NewtonSchulz [1024 x 1024]/primal/CPU/Julia |
0.13032732700000002 s |
0.09745233900000001 s |
1.34 |
FNO [64, 64, 1, 4]/reverse/CPU/DefaultAfterEnzyme |
0.211459389 s |
0.177849174 s |
1.19 |
DGCNN [3, 128, 256]/reverse/CPU/DisableTransposeReshapeAll |
0.508209178 s |
0.439330977 s |
1.16 |
fdtd_2d [1024, 2048, 256]/primal/CPU/Julia |
28.847831237 s |
27.420067098 s |
1.05 |
DGCNN [3, 128, 256]/reverse/CPU/NoOpt |
0.511653422 s |
0.450452404 s |
1.14 |
FNO [64, 64, 1, 4]/reverse/CPU/NoOpt |
0.197437211 s |
0.168566658 s |
1.17 |
gemm [2048, 4096]/primal/CPU/Default |
0.018042198 s |
0.017328433 s |
1.04 |
jacobi_1d [2048, 1024]/primal/CPU/Julia |
0.000565873 s |
0.00056232 s |
1.01 |
mvt [4096]/primal/CPU/Julia |
0.194915103 s |
0.19613812900000002 s |
0.99 |
bicg [2048, 4096]/primal/CPU/Default |
0.001017764 s |
0.000934318 s |
1.09 |
doitgen [256, 1024, 512]/primal/CPU/Julia |
436.49182763000005 s |
370.671983606 s |
1.18 |
gesummv [4096]/primal/CPU/Default |
0.002883079 s |
0.001542341 s |
1.87 |
FNO [64, 64, 1, 4]/reverse/CPU/DefaultAll |
0.210439718 s |
0.181652715 s |
1.16 |
jacobi_2d [512, 512, 1024]/primal/CPU/Default |
0.702217603 s |
0.680589291 s |
1.03 |
DeepONet ([64, 1024], [1, 128])/primal/CPU/NoOpt |
0.001957183 s |
0.001436302 s |
1.36 |
gemm [2048, 4096]/primal/CPU/Julia |
284.99676956400003 s |
290.73229743400003 s |
0.98 |
fdtd_2d [1024, 2048, 256]/primal/CPU/Default |
0.935118199 s |
0.603319428 s |
1.55 |
DGCNN [3, 128, 256]/primal/CPU/NoOpt |
0.103482483 s |
0.096035912 s |
1.08 |
fdtd_2d [1024, 2048, 256]/primal/CPU/Default_manual_vectorized |
1.767537681 s |
1.183547831 s |
1.49 |
covariance [2048, 2048]/primal/CPU/Julia |
23.050343378 s |
23.071833198 s |
1.00 |
syr2k [2048]/primal/CPU/Default_manual_vectorized |
0.020942579 s |
0.019951166 s |
1.05 |
DeepONet ([64, 1024], [1, 128])/reverse/CPU/NoOpt |
0.005893717 s |
0.004743481 s |
1.24 |
DGCNN [3, 128, 256]/reverse/CPU/DefaultAll |
0.441738534 s |
0.38489178 s |
1.15 |
3mm [256, 1024, 2048, 4096]/primal/CPU/Julia |
15.526644485 s |
14.518275856 s |
1.07 |
NewtonSchulz [256 x 256]/primal/CPU/Julia |
0.004707707 s |
0.0037672100000000004 s |
1.25 |
NewtonSchulz [256 x 256]/primal/CPU/StructuredTensors (Only Detection) |
0.011088271 s |
0.007750412 s |
1.43 |
syr2k [2048]/primal/CPU/Julia |
48.145183237000005 s |
46.927868555 s |
1.03 |
heat_3d [128, 128, 128, 256]/primal/CPU/Julia |
12.129965253 s |
11.601852481 s |
1.05 |
mvt [4096]/primal/CPU/Default |
0.0102247 s |
0.008477991 s |
1.21 |
NewtonSchulz [4096 x 4096]/primal/CPU/Julia |
5.529777017000001 s |
4.824705636 s |
1.15 |
FNO [64, 64, 1, 4]/primal/CPU/NoOpt |
0.085316761 s |
0.075476623 s |
1.13 |
DGCNN [3, 128, 256]/primal/CPU/DisableTransposeReshape |
0.114418711 s |
0.10505488 s |
1.09 |
DeepONet ([64, 1024], [1, 128])/reverse/CPU/DefaultAfterEnzyme |
0.005898681 s |
0.004697247 s |
1.26 |
FNO [64, 64, 1, 4]/primal/CPU/Default |
0.083701387 s |
0.073944389 s |
1.13 |
gemm [2048, 4096]/primal/CPU/Default_manual_vectorized |
0.024426193 s |
0.021209428 s |
1.15 |
syrk [2048]/primal/CPU/Default |
0.010576437 s |
0.009697487 s |
1.09 |
3mm [256, 1024, 2048, 4096]/primal/CPU/Default_manual_vectorized |
0.007996146 s |
0.006325027 s |
1.26 |
syr2k [2048]/primal/CPU/Default |
0.020633268 s |
0.019824948 s |
1.04 |
NewtonSchulz [256 x 256]/primal/CUDA/Default |
0.000580282 s |
0.00060947 s |
0.95 |
ViT tiny [256, 256, 3, 4]/reverse/CUDA/DisableScatterGatherPadAll |
0.010277085 s |
0.010707208 s |
0.96 |
gemmver [2048]/primal/CUDA/Default_manual_vectorized |
0.000057316 s |
0.000059303 s |
0.97 |
ViT tiny [256, 256, 3, 4]/reverse/CUDA/DisableTransposeReshapeAll |
0.01041656 s |
0.011085305 s |
0.94 |
syr2k [2048]/primal/CUDA/Default |
0.000499835 s |
0.000498615 s |
1.00 |
FNO [64, 64, 1, 4]/reverse/CUDA/DefaultAll |
0.003090159 s |
0.003321683 s |
0.93 |
atax [2048]/primal/CUDA/Default_manual_vectorized |
0.00002521 s |
0.000025546 s |
0.99 |
gesummv [4096]/primal/CUDA/Default_manual_vectorized |
0.000206814 s |
0.000205859 s |
1.00 |
fdtd_2d [1024, 2048, 256]/primal/CUDA/Default_manual_vectorized |
0.027729622 s |
0.027651581 s |
1.00 |
VGG11 bn=true [224, 224, 3, 4]/primal/CUDA/Default |
0.001899408 s |
0.001893666 s |
1.00 |
gemm [2048, 4096]/primal/CUDA/Default |
0.000444703 s |
0.000444186 s |
1.00 |
ViT tiny [256, 256, 3, 4]/primal/CUDA/NoOpt |
0.003013352 s |
0.003240339 s |
0.93 |
3mm [256, 1024, 2048, 4096]/primal/CUDA/Default_manual_vectorized |
0.00015642 s |
0.000160521 s |
0.97 |
jacobi_2d [512, 512, 1024]/primal/CUDA/Default_manual_vectorized |
0.020318068 s |
0.021911316 s |
0.93 |
NewtonSchulz [1024 x 1024]/primal/CUDA/StructuredTensors |
0.006608601 s |
0.006489386 s |
1.02 |
ViT tiny [256, 256, 3, 4]/primal/CUDA/Default |
0.003470887 s |
0.00301671 s |
1.15 |
DGCNN [3, 128, 256]/primal/CUDA/DisableTransposeReshape |
0.001240625 s |
0.001250912 s |
0.99 |
ViT tiny [256, 256, 3, 4]/reverse/CUDA/DisableScatterGatherAll |
0.010280418 s |
0.011100275 s |
0.93 |
DGCNN [3, 128, 256]/reverse/CUDA/DisableTransposeReshapeAfterEnzyme |
0.003385015 s |
0.00339506 s |
1.00 |
DeepONet ([64, 1024], [1, 128])/reverse/CUDA/DefaultAll |
0.000627931 s |
0.00062615 s |
1.00 |
gemm [2048, 4096]/primal/CUDA/Default_manual_vectorized |
0.000440581 s |
0.000440148 s |
1.00 |
DeepONet ([64, 1024], [1, 128])/primal/CUDA/Default |
0.000223412 s |
0.000244553 s |
0.91 |
DGCNN [3, 128, 256]/reverse/CUDA/DisableTransposeReshapeAll |
0.003348573 s |
0.00334006 s |
1.00 |
VGG11 bn=true [224, 224, 3, 4]/reverse/CUDA/DefaultAfterEnzyme |
0.007068321 s |
0.007041787 s |
1.00 |
NewtonSchulz [4096 x 4096]/primal/CUDA/StructuredTensors (Only Detection) |
0.108721176 s |
0.108649577 s |
1.00 |
covariance [2048, 2048]/primal/CUDA/Default_manual_vectorized |
0.000259092 s |
0.000260249 s |
1.00 |
NewtonSchulz [4096 x 4096]/primal/CUDA/StructuredTensors |
0.109063919 s |
0.109083622 s |
1.00 |
NewtonSchulz [4096 x 4096]/primal/CUDA/Default |
0.040169628 s |
0.040180272 s |
1.00 |
correlation [2048, 2048]/primal/CUDA/Default |
0.000297255 s |
0.000296604 s |
1.00 |
3mm [256, 1024, 2048, 4096]/primal/CUDA/Default |
0.00015673 s |
0.000162028 s |
0.97 |
doitgen [256, 1024, 512]/primal/CUDA/Default_manual_vectorized |
0.00189527 s |
0.001879731 s |
1.01 |
jacobi_1d [2048, 1024]/primal/CUDA/Default_manual_vectorized |
0.024218085 s |
0.024905851 s |
0.97 |
VGG11 bn=true [224, 224, 3, 4]/reverse/CUDA/DefaultBeforeEnzyme |
0.007132326 s |
0.007106307 s |
1.00 |
DGCNN [3, 128, 256]/primal/CUDA/NoOpt |
0.001249434 s |
0.001254809 s |
1.00 |
covariance [2048, 2048]/primal/CUDA/Default |
0.000307697 s |
0.000307531 s |
1.00 |
ViT tiny [256, 256, 3, 4]/reverse/CUDA/DisablePadAll |
0.010459878 s |
0.010859268 s |
0.96 |
VGG11 bn=true [224, 224, 3, 4]/reverse/CUDA/NoOpt |
0.007169096 s |
0.007146181 s |
1.00 |
FNO [64, 64, 1, 4]/reverse/CUDA/DefaultAfterEnzyme |
0.003114137 s |
0.003153344 s |
0.99 |
DGCNN [3, 128, 256]/reverse/CUDA/DefaultAfterEnzyme |
0.003020316 s |
0.00305861 s |
0.99 |
DGCNN [3, 128, 256]/reverse/CUDA/DefaultAll |
0.003565139 s |
0.00354118 s |
1.01 |
heat_3d [128, 128, 128, 256]/primal/CUDA/Default |
0.013094224 s |
0.012394229 s |
1.06 |
mvt [4096]/primal/CUDA/Default_manual_vectorized |
0.000109902 s |
0.00010767 s |
1.02 |
VGG11 bn=true [224, 224, 3, 4]/reverse/CUDA/DefaultAll |
0.007060412 s |
0.007036833 s |
1.00 |
doitgen [256, 1024, 512]/primal/CUDA/Default |
0.001940498 s |
0.002242792 s |
0.87 |
DGCNN [3, 128, 256]/primal/CUDA/Default |
0.000962016 s |
0.000973197 s |
0.99 |
VGG11 bn=true [224, 224, 3, 4]/primal/CUDA/NoOpt |
0.001914704 s |
0.001918959 s |
1.00 |
DeepONet ([64, 1024], [1, 128])/reverse/CUDA/NoOpt |
0.000637746 s |
0.000708686 s |
0.90 |
syrk [2048]/primal/CUDA/Default_manual_vectorized |
0.000255092 s |
0.000254437 s |
1.00 |
gemmver [2048]/primal/CUDA/Default |
0.000042346 s |
0.000045827 s |
0.92 |
NewtonSchulz [256 x 256]/primal/CUDA/StructuredTensors |
0.001412858 s |
0.001408588 s |
1.00 |
DGCNN [3, 128, 256]/reverse/CUDA/NoOpt |
0.006580448 s |
0.006560686 s |
1.00 |
bicg [2048, 4096]/primal/CUDA/Default |
0.000055537 s |
0.000054067 s |
1.03 |
DGCNN [3, 128, 256]/reverse/CUDA/DefaultBeforeEnzyme |
0.006544176 s |
0.006519929 s |
1.00 |
bicg [2048, 4096]/primal/CUDA/Default_manual_vectorized |
0.000055502 s |
0.000055114 s |
1.01 |
2mm [2048]/primal/CUDA/Default |
0.000463714 s |
0.000462026 s |
1.00 |
jacobi_1d [2048, 1024]/primal/CUDA/Default |
0.020452696 s |
0.021464062 s |
0.95 |
heat_3d [128, 128, 128, 256]/primal/CUDA/Default_manual_vectorized |
0.013086938 s |
0.012338928 s |
1.06 |
jacobi_2d [512, 512, 1024]/primal/CUDA/Default |
0.020331693 s |
0.022080811 s |
0.92 |
correlation [2048, 2048]/primal/CUDA/Default_manual_vectorized |
0.000258795 s |
0.000262917 s |
0.98 |
DeepONet ([64, 1024], [1, 128])/reverse/CUDA/DefaultBeforeEnzyme |
0.000610632 s |
0.000616339 s |
0.99 |
2mm [2048]/primal/CUDA/Default_manual_vectorized |
0.000466847 s |
0.000465271 s |
1.00 |
ViT tiny [256, 256, 3, 4]/reverse/CUDA/NoOpt |
0.01056403 s |
0.01215453 s |
0.87 |
FNO [64, 64, 1, 4]/reverse/CUDA/DefaultBeforeEnzyme |
0.003088813 s |
0.003162558 s |
0.98 |
NewtonSchulz [1024 x 1024]/primal/CUDA/Default |
0.001920058 s |
0.001920259 s |
1.00 |
atax [2048]/primal/CUDA/Default |
0.000025492 s |
0.000027501 s |
0.93 |
gesummv [4096]/primal/CUDA/Default |
0.000106525 s |
0.00010632 s |
1.00 |
ViT tiny [256, 256, 3, 4]/reverse/CUDA/DefaultAll |
0.010372077 s |
0.010928348 s |
0.95 |
syr2k [2048]/primal/CUDA/Default_manual_vectorized |
0.000499205 s |
0.000497972 s |
1.00 |
DGCNN [3, 128, 256]/reverse/CUDA/DisableTransposeReshapeBeforeEnzyme |
0.014582225 s |
0.014489654 s |
1.01 |
FNO [64, 64, 1, 4]/reverse/CUDA/NoOpt |
0.003262461 s |
0.003309335 s |
0.99 |
FNO [64, 64, 1, 4]/primal/CUDA/NoOpt |
0.001101281 s |
0.001129734 s |
0.97 |
DeepONet ([64, 1024], [1, 128])/reverse/CUDA/DefaultAfterEnzyme |
0.000595295 s |
0.000618477 s |
0.96 |
NewtonSchulz [256 x 256]/primal/CUDA/StructuredTensors (Only Detection) |
0.001351699 s |
0.001351742 s |
1.00 |
DeepONet ([64, 1024], [1, 128])/primal/CUDA/NoOpt |
0.000232152 s |
0.000251493 s |
0.92 |
mvt [4096]/primal/CUDA/Default |
0.000110964 s |
0.000108173 s |
1.03 |
syrk [2048]/primal/CUDA/Default |
0.000255944 s |
0.000255388 s |
1.00 |
fdtd_2d [1024, 2048, 256]/primal/CUDA/Default |
0.023708669 s |
0.024881436 s |
0.95 |
NewtonSchulz [1024 x 1024]/primal/CUDA/StructuredTensors (Only Detection) |
0.006484319 s |
0.006665426 s |
0.97 |
FNO [64, 64, 1, 4]/primal/CUDA/Default |
0.001052756 s |
0.001092638 s |
0.96 |
ViT tiny [256, 256, 3, 4]/primal/TPU/Default |
0.000217678 s |
0.000217646 s |
1.00 |
NewtonSchulz [4096 x 4096]/primal/TPU/Default |
0.020848192 s |
0.021263913 s |
0.98 |
FNO [64, 64, 1, 4]/reverse/TPU/DefaultAll |
0.003093538 s |
0.003099974 s |
1.00 |
DGCNN [3, 128, 256]/reverse/TPU/DisableTransposeReshapeAll |
0.005005313 s |
0.005005214 s |
1.00 |
syrk [2048]/primal/TPU/Default_manual_vectorized |
0.000031446 s |
0.000031402 s |
1.00 |
ViT tiny [256, 256, 3, 4]/primal/TPU/NoOpt |
0.00058597 s |
0.000586699 s |
1.00 |
FNO [64, 64, 1, 4]/primal/TPU/NoOpt |
0.00113824 s |
0.001138299 s |
1.00 |
gemm [2048, 4096]/primal/TPU/Default |
0.000072761 s |
0.000072392 s |
1.01 |
3mm [256, 1024, 2048, 4096]/primal/TPU/Default_manual_vectorized |
0.0000164 s |
0.000016258 s |
1.01 |
atax [2048]/primal/TPU/Default_manual_vectorized |
0.00002416 s |
0.0000241 s |
1.00 |
ViT tiny [256, 256, 3, 4]/reverse/TPU/DisableScatterGatherAll |
0.001697264 s |
0.001696212 s |
1.00 |
syr2k [2048]/primal/TPU/Default |
0.000058347 s |
0.000057968 s |
1.01 |
2mm [2048]/primal/TPU/Default_manual_vectorized |
0.000075003 s |
0.000074646 s |
1.00 |
FNO [64, 64, 1, 4]/primal/TPU/Default |
0.000953043 s |
0.000952893 s |
1.00 |
VGG11 bn=true [224, 224, 3, 4]/reverse/TPU/DefaultBeforeEnzyme |
0.004180339 s |
0.004179932 s |
1.00 |
DeepONet ([64, 1024], [1, 128])/primal/TPU/Default |
0.000006045 s |
0.000006071 s |
1.00 |
doitgen [256, 1024, 512]/primal/TPU/Default_manual_vectorized |
0.001086287 s |
0.001087234 s |
1.00 |
ViT tiny [256, 256, 3, 4]/reverse/TPU/DisableScatterGatherPadAll |
0.001697602 s |
0.001695937 s |
1.00 |
doitgen [256, 1024, 512]/primal/TPU/Default |
0.001649625 s |
0.001575284 s |
1.05 |
DGCNN [3, 128, 256]/primal/TPU/DisableTransposeReshape |
0.00286477 s |
0.002865261 s |
1.00 |
FNO [64, 64, 1, 4]/reverse/TPU/DefaultAfterEnzyme |
0.003085226 s |
0.003085498 s |
1.00 |
mvt [4096]/primal/TPU/Default |
0.000045063 s |
0.000045041 s |
1.00 |
gemmver [2048]/primal/TPU/Default |
0.000036457 s |
0.000036488 s |
1.00 |
FNO [64, 64, 1, 4]/reverse/TPU/NoOpt |
0.002959479 s |
0.002959606 s |
1.00 |
syr2k [2048]/primal/TPU/Default_manual_vectorized |
0.000057872 s |
0.000057612 s |
1.00 |
fdtd_2d [1024, 2048, 256]/primal/TPU/Default |
0.018832917 s |
0.018832993 s |
1.00 |
covariance [2048, 2048]/primal/TPU/Default_manual_vectorized |
0.000047597 s |
0.000047469 s |
1.00 |
heat_3d [128, 128, 128, 256]/primal/TPU/Default |
0.261753595 s |
0.26175347 s |
1.00 |
NewtonSchulz [256 x 256]/primal/TPU/StructuredTensors (Only Detection) |
0.000018253 s |
0.000018206 s |
1.00 |
gemmver [2048]/primal/TPU/Default_manual_vectorized |
0.000037424 s |
0.000037257 s |
1.00 |
VGG11 bn=true [224, 224, 3, 4]/reverse/TPU/NoOpt |
0.004053149 s |
0.004052511 s |
1.00 |
DGCNN [3, 128, 256]/reverse/TPU/DefaultBeforeEnzyme |
0.004752273 s |
0.004752431 s |
1.00 |
bicg [2048, 4096]/primal/TPU/Default_manual_vectorized |
0.000023445 s |
0.000023471 s |
1.00 |
NewtonSchulz [1024 x 1024]/primal/TPU/StructuredTensors |
0.000208207 s |
0.000207949 s |
1.00 |
ViT tiny [256, 256, 3, 4]/reverse/TPU/DisablePadAll |
0.001697013 s |
0.001695261 s |
1.00 |
3mm [256, 1024, 2048, 4096]/primal/TPU/Default |
0.000016344 s |
0.000016257 s |
1.01 |
jacobi_1d [2048, 1024]/primal/TPU/Default |
0.008141185 s |
0.008141321 s |
1.00 |
DGCNN [3, 128, 256]/reverse/TPU/DefaultAfterEnzyme |
0.004669998 s |
0.00466929 s |
1.00 |
ViT tiny [256, 256, 3, 4]/reverse/TPU/DisableTransposeReshapeAll |
0.001436771 s |
0.00143419 s |
1.00 |
syrk [2048]/primal/TPU/Default |
0.000030377 s |
0.000030317 s |
1.00 |
correlation [2048, 2048]/primal/TPU/Default_manual_vectorized |
0.000053242 s |
0.000053085 s |
1.00 |
DGCNN [3, 128, 256]/primal/TPU/NoOpt |
0.002867674 s |
0.002868033 s |
1.00 |
NewtonSchulz [1024 x 1024]/primal/TPU/StructuredTensors (Only Detection) |
0.000208403 s |
0.000208155 s |
1.00 |
VGG11 bn=true [224, 224, 3, 4]/primal/TPU/Default |
0.000929502 s |
0.000928859 s |
1.00 |
NewtonSchulz [256 x 256]/primal/TPU/Default |
0.000017408 s |
0.000017369 s |
1.00 |
jacobi_1d [2048, 1024]/primal/TPU/Default_manual_vectorized |
0.005707395 s |
0.005707716 s |
1.00 |
FNO [64, 64, 1, 4]/reverse/TPU/DefaultBeforeEnzyme |
0.00309309 s |
0.003106801 s |
1.00 |
DeepONet ([64, 1024], [1, 128])/reverse/TPU/DefaultBeforeEnzyme |
0.000027356 s |
0.000027143 s |
1.01 |
VGG11 bn=true [224, 224, 3, 4]/reverse/TPU/DefaultAfterEnzyme |
0.004180427 s |
0.004179336 s |
1.00 |
gesummv [4096]/primal/TPU/Default |
0.000087504 s |
0.000087411 s |
1.00 |
covariance [2048, 2048]/primal/TPU/Default |
0.000061508 s |
0.000061237 s |
1.00 |
gesummv [4096]/primal/TPU/Default_manual_vectorized |
0.000087478 s |
0.000087544 s |
1.00 |
ViT tiny [256, 256, 3, 4]/reverse/TPU/NoOpt |
0.002020747 s |
0.002019405 s |
1.00 |
DGCNN [3, 128, 256]/reverse/TPU/NoOpt |
0.005226211 s |
0.005226067 s |
1.00 |
NewtonSchulz [1024 x 1024]/primal/TPU/Default |
0.000207652 s |
0.000207363 s |
1.00 |
bicg [2048, 4096]/primal/TPU/Default |
0.000023461 s |
0.000023502 s |
1.00 |
fdtd_2d [1024, 2048, 256]/primal/TPU/Default_manual_vectorized |
0.027116985 s |
0.027117358 s |
1.00 |
jacobi_2d [512, 512, 1024]/primal/TPU/Default_manual_vectorized |
0.022079447 s |
0.022079266 s |
1.00 |
jacobi_2d [512, 512, 1024]/primal/TPU/Default |
0.026676316 s |
0.026676173 s |
1.00 |
gemm [2048, 4096]/primal/TPU/Default_manual_vectorized |
0.00007272 s |
0.00007251 s |
1.00 |
ViT tiny [256, 256, 3, 4]/reverse/TPU/DefaultAll |
0.00169746 s |
0.001696136 s |
1.00 |
NewtonSchulz [4096 x 4096]/primal/TPU/StructuredTensors (Only Detection) |
0.020851029 s |
0.021227325 s |
0.98 |
2mm [2048]/primal/TPU/Default |
0.00008655 s |
0.000086339 s |
1.00 |
NewtonSchulz [256 x 256]/primal/TPU/StructuredTensors |
0.000018229 s |
0.000018187 s |
1.00 |
DGCNN [3, 128, 256]/primal/TPU/Default |
0.002349459 s |
0.002349255 s |
1.00 |
DeepONet ([64, 1024], [1, 128])/reverse/TPU/DefaultAfterEnzyme |
0.000027206 s |
0.000027181 s |
1.00 |
DeepONet ([64, 1024], [1, 128])/primal/TPU/NoOpt |
0.000006206 s |
0.000006192 s |
1.00 |
atax [2048]/primal/TPU/Default |
0.00002416 s |
0.000024127 s |
1.00 |
DGCNN [3, 128, 256]/reverse/TPU/DisableTransposeReshapeAfterEnzyme |
0.005179481 s |
0.005180006 s |
1.00 |
DGCNN [3, 128, 256]/reverse/TPU/DefaultAll |
0.004673207 s |
0.004672524 s |
1.00 |
DeepONet ([64, 1024], [1, 128])/reverse/TPU/NoOpt |
0.000027446 s |
0.00002718 s |
1.01 |
VGG11 bn=true [224, 224, 3, 4]/reverse/TPU/DefaultAll |
0.004180092 s |
0.004178784 s |
1.00 |
DeepONet ([64, 1024], [1, 128])/reverse/TPU/DefaultAll |
0.000027243 s |
0.000027181 s |
1.00 |
VGG11 bn=true [224, 224, 3, 4]/primal/TPU/NoOpt |
0.000866799 s |
0.000866446 s |
1.00 |
DGCNN [3, 128, 256]/reverse/TPU/DisableTransposeReshapeBeforeEnzyme |
0.005005286 s |
0.005004266 s |
1.00 |
mvt [4096]/primal/TPU/Default_manual_vectorized |
0.000045566 s |
0.000045475 s |
1.00 |
NewtonSchulz [4096 x 4096]/primal/TPU/StructuredTensors |
0.020844957 s |
0.021201078 s |
0.98 |
heat_3d [128, 128, 128, 256]/primal/TPU/Default_manual_vectorized |
0.26175361 s |
0.261753456 s |
1.00 |
correlation [2048, 2048]/primal/TPU/Default |
0.000055815 s |
0.000055623 s |
1.00 |
This comment was automatically generated by workflow using github-action-benchmark.
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| if algorithm == :HMC | ||
| hmc_config_attr = @ccall MLIR.API.mlir_c.enzymeHMCConfigAttrGet( | ||
| MLIR.IR.context()::MLIR.API.MlirContext, trajectory_length::Float64, adapt_step_size::Bool, adapt_mass_matrix::Bool |
Contributor
There was a problem hiding this comment.
[JuliaFormatter] reported by reviewdog 🐶
Suggested change
| MLIR.IR.context()::MLIR.API.MlirContext, trajectory_length::Float64, adapt_step_size::Bool, adapt_mass_matrix::Bool | |
| MLIR.IR.context()::MLIR.API.MlirContext, | |
| trajectory_length::Float64, | |
| adapt_step_size::Bool, | |
| adapt_mass_matrix::Bool, |
| max_tree_depth::Int64, | ||
| max_delta_energy::Float64, | ||
| adapt_step_size::Bool, | ||
| adapt_mass_matrix::Bool |
Contributor
There was a problem hiding this comment.
[JuliaFormatter] reported by reviewdog 🐶
Suggested change
| adapt_mass_matrix::Bool | |
| adapt_mass_matrix::Bool, |
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