From 617fcfaf6a45cd1b3822cb2a1a3188da40a1ec0f Mon Sep 17 00:00:00 2001
From: Franck Charras <29153872+fcharras@users.noreply.github.com>
Date: Tue, 24 Oct 2023 17:04:35 +0200
Subject: [PATCH] Add benchmark results for PCA with torch with xpu backend
 (#16)

---
 .../benchopt_run_2023-10-24_07h35m49.parquet    | Bin 0 -> 33695 bytes
 benchmarks/pca/results.csv                      |   8 ++++++++
 2 files changed, 8 insertions(+)
 create mode 100644 benchmarks/pca/outputs/benchopt_run_2023-10-24_07h35m49.parquet

diff --git a/benchmarks/pca/outputs/benchopt_run_2023-10-24_07h35m49.parquet b/benchmarks/pca/outputs/benchopt_run_2023-10-24_07h35m49.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..200ee1cbd1ca7e33a063db40ab01a0c8cee4600b
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diff --git a/benchmarks/pca/results.csv b/benchmarks/pca/results.csv
index 69d692c..e6ca270 100644
--- a/benchmarks/pca/results.csv
+++ b/benchmarks/pca/results.csv
@@ -4,10 +4,12 @@ c093f949,float32,20000000,100,10,0.864,scikit-learn-intelex,gpu,level_zero,full,
 c093f949,float32,20000000,100,10,0.961,scikit-learn-intelex,cpu,numpy,full,auto,,32,Intel(R) Xeon(R) Platinum 8480+,Intel(R) Data Center GPU Max 1100 (x4),504,Linux,x86_64,5.15.0-88-generic,2023-10-18,scikit-learn-intelex 2023.2.1,,0.3567161858081817,123,123
 c093f949,float32,20000000,100,10,1.24,sklearn-torch-dispatch,cuda,,randomized,auto,QR,32,Intel(R) Xeon(R) Silver 4214R CPU @ 2.40GHz,NVIDIA A100-PCIE-40GB,377,Linux,x86_64,4.18.0-394.el8.x86_64,2023-10-18,scikit-learn 1.4.dev0; torch 2.1.0,,0.3562491536140442,123,123
 c093f949,float32,20000000,100,10,5.23,sklearn-torch-dispatch,cuda,,full,auto,,32,Intel(R) Xeon(R) Silver 4214R CPU @ 2.40GHz,NVIDIA A100-PCIE-40GB,377,Linux,x86_64,4.18.0-394.el8.x86_64,2023-10-18,scikit-learn 1.4.dev0; torch 2.1.0,,0.3567152023315429,123,123
+c093f949,float32,20000000,100,10,11,sklearn-torch-dispatch,xpu,,full,auto,,32,Intel(R) Xeon(R) Platinum 8480+,Intel(R) Data Center GPU Max 1100 (x4),441,Linux,x86_64,5.15.0-88-generic,2023-10-24,scikit-learn 1.4.dev0; torch 1.13.0a0+git6c9b55e; ipex 1.13.120+xpu,,0.3567211627960205,123,123
 c093f949,float32,20000000,100,10,12.3,cuml,gpu,,full,15,,32,Intel(R) Xeon(R) Silver 4214R CPU @ 2.40GHz,NVIDIA A100-PCIE-40GB,377,Linux,x86_64,4.18.0-394.el8.x86_64,2023-10-18,cuml 23.8.0,,0.3567184805870056,123,123
 c093f949,float32,20000000,100,10,17.1,sklearn-torch-dispatch,cpu,,full,auto,,32,Intel(R) Xeon(R) Silver 4214R CPU @ 2.40GHz,NVIDIA A100-PCIE-40GB,377,Linux,x86_64,4.18.0-394.el8.x86_64,2023-10-18,scikit-learn 1.4.dev0; torch 2.1.0,,0.3567212224006653,123,123
 c093f949,float32,20000000,100,10,21.6,scikit-learn-intelex,cpu,numpy,arpack,auto,,32,Intel(R) Xeon(R) Platinum 8480+,Intel(R) Data Center GPU Max 1100 (x4),504,Linux,x86_64,5.15.0-88-generic,2023-10-18,scikit-learn-intelex 2023.2.1,,0.3721871338496688,123,123
 c093f949,float32,20000000,100,10,21.6,scikit-learn-intelex,gpu,level_zero,arpack,auto,,32,Intel(R) Xeon(R) Platinum 8480+,Intel(R) Data Center GPU Max 1100 (x4),504,Linux,x86_64,5.15.0-88-generic,2023-10-18,scikit-learn-intelex 2023.2.1,,0.3721871338496688,123,123
+c093f949,float32,20000000,100,10,27,sklearn-torch-dispatch,xpu,,randomized,auto,QR,32,Intel(R) Xeon(R) Platinum 8480+,Intel(R) Data Center GPU Max 1100 (x4),441,Linux,x86_64,5.15.0-88-generic,2023-10-24,scikit-learn 1.4.dev0; torch 1.13.0a0+git6c9b55e; ipex 1.13.120+xpu,,0.0106222555041313,123,123
 c093f949,float32,20000000,100,10,33,sklearn-torch-dispatch,cpu,,randomized,auto,QR,32,Intel(R) Xeon(R) Silver 4214R CPU @ 2.40GHz,NVIDIA A100-PCIE-40GB,377,Linux,x86_64,4.18.0-394.el8.x86_64,2023-10-18,scikit-learn 1.4.dev0; torch 2.1.0,,0.3562514781951904,123,123
 c093f949,float32,20000000,100,10,38.7,scikit-learn-intelex,cpu,numpy,randomized,auto,LU,32,Intel(R) Xeon(R) Platinum 8480+,Intel(R) Data Center GPU Max 1100 (x4),504,Linux,x86_64,5.15.0-88-generic,2023-10-18,scikit-learn-intelex 2023.2.1,,0.3716999975117764,123,123
 c093f949,float32,20000000,100,10,38.8,scikit-learn-intelex,gpu,level_zero,randomized,auto,LU,32,Intel(R) Xeon(R) Platinum 8480+,Intel(R) Data Center GPU Max 1100 (x4),504,Linux,x86_64,5.15.0-88-generic,2023-10-18,scikit-learn-intelex 2023.2.1,,0.3716999975117764,123,123
@@ -20,9 +22,11 @@ c093f949,float32,20000000,100,10,81.2,scikit-learn,,,full,auto,,32,Intel(R) Xeon
 1f2d19b1,float32,2000000,100,10,0.092,scikit-learn-intelex,gpu,level_zero,full,auto,,32,Intel(R) Xeon(R) Platinum 8480+,Intel(R) Data Center GPU Max 1100 (x4),504,Linux,x86_64,5.15.0-88-generic,2023-10-18,scikit-learn-intelex 2023.2.1,,0.3566426336765289,123,123
 1f2d19b1,float32,2000000,100,10,0.0921,sklearn-torch-dispatch,cuda,,randomized,auto,QR,32,Intel(R) Xeon(R) Silver 4214R CPU @ 2.40GHz,NVIDIA A100-PCIE-40GB,377,Linux,x86_64,4.18.0-394.el8.x86_64,2023-10-18,scikit-learn 1.4.dev0; torch 2.1.0,,0.3561765551567077,123,123
 1f2d19b1,float32,2000000,100,10,0.135,sklearn-torch-dispatch,cuda,,full,auto,,32,Intel(R) Xeon(R) Silver 4214R CPU @ 2.40GHz,NVIDIA A100-PCIE-40GB,377,Linux,x86_64,4.18.0-394.el8.x86_64,2023-10-18,scikit-learn 1.4.dev0; torch 2.1.0,,0.3566412925720215,123,123
+1f2d19b1,float32,2000000,100,10,1.02,sklearn-torch-dispatch,xpu,,full,auto,,32,Intel(R) Xeon(R) Platinum 8480+,Intel(R) Data Center GPU Max 1100 (x4),441,Linux,x86_64,5.15.0-88-generic,2023-10-24,scikit-learn 1.4.dev0; torch 1.13.0a0+git6c9b55e; ipex 1.13.120+xpu,,0.3566429018974304,123,123
 1f2d19b1,float32,2000000,100,10,1.39,sklearn-torch-dispatch,cpu,,full,auto,,32,Intel(R) Xeon(R) Silver 4214R CPU @ 2.40GHz,NVIDIA A100-PCIE-40GB,377,Linux,x86_64,4.18.0-394.el8.x86_64,2023-10-18,scikit-learn 1.4.dev0; torch 2.1.0,,0.3566426634788513,123,123
 1f2d19b1,float32,2000000,100,10,2.08,scikit-learn-intelex,cpu,numpy,arpack,auto,,32,Intel(R) Xeon(R) Platinum 8480+,Intel(R) Data Center GPU Max 1100 (x4),504,Linux,x86_64,5.15.0-88-generic,2023-10-18,scikit-learn-intelex 2023.2.1,,0.3570913074282152,123,123
 1f2d19b1,float32,2000000,100,10,2.09,scikit-learn-intelex,gpu,level_zero,arpack,auto,,32,Intel(R) Xeon(R) Platinum 8480+,Intel(R) Data Center GPU Max 1100 (x4),504,Linux,x86_64,5.15.0-88-generic,2023-10-18,scikit-learn-intelex 2023.2.1,,0.3570913074282152,123,123
+1f2d19b1,float32,2000000,100,10,2.3,sklearn-torch-dispatch,xpu,,randomized,auto,QR,32,Intel(R) Xeon(R) Platinum 8480+,Intel(R) Data Center GPU Max 1100 (x4),441,Linux,x86_64,5.15.0-88-generic,2023-10-24,scikit-learn 1.4.dev0; torch 1.13.0a0+git6c9b55e; ipex 1.13.120+xpu,,0.3561767637729645,123,123
 1f2d19b1,float32,2000000,100,10,2.9,sklearn-torch-dispatch,cpu,,randomized,auto,QR,32,Intel(R) Xeon(R) Silver 4214R CPU @ 2.40GHz,NVIDIA A100-PCIE-40GB,377,Linux,x86_64,4.18.0-394.el8.x86_64,2023-10-18,scikit-learn 1.4.dev0; torch 2.1.0,,0.356176495552063,123,123
 1f2d19b1,float32,2000000,100,10,3.3,scikit-learn-intelex,cpu,numpy,randomized,auto,LU,32,Intel(R) Xeon(R) Platinum 8480+,Intel(R) Data Center GPU Max 1100 (x4),504,Linux,x86_64,5.15.0-88-generic,2023-10-18,scikit-learn-intelex 2023.2.1,,0.3566244996396975,123,123
 1f2d19b1,float32,2000000,100,10,3.4,scikit-learn-intelex,gpu,level_zero,randomized,auto,LU,32,Intel(R) Xeon(R) Platinum 8480+,Intel(R) Data Center GPU Max 1100 (x4),504,Linux,x86_64,5.15.0-88-generic,2023-10-18,scikit-learn-intelex 2023.2.1,,0.3566244996396975,123,123
@@ -30,6 +34,7 @@ c093f949,float32,20000000,100,10,81.2,scikit-learn,,,full,auto,,32,Intel(R) Xeon
 1f2d19b1,float32,2000000,100,10,5.47,scikit-learn,,,arpack,auto,,32,Intel(R) Xeon(R) Silver 4214R CPU @ 2.40GHz,NVIDIA A100-PCIE-40GB,377,Linux,x86_64,4.18.0-394.el8.x86_64,2023-10-18,scikit-learn 1.3.1,,0.3570913074282152,123,123
 1f2d19b1,float32,2000000,100,10,8.26,scikit-learn,,,full,auto,,32,Intel(R) Xeon(R) Silver 4214R CPU @ 2.40GHz,NVIDIA A100-PCIE-40GB,377,Linux,x86_64,4.18.0-394.el8.x86_64,2023-10-18,scikit-learn 1.3.1,,0.3566427629901201,123,123
 55b68aaf,float32,15000,15000,10,0.209,sklearn-torch-dispatch,cuda,,randomized,auto,QR,32,Intel(R) Xeon(R) Silver 4214R CPU @ 2.40GHz,NVIDIA A100-PCIE-40GB,377,Linux,x86_64,4.18.0-394.el8.x86_64,2023-10-18,scikit-learn 1.4.dev0; torch 2.1.0,,0.0044917734339833,123,123
+55b68aaf,float32,15000,15000,10,0.558,sklearn-torch-dispatch,xpu,,randomized,auto,QR,32,Intel(R) Xeon(R) Platinum 8480+,Intel(R) Data Center GPU Max 1100 (x4),441,Linux,x86_64,5.15.0-88-generic,2023-10-24,scikit-learn 1.4.dev0; torch 1.13.0a0+git6c9b55e; ipex 1.13.120+xpu,,0.0044917706400156,123,123
 55b68aaf,float32,15000,15000,10,0.714,sklearn-torch-dispatch,cpu,,randomized,auto,QR,32,Intel(R) Xeon(R) Silver 4214R CPU @ 2.40GHz,NVIDIA A100-PCIE-40GB,377,Linux,x86_64,4.18.0-394.el8.x86_64,2023-10-18,scikit-learn 1.4.dev0; torch 2.1.0,,0.0044917659834027,123,123
 55b68aaf,float32,15000,15000,10,1.07,scikit-learn-intelex,cpu,numpy,randomized,auto,LU,32,Intel(R) Xeon(R) Platinum 8480+,Intel(R) Data Center GPU Max 1100 (x4),504,Linux,x86_64,5.15.0-88-generic,2023-10-18,scikit-learn-intelex 2023.2.1,,0.0044917678460478,123,123
 55b68aaf,float32,15000,15000,10,1.34,scikit-learn,,,randomized,auto,LU,32,Intel(R) Xeon(R) Silver 4214R CPU @ 2.40GHz,NVIDIA A100-PCIE-40GB,377,Linux,x86_64,4.18.0-394.el8.x86_64,2023-10-18,scikit-learn 1.3.1,,0.0044917715713381,123,123
@@ -42,6 +47,7 @@ c093f949,float32,20000000,100,10,81.2,scikit-learn,,,full,auto,,32,Intel(R) Xeon
 55b68aaf,float32,15000,15000,10,48.3,scikit-learn-intelex,cpu,numpy,full,auto,,32,Intel(R) Xeon(R) Platinum 8480+,Intel(R) Data Center GPU Max 1100 (x4),504,Linux,x86_64,5.15.0-88-generic,2023-10-18,scikit-learn-intelex 2023.2.1,,0.0047959336079657,123,123
 55b68aaf,float32,15000,15000,10,48.3,scikit-learn-intelex,gpu,level_zero,full,auto,,32,Intel(R) Xeon(R) Platinum 8480+,Intel(R) Data Center GPU Max 1100 (x4),504,Linux,x86_64,5.15.0-88-generic,2023-10-18,scikit-learn-intelex 2023.2.1,,0.0047959336079657,123,123
 55b68aaf,float32,15000,15000,10,97.6,sklearn-torch-dispatch,cuda,,full,auto,,32,Intel(R) Xeon(R) Silver 4214R CPU @ 2.40GHz,NVIDIA A100-PCIE-40GB,377,Linux,x86_64,4.18.0-394.el8.x86_64,2023-10-18,scikit-learn 1.4.dev0; torch 2.1.0,,0.0047942269593477,123,123
+55b68aaf,float32,15000,15000,10,142,sklearn-torch-dispatch,xpu,,full,auto,,32,Intel(R) Xeon(R) Platinum 8480+,Intel(R) Data Center GPU Max 1100 (x4),441,Linux,x86_64,5.15.0-88-generic,2023-10-24,scikit-learn 1.4.dev0; torch 1.13.0a0+git6c9b55e; ipex 1.13.120+xpu,,0.0047962325625121,123,123
 55b68aaf,float32,15000,15000,10,155,sklearn-torch-dispatch,cpu,,full,auto,,32,Intel(R) Xeon(R) Silver 4214R CPU @ 2.40GHz,NVIDIA A100-PCIE-40GB,377,Linux,x86_64,4.18.0-394.el8.x86_64,2023-10-18,scikit-learn 1.4.dev0; torch 2.1.0,,0.0047959410585463,123,123
 55b68aaf,float32,15000,15000,10,246,scikit-learn,,,full,auto,,32,Intel(R) Xeon(R) Silver 4214R CPU @ 2.40GHz,NVIDIA A100-PCIE-40GB,377,Linux,x86_64,4.18.0-394.el8.x86_64,2023-10-18,scikit-learn 1.3.1,,0.0047959443181753,123,123
 b9788dfe,float32,5000,5000,10,0.0128,sklearn-torch-dispatch,cuda,,randomized,auto,QR,32,Intel(R) Xeon(R) Silver 4214R CPU @ 2.40GHz,NVIDIA A100-PCIE-40GB,377,Linux,x86_64,4.18.0-394.el8.x86_64,2023-10-18,scikit-learn 1.4.dev0; torch 2.1.0,,0.0134834144264459,123,123
@@ -50,6 +56,7 @@ b9788dfe,float32,5000,5000,10,0.111,scikit-learn-intelex,gpu,level_zero,randomiz
 b9788dfe,float32,5000,5000,10,0.113,scikit-learn-intelex,cpu,numpy,randomized,auto,LU,32,Intel(R) Xeon(R) Platinum 8480+,Intel(R) Data Center GPU Max 1100 (x4),504,Linux,x86_64,5.15.0-88-generic,2023-10-18,scikit-learn-intelex 2023.2.1,,0.0134834265336394,123,123
 b9788dfe,float32,5000,5000,10,0.175,scikit-learn,,,randomized,auto,LU,32,Intel(R) Xeon(R) Silver 4214R CPU @ 2.40GHz,NVIDIA A100-PCIE-40GB,377,Linux,x86_64,4.18.0-394.el8.x86_64,2023-10-18,scikit-learn 1.3.1,,0.0134834209457039,123,123
 b9788dfe,float32,5000,5000,10,0.217,scikit-learn-intelex,cpu,numpy,arpack,auto,,32,Intel(R) Xeon(R) Platinum 8480+,Intel(R) Data Center GPU Max 1100 (x4),504,Linux,x86_64,5.15.0-88-generic,2023-10-18,scikit-learn-intelex 2023.2.1,,0.0141243832185864,123,123
+b9788dfe,float32,5000,5000,10,0.219,sklearn-torch-dispatch,xpu,,randomized,auto,QR,32,Intel(R) Xeon(R) Platinum 8480+,Intel(R) Data Center GPU Max 1100 (x4),441,Linux,x86_64,5.15.0-88-generic,2023-10-24,scikit-learn 1.4.dev0; torch 1.13.0a0+git6c9b55e; ipex 1.13.120+xpu,,0.0134834125638008,123,123
 b9788dfe,float32,5000,5000,10,0.22,scikit-learn-intelex,gpu,level_zero,arpack,auto,,32,Intel(R) Xeon(R) Platinum 8480+,Intel(R) Data Center GPU Max 1100 (x4),504,Linux,x86_64,5.15.0-88-generic,2023-10-18,scikit-learn-intelex 2023.2.1,,0.0141243832185864,123,123
 b9788dfe,float32,5000,5000,10,0.336,cuml,gpu,,full,15,,32,Intel(R) Xeon(R) Silver 4214R CPU @ 2.40GHz,NVIDIA A100-PCIE-40GB,377,Linux,x86_64,4.18.0-394.el8.x86_64,2023-10-18,cuml 23.8.0,,0.014124384149909,123,123
 b9788dfe,float32,5000,5000,10,1.05,scikit-learn,,,arpack,auto,,32,Intel(R) Xeon(R) Silver 4214R CPU @ 2.40GHz,NVIDIA A100-PCIE-40GB,377,Linux,x86_64,4.18.0-394.el8.x86_64,2023-10-18,scikit-learn 1.3.1,,0.0141243822872638,123,123
@@ -58,4 +65,5 @@ b9788dfe,float32,5000,5000,10,1.84,scikit-learn-intelex,cpu,numpy,full,auto,,32,
 b9788dfe,float32,5000,5000,10,2.82,cuml,gpu,,jacobi,15,,32,Intel(R) Xeon(R) Silver 4214R CPU @ 2.40GHz,NVIDIA A100-PCIE-40GB,377,Linux,x86_64,4.18.0-394.el8.x86_64,2023-10-18,cuml 23.8.0,,0.0141118913888931,123,123
 b9788dfe,float32,5000,5000,10,3.67,sklearn-torch-dispatch,cuda,,full,auto,,32,Intel(R) Xeon(R) Silver 4214R CPU @ 2.40GHz,NVIDIA A100-PCIE-40GB,377,Linux,x86_64,4.18.0-394.el8.x86_64,2023-10-18,scikit-learn 1.4.dev0; torch 2.1.0,,0.0141220996156334,123,123
 b9788dfe,float32,5000,5000,10,6.64,sklearn-torch-dispatch,cpu,,full,auto,,32,Intel(R) Xeon(R) Silver 4214R CPU @ 2.40GHz,NVIDIA A100-PCIE-40GB,377,Linux,x86_64,4.18.0-394.el8.x86_64,2023-10-18,scikit-learn 1.4.dev0; torch 2.1.0,,0.0141243729740381,123,123
+b9788dfe,float32,5000,5000,10,7.88,sklearn-torch-dispatch,xpu,,full,auto,,32,Intel(R) Xeon(R) Platinum 8480+,Intel(R) Data Center GPU Max 1100 (x4),441,Linux,x86_64,5.15.0-88-generic,2023-10-24,scikit-learn 1.4.dev0; torch 1.13.0a0+git6c9b55e; ipex 1.13.120+xpu,,0.0141245322301983,123,123
 b9788dfe,float32,5000,5000,10,11.3,scikit-learn,,,full,auto,,32,Intel(R) Xeon(R) Silver 4214R CPU @ 2.40GHz,NVIDIA A100-PCIE-40GB,377,Linux,x86_64,4.18.0-394.el8.x86_64,2023-10-18,scikit-learn 1.3.1,,0.0141243785619735,123,123