From 934460286c30eed7add9ad6ca42e0a1361efb78e Mon Sep 17 00:00:00 2001
From: Franck Charras <29153872+fcharras@users.noreply.github.com>
Date: Wed, 17 Jan 2024 13:37:45 +0100
Subject: [PATCH] Update results (wip: cuml missing)

---
 benchmarks/ridge/consolidate_result_csv.py    |   1 +
 .../benchopt_run_2024-01-15_19h50m23.parquet  | Bin 33882 -> 0 bytes
 .../benchopt_run_2024-01-15_20h06m24.parquet  | Bin 33618 -> 0 bytes
 .../benchopt_run_2024-01-16_14h54m53.parquet  | Bin 34246 -> 0 bytes
 .../benchopt_run_2024-01-16_16h08m16.parquet  | Bin 34664 -> 0 bytes
 .../benchopt_run_2024-01-17_12h14m29.parquet  | Bin 0 -> 36368 bytes
 .../benchopt_run_2024-01-17_13h01m18.parquet  | Bin 0 -> 34214 bytes
 benchmarks/ridge/results.csv                  | 126 ++++++++++--------
 8 files changed, 74 insertions(+), 53 deletions(-)
 delete mode 100644 benchmarks/ridge/outputs/benchopt_run_2024-01-15_19h50m23.parquet
 delete mode 100644 benchmarks/ridge/outputs/benchopt_run_2024-01-15_20h06m24.parquet
 delete mode 100644 benchmarks/ridge/outputs/benchopt_run_2024-01-16_14h54m53.parquet
 delete mode 100644 benchmarks/ridge/outputs/benchopt_run_2024-01-16_16h08m16.parquet
 create mode 100644 benchmarks/ridge/outputs/benchopt_run_2024-01-17_12h14m29.parquet
 create mode 100644 benchmarks/ridge/outputs/benchopt_run_2024-01-17_13h01m18.parquet

diff --git a/benchmarks/ridge/consolidate_result_csv.py b/benchmarks/ridge/consolidate_result_csv.py
index 76cf2de..dc15978 100644
--- a/benchmarks/ridge/consolidate_result_csv.py
+++ b/benchmarks/ridge/consolidate_result_csv.py
@@ -174,6 +174,7 @@
     objective_dataset_param_n_samples=NB_DATA_SAMPLES,
     objective_dataset_param_n_features=NB_DATA_FEATURES,
     objective_dataset_param_n_targets=NB_DATA_TARGETS,
+    objective_objective_param_alpha=REGULARIZATION_STRENGTH,
     objective_dataset_param_dtype=DTYPE,
     objective_dataset_param_random_state=DATA_RANDOM_STATE,
     objective_objective_param_random_state=SOLVER_RANDOM_STATE,
diff --git a/benchmarks/ridge/outputs/benchopt_run_2024-01-15_19h50m23.parquet b/benchmarks/ridge/outputs/benchopt_run_2024-01-15_19h50m23.parquet
deleted file mode 100644
index 9ed915ec471ae2ed587f60abdf3cc130caca8f82..0000000000000000000000000000000000000000
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diff --git a/benchmarks/ridge/results.csv b/benchmarks/ridge/results.csv
index 9df6e45..270518c 100644
--- a/benchmarks/ridge/results.csv
+++ b/benchmarks/ridge/results.csv
@@ -1,53 +1,73 @@
-Benchmark id,Dtype,Nb data samples,Nb data features,Nb data targets,Walltime,Backend provider,Compute device,Compute runtime,Solver,Nb cpus,Cpu name,Gpu name,RAM (GB),Platform,Platform architecture,Platform release,Run date,Version info,Comment,Result nb iterations,Result objective value,Data random state,Solver random state
-3a327106,float32,5000000,100,1,0.306,scikit-learn-intelex,cpu,,???,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-16,scikit-learn-intelex 2024.0.1,,,4.506280786401367,123,123
-3a327106,float32,5000000,100,1,0.735,sklearn-torch-dispatch,cuda,,svd,32,AMD EPYC 7302 16-Core Processor,NVIDIA A100-PCIE-40GB,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-16,scikit-learn 1.5.dev0; torch 2.1.0.post300,,,4.506280786413193,123,123
-3a327106,float32,5000000,100,1,1.37,cuml,gpu,,svd,32,AMD EPYC 7502 32-Core Processor,NVIDIA A100-PCIE-40GB,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-15,scikit-learn 1.3.2,,,4.506280786409378,123,123
-3a327106,float32,5000000,100,1,1.73,scikit-learn,,,cholesky,32,AMD EPYC 7402 24-Core Processor,,1008,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-15,scikit-learn 1.3.2,,,4.506297986368179,123,123
-3a327106,float32,5000000,100,1,4.3,scikit-learn,,,lsqr,32,AMD EPYC 7402 24-Core Processor,,1008,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-15,scikit-learn 1.3.2,,25,4.506297986381912,123,123
-3a327106,float32,5000000,100,1,5.56,sklearn-torch-dispatch,cpu,,svd,32,AMD EPYC 7302 16-Core Processor,NVIDIA A100-PCIE-40GB,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-16,scikit-learn 1.5.dev0; torch 2.1.0.post300,,,4.506281586742783,123,123
-3a327106,float32,5000000,100,1,13.7,scikit-learn,,,svd,32,AMD EPYC 7402 24-Core Processor,,1008,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-15,scikit-learn 1.3.2,,,4.506297186405945,123,123
-9bd2a256,float32,5000000,100,10,0.26,scikit-learn-intelex,cpu,,???,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-16,scikit-learn-intelex 2024.0.1,,,2.079804933099976,123,123
-9bd2a256,float32,5000000,100,10,0.74,sklearn-torch-dispatch,cuda,,svd,32,AMD EPYC 7302 16-Core Processor,NVIDIA A100-PCIE-40GB,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-16,scikit-learn 1.5.dev0; torch 2.1.0.post300,,,2.0798047731054687,123,123
-9bd2a256,float32,5000000,100,10,1.93,scikit-learn,,,cholesky,32,AMD EPYC 7402 24-Core Processor,,1008,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-15,scikit-learn 1.3.2,,,2.079808773100586,123,123
-9bd2a256,float32,5000000,100,10,5.78,sklearn-torch-dispatch,cpu,,svd,32,AMD EPYC 7302 16-Core Processor,NVIDIA A100-PCIE-40GB,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-16,scikit-learn 1.5.dev0; torch 2.1.0.post300,,,2.0798046132958983,123,123
-9bd2a256,float32,5000000,100,10,14.9,scikit-learn,,,svd,32,AMD EPYC 7402 24-Core Processor,,1008,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-15,scikit-learn 1.3.2,,,2.079808933101807,123,123
-9bd2a256,float32,5000000,100,10,37.2,scikit-learn,,,lsqr,32,AMD EPYC 7402 24-Core Processor,,1008,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-15,scikit-learn 1.3.2,,25,2.07980909309967,123,123
-a9a05f25,float32,5000000,10,1,0.0273,scikit-learn-intelex,cpu,,???,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-16,scikit-learn-intelex 2024.0.1,,,0.0251269475670009,123,123
-a9a05f25,float32,5000000,10,1,0.0324,sklearn-torch-dispatch,cuda,,svd,32,AMD EPYC 7302 16-Core Processor,NVIDIA A100-PCIE-40GB,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-16,scikit-learn 1.5.dev0; torch 2.1.0.post300,,,0.0251269460045129,123,123
-a9a05f25,float32,5000000,10,1,0.131,cuml,gpu,,svd,32,AMD EPYC 7502 32-Core Processor,NVIDIA A100-PCIE-40GB,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-15,scikit-learn 1.3.2,,,0.0251269475669592,123,123
-a9a05f25,float32,5000000,10,1,0.245,scikit-learn,,,cholesky,32,AMD EPYC 7402 24-Core Processor,,1008,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-15,scikit-learn 1.3.2,,,0.02512695694184,123,123
-a9a05f25,float32,5000000,10,1,0.527,sklearn-torch-dispatch,cpu,,svd,32,AMD EPYC 7302 16-Core Processor,NVIDIA A100-PCIE-40GB,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-16,scikit-learn 1.5.dev0; torch 2.1.0.post300,,,0.0251269460045427,123,123
-a9a05f25,float32,5000000,10,1,0.796,scikit-learn,,,svd,32,AMD EPYC 7402 24-Core Processor,,1008,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-15,scikit-learn 1.3.2,,,0.025126958504486,123,123
-a9a05f25,float32,5000000,10,1,0.842,scikit-learn,,,lsqr,32,AMD EPYC 7402 24-Core Processor,,1008,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-15,scikit-learn 1.3.2,,25,0.025126955379498,123,123
-ffd32c2e,float32,5000000,10,10,0.0375,sklearn-torch-dispatch,cuda,,svd,32,AMD EPYC 7302 16-Core Processor,NVIDIA A100-PCIE-40GB,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-16,scikit-learn 1.5.dev0; torch 2.1.0.post300,,,0.1351635653306007,123,123
-ffd32c2e,float32,5000000,10,10,0.0458,scikit-learn-intelex,cpu,,???,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-16,scikit-learn-intelex 2024.0.1,,,0.1351635853306198,123,123
-ffd32c2e,float32,5000000,10,10,0.441,scikit-learn,,,cholesky,32,AMD EPYC 7402 24-Core Processor,,1008,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-15,scikit-learn 1.3.2,,,0.1351636653292465,123,123
-ffd32c2e,float32,5000000,10,10,0.688,sklearn-torch-dispatch,cpu,,svd,32,AMD EPYC 7302 16-Core Processor,NVIDIA A100-PCIE-40GB,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-16,scikit-learn 1.5.dev0; torch 2.1.0.post300,,,0.1351635653207397,123,123
-ffd32c2e,float32,5000000,10,10,1.01,scikit-learn,,,svd,32,AMD EPYC 7402 24-Core Processor,,1008,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-15,scikit-learn 1.3.2,,,0.1351636653303528,123,123
-ffd32c2e,float32,5000000,10,10,7.28,scikit-learn,,,lsqr,32,AMD EPYC 7402 24-Core Processor,,1008,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-15,scikit-learn 1.3.2,,25,0.1351636553305053,123,123
-c49c3df8,float32,2000000,100,1,0.0924,scikit-learn-intelex,cpu,,???,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-16,scikit-learn-intelex 2024.0.1,,,2.283151841181755,123,123
-c49c3df8,float32,2000000,100,1,0.283,sklearn-torch-dispatch,cuda,,svd,32,AMD EPYC 7302 16-Core Processor,NVIDIA A100-PCIE-40GB,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-16,scikit-learn 1.5.dev0; torch 2.1.0.post300,,,2.28315184118557,123,123
-c49c3df8,float32,2000000,100,1,0.557,cuml,gpu,,svd,32,AMD EPYC 7502 32-Core Processor,NVIDIA A100-PCIE-40GB,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-15,scikit-learn 1.3.2,,,2.283151841176033,123,123
-c49c3df8,float32,2000000,100,1,0.727,scikit-learn,,,cholesky,32,AMD EPYC 7402 24-Core Processor,,1008,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-15,scikit-learn 1.3.2,,,2.283155591078758,123,123
-c49c3df8,float32,2000000,100,1,1.84,scikit-learn,,,lsqr,32,AMD EPYC 7402 24-Core Processor,,1008,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-15,scikit-learn 1.3.2,,25,2.283155091144562,123,123
-c49c3df8,float32,2000000,100,1,2.35,sklearn-torch-dispatch,cpu,,svd,32,AMD EPYC 7302 16-Core Processor,NVIDIA A100-PCIE-40GB,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-16,scikit-learn 1.5.dev0; torch 2.1.0.post300,,,2.2831518412952425,123,123
-c49c3df8,float32,2000000,100,1,5.62,scikit-learn,,,svd,32,AMD EPYC 7402 24-Core Processor,,1008,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-15,scikit-learn 1.3.2,,,2.2831550911808014,123,123
-1a8c391a,float32,2000000,100,10,0.0961,scikit-learn-intelex,cpu,,???,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-16,scikit-learn-intelex 2024.0.1,,,2.160555392794037,123,123
-1a8c391a,float32,2000000,100,10,0.282,sklearn-torch-dispatch,cuda,,svd,32,AMD EPYC 7302 16-Core Processor,NVIDIA A100-PCIE-40GB,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-16,scikit-learn 1.5.dev0; torch 2.1.0.post300,,,2.160555392803192,123,123
-1a8c391a,float32,2000000,100,10,0.779,scikit-learn,,,cholesky,32,AMD EPYC 7402 24-Core Processor,,1008,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-15,scikit-learn 1.3.2,,,2.160573592800904,123,123
-1a8c391a,float32,2000000,100,10,2.61,sklearn-torch-dispatch,cpu,,svd,32,AMD EPYC 7302 16-Core Processor,NVIDIA A100-PCIE-40GB,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-16,scikit-learn 1.5.dev0; torch 2.1.0.post300,,,2.16055519289856,123,123
-1a8c391a,float32,2000000,100,10,5.7,scikit-learn,,,svd,32,AMD EPYC 7402 24-Core Processor,,1008,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-15,scikit-learn 1.3.2,,,2.1605733927993773,123,123
-1a8c391a,float32,2000000,100,10,16.4,scikit-learn,,,lsqr,32,AMD EPYC 7402 24-Core Processor,,1008,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-15,scikit-learn 1.3.2,,25,2.1605733928001403,123,123
-e5684553,float32,5000,5000,1,0.166,scikit-learn,,,lsqr,32,AMD EPYC 7402 24-Core Processor,,1008,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-15,scikit-learn 1.3.2,,25,9.347395458984376,123,123
-e5684553,float32,5000,5000,1,0.541,scikit-learn,,,cholesky,32,AMD EPYC 7402 24-Core Processor,,1008,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-15,scikit-learn 1.3.2,,,2.45976669921875,123,123
-e5684553,float32,5000,5000,1,0.557,scikit-learn-intelex,cpu,,???,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-16,scikit-learn-intelex 2024.0.1,,,3.76711484375,123,123
-e5684553,float32,5000,5000,1,6.29,cuml,gpu,,svd,32,AMD EPYC 7502 32-Core Processor,NVIDIA A100-PCIE-40GB,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-15,scikit-learn 1.3.2,,,2.20544453125,123,123
-e5684553,float32,5000,5000,1,7.03,sklearn-torch-dispatch,cpu,,svd,32,AMD EPYC 7302 16-Core Processor,NVIDIA A100-PCIE-40GB,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-16,scikit-learn 1.5.dev0; torch 2.1.0.post300,,,3.76734375,123,123
-e5684553,float32,5000,5000,1,9.08,scikit-learn,,,svd,32,AMD EPYC 7402 24-Core Processor,,1008,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-15,scikit-learn 1.3.2,,,2.459914453125,123,123
-e5684553,float32,5000,5000,1,10.7,sklearn-torch-dispatch,cuda,,svd,32,AMD EPYC 7302 16-Core Processor,NVIDIA A100-PCIE-40GB,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-16,scikit-learn 1.5.dev0; torch 2.1.0.post300,,,3.76877265625,123,123
-7b05f2bf,float32,5000,5000,10,0.478,scikit-learn,,,cholesky,32,AMD EPYC 7402 24-Core Processor,,1008,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-15,scikit-learn 1.3.2,,,2.781028203125,123,123
-7b05f2bf,float32,5000,5000,10,0.532,scikit-learn-intelex,cpu,,???,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-16,scikit-learn-intelex 2024.0.1,,,2.74752203125,123,123
-7b05f2bf,float32,5000,5000,10,1.22,scikit-learn,,,lsqr,32,AMD EPYC 7402 24-Core Processor,,1008,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-15,scikit-learn 1.3.2,,25,9.960193984375,123,123
-7b05f2bf,float32,5000,5000,10,6.82,sklearn-torch-dispatch,cpu,,svd,32,AMD EPYC 7302 16-Core Processor,NVIDIA A100-PCIE-40GB,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-16,scikit-learn 1.5.dev0; torch 2.1.0.post300,,,2.747505859375,123,123
-7b05f2bf,float32,5000,5000,10,9.23,scikit-learn,,,svd,32,AMD EPYC 7402 24-Core Processor,,1008,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-15,scikit-learn 1.3.2,,,2.781131640625,123,123
-7b05f2bf,float32,5000,5000,10,10.7,sklearn-torch-dispatch,cuda,,svd,32,AMD EPYC 7302 16-Core Processor,NVIDIA A100-PCIE-40GB,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-16,scikit-learn 1.5.dev0; torch 2.1.0.post300,,,2.747708828125,123,123
+Benchmark id,Dtype,Nb data samples,Nb data features,Nb data targets,Regularization strength,Walltime,Backend provider,Compute device,Compute runtime,Solver,Nb cpus,Cpu name,Gpu name,RAM (GB),Platform,Platform architecture,Platform release,Run date,Version info,Comment,Result nb iterations,Result objective value,Data random state,Solver random state
+cbe96b03,float32,10000000,100,1,1.0,0.563,scikit-learn-intelex,cpu,,DefaultDense,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-17,scikit-learn-intelex 2024.0.1,,,3.105119922031021,123,123
+cbe96b03,float32,10000000,100,1,1.0,0.79,sklearn-torch-dispatch,cuda,,svd,32,AMD EPYC 7402 24-Core Processor,NVIDIA A100-PCIE-40GB,1008,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-17,scikit-learn 1.5.dev0; torch 2.1.0.post300,,,3.10511992203598,123,123
+cbe96b03,float32,10000000,100,1,1.0,3.42,scikit-learn,,,cholesky,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-17,scikit-learn 1.5.dev0,,,3.1051197220314024,123,123
+cbe96b03,float32,10000000,100,1,1.0,5.96,scikit-learn,,,lsqr,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-17,scikit-learn 1.5.dev0,,17,3.105119122049713,123,123
+cbe96b03,float32,10000000,100,1,1.0,8.91,sklearn-torch-dispatch,cpu,,svd,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-17,scikit-learn 1.5.dev0; torch 2.1.0.post300,,,3.1051209226127625,123,123
+cbe96b03,float32,10000000,100,1,1.0,52.7,scikit-learn,,,svd,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-17,scikit-learn 1.5.dev0,,,3.105120122029496,123,123
+f976a4f8,float32,10000000,100,1,1e-10,0.408,scikit-learn-intelex,cpu,,DefaultDense,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-17,scikit-learn-intelex 2024.0.1,,,3.1051164000000004,123,123
+f976a4f8,float32,10000000,100,1,1e-10,0.742,sklearn-torch-dispatch,cuda,,svd,32,AMD EPYC 7402 24-Core Processor,NVIDIA A100-PCIE-40GB,1008,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-17,scikit-learn 1.5.dev0; torch 2.1.0.post300,,,3.1051164000000004,123,123
+f976a4f8,float32,10000000,100,1,1e-10,3.45,scikit-learn,,,cholesky,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-17,scikit-learn 1.5.dev0,,,3.1051164000000004,123,123
+f976a4f8,float32,10000000,100,1,1e-10,6.14,scikit-learn,,,lsqr,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-17,scikit-learn 1.5.dev0,,17,3.1051158000000005,123,123
+f976a4f8,float32,10000000,100,1,1e-10,9.2,sklearn-torch-dispatch,cpu,,svd,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-17,scikit-learn 1.5.dev0; torch 2.1.0.post300,,,3.1051176000000003,123,123
+f976a4f8,float32,10000000,100,1,1e-10,52.3,scikit-learn,,,svd,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-17,scikit-learn 1.5.dev0,,,3.1051168,123,123
+a9625843,float32,10000000,100,10,1.0,0.452,scikit-learn-intelex,cpu,,DefaultDense,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-17,scikit-learn-intelex 2024.0.1,,,2.692140948616333,123,123
+a9625843,float32,10000000,100,10,1.0,0.75,sklearn-torch-dispatch,cuda,,svd,32,AMD EPYC 7402 24-Core Processor,NVIDIA A100-PCIE-40GB,1008,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-17,scikit-learn 1.5.dev0; torch 2.1.0.post300,,,2.692140628620148,123,123
+a9625843,float32,10000000,100,10,1.0,3.94,scikit-learn,,,cholesky,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-17,scikit-learn 1.5.dev0,,,2.692140308622131,123,123
+a9625843,float32,10000000,100,10,1.0,9.93,sklearn-torch-dispatch,cpu,,svd,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-17,scikit-learn 1.5.dev0; torch 2.1.0.post300,,,2.6921425489894104,123,123
+a9625843,float32,10000000,100,10,1.0,48.9,scikit-learn,,,lsqr,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-17,scikit-learn 1.5.dev0,,18,2.6921428686135864,123,123
+a9625843,float32,10000000,100,10,1.0,52.8,scikit-learn,,,svd,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-17,scikit-learn 1.5.dev0,,,2.69214062861969,123,123
+8ed75954,float32,10000000,100,10,1e-10,0.44,scikit-learn-intelex,cpu,,DefaultDense,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-17,scikit-learn-intelex 2024.0.1,,,2.69213856,123,123
+8ed75954,float32,10000000,100,10,1e-10,0.749,sklearn-torch-dispatch,cuda,,svd,32,AMD EPYC 7402 24-Core Processor,NVIDIA A100-PCIE-40GB,1008,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-17,scikit-learn 1.5.dev0; torch 2.1.0.post300,,,2.69213824,123,123
+8ed75954,float32,10000000,100,10,1e-10,3.89,scikit-learn,,,cholesky,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-17,scikit-learn 1.5.dev0,,,2.69213792,123,123
+8ed75954,float32,10000000,100,10,1e-10,9.78,sklearn-torch-dispatch,cpu,,svd,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-17,scikit-learn 1.5.dev0; torch 2.1.0.post300,,,2.69214016,123,123
+8ed75954,float32,10000000,100,10,1e-10,48.6,scikit-learn,,,lsqr,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-17,scikit-learn 1.5.dev0,,18,2.69214048,123,123
+8ed75954,float32,10000000,100,10,1e-10,51.6,scikit-learn,,,svd,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-17,scikit-learn 1.5.dev0,,,2.69213824,123,123
+67d027a4,float32,10000000,10,1,1.0,0.0439,scikit-learn-intelex,cpu,,DefaultDense,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-17,scikit-learn-intelex 2024.0.1,,,0.5324485410551071,123,123
+67d027a4,float32,10000000,10,1,1.0,0.0531,sklearn-torch-dispatch,cuda,,svd,32,AMD EPYC 7402 24-Core Processor,NVIDIA A100-PCIE-40GB,1008,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-17,scikit-learn 1.5.dev0; torch 2.1.0.post300,,,0.5324485410553932,123,123
+67d027a4,float32,10000000,10,1,1.0,0.46,scikit-learn,,,cholesky,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-17,scikit-learn 1.5.dev0,,,0.5324485410561561,123,123
+67d027a4,float32,10000000,10,1,1.0,0.834,scikit-learn,,,lsqr,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-17,scikit-learn 1.5.dev0,,10,0.5324489910561084,123,123
+67d027a4,float32,10000000,10,1,1.0,0.86,sklearn-torch-dispatch,cpu,,svd,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-17,scikit-learn 1.5.dev0; torch 2.1.0.post300,,,0.5324485410661698,123,123
+67d027a4,float32,10000000,10,1,1.0,3,scikit-learn,,,svd,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-17,scikit-learn 1.5.dev0,,,0.5324485910551549,123,123
+4fe92f89,float32,10000000,10,1,1e-10,0.038,sklearn-torch-dispatch,cuda,,svd,32,AMD EPYC 7402 24-Core Processor,NVIDIA A100-PCIE-40GB,1008,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-17,scikit-learn 1.5.dev0; torch 2.1.0.post300,,,0.5324481,123,123
+4fe92f89,float32,10000000,10,1,1e-10,0.0495,scikit-learn-intelex,cpu,,DefaultDense,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-17,scikit-learn-intelex 2024.0.1,,,0.53244815,123,123
+4fe92f89,float32,10000000,10,1,1e-10,0.461,scikit-learn,,,cholesky,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-17,scikit-learn 1.5.dev0,,,0.53244815,123,123
+4fe92f89,float32,10000000,10,1,1e-10,0.847,scikit-learn,,,lsqr,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-17,scikit-learn 1.5.dev0,,10,0.53244855,123,123
+4fe92f89,float32,10000000,10,1,1e-10,0.855,sklearn-torch-dispatch,cpu,,svd,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-17,scikit-learn 1.5.dev0; torch 2.1.0.post300,,,0.5324481,123,123
+4fe92f89,float32,10000000,10,1,1e-10,2.97,scikit-learn,,,svd,32,AMD EPYC 7302 16-Core Processor,,503,Linux,x86_64,4.18.0-394.el8.x86_64,2024-01-17,scikit-learn 1.5.dev0,,,0.53244815,123,123
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