Matrix multiply

numerical · matrix_operation
Matrix multiply workload.

🏆 Winner

pypy3-system with a warm median of 0.5173 ms — 6.41x faster than codon-system (84.4% quicker)

Adapter Comparison

Comparison chart for numerical.matrix_multiply

Latest Results by Adapter

Adapter Warm median ms Warm mean ms Cold median ms Success
pyvorin-project-venv 🏆 0.0000 0.0000 0.0000 0%
pypy3-system 0.5173 0.5287 3.9856 100%
codon-system 3.3147 3.7801 3.3979 100%
cpython-system 5.4811 5.5861 5.3852 100%
graalpy-system 23.5363 24.2190 21.6924 100%

Trend Series

codon-system
small · 8 snapshots
Trend chart View trend →
cpython-system
small · 20 snapshots
Trend chart View trend →
graalpy-system
small · 9 snapshots
Trend chart View trend →
pypy3-system
small · 9 snapshots
Trend chart View trend →
pyvorin-project-venv
small · 19 snapshots
Trend chart View trend →

Recent Snapshots

Recorded at Adapter Parameter set Warm median ms Success rate
2026-07-19 12:39:15.142369 pyvorin-project-venv small 0.0000 0%
2026-07-19 12:34:20.379702 pypy3-system small 0.5173 100%
2026-07-19 12:33:38.957505 graalpy-system small 23.5363 100%
2026-07-19 12:30:56.286677 cpython-system small 5.4811 100%
2026-07-19 12:29:37.892963 codon-system small 3.3147 100%
2026-07-19 09:17:44.566181 pyvorin-project-venv small 0.0000 0%
2026-07-19 09:12:59.096692 pypy3-system small 0.4607 100%
2026-07-19 09:12:18.792524 graalpy-system small 27.6984 100%
2026-07-19 09:08:40.746080 cpython-system small 5.0570 100%
2026-07-19 09:05:32.996729 pypy3-system small 0.4498 100%
2026-07-19 09:04:51.938358 graalpy-system small 25.7298 100%
2026-07-19 09:02:15.060791 cpython-system small 4.9702 100%
2026-07-19 09:00:48.908946 codon-system small 0.0000 0%
2026-07-19 08:03:32.903918 pyvorin-project-venv small 0.0000 0%
2026-07-19 07:56:44.409266 cpython-system small 4.9900 100%
2026-07-19 07:46:57.845786 pyvorin-project-venv small 0.0000 0%
2026-07-19 07:43:34.908990 cpython-system small 5.0095 100%
2026-07-19 01:08:37.743519 pyvorin-project-venv small 0.0000 0%
2026-07-19 01:05:29.198863 cpython-system small 5.0189 100%
2026-07-19 00:53:31.177530 pyvorin-project-venv small 0.0000 0%
2026-07-19 00:50:21.173889 cpython-system small 5.0181 100%
2026-07-19 00:43:38.780739 pyvorin-project-venv small 0.0000 0%
2026-07-19 00:40:28.834896 cpython-system small 5.1917 100%
2026-07-19 00:30:42.946897 pyvorin-project-venv small 0.0000 0%
2026-07-19 00:27:30.512739 cpython-system small 4.9989 100%
2026-07-18 23:54:34.508451 pyvorin-project-venv small 0.0000 0%
2026-07-18 23:52:05.982597 cpython-system small 4.9215 100%
2026-07-18 23:51:29.076075 pyvorin-project-venv small 0.0000 0%
2026-07-18 23:50:43.311978 cpython-system small 4.8491 100%
2026-07-18 21:55:18.562380 codon-system small 0.0000 0%
2026-07-18 21:44:42.737831 pyvorin-project-venv small 0.0000 0%
2026-07-18 21:43:54.556834 cpython-system small 5.0658 100%
2026-07-18 21:38:47.044383 graalpy-system small 23.2718 100%
2026-07-18 21:38:31.412863 pypy3-system small 0.4785 100%
2026-07-18 21:38:27.035788 pyvorin-project-venv small 0.0000 0%
2026-07-18 21:38:03.120707 cpython-system small 5.0723 100%
2026-07-18 21:37:52.706188 pyvorin-project-venv small 0.0000 0%
2026-07-18 21:37:30.186417 cpython-system small 5.0010 100%
2026-07-18 21:37:15.713513 pyvorin-project-venv small 0.0000 0%
2026-07-18 21:37:07.129092 cpython-system small 5.3824 100%
2026-07-18 21:17:28.477492 pypy3-system small 0.4700 100%
2026-07-18 21:17:20.467635 graalpy-system small 29.3688 100%
2026-07-18 21:16:50.223088 codon-system small 0.0000 0%
2026-07-18 20:43:47.261246 pyvorin-project-venv small 0.0000 0%
2026-07-18 20:43:00.626365 cpython-system small 5.1272 100%
2026-07-18 18:05:32.639780 pyvorin-project-venv small 0.0000 0%
2026-07-18 18:05:21.421668 codon-system small 3.3265 100%
2026-07-18 18:04:46.500857 graalpy-system small 19.5601 100%
2026-07-18 18:04:39.794866 pypy3-system small 0.5126 100%
2026-07-18 18:04:38.072100 cpython-system small 4.9514 100%
2026-07-18 17:46:38.944484 pyvorin-project-venv small 0.0000 0%
2026-07-18 17:46:28.348458 codon-system small 3.3838 100%
2026-07-18 17:45:54.402949 graalpy-system small 24.4626 100%
2026-07-18 17:45:47.716463 pypy3-system small 0.5093 100%
2026-07-18 17:45:45.723694 cpython-system small 4.9970 100%
2026-07-18 17:43:40.496662 pyvorin-project-venv small 0.0000 0%
2026-07-18 17:43:29.648868 codon-system small 3.2708 100%
2026-07-18 17:42:55.134626 graalpy-system small 19.7362 100%
2026-07-18 17:42:48.545530 pypy3-system small 0.5333 100%
2026-07-18 17:42:46.771246 cpython-system small 4.9829 100%
2026-07-18 17:38:06.430580 pyvorin-project-venv small 0.0000 0%
2026-07-18 17:37:54.982573 codon-system small 3.5421 100%
2026-07-18 17:37:20.682401 graalpy-system small 25.6674 100%
2026-07-18 17:37:12.549350 pypy3-system small 0.5692 100%
2026-07-18 17:37:10.175793 cpython-system small 5.1216 100%