Perceptron prediction

ml · machine_learning
Run integer-feature perceptron predictions across many samples.

🏆 Winner

pypy3-system with a warm median of 0.6584 ms — 2.02x faster than pyvorin-project-venv (50.4% quicker)

Adapter Comparison

Comparison chart for ml.perceptron_predict

Latest Results by Adapter

Adapter Warm median ms Warm mean ms Cold median ms Success
pypy3-system 🏆 0.6584 0.6514 3.6875 100%
pyvorin-project-venv 1.3270 1.5069 2.3814 100%
codon-system 1.4838 1.4800 1.4379 100%
cpython-system 11.9285 11.9426 12.4771 100%
graalpy-system 12.1592 13.8201 15.7993 100%

Trend Series

codon-system
small · 2 snapshots
Trend chart View trend →
cpython-system
small · 4 snapshots
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graalpy-system
small · 3 snapshots
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pypy3-system
small · 3 snapshots
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pyvorin-project-venv
small · 3 snapshots
Trend chart View trend →

Recent Snapshots

Recorded at Adapter Parameter set Warm median ms Success rate
2026-07-19 12:39:15.307284 pyvorin-project-venv small 1.3270 100%
2026-07-19 12:34:20.503353 pypy3-system small 0.6584 100%
2026-07-19 12:33:39.081108 graalpy-system small 12.1592 100%
2026-07-19 12:30:56.418578 cpython-system small 11.9285 100%
2026-07-19 12:29:38.007139 codon-system small 1.4838 100%
2026-07-19 09:17:44.671504 pyvorin-project-venv small 1.3387 100%
2026-07-19 09:12:59.198342 pypy3-system small 0.6701 100%
2026-07-19 09:12:18.897430 graalpy-system small 16.2153 100%
2026-07-19 09:08:40.848183 cpython-system small 12.0320 100%
2026-07-19 09:05:33.082344 pypy3-system small 0.6619 100%
2026-07-19 09:04:52.025623 graalpy-system small 16.3623 100%
2026-07-19 09:02:15.146747 cpython-system small 12.0525 100%
2026-07-19 09:00:48.989845 codon-system small 0.0000 0%
2026-07-19 08:03:32.978204 pyvorin-project-venv small 1.2759 100%
2026-07-19 07:56:44.491056 cpython-system small 11.8870 100%