MLCommons Algorithmic Efficiency is a benchmark and competition measuring neural network training speedups due to algorithmic improvements in both training algorithms and models.
active 2024-01-25 → 2026-05-11 (UTC)
Activity over time
Daily event counts in the loaded window
Line chart, 838 days from 2024-01-25 to 2026-05-11. Pushes: 541 total, peak 26 in a day. Pull requests: 242 total, peak 15 in a day. Issues: 58 total, peak 5 in a day. Comments: 274 total, peak 14 in a day. Stars: 78 total, peak 3 in a day.
- Pushes
- Pull requests
- Issues
- Comments
- Stars
Stars, PRs, issues and forks are under-captured in the later part of this window. GH Archive progressively stopped capturing non-push events during 2026 — −95% or worse by the end of the window. Every series here except Pushes fades for that reason, so a decline above reflects the archive, not this repository. Pushes stay reliable throughout, so read them, and the contributor counts derived from them, as the real signal. Data health has the measurements.
Top contributors
Pushes, PRs, issues, reviews and comments — stars and forks excluded, so this is contribution rather than popularity
| Contributor | Contributions | Pushes | PRs | Comments |
|---|---|---|---|---|
| priyakasimbeg | 838 | 475 | 198 | 95 |
| github-actions[bot] | 116 | 0 | 0 | 116 |
| rka97 | 40 | 29 | 6 | 4 |
| init-22 | 30 | 10 | 6 | 10 |
| Niccolo-Ajroldi | 20 | 0 | 9 | 9 |
| pomonam | 20 | 13 | 3 | 4 |
| aahladc | 12 | 11 | 1 | 0 |
| davidtweedle | 10 | 0 | 2 | 8 |
| alex77g2 | 9 | 0 | 0 | 5 |
| fsschneider | 8 | 0 | 3 | 4 |
| georgedahl | 7 | 0 | 0 | 1 |
| tfaod | 7 | 0 | 2 | 2 |
| hjmshi | 6 | 0 | 0 | 1 |
| Naeemkh | 5 | 2 | 1 | 0 |
| runame | 5 | 0 | 4 | 0 |
| anana10c | 4 | 0 | 0 | 3 |
| chandramouli-sastry | 4 | 0 | 3 | 1 |
| adefazio | 3 | 0 | 0 | 3 |
| harneet862 | 2 | 0 | 2 | 0 |
| EIFY | 2 | 0 | 0 | 2 |
Recent activity
Latest issues, pull requests and releases
- Issue comment#924wyfEmma2026-05-10 20:51librispeech deepspeech validation loss differs between pytorch and jax, but wer aligns
- Issue#924wyfEmma2026-05-09 23:33librispeech deepspeech validation loss differs between pytorch and jax, but wer aligns
- Pull request#922aahladc2026-04-02 23:27
- Issue comment#920github-actions[bot]2026-03-27 03:11update optax version to include schedule free adamw lib
- Pull request#912Niccolo-Ajroldi2026-02-11 21:49
- Pull request#912Niccolo-Ajroldi2026-02-11 21:27
- Pull request#909priyakasimbeg2026-02-07 05:38
- Pull request#908priyakasimbeg2026-02-07 05:36
- Pull request#907rka972026-02-07 05:29
- Pull request#907rka972026-02-05 23:18
- Pull request#907rka972026-02-05 23:18
- Issue comment#906github-actions[bot]2026-02-03 07:06add bsz for fwedu to reference algorithms for regression tests
- Issue comment#853Snehithkumarmatte2026-01-30 16:23Optimize Git Hook Configuration
- Issue comment#904github-actions[bot]2026-01-30 00:12Dev -> main
- Pull request#903priyakasimbeg2026-01-30 00:06
- Issue comment#903github-actions[bot]2026-01-30 00:06clean up
- Issue comment#902github-actions[bot]2026-01-29 04:58Lm workload tf32
- Pull request#893priyakasimbeg2026-01-29 04:54
- Issue comment#900priyakasimbeg2026-01-29 03:51LM Workload TF32
- Pull request#900priyakasimbeg2026-01-29 03:29
- Pull request#898priyakasimbeg2026-01-20 19:49
- Pull request#897rka972026-01-12 04:26
- Pull request#897rka972026-01-12 04:26
- Issue comment#896rka972026-01-12 04:22Unify resnet dataloader pipeline
- Issue comment#896priyakasimbeg2026-01-10 00:09Unify resnet dataloader pipeline
Totals cover only the window loaded into ClickHouse and count events, not GitHub's lifetime totals — 78 stars here means stars gained during the window, not the repo's star count.