[MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving
active 2024-01-02 → 2026-02-15 (UTC)
Activity over time
Daily event counts in the loaded window
Line chart, 776 days from 2024-01-02 to 2026-02-15. Pushes: 5 total, peak 1 in a day. Pull requests: 7 total, peak 2 in a day. Issues: 24 total, peak 2 in a day. Comments: 37 total, peak 9 in a day. Stars: 206 total, peak 32 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 |
|---|---|---|---|---|
| happierpig | 36 | 4 | 3 | 21 |
| cylinbao | 8 | 1 | 2 | 3 |
| mxjyst | 6 | 0 | 0 | 3 |
| priscilla-pan | 5 | 0 | 0 | 3 |
| cat538 | 3 | 0 | 0 | 1 |
| jimmy-adams | 3 | 0 | 0 | 1 |
| irasin | 2 | 0 | 0 | 1 |
| cokeshao | 2 | 0 | 0 | 1 |
| shadowpa0327 | 2 | 0 | 2 | 0 |
| wlll123456 | 2 | 0 | 0 | 0 |
| lisuying214 | 2 | 0 | 0 | 1 |
| rhway666 | 1 | 0 | 0 | 0 |
| LapshinA | 1 | 0 | 0 | 1 |
| SherrySwift | 1 | 0 | 0 | 1 |
| FlyFoxPlayer | 1 | 0 | 0 | 0 |
| MrDoghead | 1 | 0 | 0 | 0 |
Recent activity
Latest issues, pull requests and releases
- Issue comment#26LapshinA2024-12-27 12:32Doing text generation with Atom quantized model
- Issue#26rhway6662024-12-22 21:37Doing text generation with Atom quantized model
- Issue comment#25happierpig2024-10-18 18:36kernel optimized for A100
- Issue comment#25lisuying2142024-10-18 11:16kernel optimized for A100
- Issue#25lisuying2142024-10-12 06:46kernel optimized for A100
- Issue comment#24happierpig2024-09-27 18:25e2e demonstration for bigger models
- Issue comment#23happierpig2024-09-07 05:28Question about KV Cache quantization
- Issue comment#23SherrySwift2024-09-07 03:34Question about KV Cache quantization
- Issue comment#23happierpig2024-09-06 16:28Question about KV Cache quantization
- Issue comment#22cokeshao2024-08-02 11:11Quention about end-to-end efficiency evaluation of Atom
- Issue#22cokeshao2024-08-02 11:11Quention about end-to-end efficiency evaluation of Atom
- Issue#21wlll1234562024-07-30 06:40Is it possible to add support for other models?
- Issue comment#21happierpig2024-07-30 06:37Is it possible to add support for other models?
- Issue#21wlll1234562024-07-30 06:28Is it possible to add support for other models?
- Issue#20cat5382024-07-18 06:07Question about the synchronazation in low-precision kernel
- Issue comment#20cat5382024-07-18 06:06Question about the synchronazation in low-precision kernel
- Issue comment#20happierpig2024-07-18 06:02Question about the synchronazation in low-precision kernel
- Issue#20cat5382024-07-18 05:29Question about the synchronazation kernel
- Issue comment#18jimmy-adams2024-07-17 05:59LLM model load hanging problem
- Issue#18jimmy-adams2024-07-17 05:59LLM model load hanging problem
- Issue comment#18happierpig2024-07-02 05:59LLM model load hanging problem
- Issue comment#19happierpig2024-07-02 05:57TypeError: QLlamaDecoderLayer.forward() got an unexpected keyword argument 'cache_position'
- Issue#18jimmy-adams2024-06-27 02:59LLM model load hanging problem
- Issue comment#17happierpig2024-05-28 01:33Question regarding the efficiency evaluation
- Issue#17happierpig2024-05-15 01:13Question regarding the efficiency evaluation
Totals cover only the window loaded into ClickHouse and count events, not GitHub's lifetime totals — 206 stars here means stars gained during the window, not the repo's star count.