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- Snapshot: `20260618T133517Z`
- Generated: `2026-06-18T13:35:46Z`
- Activity window: `60d`
- Contributors: `106`
## Summary
| Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
| --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
| `sayakpaul` | [profile](https://github.com/sayakpaul) | no | MEMBER | 3507d | `2023-01-13T14:42:20Z` | 1060 | 134 | strong | moderate | low | extremely high recent PR volume |
| `DN6` | [profile](https://github.com/DN6) | no | MEMBER | 4403d | `2023-02-22T04:27:25Z` | 383 | 14 | strong | low | low | targets high-star repos |
| `yiyixuxu` | [profile](https://github.com/yiyixuxu) | no | MEMBER | 4019d | `2022-12-14T16:37:57Z` | 309 | 38 | strong | low | low | targets high-star repos |
| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2338d | `2023-02-22T18:18:22Z` | 215 | 6 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
| `hlky` | [profile](https://github.com/hlky) | no | CONTRIBUTOR | 1455d | `2022-08-22T10:44:45Z` | 150 | 84 | strong | moderate | low | high recent PR volume; no visible non-self stars |
| `linoytsaban` | [profile](https://github.com/linoytsaban) | no | MEMBER | 2390d | `2023-06-20T06:10:02Z` | 77 | 2 | mixed | low | low | high open PR share; targets high-star repos |
| `dg845` | [profile](https://github.com/dg845) | no | MEMBER | 2368d | `2023-03-22T05:10:45Z` | 70 | 8 | strong | low | low | no visible non-self stars; targets high-star repos |
| `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6611d | `2022-06-15T15:01:24Z` | 66 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
| `Ricardo-M-L` | [profile](https://github.com/Ricardo-M-L) | no | CONTRIBUTOR | 2123d | `2026-04-02T16:08:54Z` | 45 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
| `akshan-main` | [profile](https://github.com/akshan-main) | no | CONTRIBUTOR | 1603d | `2025-11-21T08:13:14Z` | 34 | 2 | mixed | low | low | high open PR share; targets high-star repos |
| `apolinario` | [profile](https://github.com/apolinario) | no | MEMBER | 5498d | `2022-07-20T09:48:08Z` | 32 | 31 | weak | low | low | high open PR share; targets high-star repos |
| `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1437d | `2022-11-29T08:44:19Z` | 27 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
| `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2023-12-20T21:14:21Z` | 26 | 0 | n/a | n/a | n/a | summary unavailable |
| `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | FIRST_TIME_CONTRIBUTOR | 46d | `2026-04-13T06:56:28Z` | 15 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
| `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 3038d | `2023-09-19T06:45:24Z` | 15 | 0 | mixed | moderate | low | targets high-star repos |
| `HaozheZhang6` | [profile](https://github.com/HaozheZhang6) | no | CONTRIBUTOR | 2679d | `2026-06-09T08:45:25Z` | 12 | 0 | mixed | moderate | low | — |
| `Dev-X25874` | [profile](https://github.com/Dev-X25874) | no | CONTRIBUTOR | 20d | `2026-05-12T02:45:59Z` | 11 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
| `Liauuu` | [profile](https://github.com/Liauuu) | no | FIRST_TIME_CONTRIBUTOR | 291d | `2026-06-13T16:59:29Z` | 6 | 0 | mixed | low | low | young account; high open PR share; targets high-star repos |
| `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-27T11:59:04Z` | 5 | 0 | n/a | n/a | n/a | summary unavailable |
| `wunianze666-netizen` | [profile](https://github.com/wunianze666-netizen) | no | FIRST_TIME_CONTRIBUTOR | 295d | `2026-06-08T14:18:35Z` | 5 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
| `taivu1998` | [profile](https://github.com/taivu1998) | no | FIRST_TIME_CONTRIBUTOR | 2693d | `2026-05-10T11:20:33Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5880d | `2026-05-13T07:23:25Z` | 4 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
| `TheChyeahhh` | [profile](https://github.com/TheChyeahhh) | no | FIRST_TIME_CONTRIBUTOR | 82d | `2026-05-29T21:09:17Z` | 4 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
| `gagandhakrey` | [profile](https://github.com/gagandhakrey) | no | CONTRIBUTOR | 2330d | `2026-06-01T10:21:42Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `jbbqqf` | [profile](https://github.com/jbbqqf) | no | FIRST_TIME_CONTRIBUTOR | 4301d | `2026-05-10T09:20:21Z` | 3 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share |
| `NazarKozak` | [profile](https://github.com/NazarKozak) | no | FIRST_TIME_CONTRIBUTOR | 4523d | `2026-04-25T06:35:12Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `asomoza` | [profile](https://github.com/asomoza) | no | MEMBER | 4641d | `2023-11-10T05:32:15Z` | 52 | 12 | weak | low | low | targets high-star repos |
| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3976d | `2025-01-20T00:59:08Z` | 14 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
| `azolotenkov` | [profile](https://github.com/azolotenkov) | no | CONTRIBUTOR | 1060d | `2025-03-04T13:58:31Z` | 7 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
| `zhtmike` | [profile](https://github.com/zhtmike) | no | CONTRIBUTOR | 4316d | `2026-03-17T08:08:13Z` | 6 | 3 | mixed | moderate | low | high recent PR volume |
| `RuixiangMa` | [profile](https://github.com/RuixiangMa) | no | CONTRIBUTOR | 3328d | `2026-04-02T17:19:18Z` | 6 | 0 | mixed | low | low | high recent PR volume |
| `songh11` | [profile](https://github.com/songh11) | no | CONTRIBUTOR | 2002d | `2024-12-05T09:11:19Z` | 3 | 5 | strong | low | low | targets high-star repos |
| `SamuelTallet` | [profile](https://github.com/SamuelTallet) | no | CONTRIBUTOR | 3048d | `2026-04-18T22:26:11Z` | 2 | 4 | mixed | low | low | — |
| `Boffee` | [profile](https://github.com/Boffee) | no | FIRST_TIME_CONTRIBUTOR | 4284d | `2026-06-11T01:41:27Z` | 2 | 1 | mixed | low | low | high open PR share; targets high-star repos |
| `feice-huang` | [profile](https://github.com/feice-huang) | no | CONTRIBUTOR | 1479d | `2026-04-22T10:38:45Z` | 2 | 1 | strong | low | low | targets high-star repos |
| `Ace3Z` | [profile](https://github.com/Ace3Z) | no | FIRST_TIME_CONTRIBUTOR | 2602d | `2026-05-24T21:27:06Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
| `adhavan18` | [profile](https://github.com/adhavan18) | no | FIRST_TIME_CONTRIBUTOR | 1585d | `2026-06-15T07:15:47Z` | 2 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
| `adityasingh2400` | [profile](https://github.com/adityasingh2400) | no | NONE | 2321d | `2026-05-21T11:20:08Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
| `atharvajoshi10` | [profile](https://github.com/atharvajoshi10) | no | CONTRIBUTOR | 3244d | `2026-05-27T21:18:03Z` | 2 | 0 | strong | low | low | targets high-star repos |
| `cartesian-plane` | [profile](https://github.com/cartesian-plane) | no | FIRST_TIME_CONTRIBUTOR | 1778d | `2026-04-25T09:38:56Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `Enderfga` | [profile](https://github.com/Enderfga) | no | CONTRIBUTOR | 2011d | `2023-05-08T05:27:53Z` | 2 | 0 | strong | moderate | low | high recent PR volume |
| `gueraf` | [profile](https://github.com/gueraf) | no | FIRST_TIME_CONTRIBUTOR | 4102d | `2026-04-27T22:38:24Z` | 2 | 0 | strong | moderate | low | — |
| `Jefsky` | [profile](https://github.com/Jefsky) | no | FIRST_TIME_CONTRIBUTOR | 4418d | `2026-05-28T08:16:01Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
| `RobbinMarcus` | [profile](https://github.com/RobbinMarcus) | no | CONTRIBUTOR | 4718d | `2026-05-03T18:15:59Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `terarachang` | [profile](https://github.com/terarachang) | no | CONTRIBUTOR | 3934d | `2026-04-28T06:39:25Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `xodn348` | [profile](https://github.com/xodn348) | no | NONE | 2380d | `2026-05-07T07:22:44Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share |
| `yzhautouskay` | [profile](https://github.com/yzhautouskay) | no | CONTRIBUTOR | 588d | `2026-05-28T11:20:40Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `zxuhan` | [profile](https://github.com/zxuhan) | no | FIRST_TIME_CONTRIBUTOR | 1020d | `2026-05-14T19:07:05Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
| `lawrence-cj` | [profile](https://github.com/lawrence-cj) | no | CONTRIBUTOR | 2459d | `2023-11-08T08:40:50Z` | 33 | 2 | strong | low | low | — |
| `rootonchair` | [profile](https://github.com/rootonchair) | no | CONTRIBUTOR | 3478d | `2023-12-27T03:24:34Z` | 24 | 8 | mixed | low | low | — |
| `Mr-Neutr0n` | [profile](https://github.com/Mr-Neutr0n) | no | FIRST_TIME_CONTRIBUTOR | 2234d | `2026-02-07T08:06:58Z` | 11 | 0 | weak | moderate | low | high open PR share |
| `DavidBert` | [profile](https://github.com/DavidBert) | no | CONTRIBUTOR | 4055d | `2025-09-26T15:01:33Z` | 8 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 871d | `2024-12-12T10:28:15Z` | 8 | 0 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
| `neo` | [profile](https://github.com/neo) | no | CONTRIBUTOR | 4253d | `2023-09-20T21:42:50Z` | 5 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `JingyaHuang` | [profile](https://github.com/JingyaHuang) | no | MEMBER | 2783d | `2022-11-03T10:27:59Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4981d | `2023-10-19T12:21:52Z` | 4 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
| `catwell` | [profile](https://github.com/catwell) | no | CONTRIBUTOR | 5921d | `2024-07-19T08:49:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `chinoll` | [profile](https://github.com/chinoll) | no | CONTRIBUTOR | 3525d | `2022-11-02T08:27:54Z` | 2 | 3 | weak | low | low | high open PR share; targets high-star repos |
| `WaterKnight1998` | [profile](https://github.com/WaterKnight1998) | no | CONTRIBUTOR | 2876d | `2024-01-11T10:06:01Z` | 2 | 2 | mixed | low | low | high open PR share; targets high-star repos |
| `luren55` | [profile](https://github.com/luren55) | no | FIRST_TIME_CONTRIBUTOR | 1599d | `2025-10-31T04:34:34Z` | 2 | 1 | mixed | low | low | high open PR share; targets high-star repos |
| `ivnvalex` | [profile](https://github.com/ivnvalex) | no | CONTRIBUTOR | 2629d | `2026-04-29T16:10:12Z` | 1 | 1 | strong | low | low | targets high-star repos |
| `LucasSte` | [profile](https://github.com/LucasSte) | no | FIRST_TIME_CONTRIBUTOR | 2976d | `2026-03-28T23:48:15Z` | 1 | 1 | mixed | moderate | low | high recent PR volume |
| `ramkumar27072006` | [profile](https://github.com/ramkumar27072006) | no | FIRST_TIME_CONTRIBUTOR | 543d | `2026-06-07T03:05:23Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
| `sjq66` | [profile](https://github.com/sjq66) | no | FIRST_TIME_CONTRIBUTOR | 1033d | `2026-06-10T12:14:31Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `TheLovesOfLadyPurple` | [profile](https://github.com/TheLovesOfLadyPurple) | no | FIRST_TIMER | 289d | `2026-06-05T00:38:29Z` | 1 | 1 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
| `ViktoriiaRomanova` | [profile](https://github.com/ViktoriiaRomanova) | no | CONTRIBUTOR | 1680d | `2026-04-08T09:26:22Z` | 1 | 1 | strong | low | low | targets high-star repos |
| `Zhu1116` | [profile](https://github.com/Zhu1116) | no | FIRST_TIMER | 2178d | `2025-05-30T08:21:12Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `abhay23-AI` | [profile](https://github.com/abhay23-AI) | no | FIRST_TIME_CONTRIBUTOR | 519d | `2026-06-17T17:25:14Z` | 1 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
| `archievi` | [profile](https://github.com/archievi) | no | FIRST_TIME_CONTRIBUTOR | 3995d | `2026-06-14T00:32:24Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
| `arieleli01212` | [profile](https://github.com/arieleli01212) | no | FIRST_TIME_CONTRIBUTOR | 407d | `2026-05-17T18:44:15Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
| `aryanmotgi` | [profile](https://github.com/aryanmotgi) | no | FIRST_TIME_CONTRIBUTOR | 1809d | `2026-05-22T02:15:07Z` | 1 | 0 | strong | high | medium | extremely high recent PR volume; broad repo spread |
| `ATOM00blue` | [profile](https://github.com/ATOM00blue) | no | FIRST_TIME_CONTRIBUTOR | 325d | `2026-05-22T01:48:23Z` | 1 | 0 | weak | very high | medium | young account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
| `botbikamordehai2-sketch` | [profile](https://github.com/botbikamordehai2-sketch) | no | FIRST_TIME_CONTRIBUTOR | 34d | `2026-05-28T18:12:27Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share |
| `Carlofkl` | [profile](https://github.com/Carlofkl) | no | CONTRIBUTOR | 2302d | `2026-05-27T06:16:54Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `ChinChyi` | [profile](https://github.com/ChinChyi) | no | FIRST_TIME_CONTRIBUTOR | 3098d | `2026-05-06T17:18:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `Chinmay1220` | [profile](https://github.com/Chinmay1220) | no | FIRST_TIME_CONTRIBUTOR | 1001d | `2026-06-13T16:50:00Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
| `CoderSATTY` | [profile](https://github.com/CoderSATTY) | no | FIRST_TIME_CONTRIBUTOR | 650d | `2026-05-23T06:54:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `david-PHR` | [profile](https://github.com/david-PHR) | no | CONTRIBUTOR | 1515d | `2026-04-30T08:17:26Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `discobot` | [profile](https://github.com/discobot) | no | FIRST_TIME_CONTRIBUTOR | 6068d | `2026-06-13T11:15:56Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
| `dparikh79` | [profile](https://github.com/dparikh79) | no | FIRST_TIME_CONTRIBUTOR | 2871d | `2026-05-16T22:41:41Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
| `HaoyuLi-Nova` | [profile](https://github.com/HaoyuLi-Nova) | no | FIRST_TIME_CONTRIBUTOR | 888d | `2026-04-24T15:24:20Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `hf-dependantbot-rollout[bot]` | [profile](https://github.com/hf-dependantbot-rollout[bot]) | no | CONTRIBUTOR | ?d | `2026-05-26T10:32:00Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
| `hoangperry` | [profile](https://github.com/hoangperry) | no | FIRST_TIME_CONTRIBUTOR | 2993d | `2026-05-17T09:23:14Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
| `islem-esi` | [profile](https://github.com/islem-esi) | no | FIRST_TIME_CONTRIBUTOR | 2315d | `2026-06-18T11:22:21Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
| `itzzdeep` | [profile](https://github.com/itzzdeep) | no | FIRST_TIME_CONTRIBUTOR | 2114d | `2026-05-11T21:21:31Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | FIRST_TIME_CONTRIBUTOR | 549d | `2026-05-24T23:05:02Z` | 1 | 0 | mixed | high | medium | broad repo spread; high open PR share |
| `JinLiIdeogram` | [profile](https://github.com/JinLiIdeogram) | no | NONE | 979d | `2026-05-11T18:57:43Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `liwd190019` | [profile](https://github.com/liwd190019) | no | CONTRIBUTOR | 1606d | `2025-02-04T05:11:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `lucasruan1618` | [profile](https://github.com/lucasruan1618) | no | FIRST_TIMER | 1078d | `2026-06-17T11:29:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `MaciejBalaNV` | [profile](https://github.com/MaciejBalaNV) | no | CONTRIBUTOR | 737d | `2026-06-10T13:21:27Z` | 1 | 0 | mixed | moderate | low | — |
| `michaelmanly` | [profile](https://github.com/michaelmanly) | no | FIRST_TIME_CONTRIBUTOR | 2469d | `2026-06-16T13:41:22Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
| `MukundaKatta` | [profile](https://github.com/MukundaKatta) | no | FIRST_TIME_CONTRIBUTOR | 1569d | `2026-04-25T18:34:23Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
| `nandanadileep` | [profile](https://github.com/nandanadileep) | no | FIRST_TIME_CONTRIBUTOR | 1413d | `2026-06-12T08:50:55Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
| `oab24413gmai` | [profile](https://github.com/oab24413gmai) | no | FIRST_TIME_CONTRIBUTOR | 46d | `2026-05-14T04:22:50Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
| `ooovenenoso` | [profile](https://github.com/ooovenenoso) | no | FIRST_TIME_CONTRIBUTOR | 1262d | `2026-05-24T12:21:28Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
| `porunov` | [profile](https://github.com/porunov) | no | FIRST_TIME_CONTRIBUTOR | 3755d | `2026-06-16T12:36:55Z` | 1 | 0 | weak | moderate | low | high open PR share |
| `Praanjaljain29` | [profile](https://github.com/Praanjaljain29) | no | FIRST_TIME_CONTRIBUTOR | 1089d | `2026-05-28T02:28:09Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `PreethamNoelP` | [profile](https://github.com/PreethamNoelP) | no | FIRST_TIME_CONTRIBUTOR | 1022d | `2026-06-10T00:04:40Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `ProgramerSalar` | [profile](https://github.com/ProgramerSalar) | no | FIRST_TIME_CONTRIBUTOR | 1646d | `2026-06-05T16:29:56Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `racyjelly` | [profile](https://github.com/racyjelly) | no | FIRST_TIMER | 1655d | `2026-04-23T14:40:30Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `rmatif` | [profile](https://github.com/rmatif) | no | CONTRIBUTOR | 2185d | `2026-05-12T16:24:51Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
| `rumitvn` | [profile](https://github.com/rumitvn) | no | FIRST_TIME_CONTRIBUTOR | 849d | `2026-06-14T17:28:45Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
| `Shreyas-jk` | [profile](https://github.com/Shreyas-jk) | no | FIRST_TIME_CONTRIBUTOR | 547d | `2026-05-08T23:19:21Z` | 1 | 0 | mixed | low | low | no visible non-self stars |
| `st7109` | [profile](https://github.com/st7109) | no | FIRST_TIMER | 2512d | `2026-05-28T13:25:48Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `waitingcheung` | [profile](https://github.com/waitingcheung) | no | CONTRIBUTOR | 4967d | `2026-04-23T05:54:56Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
| `xin3he` | [profile](https://github.com/xin3he) | no | CONTRIBUTOR | 1858d | `2026-03-04T11:16:34Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
## Contributors
### `sayakpaul`
- profile: [github.com/sayakpaul](https://github.com/sayakpaul)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asayakpaul)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asayakpaul)
- repo first seen: `2023-01-13T14:42:20Z`
- repo last seen: `2026-06-18T13:09:15Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **1194**
- snapshot authored PRs/issues: **1060 PRs / 134 issues**
- snapshot discussion activity: **8263 comments / 7088 reviews / 7370 review comments**
- account age: **3507 days**
- recent public PR activity: **101 PRs** (86 merged / 7 closed-unmerged / 8 open; merged rate **85%**, closed-unmerged rate **7%**, open rate **8%**)
- public orgs: `huggingface`, `all-things-vits`
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **extremely high recent PR volume**
Example artifacts:
- [PR #13976: [ci] don't remind model authors about linking issues/.](https://github.com/huggingface/diffusers/pull/13976) — closed
- [PR #13975: Fix model cuda tests](https://github.com/huggingface/diffusers/pull/13975) — open
- [PR #13974: [tests] port final set of model tests and others](https://github.com/huggingface/diffusers/pull/13974) — closed, merged
- [Issue #13869: fix underlying issue with `test_from_save_pretrained_dtype_inference` is that the `model.to(dtype)` cast at](https://github.com/huggingface/diffusers/issues/13869) — open
- [Issue #13713: Incorporate safetensors support to TorchAO](https://github.com/huggingface/diffusers/issues/13713) — closed
- [Issue #13475: QwenImage `has_neg_prompt` derivation](https://github.com/huggingface/diffusers/issues/13475) — closed
### `DN6`
- profile: [github.com/DN6](https://github.com/DN6)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ADN6)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ADN6)
- repo first seen: `2023-02-22T04:27:25Z`
- repo last seen: `2026-06-18T12:30:34Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **397**
- snapshot authored PRs/issues: **383 PRs / 14 issues**
- snapshot discussion activity: **1086 comments / 1537 reviews / 1219 review comments**
- account age: **4403 days**
- recent public PR activity: **12 PRs** (10 merged / 1 closed-unmerged / 1 open; merged rate **83%**, closed-unmerged rate **8%**, open rate **8%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13966: [WIP] Update `diffusers-cli` for agentic use](https://github.com/huggingface/diffusers/pull/13966) — open
- [PR #13852: [CI] Fix `torch_device` import in AutoencoderTesterMixin](https://github.com/huggingface/diffusers/pull/13852) — closed, merged
- [PR #13794: [WIP] Refactor Model Design](https://github.com/huggingface/diffusers/pull/13794) — open
- [Issue #13151: GGUF + `torch.compile` is not compatible with Hub Kernels](https://github.com/huggingface/diffusers/issues/13151) — open
- [Issue #12600: Add KV Cache for Autoregressive Inference](https://github.com/huggingface/diffusers/issues/12600) — open
- [Issue #10152: Diffusers Roadmap](https://github.com/huggingface/diffusers/issues/10152) — open
### `yiyixuxu`
- profile: [github.com/yiyixuxu](https://github.com/yiyixuxu)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ayiyixuxu)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ayiyixuxu)
- repo first seen: `2022-12-14T16:37:57Z`
- repo last seen: `2026-06-18T03:28:01Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **347**
- snapshot authored PRs/issues: **309 PRs / 38 issues**
- snapshot discussion activity: **2603 comments / 2966 reviews / 3636 review comments**
- account age: **4019 days**
- recent public PR activity: **11 PRs** (9 merged / 0 closed-unmerged / 2 open; merged rate **82%**, closed-unmerged rate **0%**, open rate **18%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13982: [.ai doc] Refine .ai attention-mask and component-mutation guidance](https://github.com/huggingface/diffusers/pull/13982) — open
- [PR #13968: keep the agent symlinks](https://github.com/huggingface/diffusers/pull/13968) — closed, merged
- [PR #13954: Make root PHILOSOPHY.md a symlink to the docs philosophy page](https://github.com/huggingface/diffusers/pull/13954) — closed, merged
- [Issue #12564: [Proposals Welcome] Fal Flashpack integration for faster model loading](https://github.com/huggingface/diffusers/issues/12564) — open
- [Issue #12257: [Looking for community contribution] support Wan 2.2 S2V: an audio-driven cinematic video generation model](https://github.com/huggingface/diffusers/issues/12257) — open
- [Issue #12222: [Contribution welcome] adding a fast test for Qwen-Image Controlnet Pipeline](https://github.com/huggingface/diffusers/issues/12222) — closed
### `stevhliu`
- profile: [github.com/stevhliu](https://github.com/stevhliu)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Astevhliu)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Astevhliu)
- repo first seen: `2023-02-22T18:18:22Z`
- repo last seen: `2026-06-15T15:36:47Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **221**
- snapshot authored PRs/issues: **215 PRs / 6 issues**
- snapshot discussion activity: **248 comments / 776 reviews / 1611 review comments**
- account age: **2338 days**
- recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
- public orgs: `huggingface`
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13830: [docs] add missing Returns sections to forward/__call__ docstrings](https://github.com/huggingface/diffusers/pull/13830) — closed, merged
- [PR #13771: [docs] remove pipeline examples section](https://github.com/huggingface/diffusers/pull/13771) — closed, merged
- [PR #13769: Fix missing forward/__call__ docstring entries](https://github.com/huggingface/diffusers/pull/13769) — closed, merged
- [Issue #7238: IP-Adapter masking](https://github.com/huggingface/diffusers/issues/7238) — closed
- [Issue #5380: [community pipeline] Mixture tiling](https://github.com/huggingface/diffusers/issues/5380) — closed
- [Issue #5379: [community pipeline] SpeechToImage](https://github.com/huggingface/diffusers/issues/5379) — closed
### `hlky`
- profile: [github.com/hlky](https://github.com/hlky)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahlky)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahlky)
- repo first seen: `2022-08-22T10:44:45Z`
- repo last seen: `2026-06-13T22:04:00Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **234**
- snapshot authored PRs/issues: **150 PRs / 84 issues**
- snapshot discussion activity: **559 comments / 418 reviews / 421 review comments**
- account age: **1455 days**
- recent public PR activity: **25 PRs** (19 merged / 0 closed-unmerged / 6 open; merged rate **76%**, closed-unmerged rate **0%**, open rate **24%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume; no visible non-self stars**
Example artifacts:
- [PR #13875: Add TorchAO disk group offload support](https://github.com/huggingface/diffusers/pull/13875) — open
- [PR #13719: Incorporate safetensors support to TorchAO](https://github.com/huggingface/diffusers/pull/13719) — closed, merged
- [PR #13695: Fix Stable Cascade review issues](https://github.com/huggingface/diffusers/pull/13695) — open
- [Issue #13656: [meta issue] Systematic model/pipeline review findings / tracking](https://github.com/huggingface/diffusers/issues/13656) — open
- [Issue #13655: `model_infrastructure` model/pipeline review](https://github.com/huggingface/diffusers/issues/13655) — open
- [Issue #13654: `model_unets_shared` model/pipeline review](https://github.com/huggingface/diffusers/issues/13654) — open
### `linoytsaban`
- profile: [github.com/linoytsaban](https://github.com/linoytsaban)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Alinoytsaban)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Alinoytsaban)
- repo first seen: `2023-06-20T06:10:02Z`
- repo last seen: `2026-06-17T13:48:00Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **79**
- snapshot authored PRs/issues: **77 PRs / 2 issues**
- snapshot discussion activity: **258 comments / 185 reviews / 146 review comments**
- account age: **2390 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13921: Add Ideogram4LoraLoaderMixin (LoRA loading for Ideogram4)](https://github.com/huggingface/diffusers/pull/13921) — closed, merged
- [PR #13919: Support loading non-diffusers Ideogram4 LoRA checkpoints](https://github.com/huggingface/diffusers/pull/13919) — closed, merged
- [PR #13788: [LTX 2.3] update docs](https://github.com/huggingface/diffusers/pull/13788) — closed, merged
- [Issue #11730: Add `--lora_alpha` and metadata handling in training scripts follow up](https://github.com/huggingface/diffusers/issues/11730) — closed
- [Issue #6546: PALP: Prompt Aligned Personalization of Text-to-Image Models 🖌️🔥](https://github.com/huggingface/diffusers/issues/6546) — closed
### `dg845`
- profile: [github.com/dg845](https://github.com/dg845)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adg845)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adg845)
- repo first seen: `2023-03-22T05:10:45Z`
- repo last seen: `2026-06-18T07:08:05Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **78**
- snapshot authored PRs/issues: **70 PRs / 8 issues**
- snapshot discussion activity: **384 comments / 1000 reviews / 853 review comments**
- account age: **2368 days**
- recent public PR activity: **2 PRs** (2 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13871: Create `TestHooks` generator on `torch_device`](https://github.com/huggingface/diffusers/pull/13871) — closed, merged
- [PR #13863: [tests] fix anyflow tests layerwise casting](https://github.com/huggingface/diffusers/pull/13863) — closed, merged
- [PR #13697: Fix GGUF to Work Better with `modules_to_not_convert` / `keep_in_fp32_modules`](https://github.com/huggingface/diffusers/pull/13697) — closed, merged
- [Issue #12079: API Suggestion: Expose Methods to Convert to Sample Prediction in Schedulers](https://github.com/huggingface/diffusers/issues/12079) — open
- [Issue #8547: Latent Consistency Model Possible Scaling Bug](https://github.com/huggingface/diffusers/issues/8547) — closed
- [Issue #6756: Handling LoRA Scale in the Legacy LoRA Implementation.](https://github.com/huggingface/diffusers/issues/6756) — closed
### `kashif`
- profile: [github.com/kashif](https://github.com/kashif)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Akashif)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Akashif)
- repo first seen: `2022-06-15T15:01:24Z`
- repo last seen: `2026-06-18T12:34:12Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **66**
- snapshot authored PRs/issues: **66 PRs / 0 issues**
- snapshot discussion activity: **214 comments / 165 reviews / 138 review comments**
- account age: **6611 days**
- recent public PR activity: **32 PRs** (18 merged / 3 closed-unmerged / 11 open; merged rate **56%**, closed-unmerged rate **9%**, open rate **34%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
- heuristic read: **high recent PR volume; broad repo spread**
Example artifacts:
- [PR #13986: [discrete diffusion] Add DiffusionGemma pipeline and schedulers](https://github.com/huggingface/diffusers/pull/13986) — open
- [PR #13699: [discrete diffusion] Add dflash pipeline](https://github.com/huggingface/diffusers/pull/13699) — open
- [PR #13698: [LLADA2] Fix llada2 review #13598](https://github.com/huggingface/diffusers/pull/13698) — closed, merged
### `Ricardo-M-L`
- profile: [github.com/Ricardo-M-L](https://github.com/Ricardo-M-L)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ARicardo-M-L)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ARicardo-M-L)
- repo first seen: `2026-04-02T16:08:54Z`
- repo last seen: `2026-06-01T08:48:01Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **45**
- snapshot authored PRs/issues: **45 PRs / 0 issues**
- snapshot discussion activity: **37 comments / 1 reviews / 1 review comments**
- account age: **2123 days**
- recent public PR activity: **281 PRs** (62 merged / 94 closed-unmerged / 125 open; merged rate **22%**, closed-unmerged rate **33%**, open rate **44%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
Example artifacts:
- [PR #13760: Fix FlowMatchEulerDiscreteScheduler double-shift in set_timesteps](https://github.com/huggingface/diffusers/pull/13760) — open
- [PR #13741: Route SanaTransformer2DModel.forward by time-embed type, not by guidance presence](https://github.com/huggingface/diffusers/pull/13741) — open
- [PR #13740: Raise ValueError instead of tearing down CUDA when AuraFlow latents exceed pos_embed_max_size](https://github.com/huggingface/diffusers/pull/13740) — open
### `akshan-main`
- profile: [github.com/akshan-main](https://github.com/akshan-main)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aakshan-main)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aakshan-main)
- repo first seen: `2025-11-21T08:13:14Z`
- repo last seen: `2026-06-18T01:51:18Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **36**
- snapshot authored PRs/issues: **34 PRs / 2 issues**
- snapshot discussion activity: **115 comments / 27 reviews / 27 review comments**
- account age: **1603 days**
- recent public PR activity: **17 PRs** (7 merged / 3 closed-unmerged / 7 open; merged rate **41%**, closed-unmerged rate **18%**, open rate **41%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13983: fix(bria_fibo): honor timesteps, fix edit num_images batching, add _no_split_modules, fix docstring](https://github.com/huggingface/diffusers/pull/13983) — open
- [PR #13981: fix(bria_fibo): fix guidance_embeds, prompt_embeds, tensor-image and multi-image crashes](https://github.com/huggingface/diffusers/pull/13981) — open
- [PR #13958: fix(flux): decouple modular flux from classic and qwenimage imports](https://github.com/huggingface/diffusers/pull/13958) — open
- [Issue #13439: HunyuanVideo 1.5 I2V image conditioning preprocessed at latent resolution instead of pixel resolution](https://github.com/huggingface/diffusers/issues/13439) — closed
- [Issue #13421: Add negative_prompt parameter to GLMImagePipeline](https://github.com/huggingface/diffusers/issues/13421) — closed
### `apolinario`
- profile: [github.com/apolinario](https://github.com/apolinario)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aapolinario)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aapolinario)
- repo first seen: `2022-07-20T09:48:08Z`
- repo last seen: `2026-06-04T04:45:23Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **63**
- snapshot authored PRs/issues: **32 PRs / 31 issues**
- snapshot discussion activity: **113 comments / 74 reviews / 65 review comments**
- account age: **5498 days**
- recent public PR activity: **5 PRs** (1 merged / 0 closed-unmerged / 4 open; merged rate **20%**, closed-unmerged rate **0%**, open rate **80%**)
- public orgs: `redelivre`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13861: Ideogram4 lora training](https://github.com/huggingface/diffusers/pull/13861) — open
- [PR #13860: Add structured prompt upsampling to Ideogram4](https://github.com/huggingface/diffusers/pull/13860) — closed, merged
- [PR #13859: Add Ideogram 4](https://github.com/huggingface/diffusers/pull/13859) — closed, merged
- [Issue #12159: LoRA loading compatibility with some Qwen Image LoRAs](https://github.com/huggingface/diffusers/issues/12159) — closed
- [Issue #11702: AccVid LoRA key error when loading with diffusers](https://github.com/huggingface/diffusers/issues/11702) — closed
- [Issue #9492: Add FLUX image-to-image to `AutoPipelineForImage2Image` ](https://github.com/huggingface/diffusers/issues/9492) — closed
### `jiqing-feng`
- profile: [github.com/jiqing-feng](https://github.com/jiqing-feng)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ajiqing-feng)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ajiqing-feng)
- repo first seen: `2022-11-29T08:44:19Z`
- repo last seen: `2026-06-11T03:07:39Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **31**
- snapshot authored PRs/issues: **27 PRs / 4 issues**
- snapshot discussion activity: **89 comments / 32 reviews / 32 review comments**
- account age: **1437 days**
- recent public PR activity: **35 PRs** (23 merged / 7 closed-unmerged / 5 open; merged rate **66%**, closed-unmerged rate **20%**, open rate **14%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume; targets high-star repos**
Example artifacts:
- [PR #13816: Use `device_map="auto"` in single file tests to support large models on limited GPU memory](https://github.com/huggingface/diffusers/pull/13816) — closed, merged
- [PR #13777: Fix OOM in WanAnimate BitsAndBytes Training Test](https://github.com/huggingface/diffusers/pull/13777) — closed, merged
- [PR #13776: Reduce FLUX int8 test peak memory with sequential offload](https://github.com/huggingface/diffusers/pull/13776) — open
- [Issue #13105: Wan-AI/Wan2.1-T2V-1.3B-Diffusers output noise](https://github.com/huggingface/diffusers/issues/13105) — closed
- [Issue #12975: AnimateDiffPipeline performance regression on CPU.](https://github.com/huggingface/diffusers/issues/12975) — closed
- [Issue #12632: stable_diffusion_xl_img2img failed due to dtype missmatch](https://github.com/huggingface/diffusers/issues/12632) — closed
### `dependabot[bot]`
- profile: [github.com/dependabot[bot]](https://github.com/dependabot[bot])
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adependabot%5Bbot%5D)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adependabot%5Bbot%5D)
- repo first seen: `2023-12-20T21:14:21Z`
- repo last seen: `2026-06-15T05:59:45Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **26**
- snapshot authored PRs/issues: **26 PRs / 0 issues**
- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
- account age: **? days**
- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
- public orgs: none visible
- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
- heuristic read: **summary unavailable**
- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'dependabot[bot]'."}]`
Example artifacts:
- [PR #13960: Bump the actions group across 1 directory with 16 updates](https://github.com/huggingface/diffusers/pull/13960) — open
- [PR #13916: Bump torch from 2.7.0 to 2.12.0 in /examples/server](https://github.com/huggingface/diffusers/pull/13916) — open
- [PR #13914: Bump torch from 2.2.0 to 2.12.0 in /examples/research_projects/realfill](https://github.com/huggingface/diffusers/pull/13914) — open
### `Anai-Guo`
- profile: [github.com/Anai-Guo](https://github.com/Anai-Guo)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AAnai-Guo)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AAnai-Guo)
- repo first seen: `2026-04-13T06:56:28Z`
- repo last seen: `2026-06-13T04:18:26Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **15**
- snapshot authored PRs/issues: **15 PRs / 0 issues**
- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
- account age: **46 days**
- recent public PR activity: **137 PRs** (35 merged / 57 closed-unmerged / 45 open; merged rate **26%**, closed-unmerged rate **42%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
- heuristic read: **very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
Example artifacts:
- [PR #13882: fix(tests): dtype-aware reference cast in test_from_save_pretrained_dtype_inference](https://github.com/huggingface/diffusers/pull/13882) — open
- [PR #13867: fix(cosmos2_5_predict): guard text safety check with isinstance like the video path](https://github.com/huggingface/diffusers/pull/13867) — open
- [PR #13791: fix(modeling_utils): rename shadowed `tuple` loop var in get_parameter_dtype (#13789)](https://github.com/huggingface/diffusers/pull/13791) — open
### `sywangyi`
- profile: [github.com/sywangyi](https://github.com/sywangyi)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asywangyi)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asywangyi)
- repo first seen: `2023-09-19T06:45:24Z`
- repo last seen: `2026-06-15T11:59:54Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **15**
- snapshot authored PRs/issues: **15 PRs / 0 issues**
- snapshot discussion activity: **34 comments / 13 reviews / 13 review comments**
- account age: **3038 days**
- recent public PR activity: **19 PRs** (13 merged / 3 closed-unmerged / 3 open; merged rate **68%**, closed-unmerged rate **16%**, open rate **16%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13892: fix test_pag_sdxl::StableDiffusionXLPAGPipelineIntegrationTests](https://github.com/huggingface/diffusers/pull/13892) — open
- [PR #13886: fix marigold depth failure in xpu and A100](https://github.com/huggingface/diffusers/pull/13886) — closed, merged
- [PR #13856: updatge the test marigold to make it pass in xpu](https://github.com/huggingface/diffusers/pull/13856) — closed, merged
### `HaozheZhang6`
- profile: [github.com/HaozheZhang6](https://github.com/HaozheZhang6)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AHaozheZhang6)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AHaozheZhang6)
- repo first seen: `2026-06-09T08:45:25Z`
- repo last seen: `2026-06-18T07:27:21Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **12**
- snapshot authored PRs/issues: **12 PRs / 0 issues**
- snapshot discussion activity: **14 comments / 1 reviews / 1 review comments**
- account age: **2679 days**
- recent public PR activity: **16 PRs** (11 merged / 2 closed-unmerged / 3 open; merged rate **69%**, closed-unmerged rate **12%**, open rate **19%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **—**
Example artifacts:
- [PR #13953: Add from_single_file support for HunyuanVideo15Transformer3DModel](https://github.com/huggingface/diffusers/pull/13953) — open
- [PR #13946: Add from_single_file support for SkyReelsV2 and ChronoEdit transformers](https://github.com/huggingface/diffusers/pull/13946) — open
- [PR #13944: ovis_image: fix guidance_scale / max_sequence_length / batched CFG / precomputed embeds + add pipeline test](https://github.com/huggingface/diffusers/pull/13944) — open
### `Dev-X25874`
- profile: [github.com/Dev-X25874](https://github.com/Dev-X25874)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ADev-X25874)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ADev-X25874)
- repo first seen: `2026-05-12T02:45:59Z`
- repo last seen: `2026-06-17T05:38:01Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **11**
- snapshot authored PRs/issues: **11 PRs / 0 issues**
- snapshot discussion activity: **14 comments / 1 reviews / 1 review comments**
- account age: **20 days**
- recent public PR activity: **106 PRs** (27 merged / 32 closed-unmerged / 47 open; merged rate **25%**, closed-unmerged rate **30%**, open rate **44%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
- heuristic read: **very new account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars**
Example artifacts:
- [PR #13973: Fix clip_skip being ignored for negative prompt embeddings in SDXL pipelines](https://github.com/huggingface/diffusers/pull/13973) — open
- [PR #13806: [fix] hooks/taylorseer_cache: fix off-by-one in post-warmup compute interval](https://github.com/huggingface/diffusers/pull/13806) — open
- [PR #13797: [DreamBooth SDXL LoRA] Apply SNR min-weighting to prior preservation loss when snr_gamma is set](https://github.com/huggingface/diffusers/pull/13797) — open
### `Liauuu`
- profile: [github.com/Liauuu](https://github.com/Liauuu)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ALiauuu)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ALiauuu)
- repo first seen: `2026-06-13T16:59:29Z`
- repo last seen: `2026-06-16T03:48:53Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **6**
- snapshot authored PRs/issues: **6 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **291 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **young account; high open PR share; targets high-star repos**
Example artifacts:
- [PR #13969: Fix CUDA synchronization bottleneck in LCMScheduler (#9485)](https://github.com/huggingface/diffusers/pull/13969) — open
- [PR #13964: fix(pipeline): preserve original pipeline dtype in from_pipe() by default](https://github.com/huggingface/diffusers/pull/13964) — open
- [PR #13959: Fix silent feature mixing bug in IP-Adapter batch processing by removing redundant batch_size multiplication (#9813)](https://github.com/huggingface/diffusers/pull/13959) — open
### `hf-security-analysis[bot]`
- profile: [github.com/hf-security-analysis[bot]](https://github.com/hf-security-analysis[bot])
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahf-security-analysis%5Bbot%5D)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahf-security-analysis%5Bbot%5D)
- repo first seen: `2026-03-27T11:59:04Z`
- repo last seen: `2026-05-27T16:14:19Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **5 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **? days**
- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
- public orgs: none visible
- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
- heuristic read: **summary unavailable**
- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'hf-security-analysis[bot]'."}]`
Example artifacts:
- [PR #13817: chore: update serge_review.yml](https://github.com/huggingface/diffusers/pull/13817) — open
- [PR #13737: chore: update serge_review.yml](https://github.com/huggingface/diffusers/pull/13737) — open
- [PR #13685: chore: update pr_labeler.yml](https://github.com/huggingface/diffusers/pull/13685) — closed, merged
### `wunianze666-netizen`
- profile: [github.com/wunianze666-netizen](https://github.com/wunianze666-netizen)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Awunianze666-netizen)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Awunianze666-netizen)
- repo first seen: `2026-06-08T14:18:35Z`
- repo last seen: `2026-06-14T17:22:40Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **5 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **295 days**
- recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **young account; high open PR share; targets high-star repos**
Example artifacts:
- [PR #13950: Clarify LTX2 pipeline docs and examples](https://github.com/huggingface/diffusers/pull/13950) — open
- [PR #13939: Log VQ remapping configuration through the model logger](https://github.com/huggingface/diffusers/pull/13939) — open
- [PR #13936: Log WanAnimate interpolation resizing as a warning](https://github.com/huggingface/diffusers/pull/13936) — open
### `taivu1998`
- profile: [github.com/taivu1998](https://github.com/taivu1998)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ataivu1998)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ataivu1998)
- repo first seen: `2026-05-10T11:20:33Z`
- repo last seen: `2026-05-10T11:23:21Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2693 days**
- recent public PR activity: **204 PRs** (29 merged / 41 closed-unmerged / 134 open; merged rate **14%**, closed-unmerged rate **20%**, open rate **66%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars**
Example artifacts:
- [PR #13711: Fix shared transformer masks and temporal output channels](https://github.com/huggingface/diffusers/pull/13711) — open
- [PR #13710: Add opt-in Exclusive Self Attention support](https://github.com/huggingface/diffusers/pull/13710) — open
- [PR #13709: Fix model infrastructure edge cases](https://github.com/huggingface/diffusers/pull/13709) — open
### `tarekziade`
- profile: [github.com/tarekziade](https://github.com/tarekziade)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Atarekziade)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Atarekziade)
- repo first seen: `2026-05-13T07:23:25Z`
- repo last seen: `2026-06-08T10:04:54Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **4 comments / 10 reviews / 7 review comments**
- account age: **5880 days**
- recent public PR activity: **72 PRs** (32 merged / 7 closed-unmerged / 33 open; merged rate **44%**, closed-unmerged rate **10%**, open rate **46%**)
- public orgs: `AFPy`, `faitmain`, `circus-tent`
- compact scores: follow-through **mixed**, breadth **high**, automation risk **medium**
- heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
Example artifacts:
- [PR #13884: switch to a webhook](https://github.com/huggingface/diffusers/pull/13884) — closed, merged
- [PR #13836: moved to a webhook](https://github.com/huggingface/diffusers/pull/13836) — closed, merged
- [PR #13748: feat: Add Motif-Video model and pipelines](https://github.com/huggingface/diffusers/pull/13748) — open
### `TheChyeahhh`
- profile: [github.com/TheChyeahhh](https://github.com/TheChyeahhh)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ATheChyeahhh)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ATheChyeahhh)
- repo first seen: `2026-05-29T21:09:17Z`
- repo last seen: `2026-05-29T23:35:05Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **82 days**
- recent public PR activity: **38 PRs** (0 merged / 4 closed-unmerged / 34 open; merged rate **0%**, closed-unmerged rate **11%**, open rate **89%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
- heuristic read: **very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13842: Fix typos found by codespell](https://github.com/huggingface/diffusers/pull/13842) — open
- [PR #13841: Fix typo: maxmium -> maximum in memory optimization docs](https://github.com/huggingface/diffusers/pull/13841) — open
- [PR #13839: Fix stale docstring in KarrasVeScheduler.step_correct](https://github.com/huggingface/diffusers/pull/13839) — open
### `gagandhakrey`
- profile: [github.com/gagandhakrey](https://github.com/gagandhakrey)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Agagandhakrey)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Agagandhakrey)
- repo first seen: `2026-06-01T10:21:42Z`
- repo last seen: `2026-06-09T02:10:29Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **5 comments / 1 reviews / 1 review comments**
- account age: **2330 days**
- recent public PR activity: **18 PRs** (4 merged / 8 closed-unmerged / 6 open; merged rate **22%**, closed-unmerged rate **44%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13890: fix(attention): correct XLA flash attention availability check and in…](https://github.com/huggingface/diffusers/pull/13890) — open
- [PR #13854: Fix resource leak in load_video GIF handling](https://github.com/huggingface/diffusers/pull/13854) — open
- [PR #13851: Fix duplicate safetensors.load_file call in _onload_from_disk when st…](https://github.com/huggingface/diffusers/pull/13851) — closed, merged
### `jbbqqf`
- profile: [github.com/jbbqqf](https://github.com/jbbqqf)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ajbbqqf)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ajbbqqf)
- repo first seen: `2026-05-10T09:20:21Z`
- repo last seen: `2026-05-22T07:11:13Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
- account age: **4301 days**
- recent public PR activity: **352 PRs** (17 merged / 68 closed-unmerged / 267 open; merged rate **5%**, closed-unmerged rate **19%**, open rate **76%**)
- public orgs: `just-escape`
- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share**
Example artifacts:
- [PR #13706: Fix double timestep shifting in `FlowMatchEulerDiscreteScheduler.set_timesteps` (#13243)](https://github.com/huggingface/diffusers/pull/13706) — open
- [PR #13705: Validate `num_inference_steps > 0` in `DDPMScheduler.set_timesteps` (#13394)](https://github.com/huggingface/diffusers/pull/13705) — open
- [PR #13704: Guard against zero `std_cfg` in `rescale_noise_cfg` (#13425)](https://github.com/huggingface/diffusers/pull/13704) — open
### `NazarKozak`
- profile: [github.com/NazarKozak](https://github.com/NazarKozak)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ANazarKozak)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ANazarKozak)
- repo first seen: `2026-04-25T06:35:12Z`
- repo last seen: `2026-04-27T21:18:53Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **4523 days**
- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13559: feat(loading): detect Git LFS pointer files and raise a clear error](https://github.com/huggingface/diffusers/pull/13559) — open
- [PR #13558: docs(examples/server): add health-check trap when switching to background load](https://github.com/huggingface/diffusers/pull/13558) — open
- [PR #13557: docs(flux2): clarify image= is reference conditioning, not img2img](https://github.com/huggingface/diffusers/pull/13557) — open
### `asomoza`
- profile: [github.com/asomoza](https://github.com/asomoza)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aasomoza)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aasomoza)
- repo first seen: `2023-11-10T05:32:15Z`
- repo last seen: `2026-06-17T18:37:20Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **64**
- snapshot authored PRs/issues: **52 PRs / 12 issues**
- snapshot discussion activity: **1324 comments / 260 reviews / 206 review comments**
- account age: **4641 days**
- recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
- public orgs: `huggingface`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13843: [fix] CLIPTextModel with transformers >= 5.6 and from_single_file](https://github.com/huggingface/diffusers/pull/13843) — closed, merged
- [PR #13575: [Ernie-Image] Add lora support](https://github.com/huggingface/diffusers/pull/13575) — closed, merged
- [PR #13427: [torchao] Fix `record_stream` with torchao and group offloading](https://github.com/huggingface/diffusers/pull/13427) — closed, draft
- [Issue #13903: [Anima] Add img2img capability](https://github.com/huggingface/diffusers/issues/13903) — open
- [Issue #12441: Support Wan2.2-Animate](https://github.com/huggingface/diffusers/issues/12441) — closed
- [Issue #11861: ControlnetUnion not working correctly](https://github.com/huggingface/diffusers/issues/11861) — closed
### `kaixuanliu`
- profile: [github.com/kaixuanliu](https://github.com/kaixuanliu)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Akaixuanliu)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Akaixuanliu)
- repo first seen: `2025-01-20T00:59:08Z`
- repo last seen: `2026-05-19T14:09:06Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **14**
- snapshot authored PRs/issues: **14 PRs / 0 issues**
- snapshot discussion activity: **44 comments / 9 reviews / 9 review comments**
- account age: **3976 days**
- recent public PR activity: **49 PRs** (37 merged / 9 closed-unmerged / 3 open; merged rate **76%**, closed-unmerged rate **18%**, open rate **6%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume; targets high-star repos**
Example artifacts:
- [PR #13766: fix device mismatch issue for HiDreamTransformerTests](https://github.com/huggingface/diffusers/pull/13766) — closed, merged
- [PR #13534: Fix non-deterministic T5 outputs in HiDream pipeline tests](https://github.com/huggingface/diffusers/pull/13534) — closed, merged
- [PR #13496: add _repeated_blocks for ErnieImageTransformer2DModel](https://github.com/huggingface/diffusers/pull/13496) — closed, merged
### `azolotenkov`
- profile: [github.com/azolotenkov](https://github.com/azolotenkov)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aazolotenkov)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aazolotenkov)
- repo first seen: `2025-03-04T13:58:31Z`
- repo last seen: `2026-06-03T17:59:59Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **7**
- snapshot authored PRs/issues: **7 PRs / 0 issues**
- snapshot discussion activity: **12 comments / 10 reviews / 10 review comments**
- account age: **1060 days**
- recent public PR activity: **4 PRs** (3 merged / 0 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13857: Add Flux2 DreamBooth prior preservation tests](https://github.com/huggingface/diffusers/pull/13857) — open
- [PR #13712: Allow bucket reshuffling with DreamBooth caches](https://github.com/huggingface/diffusers/pull/13712) — closed, merged
- [PR #13441: Fix Qwen Image DreamBooth prior-preservation batch ordering](https://github.com/huggingface/diffusers/pull/13441) — closed, merged
### `zhtmike`
- profile: [github.com/zhtmike](https://github.com/zhtmike)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Azhtmike)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Azhtmike)
- repo first seen: `2026-03-17T08:08:13Z`
- repo last seen: `2026-06-12T06:46:39Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **9**
- snapshot authored PRs/issues: **6 PRs / 3 issues**
- snapshot discussion activity: **25 comments / 47 reviews / 47 review comments**
- account age: **4316 days**
- recent public PR activity: **67 PRs** (42 merged / 20 closed-unmerged / 5 open; merged rate **63%**, closed-unmerged rate **30%**, open rate **7%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume**
Example artifacts:
- [PR #13809: add SP support for `_flash_3_varlen_hub` backend](https://github.com/huggingface/diffusers/pull/13809) — open
- [PR #13756: Fix the QwenImage Attention mask under Ulysses SP](https://github.com/huggingface/diffusers/pull/13756) — closed, merged
- [PR #13479: add SP support for `flash_varlen_hub` backend](https://github.com/huggingface/diffusers/pull/13479) — closed, merged
- [Issue #13696: [bug] The mask is not correctly sharded for QwenImageTransformer + Ulysses SP](https://github.com/huggingface/diffusers/issues/13696) — closed
- [Issue #13319: The backward pass of QwenImageTransformer failed with Ulysses SP.](https://github.com/huggingface/diffusers/issues/13319) — closed
- [Issue #13277: QwenImagePipeline failed with Ulysses SP and batch inputs](https://github.com/huggingface/diffusers/issues/13277) — closed
### `RuixiangMa`
- profile: [github.com/RuixiangMa](https://github.com/RuixiangMa)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ARuixiangMa)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ARuixiangMa)
- repo first seen: `2026-04-02T17:19:18Z`
- repo last seen: `2026-06-03T17:48:48Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **6**
- snapshot authored PRs/issues: **6 PRs / 0 issues**
- snapshot discussion activity: **10 comments / 61 reviews / 61 review comments**
- account age: **3328 days**
- recent public PR activity: **25 PRs** (17 merged / 1 closed-unmerged / 7 open; merged rate **68%**, closed-unmerged rate **4%**, open rate **28%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high recent PR volume**
Example artifacts:
- [PR #13837: [New Model] Add LensPipeline （microsoft/Lens）](https://github.com/huggingface/diffusers/pull/13837) — open
- [PR #13511: [Feat] support AutoPipelineForText2Audio](https://github.com/huggingface/diffusers/pull/13511) — closed, merged
- [PR #13494: [Bugfix] Fix shape mismatch in LongCatAudioDiTTransformer conversion](https://github.com/huggingface/diffusers/pull/13494) — closed, merged
### `songh11`
- profile: [github.com/songh11](https://github.com/songh11)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asongh11)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asongh11)
- repo first seen: `2024-12-05T09:11:19Z`
- repo last seen: `2026-04-29T02:43:56Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **8**
- snapshot authored PRs/issues: **3 PRs / 5 issues**
- snapshot discussion activity: **16 comments / 9 reviews / 9 review comments**
- account age: **2002 days**
- recent public PR activity: **4 PRs** (3 merged / 0 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13545: feat: support ring attention with arbitrary KV sequence lengths](https://github.com/huggingface/diffusers/pull/13545) — closed, merged
- [PR #13507: fix: handle non-zero storage_offset in sage attention for ring compatibility](https://github.com/huggingface/diffusers/pull/13507) — open
- [PR #13478: fix(ernie-image): avoid locals() comprehension scope issue in callback kwargs](https://github.com/huggingface/diffusers/pull/13478) — closed, merged
- [Issue #13506: Sage attention fails with ring-attention.](https://github.com/huggingface/diffusers/issues/13506) — open
- [Issue #13477: ErnieImage callback locals() scope bug.](https://github.com/huggingface/diffusers/issues/13477) — closed
- [Issue #12396: Using leaf_level together with delete_adapters can get some errors.](https://github.com/huggingface/diffusers/issues/12396) — closed
### `SamuelTallet`
- profile: [github.com/SamuelTallet](https://github.com/SamuelTallet)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ASamuelTallet)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ASamuelTallet)
- repo first seen: `2026-04-18T22:26:11Z`
- repo last seen: `2026-06-17T22:15:08Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **6**
- snapshot authored PRs/issues: **2 PRs / 4 issues**
- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
- account age: **3048 days**
- recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **—**
Example artifacts:
- [PR #13980: Enable LoRA loading on `Ideogram4ModularPipeline`](https://github.com/huggingface/diffusers/pull/13980) — closed, merged
- [PR #13948: Enable LoRA loading on `ErnieImageModularPipeline`](https://github.com/huggingface/diffusers/pull/13948) — closed, merged
- [Issue #13979: Can't use `load_lora_weights()` on `Ideogram4ModularPipeline`](https://github.com/huggingface/diffusers/issues/13979) — closed
- [Issue #13967: Can't use `load_lora_weights()` on `ErnieImageModularPipeline`](https://github.com/huggingface/diffusers/issues/13967) — closed
- [Issue #13801: Incompatibility between FlashAttention and ERNIE-Image](https://github.com/huggingface/diffusers/issues/13801) — open
### `Boffee`
- profile: [github.com/Boffee](https://github.com/Boffee)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ABoffee)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ABoffee)
- repo first seen: `2026-06-11T01:41:27Z`
- repo last seen: `2026-06-12T19:52:08Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **2 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4284 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13931: Fix LTX2 connector token/register layout (regression from #13564)](https://github.com/huggingface/diffusers/pull/13931) — open
- [PR #13918: Cast LTX2 scale_shift tables to the activation dtype at use site](https://github.com/huggingface/diffusers/pull/13918) — closed
- [Issue #13930: LTX2 text connectors pass reversed prompt tokens and misplaced registers to the transformer (regression from #13564)](https://github.com/huggingface/diffusers/issues/13930) — open
### `feice-huang`
- profile: [github.com/feice-huang](https://github.com/feice-huang)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Afeice-huang)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Afeice-huang)
- repo first seen: `2026-04-22T10:38:45Z`
- repo last seen: `2026-06-10T12:07:37Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **2 PRs / 1 issues**
- snapshot discussion activity: **14 comments / 19 reviews / 19 review comments**
- account age: **1479 days**
- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13908: [feat] JoyAI-Echo support](https://github.com/huggingface/diffusers/pull/13908) — closed
- [PR #13726: [docs] add docs for JoyAI-Image-Edit](https://github.com/huggingface/diffusers/pull/13726) — closed, merged
- [Issue #13907: Support for JoyAI-Echo](https://github.com/huggingface/diffusers/issues/13907) — closed
### `Ace3Z`
- profile: [github.com/Ace3Z](https://github.com/Ace3Z)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AAce3Z)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AAce3Z)
- repo first seen: `2026-05-24T21:27:06Z`
- repo last seen: `2026-05-29T12:24:29Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **2602 days**
- recent public PR activity: **16 PRs** (2 merged / 1 closed-unmerged / 13 open; merged rate **12%**, closed-unmerged rate **6%**, open rate **81%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13804: fix(ernie_image): pass attn_mask=None when text is unpadded](https://github.com/huggingface/diffusers/pull/13804) — closed
- [PR #13802: fix(ernie-image): pass attn_mask=None when text is unpadded](https://github.com/huggingface/diffusers/pull/13802) — open
### `adhavan18`
- profile: [github.com/adhavan18](https://github.com/adhavan18)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aadhavan18)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aadhavan18)
- repo first seen: `2026-06-15T07:15:47Z`
- repo last seen: `2026-06-15T07:55:45Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1585 days**
- recent public PR activity: **8 PRs** (4 merged / 0 closed-unmerged / 4 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13963: fix(modeling): remove tuple builtin shadow and raise on empty dtype in get_parameter_dtype](https://github.com/huggingface/diffusers/pull/13963) — open
- [PR #13962: fix(scheduler): store sigma_min/max before shifting to prevent double-shift in FlowMatchEulerDiscreteScheduler (#13243)](https://github.com/huggingface/diffusers/pull/13962) — open
### `adityasingh2400`
- profile: [github.com/adityasingh2400](https://github.com/adityasingh2400)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aadityasingh2400)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aadityasingh2400)
- repo first seen: `2026-05-21T11:20:08Z`
- repo last seen: `2026-05-21T11:22:41Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2321 days**
- recent public PR activity: **335 PRs** (81 merged / 102 closed-unmerged / 152 open; merged rate **24%**, closed-unmerged rate **30%**, open rate **45%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
Example artifacts:
- [PR #13784: Point users at AOBaseConfig replacement when passing string quant_type to TorchAoConfig](https://github.com/huggingface/diffusers/pull/13784) — closed
- [PR #13783: Fix AttentionModuleMixin.set_attention_backend skipping hub kernel download](https://github.com/huggingface/diffusers/pull/13783) — closed
### `atharvajoshi10`
- profile: [github.com/atharvajoshi10](https://github.com/atharvajoshi10)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aatharvajoshi10)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aatharvajoshi10)
- repo first seen: `2026-05-27T21:18:03Z`
- repo last seen: `2026-06-11T20:58:33Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 3 reviews / 3 review comments**
- account age: **3244 days**
- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13924: multi-GPU VAE Fix for Cosmos 3](https://github.com/huggingface/diffusers/pull/13924) — open
- [PR #13818: Adding Cosmos 3 to Diffusers](https://github.com/huggingface/diffusers/pull/13818) — closed, merged
### `cartesian-plane`
- profile: [github.com/cartesian-plane](https://github.com/cartesian-plane)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Acartesian-plane)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Acartesian-plane)
- repo first seen: `2026-04-25T09:38:56Z`
- repo last seen: `2026-04-25T10:57:58Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1778 days**
- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13561: Fix the `disable_free_noise` function in `AnimateDiffFreeNoiseMixin`](https://github.com/huggingface/diffusers/pull/13561) — open
- [PR #13560: Fix Exception message for `set_item` call on FrozenDict](https://github.com/huggingface/diffusers/pull/13560) — open
### `Enderfga`
- profile: [github.com/Enderfga](https://github.com/Enderfga)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AEnderfga)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AEnderfga)
- repo first seen: `2023-05-08T05:27:53Z`
- repo last seen: `2026-05-27T15:19:26Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **14 comments / 43 reviews / 43 review comments**
- account age: **2011 days**
- recent public PR activity: **38 PRs** (32 merged / 3 closed-unmerged / 3 open; merged rate **84%**, closed-unmerged rate **8%**, open rate **8%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume**
Example artifacts:
- [PR #13792: [AnyFlow] FAR: standalone causal-mask builder + torch.compile follow-up](https://github.com/huggingface/diffusers/pull/13792) — closed, merged
- [PR #13745: Add AnyFlow Any-Step Video Diffusion Pipelines (Bidirectional + FAR Causal)](https://github.com/huggingface/diffusers/pull/13745) — closed, merged
### `gueraf`
- profile: [github.com/gueraf](https://github.com/gueraf)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Agueraf)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Agueraf)
- repo first seen: `2026-04-27T22:38:24Z`
- repo last seen: `2026-05-18T12:44:21Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
- account age: **4102 days**
- recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **—**
Example artifacts:
- [PR #13681: Add a (rolling) KV cache for Wan models to enable autoregressive rollouts ("SelfForcing-style").](https://github.com/huggingface/diffusers/pull/13681) — open
- [PR #13569: Add rolling KV cache hook](https://github.com/huggingface/diffusers/pull/13569) — open, draft
### `Jefsky`
- profile: [github.com/Jefsky](https://github.com/Jefsky)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AJefsky)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AJefsky)
- repo first seen: `2026-05-28T08:16:01Z`
- repo last seen: `2026-06-09T02:27:07Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **4418 days**
- recent public PR activity: **82 PRs** (13 merged / 32 closed-unmerged / 37 open; merged rate **16%**, closed-unmerged rate **39%**, open rate **45%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
- heuristic read: **high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
Example artifacts:
- [PR #13846: Fix incorrect batch temporal IDs for cond_model_input in dreambooth flux2 img2img](https://github.com/huggingface/diffusers/pull/13846) — open
- [PR #13821: fix(dreambooth): correct batch handling in _prepare_image_ids for flux2 img2img](https://github.com/huggingface/diffusers/pull/13821) — open
### `RobbinMarcus`
- profile: [github.com/RobbinMarcus](https://github.com/RobbinMarcus)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ARobbinMarcus)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ARobbinMarcus)
- repo first seen: `2026-05-03T18:15:59Z`
- repo last seen: `2026-05-04T19:16:57Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **4718 days**
- recent public PR activity: **2 PRs** (1 merged / 1 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
Example artifacts:
- [PR #13678: Fix ignored generator in FlowMatchEulerDiscreteScheduler](https://github.com/huggingface/diffusers/pull/13678) — closed, merged
- [PR #13677: Fix ignored generator in FlowMatchEulerDiscreteScheduler](https://github.com/huggingface/diffusers/pull/13677) — closed
### `terarachang`
- profile: [github.com/terarachang](https://github.com/terarachang)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aterarachang)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aterarachang)
- repo first seen: `2026-04-28T06:39:25Z`
- repo last seen: `2026-05-07T18:13:51Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 6 reviews / 6 review comments**
- account age: **3934 days**
- recent public PR activity: **2 PRs** (1 merged / 1 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
Example artifacts:
- [PR #13664: Add LoRA support for Cosmos Predict 2.5 and fix pipeline to match official Cosmos repo](https://github.com/huggingface/diffusers/pull/13664) — closed, merged
- [PR #13573: Add LoRA support for Cosmos Predict 2.5 and fix pipeline to match official Cosmos repo](https://github.com/huggingface/diffusers/pull/13573) — closed
### `xodn348`
- profile: [github.com/xodn348](https://github.com/xodn348)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Axodn348)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Axodn348)
- repo first seen: `2026-05-07T07:22:44Z`
- repo last seen: `2026-05-13T09:19:39Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2380 days**
- recent public PR activity: **319 PRs** (109 merged / 52 closed-unmerged / 158 open; merged rate **34%**, closed-unmerged rate **16%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share**
Example artifacts:
- [PR #13742: fix(dynamic_modules): enforce trust_remote_code for community pipeline branch](https://github.com/huggingface/diffusers/pull/13742) — closed
- [PR #13688: fix(deepfloyd_if): remove @torch.no_grad() from encode_prompt in all IF variants](https://github.com/huggingface/diffusers/pull/13688) — closed
### `yzhautouskay`
- profile: [github.com/yzhautouskay](https://github.com/yzhautouskay)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ayzhautouskay)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ayzhautouskay)
- repo first seen: `2026-05-28T11:20:40Z`
- repo last seen: `2026-06-09T13:57:12Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 6 reviews / 6 review comments**
- account age: **588 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13896: Add Cosmos3 video2video generation support](https://github.com/huggingface/diffusers/pull/13896) — closed, merged
- [PR #13823: Add Cosmos3 action generation support](https://github.com/huggingface/diffusers/pull/13823) — closed, merged
### `zxuhan`
- profile: [github.com/zxuhan](https://github.com/zxuhan)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Azxuhan)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Azxuhan)
- repo first seen: `2026-05-14T19:07:05Z`
- repo last seen: `2026-05-14T19:39:53Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1020 days**
- recent public PR activity: **60 PRs** (11 merged / 21 closed-unmerged / 28 open; merged rate **18%**, closed-unmerged rate **35%**, open rate **47%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
- heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
Example artifacts:
- [PR #13755: [pipelines] fix SD3 crash with pre-computed prompt_embeds and num_images_per_prompt](https://github.com/huggingface/diffusers/pull/13755) — open
- [PR #13754: [schedulers] fix RecursionError in CosineDPMSolverMultistepScheduler](https://github.com/huggingface/diffusers/pull/13754) — open
### `lawrence-cj`
- profile: [github.com/lawrence-cj](https://github.com/lawrence-cj)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Alawrence-cj)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Alawrence-cj)
- repo first seen: `2023-11-08T08:40:50Z`
- repo last seen: `2026-06-18T03:26:35Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **35**
- snapshot authored PRs/issues: **33 PRs / 2 issues**
- snapshot discussion activity: **147 comments / 76 reviews / 75 review comments**
- account age: **2459 days**
- recent public PR activity: **4 PRs** (3 merged / 0 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **—**
Example artifacts:
- [PR #13881: Add SANA-WM camera-controlled image-to-video pipeline](https://github.com/huggingface/diffusers/pull/13881) — open
- [PR #13229: add ltx2 vae in sana-video;](https://github.com/huggingface/diffusers/pull/13229) — closed, merged
- [PR #12723: [feat] LongSANA: a minute-length real-time video generation model](https://github.com/huggingface/diffusers/pull/12723) — open
- [Issue #5989: safetensors.torch bug](https://github.com/huggingface/diffusers/issues/5989) — closed
- [Issue #5862: Transformer2DModel does not support gradient checkpointing.](https://github.com/huggingface/diffusers/issues/5862) — closed
### `rootonchair`
- profile: [github.com/rootonchair](https://github.com/rootonchair)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Arootonchair)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Arootonchair)
- repo first seen: `2023-12-27T03:24:34Z`
- repo last seen: `2026-05-28T08:51:55Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **32**
- snapshot authored PRs/issues: **24 PRs / 8 issues**
- snapshot discussion activity: **107 comments / 40 reviews / 40 review comments**
- account age: **3478 days**
- recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **—**
Example artifacts:
- [PR #13730: Fix redundant Z-Image terminal timestep](https://github.com/huggingface/diffusers/pull/13730) — closed, merged
- [PR #12934: LTX2 distilled checkpoint support](https://github.com/huggingface/diffusers/pull/12934) — closed, merged
- [PR #10488: Implement framewise encoding/decoding in LTX Video VAE](https://github.com/huggingface/diffusers/pull/10488) — closed, merged
- [Issue #13232: LTX-2.3 Support](https://github.com/huggingface/diffusers/issues/13232) — closed
- [Issue #8686: `SDXLCFGCutoffCallback` does not work with `StableDiffusionXLControlNetPipeline`](https://github.com/huggingface/diffusers/issues/8686) — closed
- [Issue #7985: IPAdapter not compatible to torch.compile ](https://github.com/huggingface/diffusers/issues/7985) — closed
### `Mr-Neutr0n`
- profile: [github.com/Mr-Neutr0n](https://github.com/Mr-Neutr0n)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AMr-Neutr0n)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AMr-Neutr0n)
- repo first seen: `2026-02-07T08:06:58Z`
- repo last seen: `2026-06-12T08:56:43Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **11**
- snapshot authored PRs/issues: **11 PRs / 0 issues**
- snapshot discussion activity: **13 comments / 0 reviews / 0 review comments**
- account age: **2234 days**
- recent public PR activity: **7 PRs** (1 merged / 0 closed-unmerged / 6 open; merged rate **14%**, closed-unmerged rate **0%**, open rate **86%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share**
Example artifacts:
- [PR #13927: Fix #13094: fix: correct Z-Image guidance scale threshold from > 1 to > 0](https://github.com/huggingface/diffusers/pull/13927) — open, draft
- [PR #13131: Fix broken attention masking for inner padding in ZImageTransformer2DModel](https://github.com/huggingface/diffusers/pull/13131) — closed
- [PR #13125: Fix CogVideoX scheduler prev_timestep for non-leading spacing](https://github.com/huggingface/diffusers/pull/13125) — open
### `DavidBert`
- profile: [github.com/DavidBert](https://github.com/DavidBert)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ADavidBert)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ADavidBert)
- repo first seen: `2025-09-26T15:01:33Z`
- repo last seen: `2026-06-16T07:03:17Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **9**
- snapshot authored PRs/issues: **8 PRs / 1 issues**
- snapshot discussion activity: **8 comments / 50 reviews / 49 review comments**
- account age: **4055 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `wikistat`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13928: Add PRXPixelPipeline: pixel-space PRX text-to-image pipeline](https://github.com/huggingface/diffusers/pull/13928) — closed, merged
- [PR #13143: Fix T5GemmaEncoder loading for transformers 5.x composite T5GemmaConfig](https://github.com/huggingface/diffusers/pull/13143) — closed, merged
- [PR #12791: PRX Set downscale_freq_shift to 0 for consistency with internal implementation](https://github.com/huggingface/diffusers/pull/12791) — closed, merged
- [Issue #13142: PRXPipeline.from_pretrained() broken with transformers 5.1.0](https://github.com/huggingface/diffusers/issues/13142) — closed
### `paulinebm`
- profile: [github.com/paulinebm](https://github.com/paulinebm)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Apaulinebm)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Apaulinebm)
- repo first seen: `2024-12-12T10:28:15Z`
- repo last seen: `2026-05-07T12:01:20Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **8**
- snapshot authored PRs/issues: **8 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 9 reviews / 8 review comments**
- account age: **871 days**
- recent public PR activity: **192 PRs** (179 merged / 9 closed-unmerged / 4 open; merged rate **93%**, closed-unmerged rate **5%**, open rate **2%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread; no visible non-self stars**
Example artifacts:
- [PR #13690: [CI] Bump style-bot SHA + switch to GitHub App](https://github.com/huggingface/diffusers/pull/13690) — closed, merged
- [PR #13438: add PR fork workable](https://github.com/huggingface/diffusers/pull/13438) — closed, merged
- [PR #13385: 🔒 Pin GitHub Actions to commit SHAs](https://github.com/huggingface/diffusers/pull/13385) — closed, merged
### `neo`
- profile: [github.com/neo](https://github.com/neo)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aneo)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aneo)
- repo first seen: `2023-09-20T21:42:50Z`
- repo last seen: `2026-06-08T21:30:57Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **5 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 3 reviews / 3 review comments**
- account age: **4253 days**
- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `Experience-Monks`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13889: Fix typo in `AutoModel`](https://github.com/huggingface/diffusers/pull/13889) — closed, merged
- [PR #13460: Add hash check for dynamic modules cache](https://github.com/huggingface/diffusers/pull/13460) — open
- [PR #13459: Ensure consistent dynamic module path for custom components](https://github.com/huggingface/diffusers/pull/13459) — open
### `JingyaHuang`
- profile: [github.com/JingyaHuang](https://github.com/JingyaHuang)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AJingyaHuang)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AJingyaHuang)
- repo first seen: `2022-11-03T10:27:59Z`
- repo last seen: `2026-06-17T07:54:34Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **7 comments / 9 reviews / 14 review comments**
- account age: **2783 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13718: [Neuron] Add tensor parallel support for Neuron backend](https://github.com/huggingface/diffusers/pull/13718) — open, draft
- [PR #13485: [Neuron] Enable `torch.compile` compatibility with Neuron device](https://github.com/huggingface/diffusers/pull/13485) — closed, merged
- [PR #13289: [Neuron] Add AWS Neuron (Trainium/Inferentia) as an officially supported device](https://github.com/huggingface/diffusers/pull/13289) — closed, merged
### `rtrompier`
- profile: [github.com/rtrompier](https://github.com/rtrompier)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Artrompier)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Artrompier)
- repo first seen: `2023-10-19T12:21:52Z`
- repo last seen: `2026-04-24T12:27:53Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **4981 days**
- recent public PR activity: **115 PRs** (69 merged / 46 closed-unmerged / 0 open; merged rate **60%**, closed-unmerged rate **40%**, open rate **0%**)
- public orgs: `smartwavesa`
- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs**
Example artifacts:
- [PR #13555: chore: bump doc-builder SHA for main doc build workflow](https://github.com/huggingface/diffusers/pull/13555) — closed, merged
- [PR #13493: chore: bump doc-builder SHA for main doc build workflow](https://github.com/huggingface/diffusers/pull/13493) — closed, draft
- [PR #13476: chore: bump doc-builder SHA for PR upload workflow](https://github.com/huggingface/diffusers/pull/13476) — closed, merged
### `catwell`
- profile: [github.com/catwell](https://github.com/catwell)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Acatwell)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Acatwell)
- repo first seen: `2024-07-19T08:49:58Z`
- repo last seen: `2026-05-19T10:14:19Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **5921 days**
- recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
- public orgs: `oploadk`, `strawberry-graphql`, `lunarmodules`, `finegrain-ai`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13765: properly check for ftfy and warn if unavailable in all pipelines](https://github.com/huggingface/diffusers/pull/13765) — open
- [PR #10982: fix default values of Flux guidance_scale in docstrings](https://github.com/huggingface/diffusers/pull/10982) — closed, merged
- [PR #8905: allow tensors in several schedulers step() call](https://github.com/huggingface/diffusers/pull/8905) — closed, merged
### `chinoll`
- profile: [github.com/chinoll](https://github.com/chinoll)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Achinoll)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Achinoll)
- repo first seen: `2022-11-02T08:27:54Z`
- repo last seen: `2026-05-18T09:06:24Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **2 PRs / 3 issues**
- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
- account age: **3525 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13749: feat: Add HiDream-O1 transformer and image generation pipeline](https://github.com/huggingface/diffusers/pull/13749) — open
- [PR #1671: Fix the bug that torch version less than 1.12 throws TypeError](https://github.com/huggingface/diffusers/pull/1671) — closed, merged
- [Issue #1343: Enable xformers by default](https://github.com/huggingface/diffusers/issues/1343) — closed
- [Issue #1214: CLIPTextModel does not work at half precision](https://github.com/huggingface/diffusers/issues/1214) — closed
- [Issue #1100: Low probability of throwing 'CLIPTextTransformer' object has no attribute 'device' exception](https://github.com/huggingface/diffusers/issues/1100) — closed
### `WaterKnight1998`
- profile: [github.com/WaterKnight1998](https://github.com/WaterKnight1998)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AWaterKnight1998)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AWaterKnight1998)
- repo first seen: `2024-01-11T10:06:01Z`
- repo last seen: `2026-05-28T10:09:11Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **2 PRs / 2 issues**
- snapshot discussion activity: **10 comments / 0 reviews / 0 review comments**
- account age: **2876 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13822: Update repo_id for FLASH_4_HUB in attention_dispatch](https://github.com/huggingface/diffusers/pull/13822) — closed, merged
- [PR #12787: [PRX] Improve model compilation](https://github.com/huggingface/diffusers/pull/12787) — closed, merged
- [Issue #12786: [PRX] Improving export to Tensorrt](https://github.com/huggingface/diffusers/issues/12786) — closed
- [Issue #6529: SDXL Fooocus Inpaint](https://github.com/huggingface/diffusers/issues/6529) — closed
### `luren55`
- profile: [github.com/luren55](https://github.com/luren55)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aluren55)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aluren55)
- repo first seen: `2025-10-31T04:34:34Z`
- repo last seen: `2026-05-10T16:11:06Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **2 PRs / 1 issues**
- snapshot discussion activity: **7 comments / 2 reviews / 2 review comments**
- account age: **1599 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13689: z-image support npu](https://github.com/huggingface/diffusers/pull/13689) — open
- [PR #12979: z-image support npu](https://github.com/huggingface/diffusers/pull/12979) — open, draft
- [Issue #12565: Wan2.1 i2v running issue](https://github.com/huggingface/diffusers/issues/12565) — open
### `ivnvalex`
- profile: [github.com/ivnvalex](https://github.com/ivnvalex)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aivnvalex)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aivnvalex)
- repo first seen: `2026-04-29T16:10:12Z`
- repo last seen: `2026-04-29T16:19:34Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2629 days**
- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13645: [docs] fix typo in AutoencoderOobleck docs (#13642)](https://github.com/huggingface/diffusers/pull/13645) — closed, merged
- [Issue #13642: [docs] typo in AutoencoderOobleck docs](https://github.com/huggingface/diffusers/issues/13642) — closed
### `LucasSte`
- profile: [github.com/LucasSte](https://github.com/LucasSte)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ALucasSte)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ALucasSte)
- repo first seen: `2026-03-28T23:48:15Z`
- repo last seen: `2026-06-10T22:20:39Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **2976 days**
- recent public PR activity: **30 PRs** (20 merged / 5 closed-unmerged / 5 open; merged rate **67%**, closed-unmerged rate **17%**, open rate **17%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume**
Example artifacts:
- [PR #13915: Enable BitsAndBytes quantization in MPS](https://github.com/huggingface/diffusers/pull/13915) — open
- [Issue #13361: Enable MPS backend for bitsandbytes quantization](https://github.com/huggingface/diffusers/issues/13361) — open
### `ramkumar27072006`
- profile: [github.com/ramkumar27072006](https://github.com/ramkumar27072006)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aramkumar27072006)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aramkumar27072006)
- repo first seen: `2026-06-07T03:05:23Z`
- repo last seen: `2026-06-07T07:09:29Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **543 days**
- recent public PR activity: **6 PRs** (0 merged / 2 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
- public orgs: `init-club`, `Crimson-Trinity`, `PixelPack-exe`
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13876: docs: fix repeated word typo in set_timesteps docstring](https://github.com/huggingface/diffusers/pull/13876) — open
- [Issue #13877: docs: fix typos in scheduling_euler_discrete.py](https://github.com/huggingface/diffusers/issues/13877) — open
### `sjq66`
- profile: [github.com/sjq66](https://github.com/sjq66)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asjq66)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asjq66)
- repo first seen: `2026-06-10T12:14:31Z`
- repo last seen: `2026-06-10T12:15:07Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1033 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13910: [feat] Add JoyAI-Echo multi-shot audio-video generation pipeline](https://github.com/huggingface/diffusers/pull/13910) — open
- [Issue #13909: [New Pipeline/Model] Add JoyAI-Echo multi-shot audio-video generation pipeline](https://github.com/huggingface/diffusers/issues/13909) — open
### `TheLovesOfLadyPurple`
- profile: [github.com/TheLovesOfLadyPurple](https://github.com/TheLovesOfLadyPurple)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ATheLovesOfLadyPurple)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ATheLovesOfLadyPurple)
- repo first seen: `2026-06-05T00:38:29Z`
- repo last seen: `2026-06-08T13:47:24Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIMER**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
- account age: **289 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13868: fix the bug on the leading time schedule](https://github.com/huggingface/diffusers/pull/13868) — closed, draft
- [Issue #13887: When use UniPCMultistepScheduler as the ODE solver, and input different num_inference_steps in StableDiffusionXLPipeline, the first inference step is wrong](https://github.com/huggingface/diffusers/issues/13887) — open
### `ViktoriiaRomanova`
- profile: [github.com/ViktoriiaRomanova](https://github.com/ViktoriiaRomanova)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AViktoriiaRomanova)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AViktoriiaRomanova)
- repo first seen: `2026-04-08T09:26:22Z`
- repo last seen: `2026-05-04T09:32:13Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **4 comments / 3 reviews / 3 review comments**
- account age: **1680 days**
- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13564: Eliminate GPU sync overhead and CPU→GPU transfers across LTX2 pipeline](https://github.com/huggingface/diffusers/pull/13564) — closed, merged
- [Issue #13462: Decorating bound methods in profiling utils breaks instance isolation](https://github.com/huggingface/diffusers/issues/13462) — closed
### `Zhu1116`
- profile: [github.com/Zhu1116](https://github.com/Zhu1116)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AZhu1116)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AZhu1116)
- repo first seen: `2025-05-30T08:21:12Z`
- repo last seen: `2026-06-04T13:04:49Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIMER**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
- account age: **2178 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13813: fix: resolve issue #13811](https://github.com/huggingface/diffusers/pull/13813) — open
- [Issue #13811: Fix incorrect batch handling in _prepare_image_ids usage in train_dreambooth_lora_flux2_img2img.py](https://github.com/huggingface/diffusers/issues/13811) — open
### `abhay23-AI`
- profile: [github.com/abhay23-AI](https://github.com/abhay23-AI)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aabhay23-AI)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aabhay23-AI)
- repo first seen: `2026-06-17T17:25:14Z`
- repo last seen: `2026-06-17T17:25:14Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **519 days**
- recent public PR activity: **6 PRs** (3 merged / 1 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **17%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13978: Support batched multi-controlnet conditioning in SDXL ControlNet inpaint pipeline](https://github.com/huggingface/diffusers/pull/13978) — open
### `archievi`
- profile: [github.com/archievi](https://github.com/archievi)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aarchievi)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aarchievi)
- repo first seen: `2026-06-14T00:32:24Z`
- repo last seen: `2026-06-14T00:32:24Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3995 days**
- recent public PR activity: **15 PRs** (5 merged / 0 closed-unmerged / 10 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13945: Warn and skip transformer LoRA loading when the transformer is absent (#13487)](https://github.com/huggingface/diffusers/pull/13945) — open
### `arieleli01212`
- profile: [github.com/arieleli01212](https://github.com/arieleli01212)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aarieleli01212)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aarieleli01212)
- repo first seen: `2026-05-17T18:44:15Z`
- repo last seen: `2026-05-17T18:44:15Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **407 days**
- recent public PR activity: **21 PRs** (3 merged / 7 closed-unmerged / 11 open; merged rate **14%**, closed-unmerged rate **33%**, open rate **52%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
- heuristic read: **broad repo spread; high open PR share; no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13763: Fix rescale_noise_cfg zero std handling](https://github.com/huggingface/diffusers/pull/13763) — open
### `aryanmotgi`
- profile: [github.com/aryanmotgi](https://github.com/aryanmotgi)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aaryanmotgi)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aaryanmotgi)
- repo first seen: `2026-05-22T02:15:07Z`
- repo last seen: `2026-05-22T02:15:07Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1809 days**
- recent public PR activity: **101 PRs** (79 merged / 9 closed-unmerged / 13 open; merged rate **78%**, closed-unmerged rate **9%**, open rate **13%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; broad repo spread**
Example artifacts:
- [PR #13786: Fix from_pretrain typo in StableCascade and Wuerstchen docstrings](https://github.com/huggingface/diffusers/pull/13786) — open
### `ATOM00blue`
- profile: [github.com/ATOM00blue](https://github.com/ATOM00blue)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AATOM00blue)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AATOM00blue)
- repo first seen: `2026-05-22T01:48:23Z`
- repo last seen: `2026-05-22T01:48:23Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **325 days**
- recent public PR activity: **72 PRs** (10 merged / 9 closed-unmerged / 53 open; merged rate **14%**, closed-unmerged rate **12%**, open rate **74%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
- heuristic read: **young account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
Example artifacts:
- [PR #13785: Fix FlowMatchEulerDiscreteScheduler.index_for_timestep float precision lookup](https://github.com/huggingface/diffusers/pull/13785) — open
### `botbikamordehai2-sketch`
- profile: [github.com/botbikamordehai2-sketch](https://github.com/botbikamordehai2-sketch)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Abotbikamordehai2-sketch)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Abotbikamordehai2-sketch)
- repo first seen: `2026-05-28T18:12:27Z`
- repo last seen: `2026-05-28T18:12:27Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **34 days**
- recent public PR activity: **92 PRs** (0 merged / 9 closed-unmerged / 83 open; merged rate **0%**, closed-unmerged rate **10%**, open rate **90%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
- heuristic read: **very new account; high recent PR volume; very broad repo spread; high open PR share**
Example artifacts:
- [PR #13825: fix: Add missing StableAudioPipeline dummy class to prevent RecursionError (closes #13274)](https://github.com/huggingface/diffusers/pull/13825) — open
### `Carlofkl`
- profile: [github.com/Carlofkl](https://github.com/Carlofkl)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ACarlofkl)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ACarlofkl)
- repo first seen: `2026-05-27T06:16:54Z`
- repo last seen: `2026-06-12T05:38:00Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **8 comments / 23 reviews / 23 review comments**
- account age: **2302 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13815: [Pipelines] Add DreamLite text-to-image and image-edit pipelines](https://github.com/huggingface/diffusers/pull/13815) — closed, merged
### `ChinChyi`
- profile: [github.com/ChinChyi](https://github.com/ChinChyi)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AChinChyi)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AChinChyi)
- repo first seen: `2026-05-06T17:18:28Z`
- repo last seen: `2026-05-06T17:18:28Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3098 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: `Alpha-VLLM`
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13686: [LLaDA 2.0-Uni] Add LLaDA 2.0-Uni multimodal discrete diffusion pipeline](https://github.com/huggingface/diffusers/pull/13686) — open
### `Chinmay1220`
- profile: [github.com/Chinmay1220](https://github.com/Chinmay1220)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AChinmay1220)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AChinmay1220)
- repo first seen: `2026-06-13T16:50:00Z`
- repo last seen: `2026-06-13T16:50:00Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1001 days**
- recent public PR activity: **51 PRs** (44 merged / 2 closed-unmerged / 5 open; merged rate **86%**, closed-unmerged rate **4%**, open rate **10%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume**
Example artifacts:
- [PR #13937: Validate empty image and video lists](https://github.com/huggingface/diffusers/pull/13937) — open
### `CoderSATTY`
- profile: [github.com/CoderSATTY](https://github.com/CoderSATTY)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ACoderSATTY)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ACoderSATTY)
- repo first seen: `2026-05-23T06:54:12Z`
- repo last seen: `2026-06-13T13:50:51Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 1 reviews / 0 review comments**
- account age: **650 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13798: Fix: FLUX.2 encode_prompt dtype and add bitsandbytes int8+bfloat16 warning](https://github.com/huggingface/diffusers/pull/13798) — open
### `david-PHR`
- profile: [github.com/david-PHR](https://github.com/david-PHR)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adavid-PHR)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adavid-PHR)
- repo first seen: `2026-04-30T08:17:26Z`
- repo last seen: `2026-04-30T08:17:26Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1515 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13660: [qwenimage] add image_area kwarg to QwenImageEditPlusPipeline](https://github.com/huggingface/diffusers/pull/13660) — open
### `discobot`
- profile: [github.com/discobot](https://github.com/discobot)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adiscobot)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adiscobot)
- repo first seen: `2026-06-13T11:15:56Z`
- repo last seen: `2026-06-13T11:16:06Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **6068 days**
- recent public PR activity: **32 PRs** (5 merged / 0 closed-unmerged / 27 open; merged rate **16%**, closed-unmerged rate **0%**, open rate **84%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
- heuristic read: **high recent PR volume; very broad repo spread; high open PR share**
Example artifacts:
- [PR #13934: Fix scale_noise crash in EasyAnimate inpaint denoising loop](https://github.com/huggingface/diffusers/pull/13934) — open
### `dparikh79`
- profile: [github.com/dparikh79](https://github.com/dparikh79)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adparikh79)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adparikh79)
- repo first seen: `2026-05-16T22:41:41Z`
- repo last seen: `2026-05-16T22:41:41Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2871 days**
- recent public PR activity: **25 PRs** (3 merged / 2 closed-unmerged / 20 open; merged rate **12%**, closed-unmerged rate **8%**, open rate **80%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
- heuristic read: **high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13759: fix(peft_utils): raise actionable ValueError when rank_dict is empty in get_peft_kwargs](https://github.com/huggingface/diffusers/pull/13759) — open
### `HaoyuLi-Nova`
- profile: [github.com/HaoyuLi-Nova](https://github.com/HaoyuLi-Nova)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AHaoyuLi-Nova)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AHaoyuLi-Nova)
- repo first seen: `2026-04-24T15:24:20Z`
- repo last seen: `2026-04-24T15:24:20Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **888 days**
- recent public PR activity: **4 PRs** (2 merged / 0 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13556: Fix Flax LMSDiscreteScheduler sigma indexing and align LMS prediction_type with PyTorch](https://github.com/huggingface/diffusers/pull/13556) — open
### `hf-dependantbot-rollout[bot]`
- profile: [github.com/hf-dependantbot-rollout[bot]](https://github.com/hf-dependantbot-rollout[bot])
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahf-dependantbot-rollout%5Bbot%5D)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahf-dependantbot-rollout%5Bbot%5D)
- repo first seen: `2026-05-26T10:32:00Z`
- repo last seen: `2026-05-26T10:32:00Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **? days**
- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
- public orgs: none visible
- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
- heuristic read: **summary unavailable**
- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'hf-dependantbot-rollout[bot]'."}]`
Example artifacts:
- [PR #13812: chore: enable Dependabot weekly GitHub Actions bumps](https://github.com/huggingface/diffusers/pull/13812) — closed, merged
### `hoangperry`
- profile: [github.com/hoangperry](https://github.com/hoangperry)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahoangperry)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahoangperry)
- repo first seen: `2026-05-17T09:23:14Z`
- repo last seen: `2026-05-17T09:23:14Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2993 days**
- recent public PR activity: **4 PRs** (0 merged / 0 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `dpsnewailab`, `deepis-vn`
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13761: security: fix SSRF in load_image and load_video URL fetching](https://github.com/huggingface/diffusers/pull/13761) — open
### `islem-esi`
- profile: [github.com/islem-esi](https://github.com/islem-esi)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aislem-esi)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aislem-esi)
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- recent public PR activity: **4 PRs** (1 merged / 0 closed-unmerged / 3 open; merged rate **25%**, closed-unmerged rate **0%**, open rate **75%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13985: Use requests instead of urllib in convert_consistency_decoder _download](https://github.com/huggingface/diffusers/pull/13985) — open
### `itzzdeep`
- profile: [github.com/itzzdeep](https://github.com/itzzdeep)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aitzzdeep)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aitzzdeep)
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- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
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- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13721: torchao: safetensors save/load + disk group offload (closes #13713)](https://github.com/huggingface/diffusers/pull/13721) — open
### `javierdejesusda`
- profile: [github.com/javierdejesusda](https://github.com/javierdejesusda)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ajavierdejesusda)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ajavierdejesusda)
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- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
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- recent public PR activity: **20 PRs** (10 merged / 0 closed-unmerged / 10 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **high**, automation risk **medium**
- heuristic read: **broad repo spread; high open PR share**
Example artifacts:
- [PR #13803: [utils] preserve method metadata in apply_forward_hook](https://github.com/huggingface/diffusers/pull/13803) — open
### `JinLiIdeogram`
- profile: [github.com/JinLiIdeogram](https://github.com/JinLiIdeogram)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AJinLiIdeogram)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AJinLiIdeogram)
- repo first seen: `2026-05-11T18:57:43Z`
- repo last seen: `2026-05-11T18:57:43Z`
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- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
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- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
Example artifacts:
- [PR #13720: Test](https://github.com/huggingface/diffusers/pull/13720) — closed
### `liwd190019`
- profile: [github.com/liwd190019](https://github.com/liwd190019)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aliwd190019)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aliwd190019)
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- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
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- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13932: Add tutorial translations in Chinese](https://github.com/huggingface/diffusers/pull/13932) — closed, merged
### `lucasruan1618`
- profile: [github.com/lucasruan1618](https://github.com/lucasruan1618)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Alucasruan1618)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Alucasruan1618)
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- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13977: Add Ideogram4 image-to-image pipeline](https://github.com/huggingface/diffusers/pull/13977) — open
### `MaciejBalaNV`
- profile: [github.com/MaciejBalaNV](https://github.com/MaciejBalaNV)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AMaciejBalaNV)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AMaciejBalaNV)
- repo first seen: `2026-06-10T13:21:27Z`
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- snapshot discussion activity: **1 comments / 13 reviews / 13 review comments**
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- recent public PR activity: **11 PRs** (5 merged / 3 closed-unmerged / 3 open; merged rate **45%**, closed-unmerged rate **27%**, open rate **27%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **—**
Example artifacts:
- [PR #13911: Add Sound Encoder to Cosmos3](https://github.com/huggingface/diffusers/pull/13911) — closed, merged
### `michaelmanly`
- profile: [github.com/michaelmanly](https://github.com/michaelmanly)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Amichaelmanly)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Amichaelmanly)
- repo first seen: `2026-06-16T13:41:22Z`
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- public orgs: none visible
- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars**
Example artifacts:
- [PR #13972: docs: mention AI Badgr Compute as optional managed compute path](https://github.com/huggingface/diffusers/pull/13972) — open
### `MukundaKatta`
- profile: [github.com/MukundaKatta](https://github.com/MukundaKatta)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AMukundaKatta)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AMukundaKatta)
- repo first seen: `2026-04-25T18:34:23Z`
- repo last seen: `2026-04-25T18:34:23Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1569 days**
- recent public PR activity: **1000 PRs** (392 merged / 306 closed-unmerged / 363 open; merged rate **39%**, closed-unmerged rate **31%**, open rate **30%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread**
Example artifacts:
- [PR #13563: SUPIR: scaffold pipeline + design doc (refs #7219)](https://github.com/huggingface/diffusers/pull/13563) — open, draft
### `nandanadileep`
- profile: [github.com/nandanadileep](https://github.com/nandanadileep)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Anandanadileep)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Anandanadileep)
- repo first seen: `2026-06-12T08:50:55Z`
- repo last seen: `2026-06-12T08:50:55Z`
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- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
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- recent public PR activity: **67 PRs** (18 merged / 10 closed-unmerged / 39 open; merged rate **27%**, closed-unmerged rate **15%**, open rate **58%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
- heuristic read: **high recent PR volume; very broad repo spread; high open PR share**
Example artifacts:
- [PR #13926: Fix #13094: fix: correct Z-Image guidance scale threshold from > 1 to > 0](https://github.com/huggingface/diffusers/pull/13926) — open, draft
### `oab24413gmai`
- profile: [github.com/oab24413gmai](https://github.com/oab24413gmai)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aoab24413gmai)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aoab24413gmai)
- repo first seen: `2026-05-14T04:22:50Z`
- repo last seen: `2026-05-14T04:22:50Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **46 days**
- recent public PR activity: **67 PRs** (9 merged / 20 closed-unmerged / 38 open; merged rate **13%**, closed-unmerged rate **30%**, open rate **57%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
- heuristic read: **very new account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
Example artifacts:
- [PR #13746: docs: fix duplicated "to" in UNetSpatioTemporalConditionModel docstring](https://github.com/huggingface/diffusers/pull/13746) — open
### `ooovenenoso`
- profile: [github.com/ooovenenoso](https://github.com/ooovenenoso)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aooovenenoso)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aooovenenoso)
- repo first seen: `2026-05-24T12:21:28Z`
- repo last seen: `2026-05-24T12:21:28Z`
- first seen in snapshot: **no**
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- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
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- recent public PR activity: **11 PRs** (4 merged / 2 closed-unmerged / 5 open; merged rate **36%**, closed-unmerged rate **18%**, open rate **45%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13799: Fix Cosmos2 safety checker grad mode leak](https://github.com/huggingface/diffusers/pull/13799) — open
### `porunov`
- profile: [github.com/porunov](https://github.com/porunov)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aporunov)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aporunov)
- repo first seen: `2026-06-16T12:36:55Z`
- repo last seen: `2026-06-16T12:36:55Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
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- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3755 days**
- recent public PR activity: **4 PRs** (0 merged / 0 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `JanusGraph`
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share**
Example artifacts:
- [PR #13971: feat: bump safetensors to 0.8.0](https://github.com/huggingface/diffusers/pull/13971) — open
### `Praanjaljain29`
- profile: [github.com/Praanjaljain29](https://github.com/Praanjaljain29)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3APraanjaljain29)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3APraanjaljain29)
- repo first seen: `2026-05-28T02:28:09Z`
- repo last seen: `2026-05-29T06:54:07Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **1089 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13820: Fix black image output in QwenImageEdit docstring](https://github.com/huggingface/diffusers/pull/13820) — open
### `PreethamNoelP`
- profile: [github.com/PreethamNoelP](https://github.com/PreethamNoelP)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3APreethamNoelP)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3APreethamNoelP)
- repo first seen: `2026-06-10T00:04:40Z`
- repo last seen: `2026-06-15T16:43:07Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **1022 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13929: [Anima] Add img2img pipeline blocks](https://github.com/huggingface/diffusers/pull/13929) — open
### `ProgramerSalar`
- profile: [github.com/ProgramerSalar](https://github.com/ProgramerSalar)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AProgramerSalar)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AProgramerSalar)
- repo first seen: `2026-06-05T16:29:56Z`
- repo last seen: `2026-06-06T07:10:07Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **1646 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13874: [Core] Fix community pipeline initialization compatibility with primitive types](https://github.com/huggingface/diffusers/pull/13874) — open
### `racyjelly`
- profile: [github.com/racyjelly](https://github.com/racyjelly)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aracyjelly)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aracyjelly)
- repo first seen: `2026-04-23T14:40:30Z`
- repo last seen: `2026-04-23T14:40:30Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIMER**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1655 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
Example artifacts:
- [PR #13553: Custom v0.12.1](https://github.com/huggingface/diffusers/pull/13553) — closed
### `rmatif`
- profile: [github.com/rmatif](https://github.com/rmatif)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Armatif)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Armatif)
- repo first seen: `2026-05-12T16:24:51Z`
- repo last seen: `2026-05-29T13:02:50Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 4 reviews / 4 review comments**
- account age: **2185 days**
- recent public PR activity: **4 PRs** (1 merged / 2 closed-unmerged / 1 open; merged rate **25%**, closed-unmerged rate **50%**, open rate **25%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs**
Example artifacts:
- [PR #13732: Add Anima modular pipeline](https://github.com/huggingface/diffusers/pull/13732) — closed, merged
### `rumitvn`
- profile: [github.com/rumitvn](https://github.com/rumitvn)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Arumitvn)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Arumitvn)
- repo first seen: `2026-06-14T17:28:45Z`
- repo last seen: `2026-06-14T17:28:45Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **849 days**
- recent public PR activity: **39 PRs** (25 merged / 3 closed-unmerged / 11 open; merged rate **64%**, closed-unmerged rate **8%**, open rate **28%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
- heuristic read: **high recent PR volume; broad repo spread**
Example artifacts:
- [PR #13951: Fix CogView3 lazy export to match the actual output class name](https://github.com/huggingface/diffusers/pull/13951) — open
### `Shreyas-jk`
- profile: [github.com/Shreyas-jk](https://github.com/Shreyas-jk)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AShreyas-jk)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AShreyas-jk)
- repo first seen: `2026-05-08T23:19:21Z`
- repo last seen: `2026-05-08T23:19:21Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **547 days**
- recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars**
Example artifacts:
- [PR #13701: [mps] Fix NaN in Attention.get_attention_scores when attention_mask is None](https://github.com/huggingface/diffusers/pull/13701) — open
### `st7109`
- profile: [github.com/st7109](https://github.com/st7109)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ast7109)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ast7109)
- repo first seen: `2026-05-28T13:25:48Z`
- repo last seen: `2026-06-03T06:50:34Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIMER**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **2512 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13824: Add use_real parameter to Z-Image for platform compatibility](https://github.com/huggingface/diffusers/pull/13824) — open
### `waitingcheung`
- profile: [github.com/waitingcheung](https://github.com/waitingcheung)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Awaitingcheung)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Awaitingcheung)
- repo first seen: `2026-04-23T05:54:56Z`
- repo last seen: `2026-05-14T07:29:01Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **13 comments / 12 reviews / 12 review comments**
- account age: **4967 days**
- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
- public orgs: none visible
- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars**
Example artifacts:
- [PR #13551: feat: Add Motif-Video model and pipelines](https://github.com/huggingface/diffusers/pull/13551) — closed, merged
### `xin3he`
- profile: [github.com/xin3he](https://github.com/xin3he)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Axin3he)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Axin3he)
- repo first seen: `2026-03-04T11:16:34Z`
- repo last seen: `2026-06-09T05:53:32Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **13 comments / 21 reviews / 21 review comments**
- account age: **1858 days**
- recent public PR activity: **37 PRs** (31 merged / 2 closed-unmerged / 4 open; merged rate **84%**, closed-unmerged rate **5%**, open rate **11%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume**
Example artifacts:
- [PR #13552: Integrate AutoRound into Diffusers](https://github.com/huggingface/diffusers/pull/13552) — closed, merged
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