# New Contributor Report: huggingface/diffusers

- Snapshot: `20260722T133518Z`
- Generated: `2026-07-22T13:35:47Z`
- Activity window: `60d`
- Contributors: `133`

## 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` | 1092 | 137 | strong | moderate | low | extremely high recent PR volume |
| `DN6` | [profile](https://github.com/DN6) | no | MEMBER | 4403d | `2023-02-22T04:27:25Z` | 384 | 14 | strong | low | low | targets high-star repos |
| `yiyixuxu` | [profile](https://github.com/yiyixuxu) | no | MEMBER | 4019d | `2022-12-14T16:37:57Z` | 321 | 39 | strong | low | low | targets high-star repos |
| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2338d | `2023-02-22T18:18:22Z` | 217 | 6 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
| `linoytsaban` | [profile](https://github.com/linoytsaban) | no | MEMBER | 2390d | `2023-06-20T06:10:02Z` | 81 | 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` | 71 | 10 | 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` | 69 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
| `akshan-main` | [profile](https://github.com/akshan-main) | no | CONTRIBUTOR | 1603d | `2025-11-21T08:13:14Z` | 44 | 2 | mixed | low | low | high open PR share; targets high-star repos |
| `delmalih` | [profile](https://github.com/delmalih) | no | CONTRIBUTOR | 3392d | `2025-11-10T14:05:47Z` | 42 | 1 | mixed | moderate | low | high open PR share |
| `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2023-12-20T21:14:21Z` | 37 | 0 | n/a | n/a | n/a | summary unavailable |
| `apolinario` | [profile](https://github.com/apolinario) | no | MEMBER | 5498d | `2022-07-20T09:48:08Z` | 33 | 31 | weak | low | low | high open PR share; targets high-star repos |
| `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 3038d | `2023-09-19T06:45:24Z` | 16 | 0 | mixed | moderate | low | targets high-star repos |
| `dxqb` | [profile](https://github.com/dxqb) | no | CONTRIBUTOR | 628d | `2025-01-12T14:41:12Z` | 14 | 24 | n/a | low | low | no visible non-self stars |
| `HaozheZhang6` | [profile](https://github.com/HaozheZhang6) | no | CONTRIBUTOR | 2679d | `2026-06-09T08:45:25Z` | 12 | 0 | mixed | moderate | low | — |
| `Whning0513` | [profile](https://github.com/Whning0513) | no | FIRST_TIME_CONTRIBUTOR | 1037d | `2026-06-19T06:35:46Z` | 10 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share |
| `sergioperezcheco` | [profile](https://github.com/sergioperezcheco) | no | FIRST_TIME_CONTRIBUTOR | 1541d | `2026-07-17T08:50:42Z` | 8 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
| `srlynch1` | [profile](https://github.com/srlynch1) | no | NONE | 2777d | `2026-06-21T11:26:07Z` | 8 | 0 | mixed | moderate | low | high recent PR volume |
| `JingyaHuang` | [profile](https://github.com/JingyaHuang) | no | MEMBER | 2783d | `2022-11-03T10:27:59Z` | 7 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `yzhautouskay` | [profile](https://github.com/yzhautouskay) | no | CONTRIBUTOR | 588d | `2026-05-28T11:20:40Z` | 7 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `Liauuu` | [profile](https://github.com/Liauuu) | no | NONE | 291d | `2026-06-13T16:59:29Z` | 6 | 0 | mixed | low | low | young account; high open PR share; targets high-star repos |
| `atharvajoshi10` | [profile](https://github.com/atharvajoshi10) | no | CONTRIBUTOR | 3244d | `2026-05-27T21:18:03Z` | 5 | 1 | strong | low | low | targets high-star repos |
| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5880d | `2026-05-13T07:23:25Z` | 5 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
| `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 |
| `lcheng321` | [profile](https://github.com/lcheng321) | no | CONTRIBUTOR | 2601d | `2026-06-20T07:33:42Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
| `pzarzycki` | [profile](https://github.com/pzarzycki) | no | CONTRIBUTOR | 4891d | `2026-07-07T20:03:10Z` | 4 | 0 | weak | low | low | high open PR share |
| `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 |
| `buffett0323` | [profile](https://github.com/buffett0323) | no | CONTRIBUTOR | 2030d | `2026-05-22T21:59:05Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `Functionhx` | [profile](https://github.com/Functionhx) | no | FIRST_TIME_CONTRIBUTOR | 753d | `2026-07-09T19:22:34Z` | 3 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; 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 |
| `Jefsky` | [profile](https://github.com/Jefsky) | no | FIRST_TIME_CONTRIBUTOR | 4418d | `2026-05-28T08:16:01Z` | 3 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
| `menglcai` | [profile](https://github.com/menglcai) | no | CONTRIBUTOR | 981d | `2026-07-14T08:27:01Z` | 3 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
| `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | FIRST_TIME_CONTRIBUTOR | 2845d | `2026-06-22T14:21:21Z` | 3 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
| `asomoza` | [profile](https://github.com/asomoza) | no | MEMBER | 4641d | `2023-11-10T05:32:15Z` | 53 | 12 | weak | low | low | targets high-star repos |
| `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1437d | `2022-11-29T08:44:19Z` | 28 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
| `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 |
| `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 |
| `zhtmike` | [profile](https://github.com/zhtmike) | no | CONTRIBUTOR | 4316d | `2026-03-17T08:08:13Z` | 7 | 4 | mixed | moderate | low | high recent PR volume |
| `chenyangzhu1` | [profile](https://github.com/chenyangzhu1) | no | CONTRIBUTOR | 1566d | `2026-04-02T15:30:04Z` | 4 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `SamuelTallet` | [profile](https://github.com/SamuelTallet) | no | CONTRIBUTOR | 3048d | `2026-04-18T22:26:11Z` | 2 | 5 | mixed | low | low | — |
| `GiGiKoneti` | [profile](https://github.com/GiGiKoneti) | no | CONTRIBUTOR | 436d | `2026-06-26T09:09:23Z` | 2 | 2 | weak | moderate | low | high open PR share |
| `TheLovesOfLadyPurple` | [profile](https://github.com/TheLovesOfLadyPurple) | no | CONTRIBUTOR | 289d | `2026-06-05T00:38:29Z` | 2 | 2 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
| `Boffee` | [profile](https://github.com/Boffee) | no | CONTRIBUTOR | 4284d | `2026-06-11T01:41:27Z` | 2 | 1 | mixed | low | low | high open PR share; 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 |
| `Alex-Wengg` | [profile](https://github.com/Alex-Wengg) | no | NONE | 3055d | `2026-06-21T02:31:56Z` | 2 | 0 | mixed | moderate | low | extremely high recent PR volume |
| `April-Sonnet` | [profile](https://github.com/April-Sonnet) | no | FIRST_TIME_CONTRIBUTOR | 78d | `2026-06-22T04:18:41Z` | 2 | 0 | weak | moderate | medium | very new account; high recent PR volume; high open PR share; no visible non-self stars |
| `C1-BA-B1-F3` | [profile](https://github.com/C1-BA-B1-F3) | no | FIRST_TIME_CONTRIBUTOR | 3300d | `2026-06-25T20:34:05Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
| `KartavyaDikshit` | [profile](https://github.com/KartavyaDikshit) | no | FIRST_TIME_CONTRIBUTOR | 1742d | `2026-06-22T08:21:01Z` | 2 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
| `rumutaydin` | [profile](https://github.com/rumutaydin) | no | FIRST_TIME_CONTRIBUTOR | 1329d | `2026-07-10T22:49:14Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `sridhar-3009` | [profile](https://github.com/sridhar-3009) | no | FIRST_TIME_CONTRIBUTOR | 1347d | `2026-07-10T04:10:03Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
| `ZAID646` | [profile](https://github.com/ZAID646) | no | CONTRIBUTOR | 1315d | `2026-07-01T18:09:53Z` | 2 | 0 | weak | moderate | low | high open PR share; 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 |
| `lawrence-cj` | [profile](https://github.com/lawrence-cj) | no | CONTRIBUTOR | 2459d | `2023-11-08T08:40:50Z` | 33 | 2 | strong | low | low | — |
| `bghira` | [profile](https://github.com/bghira) | no | CONTRIBUTOR | 2353d | `2023-05-13T19:58:56Z` | 28 | 45 | strong | high | low | high recent PR volume; broad repo spread |
| `rootonchair` | [profile](https://github.com/rootonchair) | no | CONTRIBUTOR | 3478d | `2023-12-27T03:24:34Z` | 25 | 8 | mixed | low | low | — |
| `mishig25` | [profile](https://github.com/mishig25) | no | MEMBER | 4108d | `2022-09-04T19:44:43Z` | 24 | 3 | mixed | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3976d | `2025-01-20T00:59:08Z` | 15 | 1 | mixed | moderate | low | high recent PR volume; targets high-star repos |
| `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 |
| `christopher5106` | [profile](https://github.com/christopher5106) | no | CONTRIBUTOR | 4509d | `2024-03-30T15:52:41Z` | 9 | 28 | strong | low | low | — |
| `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 |
| `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 |
| `RuixiangMa` | [profile](https://github.com/RuixiangMa) | no | CONTRIBUTOR | 3328d | `2026-04-02T17:19:18Z` | 6 | 0 | mixed | low | low | high recent PR volume |
| `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 |
| `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 |
| `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 |
| `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 |
| `Shreyas-jk` | [profile](https://github.com/Shreyas-jk) | no | FIRST_TIME_CONTRIBUTOR | 547d | `2026-05-08T23:19:21Z` | 2 | 0 | mixed | low | low | no visible non-self stars |
| `sqhuang` | [profile](https://github.com/sqhuang) | no | CONTRIBUTOR | 4036d | `2025-11-23T14:01:52Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `chuenchen309` | [profile](https://github.com/chuenchen309) | no | FIRST_TIME_CONTRIBUTOR | 2675d | `2026-07-16T02:42:58Z` | 1 | 2 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
| `Sainava` | [profile](https://github.com/Sainava) | no | NONE | 869d | `2026-06-22T18:05:17Z` | 1 | 2 | mixed | moderate | low | — |
| `amd-inechakr` | [profile](https://github.com/amd-inechakr) | no | FIRST_TIME_CONTRIBUTOR | 150d | `2026-06-26T22:12:12Z` | 1 | 1 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
| `CodingForAGI` | [profile](https://github.com/CodingForAGI) | no | FIRST_TIMER | 1067d | `2026-07-05T12:10:16Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `ElectricGoal` | [profile](https://github.com/ElectricGoal) | no | CONTRIBUTOR | 2916d | `2026-06-25T10:27:43Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `ErenAta16` | [profile](https://github.com/ErenAta16) | no | FIRST_TIME_CONTRIBUTOR | 990d | `2026-07-17T16:11:53Z` | 1 | 1 | mixed | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
| `fropych` | [profile](https://github.com/fropych) | no | CONTRIBUTOR | 2153d | `2026-07-15T16:06:31Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `gabe-engineers` | [profile](https://github.com/gabe-engineers) | no | NONE | 2950d | `2026-06-12T17:57:39Z` | 1 | 1 | weak | low | low | high open PR share |
| `IvenHsu01` | [profile](https://github.com/IvenHsu01) | no | CONTRIBUTOR | 323d | `2026-07-14T02:59:47Z` | 1 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
| `jmliu206` | [profile](https://github.com/jmliu206) | no | FIRST_TIME_CONTRIBUTOR | 2412d | `2026-06-29T08:48:54Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `johnnynunez` | [profile](https://github.com/johnnynunez) | no | FIRST_TIME_CONTRIBUTOR | 3560d | `2025-06-25T12:11:57Z` | 1 | 1 | weak | high | medium | extremely high recent PR volume; broad repo spread; high open PR share |
| `LucasSte` | [profile](https://github.com/LucasSte) | no | CONTRIBUTOR | 2976d | `2026-03-28T23:48:15Z` | 1 | 1 | mixed | moderate | low | high recent PR volume |
| `ramkumar27072006` | [profile](https://github.com/ramkumar27072006) | no | 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 |
| `tangyanf` | [profile](https://github.com/tangyanf) | no | CONTRIBUTOR | 3358d | `2026-06-22T06:54:14Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `wutachiang` | [profile](https://github.com/wutachiang) | no | FIRST_TIME_CONTRIBUTOR | 3978d | `2026-07-15T05:06:34Z` | 1 | 1 | weak | low | low | high open PR share; 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 |
| `Allure2233` | [profile](https://github.com/Allure2233) | no | FIRST_TIME_CONTRIBUTOR | 719d | `2026-06-22T08:03:05Z` | 1 | 0 | weak | low | low | high open PR share; 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 |
| `Bekhouche` | [profile](https://github.com/Bekhouche) | no | FIRST_TIME_CONTRIBUTOR | 4792d | `2026-07-22T11:03:30Z` | 1 | 0 | weak | low | low | high open PR share |
| `Boogu-Team` | [profile](https://github.com/Boogu-Team) | no | FIRST_TIMER | 20d | `2026-06-22T15:55:13Z` | 1 | 0 | weak | low | medium | very new account; 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 |
| `Cedric-Perauer` | [profile](https://github.com/Cedric-Perauer) | no | FIRST_TIME_CONTRIBUTOR | 2915d | `2025-11-21T00:20:03Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `cgloriacc` | [profile](https://github.com/cgloriacc) | no | FIRST_TIME_CONTRIBUTOR | 2032d | `2026-06-26T06:33:27Z` | 1 | 0 | weak | 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 |
| `danielxmed` | [profile](https://github.com/danielxmed) | no | FIRST_TIME_CONTRIBUTOR | 679d | `2026-07-05T13:53:55Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `delcenjo` | [profile](https://github.com/delcenjo) | no | FIRST_TIME_CONTRIBUTOR | 121d | `2026-06-23T19:06:11Z` | 1 | 0 | strong | high | medium | young account; high recent PR volume; broad repo spread; no visible non-self stars |
| `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 |
| `gaurav-init` | [profile](https://github.com/gaurav-init) | no | FIRST_TIME_CONTRIBUTOR | 1225d | `2026-06-21T19:11:42Z` | 1 | 0 | weak | low | low | high open PR share |
| `hanu-14` | [profile](https://github.com/hanu-14) | no | FIRST_TIME_CONTRIBUTOR | 1755d | `2026-07-18T07:34:44Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share |
| `hasib2003` | [profile](https://github.com/hasib2003) | no | FIRST_TIME_CONTRIBUTOR | 1565d | `2026-07-19T15:15:19Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; 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 |
| `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 |
| `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 |
| `laradipupo` | [profile](https://github.com/laradipupo) | no | FIRST_TIME_CONTRIBUTOR | 1426d | `2026-07-13T08:43:32Z` | 1 | 0 | weak | low | low | high open PR share |
| `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 |
| `momomuchu` | [profile](https://github.com/momomuchu) | no | FIRST_TIME_CONTRIBUTOR | 1727d | `2026-07-08T17:01:46Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
| `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 |
| `Nas01010101` | [profile](https://github.com/Nas01010101) | no | FIRST_TIME_CONTRIBUTOR | 889d | `2026-06-21T15:44:05Z` | 1 | 0 | weak | high | low | high recent PR volume; 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 |
| `Osamaali313` | [profile](https://github.com/Osamaali313) | no | FIRST_TIME_CONTRIBUTOR | 1846d | `2026-07-17T19:52:16Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
| `Paramveersingh-S` | [profile](https://github.com/Paramveersingh-S) | no | NONE | 898d | `2026-06-23T13:34:36Z` | 1 | 0 | weak | high | low | high recent PR volume; broad repo spread; high open PR share |
| `pctablet505` | [profile](https://github.com/pctablet505) | no | NONE | 2503d | `2026-07-15T19:46:56Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
| `pepepeboom` | [profile](https://github.com/pepepeboom) | no | FIRST_TIME_CONTRIBUTOR | 833d | `2026-07-18T12:40:24Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `PlagueKind` | [profile](https://github.com/PlagueKind) | no | FIRST_TIME_CONTRIBUTOR | 41d | `2026-06-24T18:22:29Z` | 1 | 0 | mixed | moderate | medium | very new account; many recent closed-unmerged PRs; targets high-star repos |
| `porunov` | [profile](https://github.com/porunov) | no | 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 |
| `PrakshaaleJain` | [profile](https://github.com/PrakshaaleJain) | no | CONTRIBUTOR | 947d | `2026-06-24T13:19:25Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `PreethamNoelP` | [profile](https://github.com/PreethamNoelP) | no | 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 |
| `Pruthvi226` | [profile](https://github.com/Pruthvi226) | no | FIRST_TIME_CONTRIBUTOR | 658d | `2026-06-28T13:28:14Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
| `rathodkunj2005` | [profile](https://github.com/rathodkunj2005) | no | FIRST_TIME_CONTRIBUTOR | 1838d | `2026-07-10T18:07:37Z` | 1 | 0 | mixed | moderate | low | high open PR share |
| `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 |
| `Saurav-Gupta-9741` | [profile](https://github.com/Saurav-Gupta-9741) | no | FIRST_TIME_CONTRIBUTOR | 1743d | `2026-07-01T19:48:18Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share |
| `Solaris-star` | [profile](https://github.com/Solaris-star) | no | FIRST_TIME_CONTRIBUTOR | 2216d | `2026-07-20T15:17:03Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share |
| `spartanz51` | [profile](https://github.com/spartanz51) | no | FIRST_TIME_CONTRIBUTOR | 4713d | `2026-07-21T09:53:44Z` | 1 | 0 | mixed | moderate | low | — |
| `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 |
| `SuryanshSS1011` | [profile](https://github.com/SuryanshSS1011) | no | FIRST_TIME_CONTRIBUTOR | 874d | `2026-06-29T22:17:01Z` | 1 | 0 | mixed | moderate | low | no visible non-self stars |
| `Vitaliy-Pikalo` | [profile](https://github.com/Vitaliy-Pikalo) | no | FIRST_TIME_CONTRIBUTOR | 636d | `2026-06-21T03:47:01Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
| `XIONGPEILIN` | [profile](https://github.com/XIONGPEILIN) | no | FIRST_TIME_CONTRIBUTOR | 799d | `2026-07-14T13:08:30Z` | 1 | 0 | mixed | moderate | low | high open PR share |

## 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: `2026-07-22T05:32:21Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **1229**
- snapshot authored PRs/issues: **1092 PRs / 137 issues**
- snapshot discussion activity: **8333 comments / 7229 reviews / 7542 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 #14268: [wip] [tests] migrate lora tests for pipelines to use new mixins](https://github.com/huggingface/diffusers/pull/14268) — open, draft
- [PR #14267: [tests] migrate training tests to pytest.](https://github.com/huggingface/diffusers/pull/14267) — open
- [PR #14262: [core] restrict logging of quant config based on the header size.](https://github.com/huggingface/diffusers/pull/14262) — open, draft
- [Issue #14255: [tests] migrate all attention processor related stuff from pipeline to model-level testing](https://github.com/huggingface/diffusers/issues/14255) — open
- [Issue #14249: `set_attention_backend` on one model leaks globally to other models via the active-backend registry](https://github.com/huggingface/diffusers/issues/14249) — open
- [Issue #14247: PR GPU CI skips new-model GPU tests: Cosmos3 memory tests failed on an unrelated PR](https://github.com/huggingface/diffusers/issues/14247) — open

### `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: `2026-07-21T07:42:20Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **398**
- snapshot authored PRs/issues: **384 PRs / 14 issues**
- snapshot discussion activity: **1094 comments / 1567 reviews / 1271 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 #14169: Remove JAX/Flax ](https://github.com/huggingface/diffusers/pull/14169) — closed, merged
- [PR #13966: Update `diffusers-cli` for agentic use](https://github.com/huggingface/diffusers/pull/13966) — closed, merged
- [PR #13852: [CI] Fix `torch_device` import in AutoencoderTesterMixin](https://github.com/huggingface/diffusers/pull/13852) — closed, merged
- [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: `2026-07-21T02:27:30Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **360**
- snapshot authored PRs/issues: **321 PRs / 39 issues**
- snapshot discussion activity: **2610 comments / 3034 reviews / 3878 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 #14241: [modular] detect stale auto docstrings in CI + regenerate current ones](https://github.com/huggingface/diffusers/pull/14241) — open
- [PR #14238: Support workflows on conditional pipeline blocks](https://github.com/huggingface/diffusers/pull/14238) — open, draft
- [PR #14234: Modular branch specific defaults](https://github.com/huggingface/diffusers/pull/14234) — open
- [Issue #14132: [modular] ensure branch-specific input defaults](https://github.com/huggingface/diffusers/issues/14132) — open
- [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

### `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: `2026-07-17T16:51:08Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **223**
- snapshot authored PRs/issues: **217 PRs / 6 issues**
- snapshot discussion activity: **248 comments / 792 reviews / 1653 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 #14162: torch.dtype alias](https://github.com/huggingface/diffusers/pull/14162) — closed, merged
- [PR #14134: [fix] missing doc-builder imports](https://github.com/huggingface/diffusers/pull/14134) — closed, merged
- [PR #13830: [docs] add missing Returns sections to forward/__call__ docstrings](https://github.com/huggingface/diffusers/pull/13830) — 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

### `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: `2026-07-21T10:40:25Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **83**
- snapshot authored PRs/issues: **81 PRs / 2 issues**
- snapshot discussion activity: **264 comments / 190 reviews / 151 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 #14171: [lora training] tag krea2 LoRA card with Turbo base model first to enable inference widget](https://github.com/huggingface/diffusers/pull/14171) — closed, merged
- [PR #14158: [lora training] fix aspect ratio bucketing in dreambooth scripts (+ caption dropout, on-the-fly buckets)](https://github.com/huggingface/diffusers/pull/14158) — closed, merged
- [PR #14089: [lora training] add caption dropout and aspect ratio buckets to krea2 and qwen-image](https://github.com/huggingface/diffusers/pull/14089) — open
- [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: `2026-07-21T07:53:42Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **81**
- snapshot authored PRs/issues: **71 PRs / 10 issues**
- snapshot discussion activity: **402 comments / 1059 reviews / 951 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 #14047: Refactor QKV Fusion Utilities](https://github.com/huggingface/diffusers/pull/14047) — open
- [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
- [Issue #14003: Split Q,K,V vs Fused QKV Projections in diffusers Discussion](https://github.com/huggingface/diffusers/issues/14003) — open
- [Issue #14002: Support Original Checkpoint-Compatible PEFT Adapters](https://github.com/huggingface/diffusers/issues/14002) — open
- [Issue #12079: API Suggestion: Expose Methods to Convert to Sample Prediction in Schedulers](https://github.com/huggingface/diffusers/issues/12079) — open

### `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: `2026-07-10T18:07:19Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **69**
- snapshot authored PRs/issues: **69 PRs / 0 issues**
- snapshot discussion activity: **217 comments / 178 reviews / 151 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 #14164: Add a sampling animation example for discrete diffusion](https://github.com/huggingface/diffusers/pull/14164) — open
- [PR #14121: Add ReMDM remasking to DiscreteDDIMScheduler](https://github.com/huggingface/diffusers/pull/14121) — open
- [PR #14092: Add doc pages for the DiffusionGemma schedulers](https://github.com/huggingface/diffusers/pull/14092) — closed, merged

### `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: `2026-07-20T05:09:11Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **46**
- snapshot authored PRs/issues: **44 PRs / 2 issues**
- snapshot discussion activity: **119 comments / 41 reviews / 41 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 #14242: refactor wan 2.2 image-to-video pipeline tests to the new mixin structure](https://github.com/huggingface/diffusers/pull/14242) — closed, merged
- [PR #14240: refactor wan 2.2 pipeline tests to the new mixin structure](https://github.com/huggingface/diffusers/pull/14240) — closed, merged
- [PR #14239: refactor wan animate pipeline tests to the new mixin structure](https://github.com/huggingface/diffusers/pull/14239) — closed, merged
- [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

### `delmalih`

- profile: [github.com/delmalih](https://github.com/delmalih)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adelmalih)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adelmalih)
- repo first seen: `2025-11-10T14:05:47Z`
- repo last seen: `2026-07-18T07:25:07Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **43**
- snapshot authored PRs/issues: **42 PRs / 1 issues**
- snapshot discussion activity: **12 comments / 1 reviews / 1 review comments**
- account age: **3392 days**
- recent public PR activity: **7 PRs** (3 merged / 1 closed-unmerged / 3 open; merged rate **43%**, closed-unmerged rate **14%**, open rate **43%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share**

Example artifacts:
- [PR #14226: docs: improve docstring scheduling_k_dpm_2_ancetstral_discrete.py](https://github.com/huggingface/diffusers/pull/14226) — open
- [PR #14212: docs: improve docstring scheduling_k_dpm_2_discrete.py](https://github.com/huggingface/diffusers/pull/14212) — closed, merged
- [PR #14199: docs: improve docstring scheduling_repaint.py](https://github.com/huggingface/diffusers/pull/14199) — closed, merged
- [Issue #12650: Question about the `# Copied from` system](https://github.com/huggingface/diffusers/issues/12650) — open

### `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: `2026-07-17T22:53:29Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **37**
- snapshot authored PRs/issues: **37 PRs / 0 issues**
- snapshot discussion activity: **12 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 #14218: Bump torch from 2.7.0 to 2.13.0 in /examples/server](https://github.com/huggingface/diffusers/pull/14218) — open
- [PR #14217: Bump torch from 2.2.0 to 2.13.0 in /examples/research_projects/realfill](https://github.com/huggingface/diffusers/pull/14217) — open
- [PR #14180: Bump transformers from 5.3.0 to 5.5.0 in /examples/cogview4-control](https://github.com/huggingface/diffusers/pull/14180) — open

### `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: `2026-06-22T21:53:16Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **64**
- snapshot authored PRs/issues: **33 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 #14046: Krea 2 LoRA DreamBooth trainer](https://github.com/huggingface/diffusers/pull/14046) — closed, merged
- [PR #13861: Ideogram4 lora training](https://github.com/huggingface/diffusers/pull/13861) — closed, merged
- [PR #13860: Add structured prompt upsampling to Ideogram4](https://github.com/huggingface/diffusers/pull/13860) — 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

### `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: `2026-07-22T05:41:22Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **16**
- snapshot authored PRs/issues: **16 PRs / 0 issues**
- snapshot discussion activity: **35 comments / 15 reviews / 15 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 #14269: Fix Wan and Motif video pipeline fast test failures](https://github.com/huggingface/diffusers/pull/14269) — open
- [PR #13892: fix test_pag_sdxl::StableDiffusionXLPAGPipelineIntegrationTests](https://github.com/huggingface/diffusers/pull/13892) — closed, merged
- [PR #13886: fix marigold depth failure in xpu and A100](https://github.com/huggingface/diffusers/pull/13886) — closed, merged

### `dxqb`

- profile: [github.com/dxqb](https://github.com/dxqb)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adxqb)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adxqb)
- repo first seen: `2025-01-12T14:41:12Z`
- repo last seen: `2026-07-19T12:50:41Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **38**
- snapshot authored PRs/issues: **14 PRs / 24 issues**
- snapshot discussion activity: **101 comments / 12 reviews / 14 review comments**
- account age: **628 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 #14244: Fix LTX2 dynamic timestep shift ignoring the sequence length](https://github.com/huggingface/diffusers/pull/14244) — open
- [PR #14080: Complete Kohya LoRA conversion for Qwen and Z-Image](https://github.com/huggingface/diffusers/pull/14080) — closed, merged
- [PR #14010: Fix KeyError for non-attention LoRA sublayers in Flux/Chroma mixture-format converter](https://github.com/huggingface/diffusers/pull/14010) — closed, draft
- [Issue #14243: LTX2Pipeline: dynamic timestep shift `mu` is constant, ignores the actual sequence length](https://github.com/huggingface/diffusers/issues/14243) — open
- [Issue #14122: `from_single_file()` support missing/incomplete for Ideogram4 and Krea2 transformers](https://github.com/huggingface/diffusers/issues/14122) — open
- [Issue #14104: Flux-family attention: flash-attn and other backends fail in an autocast context](https://github.com/huggingface/diffusers/issues/14104) — open

### `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: `2026-06-30T03:21:11Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **12**
- snapshot authored PRs/issues: **12 PRs / 0 issues**
- snapshot discussion activity: **18 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) — closed, merged
- [PR #13944: ovis_image: fix guidance_scale / max_sequence_length / batched CFG / precomputed embeds + add pipeline test](https://github.com/huggingface/diffusers/pull/13944) — closed, merged

### `Whning0513`

- profile: [github.com/Whning0513](https://github.com/Whning0513)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AWhning0513)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AWhning0513)
- repo first seen: `2026-06-19T06:35:46Z`
- repo last seen: `2026-07-19T19:40:26Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **10**
- snapshot authored PRs/issues: **10 PRs / 0 issues**
- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
- account age: **1037 days**
- recent public PR activity: **146 PRs** (0 merged / 61 closed-unmerged / 85 open; merged rate **0%**, closed-unmerged rate **42%**, open rate **58%**)
- 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; many recent closed-unmerged PRs; high open PR share**

Example artifacts:
- [PR #13997: Fix LoKr format LoRA weight loading for Flux2 pipelines](https://github.com/huggingface/diffusers/pull/13997) — closed
- [PR #13996: Fix Flux2LoraLoaderMixin crash on modular pipeline sub-pipes](https://github.com/huggingface/diffusers/pull/13996) — open
- [PR #13995: Fix set_attention_backend skipping hub kernel download](https://github.com/huggingface/diffusers/pull/13995) — open

### `sergioperezcheco`

- profile: [github.com/sergioperezcheco](https://github.com/sergioperezcheco)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asergioperezcheco)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asergioperezcheco)
- repo first seen: `2026-07-17T08:50:42Z`
- repo last seen: `2026-07-22T01:42:34Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **8**
- snapshot authored PRs/issues: **8 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **1541 days**
- recent public PR activity: **29 PRs** (3 merged / 7 closed-unmerged / 19 open; merged rate **10%**, closed-unmerged rate **24%**, open rate **66%**)
- 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 #14266: fix(ltx2): use actual video sequence length for dynamic timestep shift](https://github.com/huggingface/diffusers/pull/14266) — open
- [PR #14237: fix(hooks): preserve original forward signature in register_hook](https://github.com/huggingface/diffusers/pull/14237) — open
- [PR #14233: fix(pipelines): use forward slash in per-component config.json download allow patterns](https://github.com/huggingface/diffusers/pull/14233) — open

### `srlynch1`

- profile: [github.com/srlynch1](https://github.com/srlynch1)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asrlynch1)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asrlynch1)
- repo first seen: `2026-06-21T11:26:07Z`
- repo last seen: `2026-06-21T11:29:14Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **8**
- snapshot authored PRs/issues: **8 PRs / 0 issues**
- snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
- account age: **2777 days**
- recent public PR activity: **68 PRs** (53 merged / 11 closed-unmerged / 4 open; merged rate **78%**, closed-unmerged rate **16%**, open rate **6%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume**

Example artifacts:
- [PR #14024: Add SD3 attention masks for text padding tokens (#8673)](https://github.com/huggingface/diffusers/pull/14024) — closed
- [PR #14023: Fix context parallel padding for indivisible sequence lengths (#12568)](https://github.com/huggingface/diffusers/pull/14023) — closed
- [PR #14022: Support multiple ControlNet-XS adapters (#8434)](https://github.com/huggingface/diffusers/pull/14022) — closed

### `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: `2026-07-16T16:55:00Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **7**
- snapshot authored PRs/issues: **7 PRs / 0 issues**
- snapshot discussion activity: **8 comments / 18 reviews / 28 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 #14107: [Restore] torch.chunk in Flux2SwiGLU from #13485](https://github.com/huggingface/diffusers/pull/14107) — open
- [PR #14075: [TPU] Add tensor parallel support for TPU backend](https://github.com/huggingface/diffusers/pull/14075) — open, draft
- [PR #14039: [TPU] Initial TorchTPU backend integration (eager + torch.compile)](https://github.com/huggingface/diffusers/pull/14039) — open, draft

### `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: `2026-07-17T09:29:15Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **7**
- snapshot authored PRs/issues: **7 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 10 reviews / 10 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 #14188: [Quantization] Fix ModelOpt pre-quantized loading ](https://github.com/huggingface/diffusers/pull/14188) — closed, merged
- [PR #14177: Cosmos3 Distilled support](https://github.com/huggingface/diffusers/pull/14177) — closed, merged
- [PR #14150: Transfer support for Cosmos3 ModularPipeline](https://github.com/huggingface/diffusers/pull/14150) — closed, merged

### `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: **NONE**
- 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) — closed
- [PR #13964: fix(pipeline): preserve original pipeline dtype in from_pipe() by default](https://github.com/huggingface/diffusers/pull/13964) — closed
- [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) — 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: `2026-07-20T01:19:05Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **6**
- snapshot authored PRs/issues: **5 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 6 reviews / 6 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 #14246: Fix Cosmos3 Edge generator K normalization](https://github.com/huggingface/diffusers/pull/14246) — closed, merged
- [PR #14181: Cosmos3 edge support](https://github.com/huggingface/diffusers/pull/14181) — closed, merged
- [PR #14054: Cosmos3 Model Parallelism](https://github.com/huggingface/diffusers/pull/14054) — open
- [Issue #14041: Finalize Guidelines for Ulysses based context parallel attention](https://github.com/huggingface/diffusers/issues/14041) — 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: `2026-07-03T11:53:01Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **5 PRs / 0 issues**
- snapshot discussion activity: **9 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 #13987: ci: use hosted runners](https://github.com/huggingface/diffusers/pull/13987) — closed, merged
- [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

### `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

### `lcheng321`

- profile: [github.com/lcheng321](https://github.com/lcheng321)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Alcheng321)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Alcheng321)
- repo first seen: `2026-06-20T07:33:42Z`
- repo last seen: `2026-07-21T09:39:41Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **7 comments / 2 reviews / 2 review comments**
- account age: **2601 days**
- recent public PR activity: **11 PRs** (0 merged / 1 closed-unmerged / 10 open; merged rate **0%**, closed-unmerged rate **9%**, open rate **91%**)
- 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 #14263: Fix pr_tests_gpu.yml paths filter to match push_tests.yml](https://github.com/huggingface/diffusers/pull/14263) — open
- [PR #14260: Repro for #14247](https://github.com/huggingface/diffusers/pull/14260) — open, draft
- [PR #14027: fix(mag_cache): correct per-transformer step count for dual-transformer pipelines](https://github.com/huggingface/diffusers/pull/14027) — open

### `pzarzycki`

- profile: [github.com/pzarzycki](https://github.com/pzarzycki)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Apzarzycki)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Apzarzycki)
- repo first seen: `2026-07-07T20:03:10Z`
- repo last seen: `2026-07-11T01:07:59Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 1 reviews / 1 review comments**
- account age: **4891 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**

Example artifacts:
- [PR #14168: Fix batching and precomputed embeddings in Kandinsky 5 pipelines](https://github.com/huggingface/diffusers/pull/14168) — open, draft
- [PR #14144: Add pipeline recipe profiling scripts for optimization benchmarking](https://github.com/huggingface/diffusers/pull/14144) — open
- [PR #14140: Fix Helios auto offload decode](https://github.com/huggingface/diffusers/pull/14140) — closed, merged

### `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

### `buffett0323`

- profile: [github.com/buffett0323](https://github.com/buffett0323)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Abuffett0323)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Abuffett0323)
- repo first seen: `2026-05-22T21:59:05Z`
- repo last seen: `2026-07-21T06:13:03Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **12 comments / 18 reviews / 18 review comments**
- account age: **2030 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 #14182: Fixing path traversal/arbitrary out-of-directory file read via sharde…](https://github.com/huggingface/diffusers/pull/14182) — closed, merged
- [PR #14126: Add `from_single_file()` support for Ideogram4 and Krea2 transformers](https://github.com/huggingface/diffusers/pull/14126) — open
- [PR #14119: Feat -- Stable Audio 3](https://github.com/huggingface/diffusers/pull/14119) — open

### `Functionhx`

- profile: [github.com/Functionhx](https://github.com/Functionhx)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AFunctionhx)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AFunctionhx)
- repo first seen: `2026-07-09T19:22:34Z`
- repo last seen: `2026-07-09T19:41:41Z`
- 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: **3 comments / 0 reviews / 0 review comments**
- account age: **753 days**
- recent public PR activity: **42 PRs** (0 merged / 6 closed-unmerged / 36 open; merged rate **0%**, closed-unmerged rate **14%**, open rate **86%**)
- 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 #14153: [Windows] Fix subfolder config.json silently skipped during download](https://github.com/huggingface/diffusers/pull/14153) — open
- [PR #14152: [varlen] Fix non-hub backends mispacking keys for non-contiguous masks](https://github.com/huggingface/diffusers/pull/14152) — open
- [PR #14151: [LTX2] Fix from_single_file: missing 2.3 key mappings and shared checkpoint dict draining](https://github.com/huggingface/diffusers/pull/14151) — 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

### `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: `2026-06-21T20:11:41Z`
- 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: **3 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 #14029: Fix kohya FLUX CLIP text-encoder LoRA loading under transformers>=5 (#13984)](https://github.com/huggingface/diffusers/pull/14029) — open
- [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

### `menglcai`

- profile: [github.com/menglcai](https://github.com/menglcai)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Amenglcai)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Amenglcai)
- repo first seen: `2026-07-14T08:27:01Z`
- repo last seen: `2026-07-19T17:55:26Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 3 reviews / 3 review comments**
- account age: **981 days**
- recent public PR activity: **8 PRs** (1 merged / 0 closed-unmerged / 7 open; merged rate **12%**, closed-unmerged rate **0%**, open rate **88%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars**

Example artifacts:
- [PR #14236: Make `WanTransformer3DModel` hidden states contiguous before the block loop](https://github.com/huggingface/diffusers/pull/14236) — closed, merged
- [PR #14203: Make `HunyuanDiT2DModel` and `HunyuanDiT2DControlNetModel` hidden states contiguous](https://github.com/huggingface/diffusers/pull/14203) — open
- [PR #14186: Make `SD3Transformer2DModel` hidden states contiguous](https://github.com/huggingface/diffusers/pull/14186) — closed, merged

### `Sunt-ing`

- profile: [github.com/Sunt-ing](https://github.com/Sunt-ing)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ASunt-ing)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ASunt-ing)
- repo first seen: `2026-06-22T14:21:21Z`
- repo last seen: `2026-07-03T17:03:53Z`
- 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: **4 comments / 1 reviews / 1 review comments**
- account age: **2845 days**
- recent public PR activity: **71 PRs** (23 merged / 6 closed-unmerged / 42 open; merged rate **32%**, closed-unmerged rate **8%**, open rate **59%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
- heuristic read: **high recent PR volume; high open PR share; targets high-star repos**

Example artifacts:
- [PR #14112: Fix TorchAO v1 group offloading with use_stream=True](https://github.com/huggingface/diffusers/pull/14112) — closed
- [PR #14043: Fix clip_skip AttributeError on Stable Diffusion pipelines with transformers>=5.6](https://github.com/huggingface/diffusers/pull/14043) — open
- [PR #14038: Fix group offloading for quanto-quantized models](https://github.com/huggingface/diffusers/pull/14038) — 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: `2026-07-21T16:40:15Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **65**
- snapshot authored PRs/issues: **53 PRs / 12 issues**
- snapshot discussion activity: **1334 comments / 262 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 #14252: [Modular Diffusers] Fix group offload device mismatch](https://github.com/huggingface/diffusers/pull/14252) — closed, merged
- [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
- [Issue #13903: [Anima] Add img2img capability](https://github.com/huggingface/diffusers/issues/13903) — closed
- [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

### `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: `2026-07-22T03:00:14Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **32**
- snapshot authored PRs/issues: **28 PRs / 4 issues**
- snapshot discussion activity: **91 comments / 36 reviews / 36 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 #14202: Add XPU expected slice for `SlowBnb4BitFluxControlWithLoraTests::test_lora_loading`](https://github.com/huggingface/diffusers/pull/14202) — open
- [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
- [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

### `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

### `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) — closed
- [PR #13806: [fix] hooks/taylorseer_cache: fix off-by-one in post-warmup compute interval](https://github.com/huggingface/diffusers/pull/13806) — closed
- [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) — closed

### `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: `2026-07-08T03:08:08Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **11**
- snapshot authored PRs/issues: **7 PRs / 4 issues**
- snapshot discussion activity: **36 comments / 54 reviews / 54 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 #14115: fix `_flash_3_varlen_hub` mask handling](https://github.com/huggingface/diffusers/pull/14115) — closed, merged
- [PR #13809: add SP support for `_flash_3_varlen_hub` backend](https://github.com/huggingface/diffusers/pull/13809) — closed, merged
- [PR #13756: Fix the QwenImage Attention mask under Ulysses SP](https://github.com/huggingface/diffusers/pull/13756) — closed, merged
- [Issue #14114: `_flash_3_varlen_hub` backend cannot handle non-contiguous mask](https://github.com/huggingface/diffusers/issues/14114) — closed
- [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

### `chenyangzhu1`

- profile: [github.com/chenyangzhu1](https://github.com/chenyangzhu1)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Achenyangzhu1)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Achenyangzhu1)
- repo first seen: `2026-04-02T15:30:04Z`
- repo last seen: `2026-07-19T11:45:50Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **4 PRs / 1 issues**
- snapshot discussion activity: **14 comments / 7 reviews / 7 review comments**
- account age: **1566 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 #14201: Add UniPic3Pipeline for multi-image editing and composition](https://github.com/huggingface/diffusers/pull/14201) — open
- [PR #14193: Add ace step lora support](https://github.com/huggingface/diffusers/pull/14193) — closed, merged
- [PR #13396: fix(qwen-image dreambooth): correct prompt embed repeats when using `--with_prior_preservation`](https://github.com/huggingface/diffusers/pull/13396) — closed, merged
- [Issue #13386: [Bug] `train_dreambooth_lora_qwen_image.py` crashes with `--with_prior_preservation` due to tensor concatenation errors](https://github.com/huggingface/diffusers/issues/13386) — 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: `2026-07-09T10:11:07Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **7**
- snapshot authored PRs/issues: **2 PRs / 5 issues**
- snapshot discussion activity: **5 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 #14056: Modular pipeline: Krea 2](https://github.com/huggingface/diffusers/issues/14056) — open
- [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

### `GiGiKoneti`

- profile: [github.com/GiGiKoneti](https://github.com/GiGiKoneti)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AGiGiKoneti)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AGiGiKoneti)
- repo first seen: `2026-06-26T09:09:23Z`
- repo last seen: `2026-07-01T10:31:17Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **2 PRs / 2 issues**
- snapshot discussion activity: **5 comments / 3 reviews / 3 review comments**
- account age: **436 days**
- recent public PR activity: **22 PRs** (7 merged / 2 closed-unmerged / 13 open; merged rate **32%**, closed-unmerged rate **9%**, open rate **59%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share**

Example artifacts:
- [PR #14091: Fix model offloading and training tests + prevent examples timeout](https://github.com/huggingface/diffusers/pull/14091) — closed, merged
- [PR #14073: [Tests] Skip layerwise casting tests on devices without float8_e4m3fn support](https://github.com/huggingface/diffusers/pull/14073) — closed, merged
- [Issue #14090: Fix model offloading and training tests + prevent examples timeout](https://github.com/huggingface/diffusers/issues/14090) — closed
- [Issue #14072: [Bug] Layerwise casting tests fail on MPS backend due to float8 unsupported dtype](https://github.com/huggingface/diffusers/issues/14072) — closed

### `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: `2026-07-03T12:10:55Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **2 PRs / 2 issues**
- snapshot discussion activity: **16 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 #14011: fix rf time scheduler problem](https://github.com/huggingface/diffusers/pull/14011) — closed, merged
- [PR #13868: fix the bug on the leading time schedule](https://github.com/huggingface/diffusers/pull/13868) — closed, draft
- [Issue #14013: A bug on the set_timesteps function of the FlowMatchEulerDiscreteScheduler](https://github.com/huggingface/diffusers/issues/14013) — closed
- [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

### `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: **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) — closed, merged
- [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) — 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

### `Alex-Wengg`

- profile: [github.com/Alex-Wengg](https://github.com/Alex-Wengg)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AAlex-Wengg)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AAlex-Wengg)
- repo first seen: `2026-06-21T02:31:56Z`
- repo last seen: `2026-06-21T04:30:47Z`
- 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: **3055 days**
- recent public PR activity: **136 PRs** (113 merged / 19 closed-unmerged / 4 open; merged rate **83%**, closed-unmerged rate **14%**, open rate **3%**)
- public orgs: `job-pulse`, `slipboxai`, `FluidInference`
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **extremely high recent PR volume**

Example artifacts:
- [PR #14016: Fix flash-attn2 hub-kernel attribute names in attention dispatch (#14012)](https://github.com/huggingface/diffusers/pull/14016) — closed
- [PR #14014: Fix kohya FLUX CLIP text-encoder LoRA loading under transformers>=5 (#13984)](https://github.com/huggingface/diffusers/pull/14014) — closed

### `April-Sonnet`

- profile: [github.com/April-Sonnet](https://github.com/April-Sonnet)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AApril-Sonnet)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AApril-Sonnet)
- repo first seen: `2026-06-22T04:18:41Z`
- repo last seen: `2026-07-02T20:26:46Z`
- 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: **78 days**
- recent public PR activity: **28 PRs** (1 merged / 5 closed-unmerged / 22 open; merged rate **4%**, closed-unmerged rate **18%**, open rate **79%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
- heuristic read: **very new account; high recent PR volume; high open PR share; no visible non-self stars**

Example artifacts:
- [PR #14111: Fix typos across the codebase (concating→concatenating, tbe→the, corrct→correct, etc.)](https://github.com/huggingface/diffusers/pull/14111) — open
- [PR #14030: Fix typos in comments and docstrings](https://github.com/huggingface/diffusers/pull/14030) — open

### `C1-BA-B1-F3`

- profile: [github.com/C1-BA-B1-F3](https://github.com/C1-BA-B1-F3)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AC1-BA-B1-F3)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AC1-BA-B1-F3)
- repo first seen: `2026-06-25T20:34:05Z`
- repo last seen: `2026-06-25T20:40:54Z`
- 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: **3300 days**
- recent public PR activity: **75 PRs** (3 merged / 22 closed-unmerged / 50 open; merged rate **4%**, closed-unmerged rate **29%**, open rate **67%**)
- 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 #14070: fix: Add type validation to prevent crashes from pipeline signature mismatches (#6969)](https://github.com/huggingface/diffusers/pull/14070) — open
- [PR #14069: Fix ControlNet img2img and inpaint control image validation](https://github.com/huggingface/diffusers/pull/14069) — open

### `KartavyaDikshit`

- profile: [github.com/KartavyaDikshit](https://github.com/KartavyaDikshit)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AKartavyaDikshit)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AKartavyaDikshit)
- repo first seen: `2026-06-22T08:21:01Z`
- repo last seen: `2026-06-22T09:05:22Z`
- 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: **1742 days**
- recent public PR activity: **122 PRs** (60 merged / 14 closed-unmerged / 48 open; merged rate **49%**, closed-unmerged rate **11%**, open rate **39%**)
- 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 #14036: fix: ensure custom timesteps are consistent with sigmas in FlowMatchEulerDiscreteScheduler](https://github.com/huggingface/diffusers/pull/14036) — closed
- [PR #14035: fix: handle CLIP text_model prefix change in transformers>=5 for FLUX LoRA loading](https://github.com/huggingface/diffusers/pull/14035) — open

### `rumutaydin`

- profile: [github.com/rumutaydin](https://github.com/rumutaydin)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Arumutaydin)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Arumutaydin)
- repo first seen: `2026-07-10T22:49:14Z`
- repo last seen: `2026-07-10T23:16:26Z`
- 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: **1 comments / 0 reviews / 0 review comments**
- account age: **1329 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 #14167: FlashPack support for transformers pipeline components](https://github.com/huggingface/diffusers/pull/14167) — open
- [PR #14166: Fix Hub download filtering for FlashPack pipelines](https://github.com/huggingface/diffusers/pull/14166) — open

### `sridhar-3009`

- profile: [github.com/sridhar-3009](https://github.com/sridhar-3009)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asridhar-3009)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asridhar-3009)
- repo first seen: `2026-07-10T04:10:03Z`
- repo last seen: `2026-07-10T04:26:23Z`
- 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: **1347 days**
- recent public PR activity: **196 PRs** (29 merged / 117 closed-unmerged / 50 open; merged rate **15%**, closed-unmerged rate **60%**, open rate **26%**)
- 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; many recent closed-unmerged PRs**

Example artifacts:
- [PR #14156: Fix wrong variable in multi-ControlNet check_inputs](https://github.com/huggingface/diffusers/pull/14156) — open
- [PR #14155: Add validation for non-positive num_inference_steps in DDPMScheduler](https://github.com/huggingface/diffusers/pull/14155) — open

### `ZAID646`

- profile: [github.com/ZAID646](https://github.com/ZAID646)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AZAID646)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AZAID646)
- repo first seen: `2026-07-01T18:09:53Z`
- repo last seen: `2026-07-01T18:29:12Z`
- 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 / 0 reviews / 0 review comments**
- account age: **1315 days**
- recent public PR activity: **7 PRs** (0 merged / 0 closed-unmerged / 7 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #14102: Fix FA3 varlen wrapper when hub kernel returns single tensor](https://github.com/huggingface/diffusers/pull/14102) — closed, merged
- [PR #14101: fix: preserve method docstring through apply_forward_hook decorator](https://github.com/huggingface/diffusers/pull/14101) — open

### `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: `2026-06-27T14:58:24Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **234**
- snapshot authored PRs/issues: **150 PRs / 84 issues**
- snapshot discussion activity: **561 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

### `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: `2026-07-09T09:44:59Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **35**
- snapshot authored PRs/issues: **33 PRs / 2 issues**
- snapshot discussion activity: **152 comments / 77 reviews / 76 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

### `bghira`

- profile: [github.com/bghira](https://github.com/bghira)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Abghira)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Abghira)
- repo first seen: `2023-05-13T19:58:56Z`
- repo last seen: `2026-06-22T23:56:02Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **73**
- snapshot authored PRs/issues: **28 PRs / 45 issues**
- snapshot discussion activity: **971 comments / 241 reviews / 248 review comments**
- account age: **2353 days**
- recent public PR activity: **94 PRs** (82 merged / 4 closed-unmerged / 8 open; merged rate **87%**, closed-unmerged rate **4%**, open rate **9%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
- heuristic read: **high recent PR volume; broad repo spread**

Example artifacts:
- [PR #14000: fa3 varlen return type should be tested before unpacking](https://github.com/huggingface/diffusers/pull/14000) — open
- [PR #10543: LTXPipeline should tolerate torch.Generator on CPU by generating the latents on the device where the Generator is](https://github.com/huggingface/diffusers/pull/10543) — closed
- [PR #9880: add skip_layers argument to SD3 transformer model class](https://github.com/huggingface/diffusers/pull/9880) — closed, merged
- [Issue #14012: attention dispatcher assumes wrong attributes for flash attn kernel from hub](https://github.com/huggingface/diffusers/issues/14012) — open
- [Issue #13999: Flash Attention 3 varlen wrapper assumes output is a tuple](https://github.com/huggingface/diffusers/issues/13999) — closed
- [Issue #12610: Quanto + Group Offload causes device mismatch error (weights on cpu, mat1 on gpu)](https://github.com/huggingface/diffusers/issues/12610) — open

### `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: `2026-07-14T03:56:37Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **33**
- snapshot authored PRs/issues: **25 PRs / 8 issues**
- snapshot discussion activity: **111 comments / 66 reviews / 66 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 #14100: Add Nunchaku Lite single-file quantization](https://github.com/huggingface/diffusers/pull/14100) — closed, merged
- [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
- [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

### `mishig25`

- profile: [github.com/mishig25](https://github.com/mishig25)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Amishig25)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Amishig25)
- repo first seen: `2022-09-04T19:44:43Z`
- repo last seen: `2026-07-07T17:42:36Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **27**
- snapshot authored PRs/issues: **24 PRs / 3 issues**
- snapshot discussion activity: **21 comments / 27 reviews / 26 review comments**
- account age: **4108 days**
- recent public PR activity: **45 PRs** (18 merged / 4 closed-unmerged / 23 open; merged rate **40%**, closed-unmerged rate **9%**, open rate **51%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
- heuristic read: **high recent PR volume; very broad repo spread; high open PR share**

Example artifacts:
- [PR #14131: Make doc builds faster](https://github.com/huggingface/diffusers/pull/14131) — closed, merged
- [PR #6405: wip testing doc-builder](https://github.com/huggingface/diffusers/pull/6405) — closed
- [PR #6018: [wip test doc-builder]](https://github.com/huggingface/diffusers/pull/6018) — closed
- [Issue #604: [FLAX-PT conversion] test ](https://github.com/huggingface/diffusers/issues/604) — closed
- [Issue #528: Question about flax model output classes](https://github.com/huggingface/diffusers/issues/528) — closed
- [Issue #383: Question about: `ConfigMixin` vs `XYZConfig class`](https://github.com/huggingface/diffusers/issues/383) — 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: `2026-06-26T13:31:58Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **16**
- snapshot authored PRs/issues: **15 PRs / 1 issues**
- snapshot discussion activity: **46 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 #14050: fix #14063 for Kandinsky5 pipeline load with device_map=balanced](https://github.com/huggingface/diffusers/pull/14050) — closed, merged
- [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
- [Issue #14063: Kandinsky5 pipeline does not support device_map=balanced](https://github.com/huggingface/diffusers/issues/14063) — 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

### `christopher5106`

- profile: [github.com/christopher5106](https://github.com/christopher5106)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Achristopher5106)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Achristopher5106)
- repo first seen: `2024-03-30T15:52:41Z`
- repo last seen: `2026-07-10T18:04:29Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **37**
- snapshot authored PRs/issues: **9 PRs / 28 issues**
- snapshot discussion activity: **113 comments / 2 reviews / 0 review comments**
- account age: **4509 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 #14163: [LoRA] add LoKr adapter support (Z-Image, Flux2/Klein)](https://github.com/huggingface/diffusers/pull/14163) — open
- [PR #13482: Fix encoder difference between modular and standard pipelines for Qwen Image and consistency with other models](https://github.com/huggingface/diffusers/pull/13482) — open
- [PR #13373: FA4 local (_flash_4 mode)](https://github.com/huggingface/diffusers/pull/13373) — open
- [Issue #14037: `HookRegistry._child_registries_cache` goes stale after `enable_cache`/`disable_cache` → `ValueError: No context is set`](https://github.com/huggingface/diffusers/issues/14037) — open
- [Issue #13998: FLUX kohya LoRA conversion crashes on `final_layer` (KeyError on missing adaLN_modulation_1; "Incompatible keys" on final_layer alphas)](https://github.com/huggingface/diffusers/issues/13998) — closed
- [Issue #13984: FLUX LoRA with CLIP text-encoder weights fails (empty rank -> IndexError) under transformers>=5](https://github.com/huggingface/diffusers/issues/13984) — 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

### `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

### `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

### `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

### `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

### `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

### `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

### `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: `2026-06-27T15:31:06Z`
- 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: **1 comments / 4 reviews / 4 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 #14071: [mps] Fix float64 upcast in HeliosDMDScheduler.convert_flow_pred_to_x0](https://github.com/huggingface/diffusers/pull/14071) — open
- [PR #13701: [mps] Fix NaN in Attention.get_attention_scores when attention_mask is None](https://github.com/huggingface/diffusers/pull/13701) — open

### `sqhuang`

- profile: [github.com/sqhuang](https://github.com/sqhuang)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asqhuang)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asqhuang)
- repo first seen: `2025-11-23T14:01:52Z`
- repo last seen: `2026-07-10T02:18:57Z`
- 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: **4036 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: `underqiu`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**

Example artifacts:
- [PR #14127: Flux2 pipelines: expose the hardcoded 1MP condition-image downscale threshold (max_area)](https://github.com/huggingface/diffusers/pull/14127) — open
- [PR #12701: Fix variable naming typos in community FluxControlNetFillInpaintPipeline](https://github.com/huggingface/diffusers/pull/12701) — closed, merged

### `chuenchen309`

- profile: [github.com/chuenchen309](https://github.com/chuenchen309)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Achuenchen309)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Achuenchen309)
- repo first seen: `2026-07-16T02:42:58Z`
- repo last seen: `2026-07-17T14:43:27Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **1 PRs / 2 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **2675 days**
- recent public PR activity: **190 PRs** (17 merged / 16 closed-unmerged / 157 open; merged rate **9%**, closed-unmerged rate **8%**, open rate **83%**)
- 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 #14200: [LDM3D] Fix rgblike_to_depthmap truncating 16-bit depth back to 8 bits](https://github.com/huggingface/diffusers/pull/14200) — open
- [Issue #14213: Ancestral schedulers (EulerAncestral, KDPM2Ancestral) produce all-NaN output with beta_schedule="squaredcos_cap_v2"](https://github.com/huggingface/diffusers/issues/14213) — open
- [Issue #14206: LDM3D rgblike_to_depthmap truncates the 16-bit depth map back to the 8-bit input dtype](https://github.com/huggingface/diffusers/issues/14206) — open

### `Sainava`

- profile: [github.com/Sainava](https://github.com/Sainava)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ASainava)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ASainava)
- repo first seen: `2026-06-22T18:05:17Z`
- repo last seen: `2026-07-09T08:02:40Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **1 PRs / 2 issues**
- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
- account age: **869 days**
- recent public PR activity: **11 PRs** (5 merged / 2 closed-unmerged / 4 open; merged rate **45%**, closed-unmerged rate **18%**, open rate **36%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #14044: feat(flux2): add Flux2KleinImg2ImgPipeline](https://github.com/huggingface/diffusers/pull/14044) — closed, draft
- [Issue #14076: [Proposal]: Support LoRA loading for MotifVideo pipelines](https://github.com/huggingface/diffusers/issues/14076) — closed
- [Issue #14042: Add Flux2KleinImg2ImgPipeline for FLUX.2 Klein](https://github.com/huggingface/diffusers/issues/14042) — closed

### `amd-inechakr`

- profile: [github.com/amd-inechakr](https://github.com/amd-inechakr)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aamd-inechakr)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aamd-inechakr)
- repo first seen: `2026-06-26T22:12:12Z`
- repo last seen: `2026-07-09T18:42:53Z`
- 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: **150 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 **medium**
- heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**

Example artifacts:
- [PR #14077: Add quark as an autoquantizer](https://github.com/huggingface/diffusers/pull/14077) — open
- [Issue #14149: Add AMD Quark support to Diffusers](https://github.com/huggingface/diffusers/issues/14149) — open

### `CodingForAGI`

- profile: [github.com/CodingForAGI](https://github.com/CodingForAGI)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ACodingForAGI)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ACodingForAGI)
- repo first seen: `2026-07-05T12:10:16Z`
- repo last seen: `2026-07-05T13:06:47Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIMER**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1067 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 #14125: fix no text_model attribute bug when clip_skip is not None](https://github.com/huggingface/diffusers/pull/14125) — open
- [Issue #14124: [Version 0.39.0]AttributeError: 'CLIPTextModel' object has no attribute 'text_model' WHEN SET CKIP_SKIP NOT NONE](https://github.com/huggingface/diffusers/issues/14124) — open

### `ElectricGoal`

- profile: [github.com/ElectricGoal](https://github.com/ElectricGoal)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AElectricGoal)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AElectricGoal)
- repo first seen: `2026-06-25T10:27:43Z`
- repo last seen: `2026-06-26T17:17:33Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
- account age: **2916 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 #14066: Fix DreamLite legacy block type aliases](https://github.com/huggingface/diffusers/pull/14066) — closed, merged
- [Issue #14065: DreamLite-base fails to load due to unsupported legacy UNet block type names](https://github.com/huggingface/diffusers/issues/14065) — closed

### `ErenAta16`

- profile: [github.com/ErenAta16](https://github.com/ErenAta16)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AErenAta16)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AErenAta16)
- repo first seen: `2026-07-17T16:11:53Z`
- repo last seen: `2026-07-18T12:25:18Z`
- 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 / 6 reviews / 6 review comments**
- account age: **990 days**
- recent public PR activity: **75 PRs** (27 merged / 6 closed-unmerged / 42 open; merged rate **36%**, closed-unmerged rate **8%**, open rate **56%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
- heuristic read: **high recent PR volume; very broad repo spread; high open PR share**

Example artifacts:
- [PR #14215: Fix _merged_adapters bookkeeping desync on partial unfuse_lora(components=...)](https://github.com/huggingface/diffusers/pull/14215) — open
- [Issue #14214: unfuse_lora(components=[...]) desyncs _merged_adapters/num_fused_loras from actual per-component PEFT merge state](https://github.com/huggingface/diffusers/issues/14214) — open

### `fropych`

- profile: [github.com/fropych](https://github.com/fropych)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Afropych)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Afropych)
- repo first seen: `2026-07-15T16:06:31Z`
- repo last seen: `2026-07-16T09:14:01Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **2 comments / 1 reviews / 1 review comments**
- account age: **2153 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 #14204: Fix local LoRA weight auto-discovery in offline mode](https://github.com/huggingface/diffusers/pull/14204) — closed, merged
- [Issue #14195: Offline mode rejects local LoRA files and directories without weight_name](https://github.com/huggingface/diffusers/issues/14195) — closed

### `gabe-engineers`

- profile: [github.com/gabe-engineers](https://github.com/gabe-engineers)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Agabe-engineers)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Agabe-engineers)
- repo first seen: `2026-06-12T17:57:39Z`
- repo last seen: `2026-07-08T16:52:09Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **2950 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**

Example artifacts:
- [PR #14068: Constrain numba test dependency](https://github.com/huggingface/diffusers/pull/14068) — closed
- [Issue #14067: uv pip install -e ".[test]" fails on Python 3.12 due to incompatible numba/llvmlite resolution](https://github.com/huggingface/diffusers/issues/14067) — closed

### `IvenHsu01`

- profile: [github.com/IvenHsu01](https://github.com/IvenHsu01)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AIvenHsu01)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AIvenHsu01)
- repo first seen: `2026-07-14T02:59:47Z`
- repo last seen: `2026-07-14T03:00:47Z`
- 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: **323 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; targets high-star repos**

Example artifacts:
- [PR #14184: Fix AuraFlow VAE dtype mismatch on pipeline reuse](https://github.com/huggingface/diffusers/pull/14184) — closed, merged
- [Issue #14183: AuraFlowPipeline: VAE dtype mismatch on pipeline reuse (latents cast skipped on 2nd call)](https://github.com/huggingface/diffusers/issues/14183) — closed

### `jmliu206`

- profile: [github.com/jmliu206](https://github.com/jmliu206)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ajmliu206)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ajmliu206)
- repo first seen: `2026-06-29T08:48:54Z`
- repo last seen: `2026-07-13T02:15:11Z`
- 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: **1 comments / 0 reviews / 0 review comments**
- account age: **2412 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 #14084: Add SeFi-Image pipeline](https://github.com/huggingface/diffusers/pull/14084) — open
- [Issue #14086: Add SeFi-Image pipeline](https://github.com/huggingface/diffusers/issues/14086) — open

### `johnnynunez`

- profile: [github.com/johnnynunez](https://github.com/johnnynunez)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ajohnnynunez)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ajohnnynunez)
- repo first seen: `2025-06-25T12:11:57Z`
- repo last seen: `2026-07-09T22:06:00Z`
- 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: **1 comments / 0 reviews / 0 review comments**
- account age: **3560 days**
- recent public PR activity: **107 PRs** (25 merged / 19 closed-unmerged / 63 open; merged rate **23%**, closed-unmerged rate **18%**, open rate **59%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; broad repo spread; high open PR share**

Example artifacts:
- [PR #14154: Enable cache support (FirstBlockCache) for Cosmos3 Omni](https://github.com/huggingface/diffusers/pull/14154) — open
- [Issue #11805: Flash Attention](https://github.com/huggingface/diffusers/issues/11805) — 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: **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) — closed, merged
- [Issue #13361: Enable MPS backend for bitsandbytes quantization](https://github.com/huggingface/diffusers/issues/13361) — closed

### `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: **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) — closed, merged
- [Issue #13877: docs: fix typos in scheduling_euler_discrete.py](https://github.com/huggingface/diffusers/issues/13877) — closed

### `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

### `tangyanf`

- profile: [github.com/tangyanf](https://github.com/tangyanf)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Atangyanf)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Atangyanf)
- repo first seen: `2026-06-22T06:54:14Z`
- repo last seen: `2026-07-07T08:57:36Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **6 comments / 16 reviews / 16 review comments**
- account age: **3358 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 #14032: feat: add JoyImage edit plus](https://github.com/huggingface/diffusers/pull/14032) — closed, merged
- [Issue #14049: Add JoyAI-Image Edit Plus pipeline and model](https://github.com/huggingface/diffusers/issues/14049) — closed

### `wutachiang`

- profile: [github.com/wutachiang](https://github.com/wutachiang)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Awutachiang)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Awutachiang)
- repo first seen: `2026-07-15T05:06:34Z`
- repo last seen: `2026-07-15T13:33:26Z`
- 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: **3978 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 #14189: Fix Qwen Image edit pipelines to forward multimodal token type IDs](https://github.com/huggingface/diffusers/pull/14189) — open
- [Issue #14194: [Bug] QwenImageEdit produces incorrect outputs with transformers >=5 due to missing mm_token_type_ids](https://github.com/huggingface/diffusers/issues/14194) — open

### `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: `2026-07-06T09:01:35Z`
- 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: **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

### `Allure2233`

- profile: [github.com/Allure2233](https://github.com/Allure2233)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AAllure2233)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AAllure2233)
- repo first seen: `2026-06-22T08:03:05Z`
- repo last seen: `2026-07-15T09:10:09Z`
- 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: **719 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 #14034: Add convert_diffusers_to_cogvideox.py reverse conversion script](https://github.com/huggingface/diffusers/pull/14034) — 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: `2026-07-13T17:15:15Z`
- 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: **1 comments / 2 reviews / 2 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

### `Bekhouche`

- profile: [github.com/Bekhouche](https://github.com/Bekhouche)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ABekhouche)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ABekhouche)
- repo first seen: `2026-07-22T11:03:30Z`
- repo last seen: `2026-07-22T11:03:30Z`
- 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: **4792 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: `epan-utbm`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share**

Example artifacts:
- [PR #14271: Fix LoRA offload detection for alignment hooks (#10914)](https://github.com/huggingface/diffusers/pull/14271) — open

### `Boogu-Team`

- profile: [github.com/Boogu-Team](https://github.com/Boogu-Team)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ABoogu-Team)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ABoogu-Team)
- repo first seen: `2026-06-22T15:55:13Z`
- repo last seen: `2026-07-09T04:38:08Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIMER**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 40 reviews / 40 review comments**
- account age: **20 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 **medium**
- heuristic read: **very new account; high open PR share; targets high-star repos**

Example artifacts:
- [PR #14040: Add Boogu-Image generation, editing, and turbo pipelines](https://github.com/huggingface/diffusers/pull/14040) — 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

### `Cedric-Perauer`

- profile: [github.com/Cedric-Perauer](https://github.com/Cedric-Perauer)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ACedric-Perauer)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ACedric-Perauer)
- repo first seen: `2025-11-21T00:20:03Z`
- repo last seen: `2026-07-09T10:29:44Z`
- 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: **6 comments / 0 reviews / 0 review comments**
- account age: **2915 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 #14083: Krea2 Modular Pipeline Support, Documentation, Test Cases](https://github.com/huggingface/diffusers/pull/14083) — open

### `cgloriacc`

- profile: [github.com/cgloriacc](https://github.com/cgloriacc)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Acgloriacc)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Acgloriacc)
- repo first seen: `2026-06-26T06:33:27Z`
- repo last seen: `2026-07-05T09:01:16Z`
- 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: **2032 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 #14087: Add PixArt-Alpha modular pipeline](https://github.com/huggingface/diffusers/pull/14087) — 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: `2026-07-20T19:15:05Z`
- 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: **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

### `danielxmed`

- profile: [github.com/danielxmed](https://github.com/danielxmed)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adanielxmed)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adanielxmed)
- repo first seen: `2026-07-05T13:53:55Z`
- repo last seen: `2026-07-10T16:19:02Z`
- 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: **5 comments / 9 reviews / 9 review comments**
- account age: **679 days**
- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
- 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 #14160: Cast attention inputs to the autocast dtype in dispatch_attention_fn](https://github.com/huggingface/diffusers/pull/14160) — open, draft

### `delcenjo`

- profile: [github.com/delcenjo](https://github.com/delcenjo)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adelcenjo)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adelcenjo)
- repo first seen: `2026-06-23T19:06:11Z`
- repo last seen: `2026-06-23T19:06:11Z`
- 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: **121 days**
- recent public PR activity: **38 PRs** (30 merged / 2 closed-unmerged / 6 open; merged rate **79%**, closed-unmerged rate **5%**, open rate **16%**)
- public orgs: `jmweb-org`
- compact scores: follow-through **strong**, breadth **high**, automation risk **medium**
- heuristic read: **young account; high recent PR volume; broad repo spread; no visible non-self stars**

Example artifacts:
- [PR #14055: Start Spanish (es) documentation translation](https://github.com/huggingface/diffusers/pull/14055) — 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

### `gaurav-init`

- profile: [github.com/gaurav-init](https://github.com/gaurav-init)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Agaurav-init)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Agaurav-init)
- repo first seen: `2026-06-21T19:11:42Z`
- repo last seen: `2026-06-22T16:33:54Z`
- 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: **1225 days**
- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share**

Example artifacts:
- [PR #14028: Fix typos missed by #13842 (docs + a few additional pipelines)](https://github.com/huggingface/diffusers/pull/14028) — open

### `hanu-14`

- profile: [github.com/hanu-14](https://github.com/hanu-14)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahanu-14)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahanu-14)
- repo first seen: `2026-07-18T07:34:44Z`
- repo last seen: `2026-07-21T11:45:59Z`
- 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: **2 comments / 0 reviews / 0 review comments**
- account age: **1755 days**
- recent public PR activity: **354 PRs** (15 merged / 90 closed-unmerged / 250 open; merged rate **4%**, closed-unmerged rate **25%**, open rate **70%**)
- 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 #14227: fix: upgrade http:// to https:// in README](https://github.com/huggingface/diffusers/pull/14227) — open

### `hasib2003`

- profile: [github.com/hasib2003](https://github.com/hasib2003)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahasib2003)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahasib2003)
- repo first seen: `2026-07-19T15:15:19Z`
- repo last seen: `2026-07-19T15:15:19Z`
- 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**
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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 #14245: Docs: fix misleading negative prompt argument desc in SD3 pipeline](https://github.com/huggingface/diffusers/pull/14245) — 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

### `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)
- repo first seen: `2026-06-18T11:22:21Z`
- repo last seen: `2026-06-18T11:22:21Z`
- 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: **2315 days**
- 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

### `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)
- repo first seen: `2026-05-24T23:05:02Z`
- repo last seen: `2026-05-29T10:19:09Z`
- 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: **549 days**
- 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

### `laradipupo`

- profile: [github.com/laradipupo](https://github.com/laradipupo)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Alaradipupo)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Alaradipupo)
- repo first seen: `2026-07-13T08:43:32Z`
- repo last seen: `2026-07-13T08:43:32Z`
- 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: **1426 days**
- recent public PR activity: **6 PRs** (0 merged / 0 closed-unmerged / 6 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**

Example artifacts:
- [PR #14176: [DtoH sync] set scheduler begin index in SD3 T2I](https://github.com/huggingface/diffusers/pull/14176) — open

### `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)
- repo first seen: `2025-02-04T05:11:43Z`
- repo last seen: `2026-06-13T07:12:58Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **1606 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 #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)
- repo first seen: `2026-06-17T11:29:47Z`
- repo last seen: `2026-06-18T01:58:55Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIMER**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **1078 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 #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`
- repo last seen: `2026-06-16T09:09:05Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 13 reviews / 13 review comments**
- account age: **737 days**
- 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`
- repo last seen: `2026-06-16T13:41:22Z`
- 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: **2469 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 #13972: docs: mention AI Badgr Compute as optional managed compute path](https://github.com/huggingface/diffusers/pull/13972) — open

### `momomuchu`

- profile: [github.com/momomuchu](https://github.com/momomuchu)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Amomomuchu)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Amomomuchu)
- repo first seen: `2026-07-08T17:01:46Z`
- repo last seen: `2026-07-08T17:01:46Z`
- 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: **1727 days**
- recent public PR activity: **74 PRs** (10 merged / 13 closed-unmerged / 51 open; merged rate **14%**, closed-unmerged rate **18%**, open rate **69%**)
- 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 #14143: Preserve HookRegistry forward signatures](https://github.com/huggingface/diffusers/pull/14143) — open

### `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`
- 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: **1413 days**
- 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

### `Nas01010101`

- profile: [github.com/Nas01010101](https://github.com/Nas01010101)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ANas01010101)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ANas01010101)
- repo first seen: `2026-06-21T15:44:05Z`
- repo last seen: `2026-06-21T15:44:36Z`
- 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: **889 days**
- recent public PR activity: **26 PRs** (6 merged / 6 closed-unmerged / 14 open; merged rate **23%**, closed-unmerged rate **23%**, open rate **54%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **low**
- heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**

Example artifacts:
- [PR #14026: [Fix] Resolve deprecated pipeline modules in from_pretrained](https://github.com/huggingface/diffusers/pull/14026) — 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**
- 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: **1262 days**
- 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

### `Osamaali313`

- profile: [github.com/Osamaali313](https://github.com/Osamaali313)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AOsamaali313)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AOsamaali313)
- repo first seen: `2026-07-17T19:52:16Z`
- repo last seen: `2026-07-18T20:05:59Z`
- 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: **1846 days**
- recent public PR activity: **164 PRs** (46 merged / 17 closed-unmerged / 101 open; merged rate **28%**, closed-unmerged rate **10%**, open rate **62%**)
- 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 #14216: Fix DDIMParallelScheduler batch path ignoring final_alpha_cumprod](https://github.com/huggingface/diffusers/pull/14216) — open

### `Paramveersingh-S`

- profile: [github.com/Paramveersingh-S](https://github.com/Paramveersingh-S)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AParamveersingh-S)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AParamveersingh-S)
- repo first seen: `2026-06-23T13:34:36Z`
- repo last seen: `2026-06-26T15:57:34Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **898 days**
- recent public PR activity: **26 PRs** (3 merged / 1 closed-unmerged / 22 open; merged rate **12%**, closed-unmerged rate **4%**, open rate **85%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **low**
- heuristic read: **high recent PR volume; broad repo spread; high open PR share**

Example artifacts:
- [PR #14051: feat(anima): add img2img capability (#13903)](https://github.com/huggingface/diffusers/pull/14051) — closed

### `pctablet505`

- profile: [github.com/pctablet505](https://github.com/pctablet505)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Apctablet505)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Apctablet505)
- repo first seen: `2026-07-15T19:46:56Z`
- repo last seen: `2026-07-15T19:46:56Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2503 days**
- recent public PR activity: **86 PRs** (5 merged / 11 closed-unmerged / 70 open; merged rate **6%**, closed-unmerged rate **13%**, open rate **81%**)
- 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 #14198: fix: allow local LoRA paths in offline mode](https://github.com/huggingface/diffusers/pull/14198) — closed, draft

### `pepepeboom`

- profile: [github.com/pepepeboom](https://github.com/pepepeboom)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Apepepeboom)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Apepepeboom)
- repo first seen: `2026-07-18T12:40:24Z`
- repo last seen: `2026-07-18T12:40:24Z`
- 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: **833 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 #14232: [docs] remove link to unmaintained HEIM in evaluation guide](https://github.com/huggingface/diffusers/pull/14232) — open

### `PlagueKind`

- profile: [github.com/PlagueKind](https://github.com/PlagueKind)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3APlagueKind)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3APlagueKind)
- repo first seen: `2026-06-24T18:22:29Z`
- repo last seen: `2026-06-24T18:22:29Z`
- 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: **41 days**
- recent public PR activity: **20 PRs** (7 merged / 9 closed-unmerged / 4 open; merged rate **35%**, closed-unmerged rate **45%**, open rate **20%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **medium**
- heuristic read: **very new account; many recent closed-unmerged PRs; targets high-star repos**

Example artifacts:
- [PR #14061: fix: resolve leftover conflict marker in bria pipeline docstring](https://github.com/huggingface/diffusers/pull/14061) — 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: `2026-06-26T17:18:02Z`
- first seen in snapshot: **no**
- repo association: **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: **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) — closed, merged

### `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

### `PrakshaaleJain`

- profile: [github.com/PrakshaaleJain](https://github.com/PrakshaaleJain)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3APrakshaaleJain)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3APrakshaaleJain)
- repo first seen: `2026-06-24T13:19:25Z`
- repo last seen: `2026-07-02T13:15:12Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
- account age: **947 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 #14064: Fix mutable default args in lora_base.py](https://github.com/huggingface/diffusers/pull/14064) — closed, merged

### `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: `2026-07-16T11:08:44Z`
- 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 / 9 reviews / 9 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) — closed, merged

### `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

### `Pruthvi226`

- profile: [github.com/Pruthvi226](https://github.com/Pruthvi226)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3APruthvi226)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3APruthvi226)
- repo first seen: `2026-06-28T13:28:14Z`
- repo last seen: `2026-06-28T13:28:14Z`
- 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: **658 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: 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 #14081: Add Krea2 modular pipeline](https://github.com/huggingface/diffusers/pull/14081) — open

### `rathodkunj2005`

- profile: [github.com/rathodkunj2005](https://github.com/rathodkunj2005)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Arathodkunj2005)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Arathodkunj2005)
- repo first seen: `2026-07-10T18:07:37Z`
- repo last seen: `2026-07-10T18:07:37Z`
- 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: **1838 days**
- recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 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**

Example artifacts:
- [PR #14165: Handle Anima LoRA alpha keys](https://github.com/huggingface/diffusers/pull/14165) — open

### `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

### `Saurav-Gupta-9741`

- profile: [github.com/Saurav-Gupta-9741](https://github.com/Saurav-Gupta-9741)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ASaurav-Gupta-9741)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ASaurav-Gupta-9741)
- repo first seen: `2026-07-01T19:48:18Z`
- repo last seen: `2026-07-06T09:56:03Z`
- 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: **2 comments / 0 reviews / 0 review comments**
- account age: **1743 days**
- recent public PR activity: **12 PRs** (3 merged / 3 closed-unmerged / 6 open; merged rate **25%**, closed-unmerged rate **25%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **low**
- heuristic read: **broad repo spread; high open PR share**

Example artifacts:
- [PR #14105: feat: auto-detect and fuse QKV for original PEFT adapters](https://github.com/huggingface/diffusers/pull/14105) — open

### `Solaris-star`

- profile: [github.com/Solaris-star](https://github.com/Solaris-star)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ASolaris-star)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ASolaris-star)
- repo first seen: `2026-07-20T15:17:03Z`
- repo last seen: `2026-07-20T15:17:03Z`
- 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: **2216 days**
- recent public PR activity: **246 PRs** (35 merged / 71 closed-unmerged / 140 open; merged rate **14%**, closed-unmerged rate **29%**, open rate **57%**)
- 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 #14250: fix: do not leak set_attention_backend into process-wide registry](https://github.com/huggingface/diffusers/pull/14250) — open

### `spartanz51`

- profile: [github.com/spartanz51](https://github.com/spartanz51)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aspartanz51)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aspartanz51)
- repo first seen: `2026-07-21T09:53:44Z`
- repo last seen: `2026-07-21T09:53:58Z`
- 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: **4713 days**
- recent public PR activity: **21 PRs** (13 merged / 4 closed-unmerged / 4 open; merged rate **62%**, closed-unmerged rate **19%**, open rate **19%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **—**

Example artifacts:
- [PR #14264: Support native-layout Krea2 checkpoints (community GGUFs) in `from_single_file()`](https://github.com/huggingface/diffusers/pull/14264) — 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

### `SuryanshSS1011`

- profile: [github.com/SuryanshSS1011](https://github.com/SuryanshSS1011)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ASuryanshSS1011)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ASuryanshSS1011)
- repo first seen: `2026-06-29T22:17:01Z`
- repo last seen: `2026-07-13T21:24:16Z`
- 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 / 4 reviews / 4 review comments**
- account age: **874 days**
- recent public PR activity: **16 PRs** (11 merged / 0 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **0%**, open rate **31%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **no visible non-self stars**

Example artifacts:
- [PR #14093: Invalidate HookRegistry child-registries cache on enable/disable cache](https://github.com/huggingface/diffusers/pull/14093) — open

### `Vitaliy-Pikalo`

- profile: [github.com/Vitaliy-Pikalo](https://github.com/Vitaliy-Pikalo)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AVitaliy-Pikalo)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AVitaliy-Pikalo)
- repo first seen: `2026-06-21T03:47:01Z`
- repo last seen: `2026-06-21T03:47:01Z`
- 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: **636 days**
- recent public PR activity: **17 PRs** (0 merged / 1 closed-unmerged / 16 open; merged rate **0%**, closed-unmerged rate **6%**, open rate **94%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **low**
- heuristic read: **broad repo spread; high open PR share; targets high-star repos**

Example artifacts:
- [PR #14015: fix(attention_dispatch): use correct attr names for FLASH_VARLEN_HUB …](https://github.com/huggingface/diffusers/pull/14015) — open

### `XIONGPEILIN`

- profile: [github.com/XIONGPEILIN](https://github.com/XIONGPEILIN)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AXIONGPEILIN)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AXIONGPEILIN)
- repo first seen: `2026-07-14T13:08:30Z`
- repo last seen: `2026-07-14T13:08:30Z`
- 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: **799 days**
- recent public PR activity: **5 PRs** (2 merged / 0 closed-unmerged / 3 open; merged rate **40%**, closed-unmerged rate **0%**, open rate **60%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share**

Example artifacts:
- [PR #14187: Fix SEG `_gaussian_blur_2d`: finite `blur_sigma` is ignored (inverted infinite-blur branch)](https://github.com/huggingface/diffusers/pull/14187) — open