Datasets:

evalstate
/

diffusers-pr

	# New Contributor Report: huggingface/diffusers

	- Snapshot: `20260413T135838Z`
	- Generated: `2026-04-13T14:09:24Z`
	- Activity window: `60d`
	- Contributors: `84`

	## 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 \| 3462d \| `2023-01-13T14:42:20Z` \| 1002 \| 131 \| strong \| high \| low \| high recent PR volume; broad repo spread; targets high-star repos \|
	\| `DN6` \| [profile](https://github.com/DN6) \| no \| MEMBER \| 4357d \| `2023-02-22T04:27:25Z` \| 373 \| 14 \| mixed \| low \| low \| high recent PR volume; targets high-star repos \|
	\| `yiyixuxu` \| [profile](https://github.com/yiyixuxu) \| no \| MEMBER \| 3973d \| `2022-12-14T16:37:57Z` \| 295 \| 38 \| strong \| low \| low \| targets high-star repos \|
	\| `stevhliu` \| [profile](https://github.com/stevhliu) \| no \| MEMBER \| 2292d \| `2023-02-22T18:18:22Z` \| 212 \| 6 \| strong \| low \| low \| high recent PR volume; no visible non-self stars; targets high-star repos \|
	\| `dg845` \| [profile](https://github.com/dg845) \| no \| MEMBER \| 2323d \| `2023-03-22T05:10:45Z` \| 66 \| 8 \| strong \| low \| low \| no visible non-self stars; targets high-star repos \|
	\| `asomoza` \| [profile](https://github.com/asomoza) \| no \| MEMBER \| 4596d \| `2023-11-10T05:32:15Z` \| 50 \| 11 \| mixed \| low \| low \| high open PR share; targets high-star repos \|
	\| `delmalih` \| [profile](https://github.com/delmalih) \| no \| CONTRIBUTOR \| 3308d \| `2025-11-10T14:05:47Z` \| 33 \| 1 \| strong \| low \| low \| targets high-star repos \|
	\| `kaixuanliu` \| [profile](https://github.com/kaixuanliu) \| no \| CONTRIBUTOR \| 3930d \| `2025-01-20T00:59:08Z` \| 11 \| 0 \| mixed \| moderate \| low \| high recent PR volume; targets high-star repos \|
	\| `Ricardo-M-L` \| [profile](https://github.com/Ricardo-M-L) \| no \| FIRST_TIME_CONTRIBUTOR \| 2078d \| `2026-04-02T16:08:54Z` \| 11 \| 0 \| weak \| high \| medium \| extremely high recent PR volume; broad repo spread; high open PR share; targets high-star repos \|
	\| `SHYuanBest` \| [profile](https://github.com/SHYuanBest) \| no \| CONTRIBUTOR \| 988d \| `2024-09-21T03:19:05Z` \| 9 \| 0 \| strong \| high \| low \| broad repo spread \|
	\| `christopher5106` \| [profile](https://github.com/christopher5106) \| no \| CONTRIBUTOR \| 4420d \| `2024-03-30T15:52:41Z` \| 7 \| 22 \| mixed \| low \| low \| high open PR share; targets high-star repos \|
	\| `akshan-main` \| [profile](https://github.com/akshan-main) \| no \| CONTRIBUTOR \| 1557d \| `2025-11-21T08:13:14Z` \| 7 \| 2 \| mixed \| high \| low \| high recent PR volume; broad repo spread; targets high-star repos \|
	\| `s-zx` \| [profile](https://github.com/s-zx) \| no \| FIRST_TIME_CONTRIBUTOR \| 2016d \| `2026-03-10T22:11:42Z` \| 6 \| 0 \| weak \| very high \| high \| high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos \|
	\| `azolotenkov` \| [profile](https://github.com/azolotenkov) \| no \| CONTRIBUTOR \| 1015d \| `2025-03-04T13:58:31Z` \| 5 \| 0 \| weak \| low \| low \| high open PR share; no visible non-self stars; targets high-star repos \|
	\| `howardzhang-cv` \| [profile](https://github.com/howardzhang-cv) \| no \| CONTRIBUTOR \| 3143d \| `2026-01-07T18:24:00Z` \| 4 \| 0 \| mixed \| low \| low \| high recent PR volume \|
	\| `zhtmike` \| [profile](https://github.com/zhtmike) \| no \| CONTRIBUTOR \| 4271d \| `2026-03-17T08:08:13Z` \| 3 \| 2 \| mixed \| moderate \| low \| high recent PR volume \|
	\| `Chase-Xuu` \| [profile](https://github.com/Chase-Xuu) \| no \| FIRST_TIME_CONTRIBUTOR \| 1863d \| `2026-03-10T01:43:26Z` \| 3 \| 0 \| weak \| low \| medium \| many recent closed-unmerged PRs; high open PR share; targets high-star repos \|
	\| `YangKai0616` \| [profile](https://github.com/YangKai0616) \| no \| CONTRIBUTOR \| 1462d \| `2026-03-23T11:52:46Z` \| 3 \| 0 \| mixed \| moderate \| low \| targets high-star repos \|
	\| `kashif` \| [profile](https://github.com/kashif) \| no \| MEMBER \| 6565d \| `2022-06-15T15:01:24Z` \| 63 \| 0 \| mixed \| high \| medium \| high recent PR volume; broad repo spread; high open PR share \|
	\| `jiqing-feng` \| [profile](https://github.com/jiqing-feng) \| no \| CONTRIBUTOR \| 1392d \| `2022-11-29T08:44:19Z` \| 18 \| 4 \| strong \| moderate \| low \| high recent PR volume \|
	\| `paulinebm` \| [profile](https://github.com/paulinebm) \| no \| MEMBER \| 826d \| `2024-12-12T10:28:15Z` \| 7 \| 0 \| strong \| very high \| medium \| extremely high recent PR volume; very broad repo spread; no visible non-self stars \|
	\| `Akash504-ai` \| [profile](https://github.com/Akash504-ai) \| no \| FIRST_TIME_CONTRIBUTOR \| 421d \| `2026-03-29T19:06:50Z` \| 2 \| 3 \| mixed \| high \| medium \| high recent PR volume; broad repo spread \|
	\| `chenyangzhu1` \| [profile](https://github.com/chenyangzhu1) \| no \| CONTRIBUTOR \| 1473d \| `2026-04-02T15:30:04Z` \| 2 \| 1 \| strong \| low \| low \| targets high-star repos \|
	\| `agarwalprakhar2511` \| [profile](https://github.com/agarwalprakhar2511) \| no \| FIRST_TIME_CONTRIBUTOR \| 22d \| `2026-03-22T09:13:05Z` \| 2 \| 0 \| weak \| low \| medium \| very new account; high open PR share; no visible non-self stars; targets high-star repos \|
	\| `eliemichel` \| [profile](https://github.com/eliemichel) \| no \| FIRST_TIME_CONTRIBUTOR \| 4549d \| `2026-03-09T21:49:18Z` \| 2 \| 0 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `gambletan` \| [profile](https://github.com/gambletan) \| no \| FIRST_TIME_CONTRIBUTOR \| 37d \| `2026-03-16T14:10:56Z` \| 2 \| 0 \| weak \| very high \| high \| very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos \|
	\| `hf-security-analysis[bot]` \| [profile](https://github.com/hf-security-analysis[bot]) \| no \| CONTRIBUTOR \| ?d \| `2026-03-27T11:59:04Z` \| 2 \| 0 \| n/a \| n/a \| n/a \| summary unavailable \|
	\| `HsiaWinter` \| [profile](https://github.com/HsiaWinter) \| no \| CONTRIBUTOR \| 1609d \| `2026-04-08T04:14:03Z` \| 2 \| 0 \| mixed \| low \| low \| high open PR share; targets high-star repos \|
	\| `huemin-art` \| [profile](https://github.com/huemin-art) \| no \| CONTRIBUTOR \| 1503d \| `2026-03-12T14:56:59Z` \| 2 \| 0 \| strong \| low \| low \| targets high-star repos \|
	\| `jashshah999` \| [profile](https://github.com/jashshah999) \| no \| FIRST_TIME_CONTRIBUTOR \| 2565d \| `2026-02-25T22:19:12Z` \| 2 \| 0 \| weak \| high \| medium \| high recent PR volume; broad repo spread; high open PR share; targets high-star repos \|
	\| `kirillsst` \| [profile](https://github.com/kirillsst) \| no \| CONTRIBUTOR \| 286d \| `2026-02-24T12:11:43Z` \| 2 \| 0 \| weak \| low \| low \| young account; high open PR share \|
	\| `NIK-TIGER-BILL` \| [profile](https://github.com/NIK-TIGER-BILL) \| no \| CONTRIBUTOR \| 2285d \| `2026-03-30T07:15:17Z` \| 2 \| 0 \| weak \| very high \| medium \| extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos \|
	\| `RuixiangMa` \| [profile](https://github.com/RuixiangMa) \| no \| FIRST_TIME_CONTRIBUTOR \| 3283d \| `2026-04-02T17:19:18Z` \| 2 \| 0 \| mixed \| low \| low \| high recent PR volume; high open PR share \|
	\| `veeceey` \| [profile](https://github.com/veeceey) \| no \| CONTRIBUTOR \| 3053d \| `2026-02-23T04:17:38Z` \| 2 \| 0 \| weak \| very high \| high \| extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos \|
	\| `hlky` \| [profile](https://github.com/hlky) \| no \| CONTRIBUTOR \| 1410d \| `2022-08-22T10:44:45Z` \| 142 \| 7 \| strong \| low \| low \| no visible non-self stars \|
	\| `linoytsaban` \| [profile](https://github.com/linoytsaban) \| no \| MEMBER \| 2345d \| `2023-06-20T06:10:02Z` \| 74 \| 2 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `lawrence-cj` \| [profile](https://github.com/lawrence-cj) \| no \| CONTRIBUTOR \| 2404d \| `2023-11-08T08:40:50Z` \| 32 \| 2 \| mixed \| low \| low \| — \|
	\| `Beinsezii` \| [profile](https://github.com/Beinsezii) \| no \| CONTRIBUTOR \| 2884d \| `2023-11-06T21:11:04Z` \| 20 \| 5 \| strong \| moderate \| low \| high recent PR volume; no visible non-self stars \|
	\| `DefTruth` \| [profile](https://github.com/DefTruth) \| no \| CONTRIBUTOR \| 3132d \| `2025-08-07T07:00:06Z` \| 15 \| 7 \| strong \| moderate \| low \| extremely high recent PR volume \|
	\| `Mr-Neutr0n` \| [profile](https://github.com/Mr-Neutr0n) \| no \| FIRST_TIME_CONTRIBUTOR \| 2174d \| `2026-02-07T08:06:58Z` \| 10 \| 0 \| weak \| very high \| medium \| high recent PR volume; very broad repo spread; targets high-star repos \|
	\| `dxqb` \| [profile](https://github.com/dxqb) \| no \| CONTRIBUTOR \| 560d \| `2025-01-12T14:41:12Z` \| 9 \| 13 \| n/a \| low \| low \| no visible non-self stars \|
	\| `sywangyi` \| [profile](https://github.com/sywangyi) \| no \| CONTRIBUTOR \| 2992d \| `2023-09-19T06:45:24Z` \| 8 \| 0 \| strong \| moderate \| low \| targets high-star repos \|
	\| `DavidBert` \| [profile](https://github.com/DavidBert) \| no \| CONTRIBUTOR \| 3996d \| `2025-09-26T15:01:33Z` \| 7 \| 1 \| strong \| low \| low \| — \|
	\| `satani99` \| [profile](https://github.com/satani99) \| no \| CONTRIBUTOR \| 2802d \| `2024-01-09T09:10:11Z` \| 7 \| 0 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `miguelmartin75` \| [profile](https://github.com/miguelmartin75) \| no \| CONTRIBUTOR \| 4849d \| `2025-12-17T00:32:26Z` \| 6 \| 0 \| strong \| low \| low \| — \|
	\| `adi776borate` \| [profile](https://github.com/adi776borate) \| no \| CONTRIBUTOR \| 730d \| `2025-11-11T18:30:22Z` \| 5 \| 0 \| mixed \| low \| low \| high open PR share; targets high-star repos \|
	\| `CalamitousFelicitousness` \| [profile](https://github.com/CalamitousFelicitousness) \| no \| CONTRIBUTOR \| 2193d \| `2025-10-22T10:15:05Z` \| 4 \| 2 \| mixed \| moderate \| low \| — \|
	\| `AlanPonnachan` \| [profile](https://github.com/AlanPonnachan) \| no \| CONTRIBUTOR \| 1771d \| `2024-12-23T18:31:30Z` \| 4 \| 0 \| mixed \| moderate \| low \| high open PR share; no visible non-self stars; targets high-star repos \|
	\| `cbensimon` \| [profile](https://github.com/cbensimon) \| no \| MEMBER \| 4027d \| `2023-09-29T10:19:13Z` \| 4 \| 0 \| n/a \| low \| low \| no visible non-self stars \|
	\| `alvarobartt` \| [profile](https://github.com/alvarobartt) \| no \| MEMBER \| 2971d \| `2025-12-22T14:10:32Z` \| 3 \| 0 \| strong \| moderate \| low \| high recent PR volume \|
	\| `anijain2305` \| [profile](https://github.com/anijain2305) \| no \| CONTRIBUTOR \| 3892d \| `2024-08-27T18:16:03Z` \| 3 \| 0 \| weak \| moderate \| medium \| extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos \|
	\| `tcaimm` \| [profile](https://github.com/tcaimm) \| no \| CONTRIBUTOR \| 1620d \| `2025-12-02T11:22:45Z` \| 3 \| 0 \| strong \| low \| low \| targets high-star repos \|
	\| `vkuzo` \| [profile](https://github.com/vkuzo) \| no \| CONTRIBUTOR \| 5118d \| `2025-12-29T17:14:53Z` \| 3 \| 0 \| strong \| moderate \| low \| high recent PR volume \|
	\| `JingyaHuang` \| [profile](https://github.com/JingyaHuang) \| no \| MEMBER \| 2738d \| `2022-11-03T10:27:59Z` \| 2 \| 0 \| mixed \| low \| low \| high open PR share; targets high-star repos \|
	\| `jscaldwell55` \| [profile](https://github.com/jscaldwell55) \| no \| FIRST_TIME_CONTRIBUTOR \| 1328d \| `2026-02-11T23:45:46Z` \| 2 \| 0 \| weak \| low \| low \| high open PR share; no visible non-self stars; targets high-star repos \|
	\| `Moran232` \| [profile](https://github.com/Moran232) \| no \| FIRST_TIME_CONTRIBUTOR \| 4191d \| `2026-04-07T07:58:41Z` \| 1 \| 2 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `plugyawn` \| [profile](https://github.com/plugyawn) \| no \| FIRST_TIME_CONTRIBUTOR \| 1936d \| `2026-03-08T17:03:35Z` \| 1 \| 1 \| strong \| low \| low \| — \|
	\| `pthombre` \| [profile](https://github.com/pthombre) \| no \| CONTRIBUTOR \| 383d \| `2025-12-22T23:16:56Z` \| 1 \| 1 \| strong \| moderate \| low \| — \|
	\| `Sunhill666` \| [profile](https://github.com/Sunhill666) \| no \| FIRST_TIME_CONTRIBUTOR \| 3215d \| `2026-04-01T06:54:19Z` \| 1 \| 1 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `VittoriaLanzo` \| [profile](https://github.com/VittoriaLanzo) \| no \| NONE \| 73d \| `2026-04-02T13:06:12Z` \| 1 \| 1 \| mixed \| high \| low \| very new account; high recent PR volume; broad repo spread \|
	\| `aazeeem11` \| [profile](https://github.com/aazeeem11) \| no \| FIRST_TIME_CONTRIBUTOR \| 506d \| `2026-01-11T13:00:48Z` \| 1 \| 0 \| weak \| low \| low \| high open PR share; no visible non-self stars; targets high-star repos \|
	\| `abhixb` \| [profile](https://github.com/abhixb) \| no \| NONE \| 259d \| `2026-03-14T12:01:02Z` \| 1 \| 0 \| mixed \| low \| low \| young account; many recent closed-unmerged PRs \|
	\| `Alexkkir` \| [profile](https://github.com/Alexkkir) \| no \| CONTRIBUTOR \| 2753d \| `2026-03-24T08:31:05Z` \| 1 \| 0 \| strong \| low \| low \| targets high-star repos \|
	\| `Anai-Guo` \| [profile](https://github.com/Anai-Guo) \| yes \| FIRST_TIME_CONTRIBUTOR \| 0d \| `2026-04-13T06:56:28Z` \| 1 \| 0 \| weak \| moderate \| medium \| very new account; high open PR share; targets high-star repos \|
	\| `andrew-w-ross` \| [profile](https://github.com/andrew-w-ross) \| no \| CONTRIBUTOR \| 3847d \| `2026-03-30T01:44:18Z` \| 1 \| 0 \| strong \| low \| low \| targets high-star repos \|
	\| `andrewor14` \| [profile](https://github.com/andrewor14) \| no \| CONTRIBUTOR \| 4993d \| `2026-04-03T20:31:12Z` \| 1 \| 0 \| strong \| moderate \| low \| — \|
	\| `aryabyte21` \| [profile](https://github.com/aryabyte21) \| no \| FIRST_TIME_CONTRIBUTOR \| 2260d \| `2026-03-15T05:17:57Z` \| 1 \| 0 \| weak \| low \| low \| many recent closed-unmerged PRs; targets high-star repos \|
	\| `awsr` \| [profile](https://github.com/awsr) \| no \| FIRST_TIME_CONTRIBUTOR \| 2747d \| `2026-04-04T02:02:23Z` \| 1 \| 0 \| mixed \| moderate \| low \| — \|
	\| `chang-zhijie` \| [profile](https://github.com/chang-zhijie) \| yes \| FIRST_TIME_CONTRIBUTOR \| 2852d \| `2026-04-13T03:17:22Z` \| 1 \| 0 \| weak \| low \| low \| high open PR share; no visible non-self stars; targets high-star repos \|
	\| `conanna` \| [profile](https://github.com/conanna) \| yes \| FIRST_TIMER \| 377d \| `2026-04-12T19:13:13Z` \| 1 \| 0 \| weak \| low \| low \| high open PR share; no visible non-self stars; targets high-star repos \|
	\| `dhruvildarji` \| [profile](https://github.com/dhruvildarji) \| no \| FIRST_TIME_CONTRIBUTOR \| 3348d \| `2026-02-23T10:03:12Z` \| 1 \| 0 \| weak \| very high \| medium \| high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos \|
	\| `GalacticAvenger` \| [profile](https://github.com/GalacticAvenger) \| no \| CONTRIBUTOR \| 2208d \| `2026-04-02T20:15:48Z` \| 1 \| 0 \| mixed \| high \| low \| broad repo spread; high open PR share; targets high-star repos \|
	\| `HMAKT99` \| [profile](https://github.com/HMAKT99) \| yes \| FIRST_TIME_CONTRIBUTOR \| 261d \| `2026-03-30T15:12:13Z` \| 1 \| 0 \| mixed \| very high \| medium \| young account; extremely high recent PR volume; very broad repo spread \|
	\| `kvr06-ai` \| [profile](https://github.com/kvr06-ai) \| no \| FIRST_TIME_CONTRIBUTOR \| 568d \| `2026-03-10T10:45:14Z` \| 1 \| 0 \| weak \| high \| medium \| high recent PR volume; broad repo spread; high open PR share; targets high-star repos \|
	\| `LiuYinfeng01` \| [profile](https://github.com/LiuYinfeng01) \| no \| FIRST_TIME_CONTRIBUTOR \| 424d \| `2026-03-25T03:29:24Z` \| 1 \| 0 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `Minisal` \| [profile](https://github.com/Minisal) \| no \| FIRST_TIME_CONTRIBUTOR \| 2597d \| `2026-02-13T03:34:51Z` \| 1 \| 0 \| n/a \| low \| low \| no visible non-self stars \|
	\| `r266-tech` \| [profile](https://github.com/r266-tech) \| no \| FIRST_TIME_CONTRIBUTOR \| 202d \| `2026-03-22T18:03:37Z` \| 1 \| 0 \| weak \| very high \| medium \| young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos \|
	\| `rustadadam` \| [profile](https://github.com/rustadadam) \| no \| FIRST_TIME_CONTRIBUTOR \| 890d \| `2026-02-13T18:20:08Z` \| 1 \| 0 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `sippycoder` \| [profile](https://github.com/sippycoder) \| no \| CONTRIBUTOR \| 1051d \| `2026-03-24T03:16:39Z` \| 1 \| 0 \| mixed \| low \| low \| high open PR share; targets high-star repos \|
	\| `Songrui625` \| [profile](https://github.com/Songrui625) \| no \| CONTRIBUTOR \| 2637d \| `2026-02-26T12:37:36Z` \| 1 \| 0 \| strong \| low \| low \| targets high-star repos \|
	\| `teith` \| [profile](https://github.com/teith) \| no \| CONTRIBUTOR \| 1179d \| `2026-03-03T01:07:16Z` \| 1 \| 0 \| n/a \| low \| low \| no visible non-self stars \|
	\| `varaprasadtarunkumar` \| [profile](https://github.com/varaprasadtarunkumar) \| no \| NONE \| 1432d \| `2026-04-03T18:58:56Z` \| 1 \| 0 \| weak \| low \| low \| many recent closed-unmerged PRs; targets high-star repos \|
	\| `Xyc2016` \| [profile](https://github.com/Xyc2016) \| no \| CONTRIBUTOR \| 3417d \| `2026-04-06T14:42:14Z` \| 1 \| 0 \| strong \| low \| low \| — \|
	\| `yunjoochoi` \| [profile](https://github.com/yunjoochoi) \| no \| FIRST_TIME_CONTRIBUTOR \| 772d \| `2026-03-15T03:43:58Z` \| 1 \| 0 \| weak \| low \| low \| high open PR share; targets high-star repos \|

	## 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: `2026-04-13T13:09:47Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 1133
	- snapshot authored PRs/issues: 1002 PRs / 131 issues
	- snapshot discussion activity: 8067 comments / 6869 reviews / 7056 review comments
	- account age: 3462 days
	- recent public PR activity: 97 PRs (74 merged / 3 closed-unmerged / 20 open; merged rate 76%, closed-unmerged rate 3%, open rate 21%)
	- public orgs: `huggingface`, `all-things-vits`
	- compact scores: follow-through strong, breadth high, automation risk low
	- heuristic read: high recent PR volume; broad repo spread; targets high-star repos

	Example artifacts:
	- [PR #13457: [ptxla] fix pytorch xla inference on TPUs.](https://github.com/huggingface/diffusers/pull/13457) — open
	- [PR #13454: [tests] xfail clip related issues.](https://github.com/huggingface/diffusers/pull/13454) — open
	- [PR #13443: [core] fix fa4 integration](https://github.com/huggingface/diffusers/pull/13443) — closed, merged
	- [Issue #13401: Help us profile important pipelines and improve if needed](https://github.com/huggingface/diffusers/issues/13401) — open
	- [Issue #13375: Investigate the current DtoH sync solution in pipelines](https://github.com/huggingface/diffusers/issues/13375) — open
	- [Issue #13295: Modular Diffusers 🧨](https://github.com/huggingface/diffusers/issues/13295) — 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: `2026-04-13T13:35:45Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 387
	- snapshot authored PRs/issues: 373 PRs / 14 issues
	- snapshot discussion activity: 1066 comments / 1473 reviews / 1160 review comments
	- account age: 4357 days
	- recent public PR activity: 31 PRs (21 merged / 1 closed-unmerged / 9 open; merged rate 68%, closed-unmerged rate 3%, open rate 29%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth low, automation risk low
	- heuristic read: high recent PR volume; targets high-star repos

	Example artifacts:
	- [PR #13433: [CI] Use finegrained token for Issue Labeler](https://github.com/huggingface/diffusers/pull/13433) — closed, merged
	- [PR #13380: [CI] Add PR/Issue Auto Labeler](https://github.com/huggingface/diffusers/pull/13380) — closed, merged
	- [PR #13348: [CI] Refactor Skyreels, Lumina, Ominigen, Mochi transformer tests](https://github.com/huggingface/diffusers/pull/13348) — open
	- [Issue #13151: GGUF + `torch.compile` is not compatible with Hub Kernels](https://github.com/huggingface/diffusers/issues/13151) — open
	- [Issue #12600: Add KV Cache for Autoregressive Inference](https://github.com/huggingface/diffusers/issues/12600) — open
	- [Issue #10152: Diffusers Roadmap](https://github.com/huggingface/diffusers/issues/10152) — open

	### `yiyixuxu`

	- profile: [github.com/yiyixuxu](https://github.com/yiyixuxu)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ayiyixuxu)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ayiyixuxu)
	- repo first seen: `2022-12-14T16:37:57Z`
	- repo last seen: `2026-04-11T02:38:13Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 333
	- snapshot authored PRs/issues: 295 PRs / 38 issues
	- snapshot discussion activity: 2514 comments / 2821 reviews / 3422 review comments
	- account age: 3973 days
	- recent public PR activity: 14 PRs (12 merged / 0 closed-unmerged / 2 open; merged rate 86%, closed-unmerged rate 0%, open rate 14%)
	- public orgs: none visible
	- compact scores: follow-through strong, breadth low, automation risk low
	- heuristic read: targets high-star repos

	Example artifacts:
	- [PR #13410: [agent] add modular doc](https://github.com/huggingface/diffusers/pull/13410) — open
	- [PR #13397: improve Claude CI](https://github.com/huggingface/diffusers/pull/13397) — closed, merged
	- [PR #13382: [docs] add auto docstring and parameter templates documentation for m…](https://github.com/huggingface/diffusers/pull/13382) — closed, merged
	- [Issue #12564: [Proposals Welcome] Fal Flashpack integration for faster model loading](https://github.com/huggingface/diffusers/issues/12564) — open
	- [Issue #12257: [Looking for community contribution] support Wan 2.2 S2V: an audio-driven cinematic video generation model](https://github.com/huggingface/diffusers/issues/12257) — open
	- [Issue #12222: [Contribution welcome] adding a fast test for Qwen-Image Controlnet Pipeline](https://github.com/huggingface/diffusers/issues/12222) — closed

	### `stevhliu`

	- profile: [github.com/stevhliu](https://github.com/stevhliu)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Astevhliu)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Astevhliu)
	- repo first seen: `2023-02-22T18:18:22Z`
	- repo last seen: `2026-04-10T16:03:20Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 218
	- snapshot authored PRs/issues: 212 PRs / 6 issues
	- snapshot discussion activity: 243 comments / 758 reviews / 1566 review comments
	- account age: 2292 days
	- recent public PR activity: 31 PRs (25 merged / 0 closed-unmerged / 6 open; merged rate 81%, closed-unmerged rate 0%, open rate 19%)
	- 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 #13334: [docs] refactor model skill](https://github.com/huggingface/diffusers/pull/13334) — closed, merged
	- [PR #13248: [docs] updates](https://github.com/huggingface/diffusers/pull/13248) — closed, merged
	- [PR #13158: [docs] add docs for qwenimagelayered](https://github.com/huggingface/diffusers/pull/13158) — 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

	### `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: `2026-04-11T09:14:47Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 74
	- snapshot authored PRs/issues: 66 PRs / 8 issues
	- snapshot discussion activity: 329 comments / 666 reviews / 591 review comments
	- account age: 2323 days
	- recent public PR activity: 10 PRs (8 merged / 1 closed-unmerged / 1 open; merged rate 80%, closed-unmerged rate 10%, open rate 10%)
	- 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 #13337: Update LTX-2 Docs to Cover LTX-2.3 Models](https://github.com/huggingface/diffusers/pull/13337) — closed, merged
	- [PR #13220: Refactor `AttentionProcessorSkipHook` to Support Custom STG Logic](https://github.com/huggingface/diffusers/pull/13220) — open
	- [PR #13217: Add Support for LTX-2.3 Models](https://github.com/huggingface/diffusers/pull/13217) — closed, merged
	- [Issue #12079: API Suggestion: Expose Methods to Convert to Sample Prediction in Schedulers](https://github.com/huggingface/diffusers/issues/12079) — open
	- [Issue #8547: Latent Consistency Model Possible Scaling Bug](https://github.com/huggingface/diffusers/issues/8547) — closed
	- [Issue #6756: Handling LoRA Scale in the Legacy LoRA Implementation.](https://github.com/huggingface/diffusers/issues/6756) — closed

	### `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: `2026-04-06T18:58:11Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 61
	- snapshot authored PRs/issues: 50 PRs / 11 issues
	- snapshot discussion activity: 1288 comments / 245 reviews / 192 review comments
	- account age: 4596 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: `huggingface`
	- compact scores: follow-through mixed, breadth low, automation risk low
	- heuristic read: high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13427: [torchao] Fix `record_stream` with torchao and group offloading](https://github.com/huggingface/diffusers/pull/13427) — closed, draft
	- [PR #13381: [Agents] Optimizations skill](https://github.com/huggingface/diffusers/pull/13381) — open
	- [PR #13212: [Z-Image] Fix more `do_classifier_free_guidance` thresholds](https://github.com/huggingface/diffusers/pull/13212) — closed, merged
	- [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
	- [Issue #11745: Pipeline Quantization silent ignore of components not present in pipeline](https://github.com/huggingface/diffusers/issues/11745) — 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: `2026-02-28T10:30:41Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 34
	- snapshot authored PRs/issues: 33 PRs / 1 issues
	- snapshot discussion activity: 11 comments / 1 reviews / 1 review comments
	- account age: 3308 days
	- recent public PR activity: 3 PRs (3 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 #13198: docs: improve docstring scheduling_ipndm.py](https://github.com/huggingface/diffusers/pull/13198) — closed, merged
	- [PR #13160: docs: improve docstring scheduling_flow_match_lcm.py](https://github.com/huggingface/diffusers/pull/13160) — closed, merged
	- [PR #13130: docs: improve docstring scheduling_flow_match_heun_discrete.py](https://github.com/huggingface/diffusers/pull/13130) — closed, merged
	- [Issue #12650: Question about the `# Copied from` system](https://github.com/huggingface/diffusers/issues/12650) — open

	### `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: `2026-04-03T03:02:01Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 11
	- snapshot authored PRs/issues: 11 PRs / 0 issues
	- snapshot discussion activity: 40 comments / 9 reviews / 9 review comments
	- account age: 3930 days
	- recent public PR activity: 31 PRs (24 merged / 5 closed-unmerged / 2 open; merged rate 77%, 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; targets high-star repos

	Example artifacts:
	- [PR #13336: avoid hardcode device in flux-control example](https://github.com/huggingface/diffusers/pull/13336) — closed, merged
	- [PR #13252: fix: 'PaintByExampleImageEncoder' object has no attribute 'all_tied_w…](https://github.com/huggingface/diffusers/pull/13252) — closed, merged
	- [PR #13244: Fix IndexError in HunyuanVideo I2V pipeline](https://github.com/huggingface/diffusers/pull/13244) — closed, merged

	### `Ricardo-M-L`

	- profile: [github.com/Ricardo-M-L](https://github.com/Ricardo-M-L)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ARicardo-M-L)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ARicardo-M-L)
	- repo first seen: `2026-04-02T16:08:54Z`
	- repo last seen: `2026-04-12T15:32:31Z`
	- 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: 0 comments / 0 reviews / 0 review comments
	- account age: 2078 days
	- recent public PR activity: 140 PRs (23 merged / 14 closed-unmerged / 103 open; merged rate 16%, closed-unmerged rate 10%, open rate 74%)
	- 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; targets high-star repos

	Example artifacts:
	- [PR #13449: fix: QwenImage pipelines silently disable CFG with pre-computed negative_prompt_embeds](https://github.com/huggingface/diffusers/pull/13449) — open
	- [PR #13435: Add CogVideoX diffusers-to-original format conversion script](https://github.com/huggingface/diffusers/pull/13435) — open
	- [PR #13434: fix: correct AttributeError in TangentialCFG and NameError in FrequencyDecoupledGuidance](https://github.com/huggingface/diffusers/pull/13434) — open

	### `SHYuanBest`

	- profile: [github.com/SHYuanBest](https://github.com/SHYuanBest)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ASHYuanBest)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ASHYuanBest)
	- repo first seen: `2024-09-21T03:19:05Z`
	- repo last seen: `2026-03-18T07:25:19Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 9
	- snapshot authored PRs/issues: 9 PRs / 0 issues
	- snapshot discussion activity: 39 comments / 21 reviews / 21 review comments
	- account age: 988 days
	- recent public PR activity: 22 PRs (21 merged / 1 closed-unmerged / 0 open; merged rate 95%, closed-unmerged rate 5%, open rate 0%)
	- public orgs: `PKU-YuanGroup`
	- compact scores: follow-through strong, breadth high, automation risk low
	- heuristic read: broad repo spread

	Example artifacts:
	- [PR #13282: [Helios] Remove lru_cache for better AoTI compatibility and cleaner code](https://github.com/huggingface/diffusers/pull/13282) — closed, merged
	- [PR #13223: Fix Helios Context Parallelism](https://github.com/huggingface/diffusers/pull/13223) — closed, merged
	- [PR #13222: Optimize Helios docs](https://github.com/huggingface/diffusers/pull/13222) — closed, merged

	### `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: `2026-03-31T08:51:42Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 29
	- snapshot authored PRs/issues: 7 PRs / 22 issues
	- snapshot discussion activity: 100 comments / 2 reviews / 0 review comments
	- account age: 4420 days
	- recent public PR activity: 5 PRs (3 merged / 0 closed-unmerged / 2 open; merged rate 60%, closed-unmerged rate 0%, open rate 40%)
	- 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 #13373: FA4 local (_flash_4 mode)](https://github.com/huggingface/diffusers/pull/13373) — open
	- [PR #13200: adding lora support to z-image controlnet pipelines](https://github.com/huggingface/diffusers/pull/13200) — closed, merged
	- [PR #13189: Fix for loading of Kohya's Musubi tuner's Flux.2 dev lora](https://github.com/huggingface/diffusers/pull/13189) — open
	- [Issue #13203: Zimage lora support issue](https://github.com/huggingface/diffusers/issues/13203) — closed
	- [Issue #13162: Flux.2-klein-4b lora support](https://github.com/huggingface/diffusers/issues/13162) — closed
	- [Issue #13140: Qwen Edit Plus + Qwen Edit pipelines fail (TypeError: argument of type 'NoneType' is not iterable)](https://github.com/huggingface/diffusers/issues/13140) — closed

	### `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: `2026-04-11T05:00:53Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 9
	- snapshot authored PRs/issues: 7 PRs / 2 issues
	- snapshot discussion activity: 65 comments / 14 reviews / 14 review comments
	- account age: 1557 days
	- recent public PR activity: 28 PRs (14 merged / 7 closed-unmerged / 7 open; merged rate 50%, closed-unmerged rate 25%, open rate 25%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth high, automation risk low
	- heuristic read: high recent PR volume; broad repo spread; targets high-star repos

	Example artifacts:
	- [PR #13440: Fix HunyuanVideo 1.5 I2V by preprocessing image at pixel resolution i…](https://github.com/huggingface/diffusers/pull/13440) — closed, merged
	- [PR #13422: Add negative_prompt parameter to GLMImagePipeline](https://github.com/huggingface/diffusers/pull/13422) — closed
	- [PR #13420: Add negative_prompt to Flux2KleinPipeline](https://github.com/huggingface/diffusers/pull/13420) — closed
	- [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

	### `s-zx`

	- profile: [github.com/s-zx](https://github.com/s-zx)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3As-zx)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3As-zx)
	- repo first seen: `2026-03-10T22:11:42Z`
	- repo last seen: `2026-03-22T00:34:28Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 6
	- snapshot authored PRs/issues: 6 PRs / 0 issues
	- snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
	- account age: 2016 days
	- recent public PR activity: 97 PRs (6 merged / 40 closed-unmerged / 51 open; merged rate 6%, closed-unmerged rate 41%, open rate 53%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth very high, automation risk high
	- heuristic read: high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13305: fix: skip pin_memory and non_blocking transfer for tensor subclasses in group offloading](https://github.com/huggingface/diffusers/pull/13305) — open
	- [PR #13304: fix: support torchao >= 0.16.0 by importing renamed CamelCase Config classes](https://github.com/huggingface/diffusers/pull/13304) — open
	- [PR #13303: fix: cast input to weight dtype in PatchEmbed and FluxTransformer2DModel to prevent dtype mismatch](https://github.com/huggingface/diffusers/pull/13303) — open

	### `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: `2026-04-10T11:53:31Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 5
	- snapshot authored PRs/issues: 5 PRs / 0 issues
	- snapshot discussion activity: 5 comments / 2 reviews / 2 review comments
	- account age: 1015 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 low, automation risk low
	- heuristic read: high open PR share; no visible non-self stars; targets high-star repos

	Example artifacts:
	- [PR #13441: Fix Qwen Image DreamBooth prior-preservation batch ordering](https://github.com/huggingface/diffusers/pull/13441) — open
	- [PR #13417: Fix VAE offload encode device mismatch in DreamBooth scripts](https://github.com/huggingface/diffusers/pull/13417) — closed, merged
	- [PR #13415: Fix Flux2 DreamBooth prior preservation prompt repeats](https://github.com/huggingface/diffusers/pull/13415) — open

	### `howardzhang-cv`

	- profile: [github.com/howardzhang-cv](https://github.com/howardzhang-cv)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahowardzhang-cv)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahowardzhang-cv)
	- repo first seen: `2026-01-07T18:24:00Z`
	- repo last seen: `2026-03-27T22:12:52Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 4
	- snapshot authored PRs/issues: 4 PRs / 0 issues
	- snapshot discussion activity: 5 comments / 15 reviews / 15 review comments
	- account age: 3143 days
	- recent public PR activity: 28 PRs (14 merged / 9 closed-unmerged / 5 open; merged rate 50%, closed-unmerged rate 32%, open rate 18%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth low, automation risk low
	- heuristic read: high recent PR volume

	Example artifacts:
	- [PR #13355: change minimum version guard for torchao to 0.15.0](https://github.com/huggingface/diffusers/pull/13355) — closed, merged
	- [PR #13291: remove str option for quantization config in torchao](https://github.com/huggingface/diffusers/pull/13291) — closed, merged
	- [PR #13285: Add low precision attention API from torchao to TorchAoConfig](https://github.com/huggingface/diffusers/pull/13285) — open, draft

	### `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: `2026-03-30T09:14:17Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 5
	- snapshot authored PRs/issues: 3 PRs / 2 issues
	- snapshot discussion activity: 3 comments / 14 reviews / 14 review comments
	- account age: 4271 days
	- recent public PR activity: 28 PRs (19 merged / 3 closed-unmerged / 6 open; merged rate 68%, closed-unmerged rate 11%, open rate 21%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth moderate, automation risk low
	- heuristic read: high recent PR volume

	Example artifacts:
	- [PR #13328: Fix Ulysses SP backward with SDPA](https://github.com/huggingface/diffusers/pull/13328) — closed, merged
	- [PR #13312: change QwenImageTransformer UT to batch inputs](https://github.com/huggingface/diffusers/pull/13312) — closed, merged
	- [PR #13278: Fix the attention mask in ulysses SP for QwenImage](https://github.com/huggingface/diffusers/pull/13278) — closed, merged
	- [Issue #13319: The backward pass of QwenImageTransformer failed with Ulysses SP.](https://github.com/huggingface/diffusers/issues/13319) — closed
	- [Issue #13277: QwenImagePipeline failed with Ulysses SP and batch inputs](https://github.com/huggingface/diffusers/issues/13277) — closed

	### `Chase-Xuu`

	- profile: [github.com/Chase-Xuu](https://github.com/Chase-Xuu)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AChase-Xuu)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AChase-Xuu)
	- repo first seen: `2026-03-10T01:43:26Z`
	- repo last seen: `2026-03-10T15:07:30Z`
	- 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: 2 comments / 0 reviews / 0 review comments
	- account age: 1863 days
	- recent public PR activity: 5 PRs (0 merged / 3 closed-unmerged / 2 open; merged rate 0%, closed-unmerged rate 60%, open rate 40%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth low, automation risk medium
	- heuristic read: many recent closed-unmerged PRs; high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13240: fix: deduplicate timesteps in DPMSolverMultistep for squaredcos_cap_v2 + karras/lu sigmas](https://github.com/huggingface/diffusers/pull/13240) — open
	- [PR #13239: fix: deduplicate timesteps in DPMSolverMultistepScheduler to prevent IndexError](https://github.com/huggingface/diffusers/pull/13239) — closed
	- [PR #13238: fix: restore module buffers during stream-based group offload](https://github.com/huggingface/diffusers/pull/13238) — closed

	### `YangKai0616`

	- profile: [github.com/YangKai0616](https://github.com/YangKai0616)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AYangKai0616)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AYangKai0616)
	- repo first seen: `2026-03-23T11:52:46Z`
	- repo last seen: `2026-03-30T04:22:51Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 3
	- snapshot authored PRs/issues: 3 PRs / 0 issues
	- snapshot discussion activity: 3 comments / 6 reviews / 6 review comments
	- account age: 1462 days
	- recent public PR activity: 14 PRs (6 merged / 3 closed-unmerged / 5 open; merged rate 43%, closed-unmerged rate 21%, open rate 36%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth moderate, automation risk low
	- heuristic read: targets high-star repos

	Example artifacts:
	- [PR #13364: Fix MotionConv2d to cast blur_kernel to input dtype instead of reverse](https://github.com/huggingface/diffusers/pull/13364) — closed, merged
	- [PR #13339: Fix: ensure consistent dtype and eval mode in pipeline save/load tests](https://github.com/huggingface/diffusers/pull/13339) — closed, merged
	- [PR #13316: Stabilize low-precision custom autoencoder RMS normalization](https://github.com/huggingface/diffusers/pull/13316) — closed, merged

	### `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: `2026-04-02T10:12:52Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 63
	- snapshot authored PRs/issues: 63 PRs / 0 issues
	- snapshot discussion activity: 201 comments / 157 reviews / 135 review comments
	- account age: 6565 days
	- recent public PR activity: 31 PRs (15 merged / 0 closed-unmerged / 16 open; merged rate 48%, closed-unmerged rate 0%, open rate 52%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth high, automation risk medium
	- heuristic read: high recent PR volume; broad repo spread; high open PR share

	Example artifacts:
	- [PR #13333: [LLADA2] documentation fixes](https://github.com/huggingface/diffusers/pull/13333) — closed, merged
	- [PR #13226: [Discrete Diffusion] Add LLaDA2 pipeline](https://github.com/huggingface/diffusers/pull/13226) — closed, merged
	- [PR #12987: [Qwen] avoid creating attention masks when there is no padding](https://github.com/huggingface/diffusers/pull/12987) — closed, merged

	### `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: `2026-04-03T01:37:19Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 22
	- snapshot authored PRs/issues: 18 PRs / 4 issues
	- snapshot discussion activity: 57 comments / 21 reviews / 21 review comments
	- account age: 1392 days
	- recent public PR activity: 25 PRs (19 merged / 1 closed-unmerged / 5 open; merged rate 76%, closed-unmerged rate 4%, open rate 20%)
	- public orgs: none visible
	- compact scores: follow-through strong, breadth moderate, automation risk low
	- heuristic read: high recent PR volume

	Example artifacts:
	- [PR #13384: Fix Dynamo `lru_cache` warnings during `torch.compile`](https://github.com/huggingface/diffusers/pull/13384) — closed, merged
	- [PR #13207: cogvideo example: Distribute VAE video encoding across processes in CogVideoX LoRA training](https://github.com/huggingface/diffusers/pull/13207) — closed, merged
	- [PR #12977: Resnet only use contiguous in training mode.](https://github.com/huggingface/diffusers/pull/12977) — 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

	### `paulinebm`

	- profile: [github.com/paulinebm](https://github.com/paulinebm)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Apaulinebm)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Apaulinebm)
	- repo first seen: `2024-12-12T10:28:15Z`
	- repo last seen: `2026-04-09T14:26:03Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 7
	- snapshot authored PRs/issues: 7 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 7 reviews / 6 review comments
	- account age: 826 days
	- recent public PR activity: 157 PRs (153 merged / 2 closed-unmerged / 2 open; merged rate 97%, closed-unmerged rate 1%, open rate 1%)
	- public orgs: none visible
	- compact scores: follow-through strong, breadth very high, automation risk medium
	- heuristic read: extremely high recent PR volume; very broad repo spread; no visible non-self stars

	Example artifacts:
	- [PR #13438: add PR fork workable](https://github.com/huggingface/diffusers/pull/13438) — open
	- [PR #13385: 🔒 Pin GitHub Actions to commit SHAs](https://github.com/huggingface/diffusers/pull/13385) — closed, merged
	- [PR #12927: Add environment variables to checkout step](https://github.com/huggingface/diffusers/pull/12927) — closed, merged

	### `Akash504-ai`

	- profile: [github.com/Akash504-ai](https://github.com/Akash504-ai)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AAkash504-ai)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AAkash504-ai)
	- repo first seen: `2026-03-29T19:06:50Z`
	- repo last seen: `2026-04-12T17:16:55Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 5
	- snapshot authored PRs/issues: 2 PRs / 3 issues
	- snapshot discussion activity: 3 comments / 0 reviews / 0 review comments
	- account age: 421 days
	- recent public PR activity: 93 PRs (61 merged / 7 closed-unmerged / 25 open; merged rate 66%, closed-unmerged rate 8%, open rate 27%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth high, automation risk medium
	- heuristic read: high recent PR volume; broad repo spread

	Example artifacts:
	- [PR #13426: Fix division by zero in rescale_noise_cfg causing NaNs during inference](https://github.com/huggingface/diffusers/pull/13426) — open
	- [PR #13395: Fix missing validation for num_inference_steps in DDPMScheduler and add tests](https://github.com/huggingface/diffusers/pull/13395) — open
	- [Issue #13425: Division by zero in rescale_noise_cfg can produce NaNs during inference](https://github.com/huggingface/diffusers/issues/13425) — open
	- [Issue #13394: DDPMScheduler allows num_inference_steps=0 without validation (inconsistent with DDIMScheduler)](https://github.com/huggingface/diffusers/issues/13394) — open
	- [Issue #13362: DDIMPipeline does not validate eta range despite documented constraint [0, 1]](https://github.com/huggingface/diffusers/issues/13362) — 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: `2026-04-09T02:53:49Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 3
	- snapshot authored PRs/issues: 2 PRs / 1 issues
	- snapshot discussion activity: 7 comments / 1 reviews / 1 review comments
	- account age: 1473 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: targets high-star repos

	Example artifacts:
	- [PR #13396: fix(qwen-image dreambooth): correct prompt embed repeats when using `--with_prior_preservation`](https://github.com/huggingface/diffusers/pull/13396) — closed, merged
	- [PR #13387: Handle prompt embedding concat in Qwen dreambooth example](https://github.com/huggingface/diffusers/pull/13387) — 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

	### `agarwalprakhar2511`

	- profile: [github.com/agarwalprakhar2511](https://github.com/agarwalprakhar2511)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aagarwalprakhar2511)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aagarwalprakhar2511)
	- repo first seen: `2026-03-22T09:13:05Z`
	- repo last seen: `2026-03-22T09:21:13Z`
	- 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: 22 days
	- recent public PR activity: 4 PRs (0 merged / 1 closed-unmerged / 3 open; merged rate 0%, closed-unmerged rate 25%, open rate 75%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth low, automation risk medium
	- heuristic read: very new account; high open PR share; no visible non-self stars; targets high-star repos

	Example artifacts:
	- [PR #13308: fix: disable non-blocking tensor copies to MPS during model loading](https://github.com/huggingface/diffusers/pull/13308) — open
	- [PR #13307: fix(dreambooth): batch size mismatch with --with_prior_preservation in flux2 scripts](https://github.com/huggingface/diffusers/pull/13307) — open

	### `eliemichel`

	- profile: [github.com/eliemichel](https://github.com/eliemichel)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aeliemichel)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aeliemichel)
	- repo first seen: `2026-03-09T21:49:18Z`
	- repo last seen: `2026-03-09T22:34:15Z`
	- 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: 4549 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: `w3c`, `CitoyensCapteurs`, `hackEns`, `FreederTeam`
	- compact scores: follow-through weak, breadth low, automation risk low
	- heuristic read: high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13237: Add support for FLUX.2 Klein 9B and 4B in single_file_utils](https://github.com/huggingface/diffusers/pull/13237) — open
	- [PR #13236: Fix error message in gguf_quantizer.py](https://github.com/huggingface/diffusers/pull/13236) — open

	### `gambletan`

	- profile: [github.com/gambletan](https://github.com/gambletan)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Agambletan)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Agambletan)
	- repo first seen: `2026-03-16T14:10:56Z`
	- repo last seen: `2026-03-16T14:13:58Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 2 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 37 days
	- recent public PR activity: 357 PRs (22 merged / 230 closed-unmerged / 105 open; merged rate 6%, closed-unmerged rate 64%, open rate 29%)
	- 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; no visible non-self stars; targets high-star repos

	Example artifacts:
	- [PR #13273: fix: wrap validation inference with torch.no_grad() in dreambooth examples](https://github.com/huggingface/diffusers/pull/13273) — open
	- [PR #13272: fix: compute image_seq_len from spatial dims in Lumina2 pipeline](https://github.com/huggingface/diffusers/pull/13272) — open

	### `hf-security-analysis[bot]`

	- profile: [github.com/hf-security-analysis[bot]](https://github.com/hf-security-analysis[bot])
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahf-security-analysis%5Bbot%5D)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahf-security-analysis%5Bbot%5D)
	- repo first seen: `2026-03-27T11:59:04Z`
	- repo last seen: `2026-03-31T09:26:39Z`
	- 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: ? 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 #13374: chore: update claude_review.yml](https://github.com/huggingface/diffusers/pull/13374) — closed, merged
	- [PR #13354: chore: update claude_review.yml](https://github.com/huggingface/diffusers/pull/13354) — closed

	### `HsiaWinter`

	- profile: [github.com/HsiaWinter](https://github.com/HsiaWinter)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AHsiaWinter)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AHsiaWinter)
	- repo first seen: `2026-04-08T04:14:03Z`
	- repo last seen: `2026-04-13T08:39:20Z`
	- 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 / 34 reviews / 34 review comments
	- account age: 1609 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 #13456: fix rope dtype from torch.float64 to torch.float32](https://github.com/huggingface/diffusers/pull/13456) — open
	- [PR #13432: Add ernie image](https://github.com/huggingface/diffusers/pull/13432) — closed, merged

	### `huemin-art`

	- profile: [github.com/huemin-art](https://github.com/huemin-art)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahuemin-art)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahuemin-art)
	- repo first seen: `2026-03-12T14:56:59Z`
	- repo last seen: `2026-04-06T23:48:03Z`
	- 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 / 4 reviews / 4 review comments
	- account age: 1503 days
	- recent public PR activity: 3 PRs (3 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 #13428: FLUX.2 small decoder](https://github.com/huggingface/diffusers/pull/13428) — closed, merged
	- [PR #13262: klein 9b kv](https://github.com/huggingface/diffusers/pull/13262) — closed, merged

	### `jashshah999`

	- profile: [github.com/jashshah999](https://github.com/jashshah999)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ajashshah999)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ajashshah999)
	- repo first seen: `2026-02-25T22:19:12Z`
	- repo last seen: `2026-03-12T15:16:37Z`
	- 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: 2565 days
	- recent public PR activity: 54 PRs (18 merged / 11 closed-unmerged / 25 open; merged rate 33%, closed-unmerged rate 20%, open rate 46%)
	- 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 #13190: Fix None dereference crashes and mutable default feat_idx in Wan/Cosmos autoencoders](https://github.com/huggingface/diffusers/pull/13190) — open
	- [PR #13185: Fix mutable default arguments, resource leak, and redundant assignment](https://github.com/huggingface/diffusers/pull/13185) — open

	### `kirillsst`

	- profile: [github.com/kirillsst](https://github.com/kirillsst)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Akirillsst)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Akirillsst)
	- repo first seen: `2026-02-24T12:11:43Z`
	- repo last seen: `2026-03-03T13:30:17Z`
	- 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: 286 days
	- recent public PR activity: 6 PRs (1 merged / 2 closed-unmerged / 3 open; merged rate 17%, closed-unmerged rate 33%, open rate 50%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth low, automation risk low
	- heuristic read: young account; high open PR share

	Example artifacts:
	- [PR #13206: Set `begin_index` for flow-matching pipelines to avoid slow `index_for_timestep`](https://github.com/huggingface/diffusers/pull/13206) — open
	- [PR #13183: Fix wrong `do_classifier_free_guidance` threshold in ZImagePipeline](https://github.com/huggingface/diffusers/pull/13183) — closed, merged

	### `NIK-TIGER-BILL`

	- profile: [github.com/NIK-TIGER-BILL](https://github.com/NIK-TIGER-BILL)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ANIK-TIGER-BILL)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ANIK-TIGER-BILL)
	- repo first seen: `2026-03-30T07:15:17Z`
	- repo last seen: `2026-04-08T23:17:59Z`
	- 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 / 1 reviews / 1 review comments
	- account age: 2285 days
	- recent public PR activity: 210 PRs (6 merged / 197 closed-unmerged / 7 open; merged rate 3%, closed-unmerged rate 94%, open rate 3%)
	- 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; targets high-star repos

	Example artifacts:
	- [PR #13436: test](https://github.com/huggingface/diffusers/pull/13436) — closed, draft
	- [PR #13367: fix(ddim): validate eta is in [0, 1] in DDIMPipeline](https://github.com/huggingface/diffusers/pull/13367) — 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: `2026-04-11T12:58:19Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 2 PRs / 0 issues
	- snapshot discussion activity: 5 comments / 56 reviews / 56 review comments
	- account age: 3283 days
	- recent public PR activity: 43 PRs (22 merged / 1 closed-unmerged / 20 open; merged rate 51%, closed-unmerged rate 2%, open rate 47%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth low, automation risk low
	- heuristic read: high recent PR volume; high open PR share

	Example artifacts:
	- [PR #13437: [Feat] support JoyAIImagePipeline ](https://github.com/huggingface/diffusers/pull/13437) — closed
	- [PR #13390: [Feat] Adds LongCat-AudioDiT pipeline ](https://github.com/huggingface/diffusers/pull/13390) — open

	### `veeceey`

	- profile: [github.com/veeceey](https://github.com/veeceey)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aveeceey)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aveeceey)
	- repo first seen: `2026-02-23T04:17:38Z`
	- repo last seen: `2026-02-23T04:19:29Z`
	- first seen in snapshot: no
	- repo association: 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: 3053 days
	- recent public PR activity: 253 PRs (70 merged / 79 closed-unmerged / 104 open; merged rate 28%, closed-unmerged rate 31%, open rate 41%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth very high, automation risk high
	- heuristic read: extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13173: Fix Flash Attention 3 interface for new FA3 return format](https://github.com/huggingface/diffusers/pull/13173) — closed, merged
	- [PR #13172: Fix CogVideoX dynamic CFG to use loop index instead of timestep value](https://github.com/huggingface/diffusers/pull/13172) — 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: `2026-04-13T08:21:52Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 149
	- snapshot authored PRs/issues: 142 PRs / 7 issues
	- snapshot discussion activity: 539 comments / 408 reviews / 399 review comments
	- account age: 1410 days
	- recent public PR activity: 6 PRs (5 merged / 0 closed-unmerged / 1 open; merged rate 83%, closed-unmerged rate 0%, open rate 17%)
	- public orgs: none visible
	- compact scores: follow-through strong, breadth low, automation risk low
	- heuristic read: no visible non-self stars

	Example artifacts:
	- [PR #13448: Improve `trust_remote_code`](https://github.com/huggingface/diffusers/pull/13448) — open
	- [PR #13080: ZImageControlNet cfg](https://github.com/huggingface/diffusers/pull/13080) — closed, merged
	- [PR #12888: Z-Image-Turbo from_single_file fix](https://github.com/huggingface/diffusers/pull/12888) — closed, merged
	- [Issue #10357: [community] PyTorch/XLA support](https://github.com/huggingface/diffusers/issues/10357) — closed
	- [Issue #10106: Add HunyuanVideo](https://github.com/huggingface/diffusers/issues/10106) — closed
	- [Issue #10078: Cache text encoder embeds in pipelines](https://github.com/huggingface/diffusers/issues/10078) — open

	### `linoytsaban`

	- profile: [github.com/linoytsaban](https://github.com/linoytsaban)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Alinoytsaban)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Alinoytsaban)
	- repo first seen: `2023-06-20T06:10:02Z`
	- repo last seen: `2026-04-01T11:18:57Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 76
	- snapshot authored PRs/issues: 74 PRs / 2 issues
	- snapshot discussion activity: 252 comments / 185 reviews / 146 review comments
	- account age: 2345 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 #13325: [flux.2 LoRA] make lora training compatible with flux.2 klein kv](https://github.com/huggingface/diffusers/pull/13325) — open
	- [PR #13056: Z image lora training](https://github.com/huggingface/diffusers/pull/13056) — closed, merged
	- [PR #12581: [LoRA] add support for more Qwen LoRAs](https://github.com/huggingface/diffusers/pull/12581) — closed, merged
	- [Issue #11730: Add `--lora_alpha` and metadata handling in training scripts follow up](https://github.com/huggingface/diffusers/issues/11730) — closed
	- [Issue #6546: PALP: Prompt Aligned Personalization of Text-to-Image Models 🖌️🔥](https://github.com/huggingface/diffusers/issues/6546) — closed

	### `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: `2026-03-18T02:48:51Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 34
	- snapshot authored PRs/issues: 32 PRs / 2 issues
	- snapshot discussion activity: 144 comments / 76 reviews / 75 review comments
	- account age: 2404 days
	- recent public PR activity: 5 PRs (3 merged / 1 closed-unmerged / 1 open; merged rate 60%, closed-unmerged rate 20%, open rate 20%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth low, automation risk low
	- heuristic read: —

	Example artifacts:
	- [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
	- [PR #12675: fix typo in docs](https://github.com/huggingface/diffusers/pull/12675) — closed, merged
	- [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

	### `Beinsezii`

	- profile: [github.com/Beinsezii](https://github.com/Beinsezii)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ABeinsezii)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ABeinsezii)
	- repo first seen: `2023-11-06T21:11:04Z`
	- repo last seen: `2026-04-13T05:39:29Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 25
	- snapshot authored PRs/issues: 20 PRs / 5 issues
	- snapshot discussion activity: 57 comments / 7 reviews / 7 review comments
	- account age: 2884 days
	- recent public PR activity: 27 PRs (25 merged / 1 closed-unmerged / 1 open; merged rate 93%, closed-unmerged rate 4%, open rate 4%)
	- 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 #13453: Fix SDXL Refiner with Higher Order Schedulers](https://github.com/huggingface/diffusers/pull/13453) — open
	- [PR #12955: ZImageTransformer2D: Only build attention mask if seqlens are not equal](https://github.com/huggingface/diffusers/pull/12955) — closed, merged
	- [PR #12101: lora_conversion_utils: replace lora up/down with a/b even if `transformer.` in key](https://github.com/huggingface/diffusers/pull/12101) — closed, merged
	- [Issue #11592: 0.33.X FluxLoraLoaderMixin `delete_adapters` Regression](https://github.com/huggingface/diffusers/issues/11592) — closed
	- [Issue #8565: StableDiffusion3Pipeline `load_lora_weights` IndexError](https://github.com/huggingface/diffusers/issues/8565) — closed
	- [Issue #8488: StableDiffusion3Pipeline `from_pretrained` Exception](https://github.com/huggingface/diffusers/issues/8488) — closed

	### `DefTruth`

	- profile: [github.com/DefTruth](https://github.com/DefTruth)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ADefTruth)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ADefTruth)
	- repo first seen: `2025-08-07T07:00:06Z`
	- repo last seen: `2026-03-09T06:06:26Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 22
	- snapshot authored PRs/issues: 15 PRs / 7 issues
	- snapshot discussion activity: 86 comments / 22 reviews / 22 review comments
	- account age: 3132 days
	- recent public PR activity: 170 PRs (167 merged / 1 closed-unmerged / 2 open; merged rate 98%, closed-unmerged rate 1%, open rate 1%)
	- public orgs: `vipshop`, `PaddlePaddle`, `xlite-dev`
	- compact scores: follow-through strong, breadth moderate, automation risk low
	- heuristic read: extremely high recent PR volume

	Example artifacts:
	- [PR #13228: fix: allow pass cpu generator for helios](https://github.com/huggingface/diffusers/pull/13228) — closed, merged
	- [PR #12996: feat: support Ulysses Anything Attention](https://github.com/huggingface/diffusers/pull/12996) — closed, merged
	- [PR #12970: fix Qwen-Image series context parallel](https://github.com/huggingface/diffusers/pull/12970) — closed, merged
	- [Issue #12823: How to use quantizer after pipeline loaded?](https://github.com/huggingface/diffusers/issues/12823) — closed
	- [Issue #12706: [Feature] Ulysses Attention for any sequence length w/o padding](https://github.com/huggingface/diffusers/issues/12706) — closed
	- [Issue #12661: Crash while using ChronoEdit with context parallelism](https://github.com/huggingface/diffusers/issues/12661) — 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: `2026-02-13T08:16:06Z`
	- 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: 9 comments / 0 reviews / 0 review comments
	- account age: 2174 days
	- recent public PR activity: 70 PRs (17 merged / 26 closed-unmerged / 27 open; merged rate 24%, closed-unmerged rate 37%, open rate 39%)
	- 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; targets high-star repos

	Example artifacts:
	- [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
	- [PR #13111: Fix AudioLDM2Pipeline AttributeError with GPT2Model](https://github.com/huggingface/diffusers/pull/13111) — open

	### `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: `2026-03-24T18:01:28Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 22
	- snapshot authored PRs/issues: 9 PRs / 13 issues
	- snapshot discussion activity: 79 comments / 11 reviews / 13 review comments
	- account age: 560 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 #13184: Z-Image: no attention mask if attention mask is a no-op](https://github.com/huggingface/diffusers/pull/13184) — closed
	- [PR #12892: Check for attention mask in backends that don't support it](https://github.com/huggingface/diffusers/pull/12892) — closed, merged
	- [PR #12870: Split attention backends](https://github.com/huggingface/diffusers/pull/12870) — open
	- [Issue #13001: Shape mismatch when loading a Flux2.Klein GGUF](https://github.com/huggingface/diffusers/issues/13001) — open
	- [Issue #12893: Z-Image text sequence length issue](https://github.com/huggingface/diffusers/issues/12893) — closed
	- [Issue #12776: Flux2: Tensor tuples can cause issues for checkpointing](https://github.com/huggingface/diffusers/issues/12776) — open

	### `sywangyi`

	- profile: [github.com/sywangyi](https://github.com/sywangyi)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asywangyi)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asywangyi)
	- repo first seen: `2023-09-19T06:45:24Z`
	- repo last seen: `2026-03-16T07:47:18Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 8
	- snapshot authored PRs/issues: 8 PRs / 0 issues
	- snapshot discussion activity: 28 comments / 9 reviews / 9 review comments
	- account age: 2992 days
	- recent public PR activity: 15 PRs (11 merged / 0 closed-unmerged / 4 open; merged rate 73%, closed-unmerged rate 0%, open rate 27%)
	- public orgs: none visible
	- compact scores: follow-through strong, breadth moderate, automation risk low
	- heuristic read: targets high-star repos

	Example artifacts:
	- [PR #13270: fix parallelism case failure in xpu](https://github.com/huggingface/diffusers/pull/13270) — closed, merged
	- [PR #12842: fix pytest tests/pipelines/pixart_sigma/test_pixart.py::PixArtSigmaPi…](https://github.com/huggingface/diffusers/pull/12842) — closed, merged
	- [PR #12829: support CP in native flash attention](https://github.com/huggingface/diffusers/pull/12829) — closed, merged

	### `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: `2026-02-13T19:22:52Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 8
	- snapshot authored PRs/issues: 7 PRs / 1 issues
	- snapshot discussion activity: 8 comments / 41 reviews / 40 review comments
	- account age: 3996 days
	- recent public PR activity: 23 PRs (21 merged / 2 closed-unmerged / 0 open; merged rate 91%, closed-unmerged rate 9%, open rate 0%)
	- public orgs: `wikistat`
	- compact scores: follow-through strong, breadth low, automation risk low
	- heuristic read: —

	Example artifacts:
	- [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
	- [PR #12670: [PRX pipeline]: add 1024 resolution ratio bins](https://github.com/huggingface/diffusers/pull/12670) — closed, merged
	- [Issue #13142: PRXPipeline.from_pretrained() broken with transformers 5.1.0](https://github.com/huggingface/diffusers/issues/13142) — closed

	### `satani99`

	- profile: [github.com/satani99](https://github.com/satani99)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asatani99)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asatani99)
	- repo first seen: `2024-01-09T09:10:11Z`
	- repo last seen: `2026-03-25T05:05:58Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 7
	- snapshot authored PRs/issues: 7 PRs / 0 issues
	- snapshot discussion activity: 19 comments / 6 reviews / 6 review comments
	- account age: 2802 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 #13331: Cogvideox_fun_inp pipeline](https://github.com/huggingface/diffusers/pull/13331) — open
	- [PR #9597: Added Differential Diffusion to Auraflow.](https://github.com/huggingface/diffusers/pull/9597) — open
	- [PR #8990: Add StableDiffusionXLControlNetPAGImg2ImgPipeline](https://github.com/huggingface/diffusers/pull/8990) — closed, merged

	### `miguelmartin75`

	- profile: [github.com/miguelmartin75](https://github.com/miguelmartin75)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Amiguelmartin75)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Amiguelmartin75)
	- repo first seen: `2025-12-17T00:32:26Z`
	- repo last seen: `2026-03-11T01:21:26Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 6
	- snapshot authored PRs/issues: 6 PRs / 0 issues
	- snapshot discussion activity: 8 comments / 22 reviews / 22 review comments
	- account age: 4849 days
	- recent public PR activity: 4 PRs (4 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: —

	Example artifacts:
	- [PR #13251: Update Documentation for NVIDIA Cosmos](https://github.com/huggingface/diffusers/pull/13251) — closed, merged
	- [PR #13114: Cosmos Transfer2.5 Auto-Regressive Inference Pipeline](https://github.com/huggingface/diffusers/pull/13114) — closed, merged
	- [PR #13066: Cosmos Transfer2.5 inference pipeline: general/{seg, depth, blur, edge}](https://github.com/huggingface/diffusers/pull/13066) — closed, merged

	### `adi776borate`

	- profile: [github.com/adi776borate](https://github.com/adi776borate)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aadi776borate)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aadi776borate)
	- repo first seen: `2025-11-11T18:30:22Z`
	- repo last seen: `2026-04-10T03:48:29Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 5
	- snapshot authored PRs/issues: 5 PRs / 0 issues
	- snapshot discussion activity: 32 comments / 29 reviews / 29 review comments
	- account age: 730 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 #13299: Fix missing latents_bn_std dtype cast in VAE normalization](https://github.com/huggingface/diffusers/pull/13299) — open
	- [PR #13050: Add FLUX.2 Klein Inpaint Pipeline](https://github.com/huggingface/diffusers/pull/13050) — open
	- [PR #13018: Fix: Cosmos2.5 Video2World frame extraction and add default negative prompt](https://github.com/huggingface/diffusers/pull/13018) — closed, merged

	### `CalamitousFelicitousness`

	- profile: [github.com/CalamitousFelicitousness](https://github.com/CalamitousFelicitousness)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ACalamitousFelicitousness)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ACalamitousFelicitousness)
	- repo first seen: `2025-10-22T10:15:05Z`
	- repo last seen: `2026-04-01T01:35:47Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 6
	- snapshot authored PRs/issues: 4 PRs / 2 issues
	- snapshot discussion activity: 34 comments / 16 reviews / 16 review comments
	- account age: 2193 days
	- recent public PR activity: 13 PRs (10 merged / 2 closed-unmerged / 1 open; merged rate 77%, closed-unmerged rate 15%, open rate 8%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth moderate, automation risk low
	- heuristic read: —

	Example artifacts:
	- [PR #13326: Add Flux2 LoKR adapter support prototype with dual conversion paths](https://github.com/huggingface/diffusers/pull/13326) — open
	- [PR #13006: Feature/zimage inpaint pipeline](https://github.com/huggingface/diffusers/pull/13006) — closed, merged
	- [PR #12751: Add ZImageImg2ImgPipeline](https://github.com/huggingface/diffusers/pull/12751) — closed, merged
	- [Issue #12752: Z-Image img2img and inpainting pipeline](https://github.com/huggingface/diffusers/issues/12752) — open
	- [Issue #12529: Wan2.2 TI2V-5B Tiled VAE Tensor size mismatch](https://github.com/huggingface/diffusers/issues/12529) — closed

	### `AlanPonnachan`

	- profile: [github.com/AlanPonnachan](https://github.com/AlanPonnachan)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AAlanPonnachan)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AAlanPonnachan)
	- repo first seen: `2024-12-23T18:31:30Z`
	- repo last seen: `2026-04-03T18:05:15Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 4
	- snapshot authored PRs/issues: 4 PRs / 0 issues
	- snapshot discussion activity: 20 comments / 8 reviews / 8 review comments
	- account age: 1771 days
	- recent public PR activity: 5 PRs (2 merged / 1 closed-unmerged / 2 open; merged rate 40%, closed-unmerged rate 20%, open rate 40%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth moderate, automation risk low
	- heuristic read: high open PR share; no visible non-self stars; targets high-star repos

	Example artifacts:
	- [PR #13324: feat: Add Modular Pipeline for Stable Diffusion 3 (SD3)](https://github.com/huggingface/diffusers/pull/13324) — open
	- [PR #13098: Add JiT model and pipeline](https://github.com/huggingface/diffusers/pull/13098) — open
	- [PR #12744: Add support for Magcache ](https://github.com/huggingface/diffusers/pull/12744) — closed, merged

	### `cbensimon`

	- profile: [github.com/cbensimon](https://github.com/cbensimon)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Acbensimon)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Acbensimon)
	- repo first seen: `2023-09-29T10:19:13Z`
	- repo last seen: `2026-03-23T12:04:18Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 4
	- snapshot authored PRs/issues: 4 PRs / 0 issues
	- snapshot discussion activity: 9 comments / 5 reviews / 4 review comments
	- account age: 4027 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 #13290: [export] Add export-safe LRU cache helper](https://github.com/huggingface/diffusers/pull/13290) — closed, merged
	- [PR #12399: [perf] Cache version checks](https://github.com/huggingface/diffusers/pull/12399) — closed, merged
	- [PR #12211: [QwenImage] Do not use `lru_cache` when compiling](https://github.com/huggingface/diffusers/pull/12211) — closed, draft

	### `alvarobartt`

	- profile: [github.com/alvarobartt](https://github.com/alvarobartt)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aalvarobartt)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aalvarobartt)
	- repo first seen: `2025-12-22T14:10:32Z`
	- repo last seen: `2026-03-11T17:14:51Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 3
	- snapshot authored PRs/issues: 3 PRs / 0 issues
	- snapshot discussion activity: 1 comments / 1 reviews / 0 review comments
	- account age: 2971 days
	- recent public PR activity: 36 PRs (32 merged / 0 closed-unmerged / 4 open; merged rate 89%, closed-unmerged rate 0%, open rate 11%)
	- public orgs: `huggingface`, `Hugging-Face-Helping-Hand`
	- compact scores: follow-through strong, breadth moderate, automation risk low
	- heuristic read: high recent PR volume

	Example artifacts:
	- [PR #13257: Add `PRXPipeline` in `AUTO_TEXT2IMAGE_PIPELINES_MAPPING`](https://github.com/huggingface/diffusers/pull/13257) — closed, merged
	- [PR #12877: Use `T5Tokenizer` instead of `MT5Tokenizer` (removed in Transformers v5.0+)](https://github.com/huggingface/diffusers/pull/12877) — closed, merged
	- [PR #12876: Add `OvisImagePipeline` in `AUTO_TEXT2IMAGE_PIPELINES_MAPPING`](https://github.com/huggingface/diffusers/pull/12876) — closed, merged

	### `anijain2305`

	- profile: [github.com/anijain2305](https://github.com/anijain2305)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aanijain2305)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aanijain2305)
	- repo first seen: `2024-08-27T18:16:03Z`
	- repo last seen: `2026-02-19T23:02:10Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 3
	- snapshot authored PRs/issues: 3 PRs / 0 issues
	- snapshot discussion activity: 24 comments / 17 reviews / 16 review comments
	- account age: 3892 days
	- recent public PR activity: 151 PRs (3 merged / 128 closed-unmerged / 20 open; merged rate 2%, closed-unmerged rate 85%, open rate 13%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth moderate, automation risk medium
	- heuristic read: extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos

	Example artifacts:
	- [PR #13166: [gguf][torch.compile time] Convert to plain tensor earlier in dequantize_gguf_tensor](https://github.com/huggingface/diffusers/pull/13166) — closed, merged
	- [PR #11705: [rfc][compile] compile method for DiffusionPipeline](https://github.com/huggingface/diffusers/pull/11705) — closed, merged
	- [PR #11551: [gguf] Refactor __torch_function__ to avoid unnecessary computation](https://github.com/huggingface/diffusers/pull/11551) — closed, merged

	### `tcaimm`

	- profile: [github.com/tcaimm](https://github.com/tcaimm)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Atcaimm)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Atcaimm)
	- repo first seen: `2025-12-02T11:22:45Z`
	- repo last seen: `2026-03-10T02:43:24Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 3
	- snapshot authored PRs/issues: 3 PRs / 0 issues
	- snapshot discussion activity: 6 comments / 1 reviews / 1 review comments
	- account age: 1620 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 #13219: Fix wrapped transformer config access in Flux2 Klein training](https://github.com/huggingface/diffusers/pull/13219) — closed, merged
	- [PR #13011: Add train flux2 series lora config](https://github.com/huggingface/diffusers/pull/13011) — closed, merged
	- [PR #12774: Fixed an issue with abnormal training loss in Dreambooth Flux2.](https://github.com/huggingface/diffusers/pull/12774) — closed

	### `vkuzo`

	- profile: [github.com/vkuzo](https://github.com/vkuzo)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Avkuzo)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Avkuzo)
	- repo first seen: `2025-12-29T17:14:53Z`
	- repo last seen: `2026-03-31T12:08:47Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 3
	- snapshot authored PRs/issues: 3 PRs / 0 issues
	- snapshot discussion activity: 4 comments / 3 reviews / 3 review comments
	- account age: 5118 days
	- recent public PR activity: 87 PRs (74 merged / 7 closed-unmerged / 6 open; merged rate 85%, closed-unmerged rate 8%, open rate 7%)
	- public orgs: none visible
	- compact scores: follow-through strong, breadth moderate, automation risk low
	- heuristic read: high recent PR volume

	Example artifacts:
	- [PR #13263: [not for land yet]: improve cuda graph support for Qwen-Image](https://github.com/huggingface/diffusers/pull/13263) — open
	- [PR #13048: remove torchao autoquant from diffusers docs](https://github.com/huggingface/diffusers/pull/13048) — closed, merged
	- [PR #12901: fix torchao quantizer for new torchao versions](https://github.com/huggingface/diffusers/pull/12901) — closed, merged

	### `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: `2026-03-19T16:01:08Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 2 PRs / 0 issues
	- snapshot discussion activity: 4 comments / 4 reviews / 3 review comments
	- account age: 2738 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 #13289: [Neuron] Add AWS Neuron (Trainium/Inferentia) as an officially supported device](https://github.com/huggingface/diffusers/pull/13289) — open, draft
	- [PR #9766: Add a doc for AWS Neuron in Diffusers](https://github.com/huggingface/diffusers/pull/9766) — closed, merged

	### `jscaldwell55`

	- profile: [github.com/jscaldwell55](https://github.com/jscaldwell55)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ajscaldwell55)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ajscaldwell55)
	- repo first seen: `2026-02-11T23:45:46Z`
	- repo last seen: `2026-02-15T01:57:12Z`
	- 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: 3 comments / 0 reviews / 0 review comments
	- account age: 1328 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; no visible non-self stars; targets high-star repos

	Example artifacts:
	- [PR #13136: fix: freeze shared transformer modules in ZImageControlNet.from_transformer](https://github.com/huggingface/diffusers/pull/13136) — open
	- [PR #13128: fix: use state_dict pattern in ZImageControlNet.from_transformer to prevent weight sharing](https://github.com/huggingface/diffusers/pull/13128) — closed

	### `Moran232`

	- profile: [github.com/Moran232](https://github.com/Moran232)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AMoran232)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AMoran232)
	- repo first seen: `2026-04-07T07:58:41Z`
	- repo last seen: `2026-04-11T05:42:17Z`
	- 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: 1 comments / 4 reviews / 4 review comments
	- account age: 4191 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 #13444: [feat] JoyAI-JoyImage-Edit support](https://github.com/huggingface/diffusers/pull/13444) — open
	- [Issue #13430: Support for JoyAI-Image-Edit](https://github.com/huggingface/diffusers/issues/13430) — open
	- [Issue #13429: add JoyAI-Image-Edit](https://github.com/huggingface/diffusers/issues/13429) — closed

	### `plugyawn`

	- profile: [github.com/plugyawn](https://github.com/plugyawn)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aplugyawn)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aplugyawn)
	- repo first seen: `2026-03-08T17:03:35Z`
	- repo last seen: `2026-04-12T18:02:36Z`
	- 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: 11 comments / 1 reviews / 1 review comments
	- account age: 1936 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 #13231: Add RAE Diffusion Transformer inference/preliminary training pipelines](https://github.com/huggingface/diffusers/pull/13231) — open
	- [Issue #13225: RAE+DiT support for published checkpoints](https://github.com/huggingface/diffusers/issues/13225) — open

	### `pthombre`

	- profile: [github.com/pthombre](https://github.com/pthombre)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Apthombre)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Apthombre)
	- repo first seen: `2025-12-22T23:16:56Z`
	- repo last seen: `2026-03-28T00:07:19Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 1 PRs / 1 issues
	- snapshot discussion activity: 4 comments / 0 reviews / 0 review comments
	- account age: 383 days
	- recent public PR activity: 17 PRs (12 merged / 1 closed-unmerged / 4 open; merged rate 71%, closed-unmerged rate 6%, open rate 24%)
	- public orgs: none visible
	- compact scores: follow-through strong, breadth moderate, automation risk low
	- heuristic read: —

	Example artifacts:
	- [PR #13306: [docs] Add NeMo Automodel training guide](https://github.com/huggingface/diffusers/pull/13306) — closed, merged
	- [Issue #12880: Allow users to pass in a custom device_mesh to the enable_parallelism method in the diffusers library](https://github.com/huggingface/diffusers/issues/12880) — closed

	### `Sunhill666`

	- profile: [github.com/Sunhill666](https://github.com/Sunhill666)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ASunhill666)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ASunhill666)
	- repo first seen: `2026-04-01T06:54:19Z`
	- repo last seen: `2026-04-13T13:21:35Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 1 PRs / 1 issues
	- snapshot discussion activity: 2 comments / 0 reviews / 0 review comments
	- account age: 3215 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 #13379: fix(qwen): fix CFG failing when passing neg prompt embeds with none mask](https://github.com/huggingface/diffusers/pull/13379) — open
	- [Issue #13377: [Bug] `QwenImagePipeline` silently disables CFG when passing `negative_prompt_embeds` if mask is `None` (which `encode_prompt` returns by default)](https://github.com/huggingface/diffusers/issues/13377) — open

	### `VittoriaLanzo`

	- profile: [github.com/VittoriaLanzo](https://github.com/VittoriaLanzo)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AVittoriaLanzo)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AVittoriaLanzo)
	- repo first seen: `2026-04-02T13:06:12Z`
	- repo last seen: `2026-04-06T21:58:29Z`
	- first seen in snapshot: no
	- repo association: NONE
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 1 PRs / 1 issues
	- snapshot discussion activity: 5 comments / 0 reviews / 0 review comments
	- account age: 73 days
	- recent public PR activity: 30 PRs (22 merged / 4 closed-unmerged / 4 open; merged rate 73%, closed-unmerged rate 13%, open rate 13%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth high, automation risk low
	- heuristic read: very new account; high recent PR volume; broad repo spread

	Example artifacts:
	- [PR #13412: [Scheduler] Add monotonicity validation and tests for LTXEulerAncestr…](https://github.com/huggingface/diffusers/pull/13412) — closed
	- [Issue #13411: `LTXEulerAncestralRFScheduler.set_timesteps(sigmas=...)` does not validate monotonicity, causing silent incorrect denoising](https://github.com/huggingface/diffusers/issues/13411) — open

	### `aazeeem11`

	- profile: [github.com/aazeeem11](https://github.com/aazeeem11)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aaazeeem11)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aaazeeem11)
	- repo first seen: `2026-01-11T13:00:48Z`
	- repo last seen: `2026-02-13T16:19:48Z`
	- 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: 506 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 #13138: Add Claude Diffusers skill and Claude Code plugin scaffold (#12935)](https://github.com/huggingface/diffusers/pull/13138) — open

	### `abhixb`

	- profile: [github.com/abhixb](https://github.com/abhixb)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aabhixb)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aabhixb)
	- repo first seen: `2026-03-14T12:01:02Z`
	- repo last seen: `2026-03-15T13:51:05Z`
	- first seen in snapshot: no
	- repo association: NONE
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 2 comments / 0 reviews / 0 review comments
	- account age: 259 days
	- recent public PR activity: 4 PRs (2 merged / 2 closed-unmerged / 0 open; merged rate 50%, closed-unmerged rate 50%, open rate 0%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth low, automation risk low
	- heuristic read: young account; many recent closed-unmerged PRs

	Example artifacts:
	- [PR #13265: add tensor and numpy array support for image input in Flux2KleinPipeline](https://github.com/huggingface/diffusers/pull/13265) — closed

	### `Alexkkir`

	- profile: [github.com/Alexkkir](https://github.com/Alexkkir)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AAlexkkir)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AAlexkkir)
	- repo first seen: `2026-03-24T08:31:05Z`
	- repo last seen: `2026-03-24T10:51:41Z`
	- 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: 2753 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 #13320: Use defaultdict for _SET_ADAPTER_SCALE_FN_MAPPING](https://github.com/huggingface/diffusers/pull/13320) — closed, merged

	### `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: `2026-04-13T06:56:28Z`
	- first seen in snapshot: yes
	- 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: 0 days
	- recent public PR activity: 10 PRs (1 merged / 0 closed-unmerged / 9 open; merged rate 10%, closed-unmerged rate 0%, open rate 90%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth moderate, automation risk medium
	- heuristic read: very new account; high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13455: fix: align text_encoder_out_layers default with pipeline for Flux 2 Klein](https://github.com/huggingface/diffusers/pull/13455) — open

	### `andrew-w-ross`

	- profile: [github.com/andrew-w-ross](https://github.com/andrew-w-ross)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aandrew-w-ross)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aandrew-w-ross)
	- repo first seen: `2026-03-30T01:44:18Z`
	- repo last seen: `2026-03-30T15:34:12Z`
	- 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: 3847 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 #13363: corrects single file path validation logic](https://github.com/huggingface/diffusers/pull/13363) — closed, merged

	### `andrewor14`

	- profile: [github.com/andrewor14](https://github.com/andrewor14)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aandrewor14)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aandrewor14)
	- repo first seen: `2026-04-03T20:31:12Z`
	- repo last seen: `2026-04-08T15:43:10Z`
	- 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 / 2 reviews / 2 review comments
	- account age: 4993 days
	- recent public PR activity: 11 PRs (8 merged / 1 closed-unmerged / 2 open; merged rate 73%, closed-unmerged rate 9%, open rate 18%)
	- public orgs: `ucb-sts`
	- compact scores: follow-through strong, breadth moderate, automation risk low
	- heuristic read: —

	Example artifacts:
	- [PR #13405: Remove references to torchao's AffineQuantizedTensor](https://github.com/huggingface/diffusers/pull/13405) — closed, merged

	### `aryabyte21`

	- profile: [github.com/aryabyte21](https://github.com/aryabyte21)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aaryabyte21)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aaryabyte21)
	- repo first seen: `2026-03-15T05:17:57Z`
	- repo last seen: `2026-03-15T05:54:47Z`
	- 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: 2260 days
	- recent public PR activity: 18 PRs (6 merged / 11 closed-unmerged / 1 open; merged rate 33%, closed-unmerged rate 61%, open rate 6%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth low, automation risk low
	- heuristic read: many recent closed-unmerged PRs; targets high-star repos

	Example artifacts:
	- [PR #13268: Add DiffSynth blockwise ControlNet support to QwenImageControlNetModel](https://github.com/huggingface/diffusers/pull/13268) — open

	### `awsr`

	- profile: [github.com/awsr](https://github.com/awsr)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aawsr)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aawsr)
	- repo first seen: `2026-04-04T02:02:23Z`
	- repo last seen: `2026-04-04T02:46:55Z`
	- 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: 1 comments / 0 reviews / 0 review comments
	- account age: 2747 days
	- recent public PR activity: 24 PRs (18 merged / 3 closed-unmerged / 3 open; merged rate 75%, closed-unmerged rate 12%, open rate 12%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth moderate, automation risk low
	- heuristic read: —

	Example artifacts:
	- [PR #13409: Guard against calling optional `ftfy` module if not available](https://github.com/huggingface/diffusers/pull/13409) — open

	### `chang-zhijie`

	- profile: [github.com/chang-zhijie](https://github.com/chang-zhijie)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Achang-zhijie)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Achang-zhijie)
	- repo first seen: `2026-04-13T03:17:22Z`
	- repo last seen: `2026-04-13T03:17:22Z`
	- first seen in snapshot: yes
	- 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: 2852 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; no visible non-self stars; targets high-star repos

	Example artifacts:
	- [PR #13451: Fix attention_mask broadcasting for NPU compatibility](https://github.com/huggingface/diffusers/pull/13451) — open

	### `conanna`

	- profile: [github.com/conanna](https://github.com/conanna)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aconanna)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aconanna)
	- repo first seen: `2026-04-12T19:13:13Z`
	- repo last seen: `2026-04-12T19:13:13Z`
	- first seen in snapshot: yes
	- repo association: FIRST_TIMER
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 377 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 #13450: fix: align sigmas device in UniPCMultistepScheduler.set_timesteps](https://github.com/huggingface/diffusers/pull/13450) — open

	### `dhruvildarji`

	- profile: [github.com/dhruvildarji](https://github.com/dhruvildarji)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adhruvildarji)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adhruvildarji)
	- repo first seen: `2026-02-23T10:03:12Z`
	- repo last seen: `2026-02-23T10:03:12Z`
	- 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: 3348 days
	- recent public PR activity: 66 PRs (10 merged / 22 closed-unmerged / 34 open; merged rate 15%, closed-unmerged rate 33%, open rate 52%)
	- 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; no visible non-self stars; targets high-star repos

	Example artifacts:
	- [PR #13175: tests: add regression test for logger NameError in torchao_quantizer](https://github.com/huggingface/diffusers/pull/13175) — open

	### `GalacticAvenger`

	- profile: [github.com/GalacticAvenger](https://github.com/GalacticAvenger)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AGalacticAvenger)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AGalacticAvenger)
	- repo first seen: `2026-04-02T20:15:48Z`
	- repo last seen: `2026-04-02T20:15:48Z`
	- 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: 2208 days
	- recent public PR activity: 11 PRs (5 merged / 1 closed-unmerged / 5 open; merged rate 45%, closed-unmerged rate 9%, open rate 45%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth high, automation risk low
	- heuristic read: broad repo spread; high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13391: Fix typos and grammar errors in documentation](https://github.com/huggingface/diffusers/pull/13391) — closed, merged

	### `HMAKT99`

	- profile: [github.com/HMAKT99](https://github.com/HMAKT99)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AHMAKT99)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AHMAKT99)
	- repo first seen: `2026-03-30T15:12:13Z`
	- repo last seen: `2026-03-30T15:12:13Z`
	- first seen in snapshot: yes
	- 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: 261 days
	- recent public PR activity: 197 PRs (88 merged / 60 closed-unmerged / 49 open; merged rate 45%, closed-unmerged rate 30%, open rate 25%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth very high, automation risk medium
	- heuristic read: young account; extremely high recent PR volume; very broad repo spread

	Example artifacts:
	- [PR #13370: Add AI image provenance community example](https://github.com/huggingface/diffusers/pull/13370) — open

	### `kvr06-ai`

	- profile: [github.com/kvr06-ai](https://github.com/kvr06-ai)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Akvr06-ai)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Akvr06-ai)
	- repo first seen: `2026-03-10T10:45:14Z`
	- repo last seen: `2026-03-10T10:45:14Z`
	- 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: 568 days
	- recent public PR activity: 32 PRs (11 merged / 7 closed-unmerged / 14 open; merged rate 34%, closed-unmerged rate 22%, open rate 44%)
	- 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 #13246: Fix double-shifted sigma_min/sigma_max in FlowMatchEulerDiscreteScheduler](https://github.com/huggingface/diffusers/pull/13246) — open

	### `LiuYinfeng01`

	- profile: [github.com/LiuYinfeng01](https://github.com/LiuYinfeng01)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ALiuYinfeng01)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ALiuYinfeng01)
	- repo first seen: `2026-03-25T03:29:24Z`
	- repo last seen: `2026-03-25T03:29:24Z`
	- 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: 424 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 #13327: feat(utils): optional aiter swizzle GEMM for ROCm MI + aiter](https://github.com/huggingface/diffusers/pull/13327) — open

	### `Minisal`

	- profile: [github.com/Minisal](https://github.com/Minisal)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AMinisal)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AMinisal)
	- repo first seen: `2026-02-13T03:34:51Z`
	- repo last seen: `2026-02-13T03:34:51Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 2597 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 #13133: Fix missing .unsqueeze(1) in attention mask for HunyuanVideo VAE](https://github.com/huggingface/diffusers/pull/13133) — open

	### `r266-tech`

	- profile: [github.com/r266-tech](https://github.com/r266-tech)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ar266-tech)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ar266-tech)
	- repo first seen: `2026-03-22T18:03:37Z`
	- repo last seen: `2026-03-22T18:03:37Z`
	- 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: 202 days
	- recent public PR activity: 189 PRs (36 merged / 66 closed-unmerged / 87 open; merged rate 19%, closed-unmerged rate 35%, open rate 46%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth very high, automation risk medium
	- heuristic read: young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13309: Add warning when using CUDA random generator (#13298)](https://github.com/huggingface/diffusers/pull/13309) — open

	### `rustadadam`

	- profile: [github.com/rustadadam](https://github.com/rustadadam)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Arustadadam)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Arustadadam)
	- repo first seen: `2026-02-13T18:20:08Z`
	- repo last seen: `2026-02-13T18:20:08Z`
	- 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: 890 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 #13141: Allows DDPM Scheduler to have Zero Variance on Generation Runs](https://github.com/huggingface/diffusers/pull/13141) — open

	### `sippycoder`

	- profile: [github.com/sippycoder](https://github.com/sippycoder)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asippycoder)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asippycoder)
	- repo first seen: `2026-03-24T03:16:39Z`
	- repo last seen: `2026-04-03T08:16:26Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 5 comments / 13 reviews / 13 review comments
	- account age: 1051 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 #13317: NucleusMoE-Image](https://github.com/huggingface/diffusers/pull/13317) — closed, merged

	### `Songrui625`

	- profile: [github.com/Songrui625](https://github.com/Songrui625)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ASongrui625)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ASongrui625)
	- repo first seen: `2026-02-26T12:37:36Z`
	- repo last seen: `2026-02-27T06:12:03Z`
	- 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 / 1 reviews / 1 review comments
	- account age: 2637 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: targets high-star repos

	Example artifacts:
	- [PR #13187: Fix LTX-2 image-to-video generation failure in two stages generation](https://github.com/huggingface/diffusers/pull/13187) — closed, merged

	### `teith`

	- profile: [github.com/teith](https://github.com/teith)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ateith)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ateith)
	- repo first seen: `2026-03-03T01:07:16Z`
	- repo last seen: `2026-03-03T01:07:16Z`
	- 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: 1179 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 #13205: fix: correct invalid type annotation for `image` in `Flux2Pipeline.__call__`](https://github.com/huggingface/diffusers/pull/13205) — closed, merged

	### `varaprasadtarunkumar`

	- profile: [github.com/varaprasadtarunkumar](https://github.com/varaprasadtarunkumar)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Avaraprasadtarunkumar)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Avaraprasadtarunkumar)
	- repo first seen: `2026-04-03T18:58:56Z`
	- repo last seen: `2026-04-03T19:28:43Z`
	- first seen in snapshot: no
	- repo association: NONE
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 4 comments / 0 reviews / 0 review comments
	- account age: 1432 days
	- recent public PR activity: 2 PRs (0 merged / 2 closed-unmerged / 0 open; merged rate 0%, closed-unmerged rate 100%, open rate 0%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth low, automation risk low
	- heuristic read: many recent closed-unmerged PRs; targets high-star repos

	Example artifacts:
	- [PR #13404: fix: cache modulate_index tensor to eliminate per-step DtoH sync](https://github.com/huggingface/diffusers/pull/13404) — closed

	### `Xyc2016`

	- profile: [github.com/Xyc2016](https://github.com/Xyc2016)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AXyc2016)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AXyc2016)
	- repo first seen: `2026-04-06T14:42:14Z`
	- repo last seen: `2026-04-06T14:42:14Z`
	- 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: 3417 days
	- recent public PR activity: 3 PRs (3 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: —

	Example artifacts:
	- [PR #13423: Fix grammar in LoRA documentation](https://github.com/huggingface/diffusers/pull/13423) — closed, merged

	### `yunjoochoi`

	- profile: [github.com/yunjoochoi](https://github.com/yunjoochoi)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ayunjoochoi)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ayunjoochoi)
	- repo first seen: `2026-03-15T03:43:58Z`
	- repo last seen: `2026-03-15T03:43:58Z`
	- 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: 0 comments / 0 reviews / 0 review comments
	- account age: 772 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 #13267: Fix missing gradient_checkpointing init in ZImageControlNetModel](https://github.com/huggingface/diffusers/pull/13267) — open