149 kB

	# New Contributor Report: huggingface/diffusers

	- Snapshot: `20260427T113512Z`
	- Generated: `2026-04-27T11:35:40Z`
	- Activity window: `60d`
	- Contributors: `93`

	## 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 \| 3466d \| `2023-01-13T14:42:20Z` \| 1010 \| 132 \| strong \| high \| low \| extremely high recent PR volume; broad repo spread; targets high-star repos \|
	\| `DN6` \| [profile](https://github.com/DN6) \| no \| MEMBER \| 4361d \| `2023-02-22T04:27:25Z` \| 375 \| 14 \| mixed \| low \| low \| high recent PR volume; targets high-star repos \|
	\| `yiyixuxu` \| [profile](https://github.com/yiyixuxu) \| no \| MEMBER \| 3978d \| `2022-12-14T16:37:57Z` \| 297 \| 38 \| strong \| low \| low \| targets high-star repos \|
	\| `dg845` \| [profile](https://github.com/dg845) \| no \| MEMBER \| 2327d \| `2023-03-22T05:10:45Z` \| 66 \| 8 \| mixed \| low \| low \| no visible non-self stars; targets high-star repos \|
	\| `asomoza` \| [profile](https://github.com/asomoza) \| no \| MEMBER \| 4600d \| `2023-11-10T05:32:15Z` \| 50 \| 11 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `Ricardo-M-L` \| [profile](https://github.com/Ricardo-M-L) \| no \| CONTRIBUTOR \| 2082d \| `2026-04-02T16:08:54Z` \| 42 \| 0 \| weak \| very high \| medium \| extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos \|
	\| `jiqing-feng` \| [profile](https://github.com/jiqing-feng) \| no \| CONTRIBUTOR \| 1396d \| `2022-11-29T08:44:19Z` \| 24 \| 4 \| strong \| moderate \| low \| high recent PR volume \|
	\| `kaixuanliu` \| [profile](https://github.com/kaixuanliu) \| no \| CONTRIBUTOR \| 3934d \| `2025-01-20T00:59:08Z` \| 13 \| 0 \| mixed \| moderate \| low \| high recent PR volume; targets high-star repos \|
	\| `SHYuanBest` \| [profile](https://github.com/SHYuanBest) \| no \| CONTRIBUTOR \| 995d \| `2024-09-21T03:19:05Z` \| 9 \| 0 \| strong \| high \| low \| broad repo spread \|
	\| `christopher5106` \| [profile](https://github.com/christopher5106) \| no \| CONTRIBUTOR \| 4425d \| `2024-03-30T15:52:41Z` \| 8 \| 25 \| mixed \| low \| low \| targets high-star repos \|
	\| `akshan-main` \| [profile](https://github.com/akshan-main) \| no \| CONTRIBUTOR \| 1562d \| `2025-11-21T08:13:14Z` \| 8 \| 2 \| mixed \| moderate \| low \| high recent PR volume; targets high-star repos \|
	\| `s-zx` \| [profile](https://github.com/s-zx) \| no \| FIRST_TIME_CONTRIBUTOR \| 2021d \| `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 \| 1019d \| `2025-03-04T13:58:31Z` \| 5 \| 0 \| strong \| low \| low \| no visible non-self stars; targets high-star repos \|
	\| `RuixiangMa` \| [profile](https://github.com/RuixiangMa) \| no \| CONTRIBUTOR \| 3287d \| `2026-04-02T17:19:18Z` \| 5 \| 0 \| mixed \| low \| low \| high recent PR volume \|
	\| `zhtmike` \| [profile](https://github.com/zhtmike) \| no \| CONTRIBUTOR \| 4275d \| `2026-03-17T08:08:13Z` \| 4 \| 2 \| mixed \| moderate \| low \| high recent PR volume \|
	\| `howardzhang-cv` \| [profile](https://github.com/howardzhang-cv) \| no \| CONTRIBUTOR \| 3147d \| `2026-01-07T18:24:00Z` \| 4 \| 0 \| mixed \| low \| low \| high recent PR volume \|
	\| `HsiaWinter` \| [profile](https://github.com/HsiaWinter) \| no \| CONTRIBUTOR \| 1613d \| `2026-04-08T04:14:03Z` \| 4 \| 0 \| mixed \| low \| low \| high open PR share; targets high-star repos \|
	\| `neo` \| [profile](https://github.com/neo) \| no \| FIRST_TIME_CONTRIBUTOR \| 4211d \| `2023-09-20T21:42:50Z` \| 4 \| 0 \| mixed \| low \| low \| high open PR share; targets high-star repos \|
	\| `rtrompier` \| [profile](https://github.com/rtrompier) \| no \| MEMBER \| 4940d \| `2023-10-19T12:21:52Z` \| 4 \| 0 \| mixed \| very high \| medium \| extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs \|
	\| `songh11` \| [profile](https://github.com/songh11) \| no \| CONTRIBUTOR \| 1961d \| `2024-12-05T09:11:19Z` \| 3 \| 5 \| strong \| low \| low \| — \|
	\| `Akash504-ai` \| [profile](https://github.com/Akash504-ai) \| no \| CONTRIBUTOR \| 426d \| `2026-03-29T19:06:50Z` \| 3 \| 3 \| mixed \| high \| medium \| extremely high recent PR volume; broad repo spread \|
	\| `Anai-Guo` \| [profile](https://github.com/Anai-Guo) \| no \| FIRST_TIME_CONTRIBUTOR \| 4d \| `2026-04-13T06:56:28Z` \| 3 \| 0 \| weak \| high \| medium \| very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos \|
	\| `Chase-Xuu` \| [profile](https://github.com/Chase-Xuu) \| no \| FIRST_TIME_CONTRIBUTOR \| 1867d \| `2026-03-10T01:43:26Z` \| 3 \| 0 \| weak \| low \| medium \| many recent closed-unmerged PRs; high open PR share; targets high-star repos \|
	\| `GitGlimpse895` \| [profile](https://github.com/GitGlimpse895) \| no \| FIRST_TIME_CONTRIBUTOR \| 6d \| `2026-04-14T04:29:39Z` \| 3 \| 0 \| weak \| moderate \| high \| very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos \|
	\| `NazarKozak` \| [profile](https://github.com/NazarKozak) \| no \| FIRST_TIME_CONTRIBUTOR \| 4489d \| `2026-04-25T06:35:12Z` \| 3 \| 0 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `YangKai0616` \| [profile](https://github.com/YangKai0616) \| no \| CONTRIBUTOR \| 1466d \| `2026-03-23T11:52:46Z` \| 3 \| 0 \| mixed \| moderate \| low \| targets high-star repos \|
	\| `stevhliu` \| [profile](https://github.com/stevhliu) \| no \| MEMBER \| 2296d \| `2023-02-22T18:18:22Z` \| 212 \| 6 \| strong \| low \| low \| high recent PR volume; no visible non-self stars; targets high-star repos \|
	\| `kashif` \| [profile](https://github.com/kashif) \| no \| MEMBER \| 6570d \| `2022-06-15T15:01:24Z` \| 63 \| 0 \| mixed \| high \| low \| high recent PR volume; broad repo spread; targets high-star repos \|
	\| `sywangyi` \| [profile](https://github.com/sywangyi) \| no \| CONTRIBUTOR \| 2996d \| `2023-09-19T06:45:24Z` \| 9 \| 0 \| strong \| moderate \| low \| targets high-star repos \|
	\| `paulinebm` \| [profile](https://github.com/paulinebm) \| no \| MEMBER \| 830d \| `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 \|
	\| `JingyaHuang` \| [profile](https://github.com/JingyaHuang) \| no \| MEMBER \| 2742d \| `2022-11-03T10:27:59Z` \| 3 \| 0 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `chenyangzhu1` \| [profile](https://github.com/chenyangzhu1) \| no \| CONTRIBUTOR \| 1477d \| `2026-04-02T15:30:04Z` \| 2 \| 1 \| strong \| low \| low \| targets high-star repos \|
	\| `agarwalprakhar2511` \| [profile](https://github.com/agarwalprakhar2511) \| no \| FIRST_TIME_CONTRIBUTOR \| 26d \| `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 \|
	\| `cartesian-plane` \| [profile](https://github.com/cartesian-plane) \| no \| FIRST_TIME_CONTRIBUTOR \| 1744d \| `2026-04-25T09:38:56Z` \| 2 \| 0 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `chang-zhijie` \| [profile](https://github.com/chang-zhijie) \| no \| CONTRIBUTOR \| 2856d \| `2026-04-13T03:17:22Z` \| 2 \| 0 \| weak \| low \| low \| high open PR share; no visible non-self stars; targets high-star repos \|
	\| `eliemichel` \| [profile](https://github.com/eliemichel) \| no \| FIRST_TIME_CONTRIBUTOR \| 4553d \| `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 \| 41d \| `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 \|
	\| `huemin-art` \| [profile](https://github.com/huemin-art) \| no \| CONTRIBUTOR \| 1508d \| `2026-03-12T14:56:59Z` \| 2 \| 0 \| strong \| low \| low \| targets high-star repos \|
	\| `NIK-TIGER-BILL` \| [profile](https://github.com/NIK-TIGER-BILL) \| no \| CONTRIBUTOR \| 2289d \| `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 \|
	\| `ParamChordiya` \| [profile](https://github.com/ParamChordiya) \| no \| FIRST_TIME_CONTRIBUTOR \| 2149d \| `2026-04-16T05:37:27Z` \| 2 \| 0 \| mixed \| moderate \| low \| targets high-star repos \|
	\| `hlky` \| [profile](https://github.com/hlky) \| no \| CONTRIBUTOR \| 1414d \| `2022-08-22T10:44:45Z` \| 142 \| 7 \| strong \| low \| low \| no visible non-self stars \|
	\| `linoytsaban` \| [profile](https://github.com/linoytsaban) \| no \| MEMBER \| 2349d \| `2023-06-20T06:10:02Z` \| 74 \| 2 \| weak \| low \| high \| very high single-repo PR burst; many recent closed-unmerged PRs; targets high-star repos \|
	\| `delmalih` \| [profile](https://github.com/delmalih) \| no \| CONTRIBUTOR \| 3312d \| `2025-11-10T14:05:47Z` \| 33 \| 1 \| strong \| low \| low \| targets high-star repos \|
	\| `lawrence-cj` \| [profile](https://github.com/lawrence-cj) \| no \| CONTRIBUTOR \| 2408d \| `2023-11-08T08:40:50Z` \| 32 \| 2 \| mixed \| low \| low \| — \|
	\| `Beinsezii` \| [profile](https://github.com/Beinsezii) \| no \| CONTRIBUTOR \| 2888d \| `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 \| 3136d \| `2025-08-07T07:00:06Z` \| 15 \| 7 \| strong \| moderate \| low \| extremely high recent PR volume \|
	\| `entrpn` \| [profile](https://github.com/entrpn) \| no \| CONTRIBUTOR \| 4455d \| `2022-10-27T22:30:33Z` \| 12 \| 3 \| mixed \| moderate \| low \| — \|
	\| `satani99` \| [profile](https://github.com/satani99) \| no \| CONTRIBUTOR \| 2806d \| `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 \| 4853d \| `2025-12-17T00:32:26Z` \| 6 \| 0 \| strong \| moderate \| low \| — \|
	\| `adi776borate` \| [profile](https://github.com/adi776borate) \| no \| CONTRIBUTOR \| 735d \| `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 \| 2197d \| `2025-10-22T10:15:05Z` \| 4 \| 2 \| mixed \| moderate \| low \| — \|
	\| `AlanPonnachan` \| [profile](https://github.com/AlanPonnachan) \| no \| CONTRIBUTOR \| 1775d \| `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 \| 4031d \| `2023-09-29T10:19:13Z` \| 4 \| 0 \| n/a \| low \| low \| no visible non-self stars \|
	\| `alvarobartt` \| [profile](https://github.com/alvarobartt) \| no \| MEMBER \| 2975d \| `2025-12-22T14:10:32Z` \| 3 \| 0 \| strong \| moderate \| low \| high recent PR volume \|
	\| `McPatate` \| [profile](https://github.com/McPatate) \| no \| MEMBER \| 4208d \| `2024-06-07T16:06:34Z` \| 3 \| 0 \| strong \| moderate \| low \| high recent PR volume \|
	\| `tcaimm` \| [profile](https://github.com/tcaimm) \| no \| CONTRIBUTOR \| 1624d \| `2025-12-02T11:22:45Z` \| 3 \| 0 \| strong \| low \| low \| targets high-star repos \|
	\| `vkuzo` \| [profile](https://github.com/vkuzo) \| no \| CONTRIBUTOR \| 5122d \| `2025-12-29T17:14:53Z` \| 3 \| 0 \| strong \| moderate \| low \| high recent PR volume \|
	\| `jashshah999` \| [profile](https://github.com/jashshah999) \| no \| FIRST_TIME_CONTRIBUTOR \| 2570d \| `2026-02-25T22:19:12Z` \| 2 \| 0 \| mixed \| 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 \| 290d \| `2026-02-24T12:11:43Z` \| 2 \| 0 \| weak \| low \| low \| young account; high open PR share \|
	\| `Moran232` \| [profile](https://github.com/Moran232) \| no \| FIRST_TIME_CONTRIBUTOR \| 4195d \| `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 \| 1941d \| `2026-03-08T17:03:35Z` \| 1 \| 1 \| mixed \| moderate \| low \| high open PR share \|
	\| `pthombre` \| [profile](https://github.com/pthombre) \| no \| CONTRIBUTOR \| 388d \| `2025-12-22T23:16:56Z` \| 1 \| 1 \| strong \| moderate \| low \| — \|
	\| `Sunhill666` \| [profile](https://github.com/Sunhill666) \| no \| CONTRIBUTOR \| 3220d \| `2026-04-01T06:54:19Z` \| 1 \| 1 \| strong \| low \| low \| targets high-star repos \|
	\| `ViktoriiaRomanova` \| [profile](https://github.com/ViktoriiaRomanova) \| no \| FIRST_TIME_CONTRIBUTOR \| 1648d \| `2026-04-08T09:26:22Z` \| 1 \| 1 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `VittoriaLanzo` \| [profile](https://github.com/VittoriaLanzo) \| no \| NONE \| 78d \| `2026-04-02T13:06:12Z` \| 1 \| 1 \| mixed \| high \| low \| very new account; high recent PR volume; broad repo spread \|
	\| `abhixb` \| [profile](https://github.com/abhixb) \| no \| NONE \| 263d \| `2026-03-14T12:01:02Z` \| 1 \| 0 \| mixed \| low \| low \| young account; many recent closed-unmerged PRs; targets high-star repos \|
	\| `Alexkkir` \| [profile](https://github.com/Alexkkir) \| no \| CONTRIBUTOR \| 2758d \| `2026-03-24T08:31:05Z` \| 1 \| 0 \| strong \| low \| low \| targets high-star repos \|
	\| `andrew-w-ross` \| [profile](https://github.com/andrew-w-ross) \| no \| CONTRIBUTOR \| 3851d \| `2026-03-30T01:44:18Z` \| 1 \| 0 \| strong \| low \| low \| targets high-star repos \|
	\| `andrewor14` \| [profile](https://github.com/andrewor14) \| no \| CONTRIBUTOR \| 4997d \| `2026-04-03T20:31:12Z` \| 1 \| 0 \| strong \| moderate \| low \| — \|
	\| `aryabyte21` \| [profile](https://github.com/aryabyte21) \| no \| FIRST_TIME_CONTRIBUTOR \| 2264d \| `2026-03-15T05:17:57Z` \| 1 \| 0 \| weak \| low \| low \| many recent closed-unmerged PRs; targets high-star repos \|
	\| `aws-zhenguo` \| [profile](https://github.com/aws-zhenguo) \| no \| FIRST_TIME_CONTRIBUTOR \| 514d \| `2026-04-14T22:28:18Z` \| 1 \| 0 \| weak \| low \| low \| high open PR share; no visible non-self stars; targets high-star repos \|
	\| `awsr` \| [profile](https://github.com/awsr) \| no \| FIRST_TIME_CONTRIBUTOR \| 2751d \| `2026-04-04T02:02:23Z` \| 1 \| 0 \| mixed \| moderate \| low \| — \|
	\| `conanna` \| [profile](https://github.com/conanna) \| no \| FIRST_TIMER \| 381d \| `2026-04-12T19:13:13Z` \| 1 \| 0 \| weak \| low \| low \| high open PR share; no visible non-self stars; targets high-star repos \|
	\| `Dev-next-gen` \| [profile](https://github.com/Dev-next-gen) \| no \| FIRST_TIME_CONTRIBUTOR \| 518d \| `2026-04-19T00:36:23Z` \| 1 \| 0 \| strong \| moderate \| low \| — \|
	\| `GalacticAvenger` \| [profile](https://github.com/GalacticAvenger) \| no \| CONTRIBUTOR \| 2212d \| `2026-04-02T20:15:48Z` \| 1 \| 0 \| mixed \| high \| low \| broad repo spread; high open PR share; targets high-star repos \|
	\| `HaoyuLi-Nova` \| [profile](https://github.com/HaoyuLi-Nova) \| no \| FIRST_TIME_CONTRIBUTOR \| 853d \| `2026-04-24T15:24:20Z` \| 1 \| 0 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `hitchhiker3010` \| [profile](https://github.com/hitchhiker3010) \| no \| CONTRIBUTOR \| 3777d \| `2026-04-07T06:26:34Z` \| 1 \| 0 \| strong \| low \| low \| targets high-star repos \|
	\| `HMAKT99` \| [profile](https://github.com/HMAKT99) \| no \| FIRST_TIME_CONTRIBUTOR \| 265d \| `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 \| 573d \| `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 \| 428d \| `2026-03-25T03:29:24Z` \| 1 \| 0 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `MukundaKatta` \| [profile](https://github.com/MukundaKatta) \| no \| FIRST_TIME_CONTRIBUTOR \| 1536d \| `2026-04-25T18:34:23Z` \| 1 \| 0 \| mixed \| very high \| medium \| extremely high recent PR volume; very broad repo spread \|
	\| `r266-tech` \| [profile](https://github.com/r266-tech) \| no \| FIRST_TIME_CONTRIBUTOR \| 206d \| `2026-03-22T18:03:37Z` \| 1 \| 0 \| weak \| very high \| high \| young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos \|
	\| `racyjelly` \| [profile](https://github.com/racyjelly) \| no \| FIRST_TIMER \| 1619d \| `2026-04-23T14:40:30Z` \| 1 \| 0 \| weak \| low \| low \| many recent closed-unmerged PRs; targets high-star repos \|
	\| `sippycoder` \| [profile](https://github.com/sippycoder) \| no \| CONTRIBUTOR \| 1055d \| `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 \| 2641d \| `2026-02-26T12:37:36Z` \| 1 \| 0 \| mixed \| low \| low \| high open PR share \|
	\| `teith` \| [profile](https://github.com/teith) \| no \| CONTRIBUTOR \| 1184d \| `2026-03-03T01:07:16Z` \| 1 \| 0 \| n/a \| low \| low \| no visible non-self stars \|
	\| `varaprasadtarunkumar` \| [profile](https://github.com/varaprasadtarunkumar) \| no \| NONE \| 1436d \| `2026-04-03T18:58:56Z` \| 1 \| 0 \| weak \| low \| low \| many recent closed-unmerged PRs; targets high-star repos \|
	\| `waitingcheung` \| [profile](https://github.com/waitingcheung) \| no \| FIRST_TIME_CONTRIBUTOR \| 4931d \| `2026-04-23T05:54:56Z` \| 1 \| 0 \| n/a \| low \| low \| no visible non-self stars \|
	\| `xin3he` \| [profile](https://github.com/xin3he) \| no \| FIRST_TIME_CONTRIBUTOR \| 1822d \| `2026-03-04T11:16:34Z` \| 1 \| 0 \| strong \| low \| low \| high recent PR volume \|
	\| `Xyc2016` \| [profile](https://github.com/Xyc2016) \| no \| CONTRIBUTOR \| 3421d \| `2026-04-06T14:42:14Z` \| 1 \| 0 \| strong \| low \| low \| — \|
	\| `yadferhad` \| [profile](https://github.com/yadferhad) \| no \| CONTRIBUTOR \| 3308d \| `2026-04-15T17:24:00Z` \| 1 \| 0 \| weak \| low \| medium \| many recent closed-unmerged PRs; high open PR share; targets high-star repos \|
	\| `yunjoochoi` \| [profile](https://github.com/yunjoochoi) \| no \| FIRST_TIME_CONTRIBUTOR \| 776d \| `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: `2026-04-27T11:20:05Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 1142
	- snapshot authored PRs/issues: 1010 PRs / 132 issues
	- snapshot discussion activity: 8120 comments / 6906 reviews / 7126 review comments
	- account age: 3466 days
	- recent public PR activity: 109 PRs (86 merged / 5 closed-unmerged / 18 open; merged rate 79%, closed-unmerged rate 5%, open rate 17%)
	- public orgs: `huggingface`, `all-things-vits`
	- compact scores: follow-through strong, breadth high, automation risk low
	- heuristic read: extremely high recent PR volume; broad repo spread; targets high-star repos

	Example artifacts:
	- [PR #13562: [ci] use tokenizers stable installtion in CI.](https://github.com/huggingface/diffusers/pull/13562) — open
	- [PR #13548: [ci] feat: have pr labeler label for closing issues.](https://github.com/huggingface/diffusers/pull/13548) — closed, merged
	- [PR #13536: [ci] allow claude to open PRs for certain instructions.](https://github.com/huggingface/diffusers/pull/13536) — open
	- [Issue #13475: QwenImage `has_neg_prompt` derivation](https://github.com/huggingface/diffusers/issues/13475) — closed
	- [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

	### `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: `2026-04-24T11:03:45Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 389
	- snapshot authored PRs/issues: 375 PRs / 14 issues
	- snapshot discussion activity: 1070 comments / 1496 reviews / 1190 review comments
	- account age: 4361 days
	- recent public PR activity: 33 PRs (22 merged / 1 closed-unmerged / 10 open; merged rate 67%, closed-unmerged rate 3%, open rate 30%)
	- 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 #13554: [CI] QOL improvement for PR size labeler](https://github.com/huggingface/diffusers/pull/13554) — open
	- [PR #13481: [CI] Fix BnB tests](https://github.com/huggingface/diffusers/pull/13481) — closed, merged
	- [PR #13433: [CI] Use finegrained token for Issue Labeler](https://github.com/huggingface/diffusers/pull/13433) — closed, merged
	- [Issue #13151: GGUF + `torch.compile` is not compatible with Hub Kernels](https://github.com/huggingface/diffusers/issues/13151) — open
	- [Issue #12600: Add KV Cache for Autoregressive Inference](https://github.com/huggingface/diffusers/issues/12600) — open
	- [Issue #10152: Diffusers Roadmap](https://github.com/huggingface/diffusers/issues/10152) — open

	### `yiyixuxu`

	- profile: [github.com/yiyixuxu](https://github.com/yiyixuxu)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ayiyixuxu)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ayiyixuxu)
	- repo first seen: `2022-12-14T16:37:57Z`
	- repo last seen: `2026-04-27T09:07:20Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 335
	- snapshot authored PRs/issues: 297 PRs / 38 issues
	- snapshot discussion activity: 2544 comments / 2866 reviews / 3480 review comments
	- account age: 3978 days
	- recent public PR activity: 11 PRs (10 merged / 0 closed-unmerged / 1 open; merged rate 91%, closed-unmerged rate 0%, open rate 9%)
	- public orgs: none visible
	- compact scores: follow-through strong, breadth low, automation risk low
	- heuristic read: targets high-star repos

	Example artifacts:
	- [PR #13567: [agents docs] add pipelines.md etc](https://github.com/huggingface/diffusers/pull/13567) — open
	- [PR #13472: [agents docs] add float64 gotcha](https://github.com/huggingface/diffusers/pull/13472) — closed, merged
	- [PR #13410: [agent] add modular doc](https://github.com/huggingface/diffusers/pull/13410) — 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

	### `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: `2026-04-23T01:33:43Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 74
	- snapshot authored PRs/issues: 66 PRs / 8 issues
	- snapshot discussion activity: 340 comments / 711 reviews / 622 review comments
	- account age: 2327 days
	- recent public PR activity: 8 PRs (6 merged / 1 closed-unmerged / 1 open; merged rate 75%, closed-unmerged rate 12%, open rate 12%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth low, automation risk low
	- heuristic read: no visible non-self stars; targets high-star repos

	Example artifacts:
	- [PR #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: `2026-04-23T19:27:31Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 61
	- snapshot authored PRs/issues: 50 PRs / 11 issues
	- snapshot discussion activity: 1307 comments / 254 reviews / 200 review comments
	- account age: 4600 days
	- recent public PR activity: 6 PRs (2 merged / 1 closed-unmerged / 3 open; merged rate 33%, closed-unmerged rate 17%, open rate 50%)
	- public orgs: `huggingface`
	- compact scores: follow-through weak, 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

	### `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: `2026-04-25T06:35:22Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 42
	- snapshot authored PRs/issues: 42 PRs / 0 issues
	- snapshot discussion activity: 12 comments / 1 reviews / 1 review comments
	- account age: 2082 days
	- recent public PR activity: 164 PRs (32 merged / 40 closed-unmerged / 92 open; merged rate 20%, closed-unmerged rate 24%, open rate 56%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth very high, automation risk medium
	- heuristic read: extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13550: Replace bare except with except Exception](https://github.com/huggingface/diffusers/pull/13550) — closed
	- [PR #13549: Fix missing function call in is_torch_xla_version](https://github.com/huggingface/diffusers/pull/13549) — open
	- [PR #13544: Fix missing raise before NotImplementedError in Flux SPMD example](https://github.com/huggingface/diffusers/pull/13544) — open

	### `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: `2026-04-27T02:37:48Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 28
	- snapshot authored PRs/issues: 24 PRs / 4 issues
	- snapshot discussion activity: 62 comments / 24 reviews / 24 review comments
	- account age: 1396 days
	- recent public PR activity: 25 PRs (22 merged / 1 closed-unmerged / 2 open; merged rate 88%, closed-unmerged rate 4%, open rate 8%)
	- public orgs: none visible
	- compact scores: follow-through strong, breadth moderate, automation risk low
	- heuristic read: high recent PR volume

	Example artifacts:
	- [PR #13541: Reduce WanAnimate TorchAO test input sizes to prevent OOM](https://github.com/huggingface/diffusers/pull/13541) — open
	- [PR #13540: Add _get_dummy_inputs_for_model helper for quantization tests](https://github.com/huggingface/diffusers/pull/13540) — open
	- [PR #13539: Fix training gradient underflow in quantization tests](https://github.com/huggingface/diffusers/pull/13539) — open
	- [Issue #13105: Wan-AI/Wan2.1-T2V-1.3B-Diffusers output noise](https://github.com/huggingface/diffusers/issues/13105) — closed
	- [Issue #12975: AnimateDiffPipeline performance regression on CPU.](https://github.com/huggingface/diffusers/issues/12975) — closed
	- [Issue #12632: stable_diffusion_xl_img2img failed due to dtype missmatch](https://github.com/huggingface/diffusers/issues/12632) — closed

	### `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: `2026-04-21T08:32:53Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 13
	- snapshot authored PRs/issues: 13 PRs / 0 issues
	- snapshot discussion activity: 43 comments / 9 reviews / 9 review comments
	- account age: 3934 days
	- recent public PR activity: 35 PRs (24 merged / 6 closed-unmerged / 5 open; merged rate 69%, closed-unmerged rate 17%, open rate 14%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth moderate, automation risk low
	- heuristic read: high recent PR volume; targets high-star repos

	Example artifacts:
	- [PR #13534: Fix non-deterministic T5 outputs in HiDream pipeline tests](https://github.com/huggingface/diffusers/pull/13534) — closed, merged
	- [PR #13496: add _repeated_blocks for ErnieImageTransformer2DModel](https://github.com/huggingface/diffusers/pull/13496) — closed, merged
	- [PR #13336: avoid hardcode device in flux-control example](https://github.com/huggingface/diffusers/pull/13336) — closed, merged

	### `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: 995 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: `2026-04-20T09:55:36Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 33
	- snapshot authored PRs/issues: 8 PRs / 25 issues
	- snapshot discussion activity: 104 comments / 2 reviews / 0 review comments
	- account age: 4425 days
	- recent public PR activity: 8 PRs (4 merged / 1 closed-unmerged / 3 open; merged rate 50%, closed-unmerged rate 12%, open rate 38%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth low, automation risk low
	- heuristic read: targets high-star repos

	Example artifacts:
	- [PR #13482: Fix encoder difference between modular and standard pipelines for Qwen Image and consistency with other models](https://github.com/huggingface/diffusers/pull/13482) — open
	- [PR #13373: FA4 local (_flash_4 mode)](https://github.com/huggingface/diffusers/pull/13373) — open
	- [PR #13200: adding lora support to z-image controlnet pipelines](https://github.com/huggingface/diffusers/pull/13200) — closed, merged
	- [Issue #13505: Z-Image's modular TE block only produces negative_prompt_embeds when the pipeline's guider is enabled (CFG active).](https://github.com/huggingface/diffusers/issues/13505) — open
	- [Issue #13487: Loading loras on "text_pipe" of a modular pipeline fails](https://github.com/huggingface/diffusers/issues/13487) — open
	- [Issue #13484: Lora loading fail on Flux 2 dev for FAL loras](https://github.com/huggingface/diffusers/issues/13484) — 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: `2026-04-22T23:16:20Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 10
	- snapshot authored PRs/issues: 8 PRs / 2 issues
	- snapshot discussion activity: 78 comments / 19 reviews / 19 review comments
	- account age: 1562 days
	- recent public PR activity: 26 PRs (14 merged / 6 closed-unmerged / 6 open; merged rate 54%, closed-unmerged rate 23%, open rate 23%)
	- 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 #13498: Add Ernie-Image modular pipeline](https://github.com/huggingface/diffusers/pull/13498) — open
	- [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
	- [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: 2021 days
	- recent public PR activity: 98 PRs (6 merged / 40 closed-unmerged / 52 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: `2026-04-15T08:03:33Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 5
	- snapshot authored PRs/issues: 5 PRs / 0 issues
	- snapshot discussion activity: 6 comments / 2 reviews / 2 review comments
	- account age: 1019 days
	- recent public PR activity: 4 PRs (3 merged / 0 closed-unmerged / 1 open; merged rate 75%, closed-unmerged rate 0%, open rate 25%)
	- public orgs: none visible
	- compact scores: follow-through strong, breadth low, automation risk low
	- heuristic read: no visible non-self stars; targets high-star repos

	Example artifacts:
	- [PR #13441: Fix Qwen Image DreamBooth prior-preservation batch ordering](https://github.com/huggingface/diffusers/pull/13441) — closed, merged
	- [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) — 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: `2026-04-21T00:29:42Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 5
	- snapshot authored PRs/issues: 5 PRs / 0 issues
	- snapshot discussion activity: 8 comments / 60 reviews / 60 review comments
	- account age: 3287 days
	- recent public PR activity: 47 PRs (28 merged / 1 closed-unmerged / 18 open; merged rate 60%, closed-unmerged rate 2%, open rate 38%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth low, automation risk low
	- heuristic read: high recent PR volume

	Example artifacts:
	- [PR #13511: [Feat] support AutoPipelineForText2Audio](https://github.com/huggingface/diffusers/pull/13511) — open
	- [PR #13494: [Bugfix] Fix shape mismatch in LongCatAudioDiTTransformer conversion](https://github.com/huggingface/diffusers/pull/13494) — closed, merged
	- [PR #13483: [chore] Add diffusers-format example to LongCatAudioDiTPipeline](https://github.com/huggingface/diffusers/pull/13483) — closed, merged

	### `zhtmike`

	- profile: [github.com/zhtmike](https://github.com/zhtmike)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Azhtmike)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Azhtmike)
	- repo first seen: `2026-03-17T08:08:13Z`
	- repo last seen: `2026-04-27T06:41:17Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 6
	- snapshot authored PRs/issues: 4 PRs / 2 issues
	- snapshot discussion activity: 6 comments / 22 reviews / 22 review comments
	- account age: 4275 days
	- recent public PR activity: 31 PRs (19 merged / 8 closed-unmerged / 4 open; merged rate 61%, closed-unmerged rate 26%, open rate 13%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth moderate, automation risk low
	- heuristic read: high recent PR volume

	Example artifacts:
	- [PR #13479: Add attention mask input support for flash backend](https://github.com/huggingface/diffusers/pull/13479) — open
	- [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
	- [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

	### `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: 3147 days
	- recent public PR activity: 26 PRs (13 merged / 8 closed-unmerged / 5 open; merged rate 50%, closed-unmerged rate 31%, open rate 19%)
	- 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

	### `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: `2026-04-14T03:34:39Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 4
	- snapshot authored PRs/issues: 4 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 34 reviews / 34 review comments
	- account age: 1613 days
	- recent public PR activity: 4 PRs (2 merged / 0 closed-unmerged / 2 open; merged rate 50%, closed-unmerged rate 0%, open rate 50%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth low, automation risk low
	- heuristic read: high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13465: fix npu compatibility](https://github.com/huggingface/diffusers/pull/13465) — open
	- [PR #13464: fix some dtype issue for gguf / some gpu backends](https://github.com/huggingface/diffusers/pull/13464) — closed, merged
	- [PR #13456: fix rope dtype from torch.float64 to torch.float32](https://github.com/huggingface/diffusers/pull/13456) — open

	### `neo`

	- profile: [github.com/neo](https://github.com/neo)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aneo)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aneo)
	- repo first seen: `2023-09-20T21:42:50Z`
	- repo last seen: `2026-04-13T17:33:27Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 4
	- snapshot authored PRs/issues: 4 PRs / 0 issues
	- snapshot discussion activity: 2 comments / 3 reviews / 3 review comments
	- account age: 4211 days
	- recent public PR activity: 5 PRs (2 merged / 0 closed-unmerged / 3 open; merged rate 40%, closed-unmerged rate 0%, open rate 60%)
	- public orgs: `Experience-Monks`
	- compact scores: follow-through mixed, breadth low, automation risk low
	- heuristic read: high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13460: Add hash check for dynamic modules cache](https://github.com/huggingface/diffusers/pull/13460) — open
	- [PR #13459: Ensure consistent dynamic module path for custom components](https://github.com/huggingface/diffusers/pull/13459) — open
	- [PR #13458: Accommodate custom components in `maybe_raise_or_warn`](https://github.com/huggingface/diffusers/pull/13458) — open

	### `rtrompier`

	- profile: [github.com/rtrompier](https://github.com/rtrompier)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Artrompier)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Artrompier)
	- repo first seen: `2023-10-19T12:21:52Z`
	- repo last seen: `2026-04-24T12:27:53Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 4
	- snapshot authored PRs/issues: 4 PRs / 0 issues
	- snapshot discussion activity: 2 comments / 0 reviews / 0 review comments
	- account age: 4940 days
	- recent public PR activity: 107 PRs (60 merged / 44 closed-unmerged / 3 open; merged rate 56%, closed-unmerged rate 41%, open rate 3%)
	- public orgs: `smartwavesa`
	- compact scores: follow-through mixed, breadth very high, automation risk medium
	- heuristic read: extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs

	Example artifacts:
	- [PR #13555: chore: bump doc-builder SHA for main doc build workflow](https://github.com/huggingface/diffusers/pull/13555) — closed, merged
	- [PR #13493: chore: bump doc-builder SHA for main doc build workflow](https://github.com/huggingface/diffusers/pull/13493) — closed, draft
	- [PR #13476: chore: bump doc-builder SHA for PR upload workflow](https://github.com/huggingface/diffusers/pull/13476) — closed, merged

	### `songh11`

	- profile: [github.com/songh11](https://github.com/songh11)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asongh11)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asongh11)
	- repo first seen: `2024-12-05T09:11:19Z`
	- repo last seen: `2026-04-26T17:06:09Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 8
	- snapshot authored PRs/issues: 3 PRs / 5 issues
	- snapshot discussion activity: 15 comments / 7 reviews / 7 review comments
	- account age: 1961 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 #13545: feat: support ring attention with arbitrary KV sequence lengths](https://github.com/huggingface/diffusers/pull/13545) — open
	- [PR #13507: fix: handle non-zero storage_offset in sage attention for ring compatibility](https://github.com/huggingface/diffusers/pull/13507) — open
	- [PR #13478: fix(ernie-image): avoid locals() comprehension scope issue in callback kwargs](https://github.com/huggingface/diffusers/pull/13478) — closed, merged
	- [Issue #13506: Sage attention fails with ring-attention.](https://github.com/huggingface/diffusers/issues/13506) — open
	- [Issue #13477: ErnieImage callback locals() scope bug.](https://github.com/huggingface/diffusers/issues/13477) — closed
	- [Issue #12396: Using leaf_level together with delete_adapters can get some errors.](https://github.com/huggingface/diffusers/issues/12396) — closed

	### `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: `2026-04-15T02:08:43Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 6
	- snapshot authored PRs/issues: 3 PRs / 3 issues
	- snapshot discussion activity: 4 comments / 1 reviews / 1 review comments
	- account age: 426 days
	- recent public PR activity: 102 PRs (65 merged / 10 closed-unmerged / 27 open; merged rate 64%, closed-unmerged rate 10%, open rate 26%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth high, automation risk medium
	- heuristic read: extremely high recent PR volume; broad repo spread

	Example artifacts:
	- [PR #13471: fix(profiling): preserve instance isolation when decorating methods](https://github.com/huggingface/diffusers/pull/13471) — closed, merged
	- [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

	### `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: `2026-04-26T07:13:16Z`
	- 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: 4 days
	- recent public PR activity: 25 PRs (3 merged / 3 closed-unmerged / 19 open; merged rate 12%, closed-unmerged rate 12%, open rate 76%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth high, automation risk medium
	- heuristic read: very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13468: fix(profiling): patch sub-component methods at class level to prevent instance-isolation bug](https://github.com/huggingface/diffusers/pull/13468) — closed
	- [PR #13466: fix(LTXEulerAncestralRFScheduler): validate monotonicity of explicit sigma schedules](https://github.com/huggingface/diffusers/pull/13466) — open
	- [PR #13455: fix: align text_encoder_out_layers default with pipeline for Flux 2 Klein](https://github.com/huggingface/diffusers/pull/13455) — open

	### `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: 1867 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

	### `GitGlimpse895`

	- profile: [github.com/GitGlimpse895](https://github.com/GitGlimpse895)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AGitGlimpse895)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AGitGlimpse895)
	- repo first seen: `2026-04-14T04:29:39Z`
	- repo last seen: `2026-04-23T01:46:12Z`
	- 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: 5 comments / 0 reviews / 0 review comments
	- account age: 6 days
	- recent public PR activity: 11 PRs (0 merged / 6 closed-unmerged / 5 open; merged rate 0%, closed-unmerged rate 55%, open rate 45%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth moderate, automation risk high
	- heuristic read: very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos

	Example artifacts:
	- [PR #13500: Fix: use resample-aware bilinear+antialias interpolation for tensor/numpy resize in VaeImageProcessor](https://github.com/huggingface/diffusers/pull/13500) — open
	- [PR #13497: hooks/pyramid_attention_broadcast: remove redundant iteration==0 guard and fix stale cache VRAM leak](https://github.com/huggingface/diffusers/pull/13497) — open
	- [PR #13467: hooks/pyramid_attention_broadcast: fix redundant recompute at iteration 0 and free stale cache when outside timestep range](https://github.com/huggingface/diffusers/pull/13467) — closed

	### `NazarKozak`

	- profile: [github.com/NazarKozak](https://github.com/NazarKozak)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ANazarKozak)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ANazarKozak)
	- repo first seen: `2026-04-25T06:35:12Z`
	- repo last seen: `2026-04-25T07:22:55Z`
	- 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: 0 comments / 0 reviews / 0 review comments
	- account age: 4489 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 #13559: feat(loading): detect Git LFS pointer files and raise a clear error](https://github.com/huggingface/diffusers/pull/13559) — open
	- [PR #13558: docs(examples/server): add health-check trap when switching to background load](https://github.com/huggingface/diffusers/pull/13558) — open
	- [PR #13557: docs(flux2): clarify image= is reference conditioning, not img2img](https://github.com/huggingface/diffusers/pull/13557) — open

	### `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: 1466 days
	- recent public PR activity: 15 PRs (7 merged / 3 closed-unmerged / 5 open; merged rate 47%, closed-unmerged rate 20%, open rate 33%)
	- 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

	### `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: `2026-04-23T17:09:13Z`
	- 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 / 760 reviews / 1587 review comments
	- account age: 2296 days
	- recent public PR activity: 30 PRs (25 merged / 0 closed-unmerged / 5 open; merged rate 83%, closed-unmerged rate 0%, open rate 17%)
	- public orgs: `huggingface`
	- compact scores: follow-through strong, breadth low, automation risk low
	- heuristic read: high recent PR volume; no visible non-self stars; targets high-star repos

	Example artifacts:
	- [PR #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

	### `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: `2026-04-15T15:42:14Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 63
	- snapshot authored PRs/issues: 63 PRs / 0 issues
	- snapshot discussion activity: 202 comments / 157 reviews / 135 review comments
	- account age: 6570 days
	- recent public PR activity: 32 PRs (20 merged / 1 closed-unmerged / 11 open; merged rate 62%, closed-unmerged rate 3%, open rate 34%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth high, automation risk low
	- heuristic read: high recent PR volume; broad repo spread; targets high-star repos

	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

	### `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: `2026-04-22T02:04:16Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 9
	- snapshot authored PRs/issues: 9 PRs / 0 issues
	- snapshot discussion activity: 31 comments / 9 reviews / 9 review comments
	- account age: 2996 days
	- recent public PR activity: 16 PRs (12 merged / 0 closed-unmerged / 4 open; merged rate 75%, closed-unmerged rate 0%, open rate 25%)
	- public orgs: none visible
	- compact scores: follow-through strong, breadth moderate, automation risk low
	- heuristic read: targets high-star repos

	Example artifacts:
	- [PR #13535: fix the test_hotswapping_compiled_model_xxx case failure in xpu](https://github.com/huggingface/diffusers/pull/13535) — closed
	- [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

	### `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: `2026-04-16T09:12:02Z`
	- 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 / 9 reviews / 8 review comments
	- account age: 830 days
	- recent public PR activity: 159 PRs (156 merged / 2 closed-unmerged / 1 open; merged rate 98%, 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) — closed, merged
	- [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

	### `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: `2026-04-15T16:57:37Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 3
	- snapshot authored PRs/issues: 3 PRs / 0 issues
	- snapshot discussion activity: 4 comments / 4 reviews / 3 review comments
	- account age: 2742 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 #13485: [Neuron] Enable `torch.compile` compatibility with Neuron device](https://github.com/huggingface/diffusers/pull/13485) — open, draft
	- [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

	### `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: 1477 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: 26 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

	### `cartesian-plane`

	- profile: [github.com/cartesian-plane](https://github.com/cartesian-plane)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Acartesian-plane)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Acartesian-plane)
	- repo first seen: `2026-04-25T09:38:56Z`
	- repo last seen: `2026-04-25T10:57:58Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 2 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 1744 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 #13561: Fix the `disable_free_noise` function in `AnimateDiffFreeNoiseMixin`](https://github.com/huggingface/diffusers/pull/13561) — open
	- [PR #13560: Fix Exception message for `set_item` call on FrozenDict](https://github.com/huggingface/diffusers/pull/13560) — open

	### `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: `2026-04-19T01:14:31Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 2 PRs / 0 issues
	- snapshot discussion activity: 4 comments / 3 reviews / 3 review comments
	- account age: 2856 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 #13490: add _native_npu_attention support mask shape like [B,1,1,S]](https://github.com/huggingface/diffusers/pull/13490) — closed, merged
	- [PR #13451: Fix attention_mask broadcasting for NPU compatibility](https://github.com/huggingface/diffusers/pull/13451) — closed

	### `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: 4553 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: 41 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

	### `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: 1508 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

	### `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: 2289 days
	- recent public PR activity: 213 PRs (6 merged / 197 closed-unmerged / 10 open; merged rate 3%, closed-unmerged rate 92%, open rate 5%)
	- 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

	### `ParamChordiya`

	- profile: [github.com/ParamChordiya](https://github.com/ParamChordiya)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AParamChordiya)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AParamChordiya)
	- repo first seen: `2026-04-16T05:37:27Z`
	- repo last seen: `2026-04-23T03:24:10Z`
	- 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 / 1 reviews / 1 review comments
	- account age: 2149 days
	- recent public PR activity: 14 PRs (8 merged / 2 closed-unmerged / 4 open; merged rate 57%, closed-unmerged rate 14%, open rate 29%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth moderate, automation risk low
	- heuristic read: targets high-star repos

	Example artifacts:
	- [PR #13495: Fix load_lora_weights crash on modular sub-pipelines without transformer](https://github.com/huggingface/diffusers/pull/13495) — open
	- [PR #13489: Fix UniPC scheduler device mismatch when using offloading](https://github.com/huggingface/diffusers/pull/13489) — 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: `2026-04-21T09:16:28Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 149
	- snapshot authored PRs/issues: 142 PRs / 7 issues
	- snapshot discussion activity: 544 comments / 411 reviews / 402 review comments
	- account age: 1414 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) — closed, merged
	- [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: `2026-04-16T14:21:59Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 76
	- snapshot authored PRs/issues: 74 PRs / 2 issues
	- snapshot discussion activity: 253 comments / 185 reviews / 146 review comments
	- account age: 2349 days
	- recent public PR activity: 1 PRs (0 merged / 1 closed-unmerged / 0 open; merged rate 0%, closed-unmerged rate 100%, open rate 0%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth low, automation risk high
	- heuristic read: very high single-repo PR burst; many recent closed-unmerged PRs; 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) — closed
	- [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

	### `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: 3312 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 #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

	### `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: 2408 days
	- recent public PR activity: 6 PRs (4 merged / 1 closed-unmerged / 1 open; merged rate 67%, closed-unmerged rate 17%, open rate 17%)
	- 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: 2888 days
	- recent public PR activity: 29 PRs (26 merged / 2 closed-unmerged / 1 open; merged rate 90%, closed-unmerged rate 7%, open rate 3%)
	- 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: 3136 days
	- recent public PR activity: 187 PRs (184 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

	### `entrpn`

	- profile: [github.com/entrpn](https://github.com/entrpn)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aentrpn)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aentrpn)
	- repo first seen: `2022-10-27T22:30:33Z`
	- repo last seen: `2026-04-15T16:05:11Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 15
	- snapshot authored PRs/issues: 12 PRs / 3 issues
	- snapshot discussion activity: 32 comments / 7 reviews / 7 review comments
	- account age: 4455 days
	- recent public PR activity: 9 PRs (7 merged / 2 closed-unmerged / 0 open; merged rate 78%, closed-unmerged rate 22%, open rate 0%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth moderate, automation risk low
	- heuristic read: —

	Example artifacts:
	- [PR #13463: [ptxla] fix pytorch xla inference on TPUs.](https://github.com/huggingface/diffusers/pull/13463) — closed, merged
	- [PR #11096: update readme instructions.](https://github.com/huggingface/diffusers/pull/11096) — closed, merged
	- [PR #11065: reverts accidental change that removes attn_mask in attn. Improves fl…](https://github.com/huggingface/diffusers/pull/11065) — closed, merged
	- [Issue #7895: Flax's use_memory_efficient_attention is broken](https://github.com/huggingface/diffusers/issues/7895) — closed
	- [Issue #5224: Flax Stable Diffusion 2.1 error](https://github.com/huggingface/diffusers/issues/5224) — closed
	- [Issue #2081: Converting pytorch stable diffusion weights to jax doesn't always work](https://github.com/huggingface/diffusers/issues/2081) — 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: 2806 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: `2026-04-16T00:50:23Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 6
	- snapshot authored PRs/issues: 6 PRs / 0 issues
	- snapshot discussion activity: 9 comments / 22 reviews / 22 review comments
	- account age: 4853 days
	- recent public PR activity: 5 PRs (4 merged / 0 closed-unmerged / 1 open; merged rate 80%, closed-unmerged rate 0%, open rate 20%)
	- public orgs: none visible
	- compact scores: follow-through strong, breadth moderate, 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: `2026-04-18T05:51:05Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 5
	- snapshot authored PRs/issues: 5 PRs / 0 issues
	- snapshot discussion activity: 35 comments / 29 reviews / 29 review comments
	- account age: 735 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) — closed, merged
	- [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: `2026-04-25T12:54:39Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 6
	- snapshot authored PRs/issues: 4 PRs / 2 issues
	- snapshot discussion activity: 35 comments / 16 reviews / 16 review comments
	- account age: 2197 days
	- recent public PR activity: 15 PRs (12 merged / 2 closed-unmerged / 1 open; merged rate 80%, closed-unmerged rate 13%, open rate 7%)
	- 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: `2026-04-21T14:49:49Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 4
	- snapshot authored PRs/issues: 4 PRs / 0 issues
	- snapshot discussion activity: 23 comments / 8 reviews / 8 review comments
	- account age: 1775 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: 4031 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: 2975 days
	- recent public PR activity: 34 PRs (29 merged / 0 closed-unmerged / 5 open; merged rate 85%, closed-unmerged rate 0%, open rate 15%)
	- 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

	### `McPatate`

	- profile: [github.com/McPatate](https://github.com/McPatate)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AMcPatate)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AMcPatate)
	- repo first seen: `2024-06-07T16:06:34Z`
	- repo last seen: `2026-04-14T17:27:04Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 3
	- snapshot authored PRs/issues: 3 PRs / 0 issues
	- snapshot discussion activity: 2 comments / 4 reviews / 7 review comments
	- account age: 4208 days
	- recent public PR activity: 26 PRs (21 merged / 1 closed-unmerged / 4 open; merged rate 81%, closed-unmerged rate 4%, open rate 15%)
	- public orgs: `huggingface`
	- compact scores: follow-through strong, breadth moderate, automation risk low
	- heuristic read: high recent PR volume

	Example artifacts:
	- [PR #13470: feat: bump safetensors to `0.8.0-rc.0`](https://github.com/huggingface/diffusers/pull/13470) — closed, merged
	- [PR #8457: fix(ci): remove unnecessary permissions](https://github.com/huggingface/diffusers/pull/8457) — closed, merged
	- [PR #8430: feat(ci): add trufflehog secrets detection](https://github.com/huggingface/diffusers/pull/8430) — 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: 1624 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: 5122 days
	- recent public PR activity: 92 PRs (77 merged / 9 closed-unmerged / 6 open; merged rate 84%, closed-unmerged rate 10%, 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

	### `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: `2026-04-17T19:10:51Z`
	- 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: 2570 days
	- recent public PR activity: 54 PRs (19 merged / 12 closed-unmerged / 23 open; merged rate 35%, closed-unmerged rate 22%, open rate 43%)
	- 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; 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: 290 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

	### `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: `2026-04-14T14:49:49Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 3
	- snapshot authored PRs/issues: 1 PRs / 2 issues
	- snapshot discussion activity: 2 comments / 12 reviews / 12 review comments
	- account age: 4195 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: `2026-04-27T11:10:14Z`
	- 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: 15 comments / 1 reviews / 1 review comments
	- account age: 1941 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 moderate, automation risk low
	- heuristic read: high open PR share

	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: 388 days
	- recent public PR activity: 18 PRs (13 merged / 1 closed-unmerged / 4 open; merged rate 72%, closed-unmerged rate 6%, open rate 22%)
	- 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: `2026-04-17T02:37:14Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 1 PRs / 1 issues
	- snapshot discussion activity: 5 comments / 5 reviews / 5 review comments
	- account age: 3220 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 #13379: fix(qwen): fix CFG failing when passing neg prompt embeds with none mask](https://github.com/huggingface/diffusers/pull/13379) — closed, merged
	- [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) — closed

	### `ViktoriiaRomanova`

	- profile: [github.com/ViktoriiaRomanova](https://github.com/ViktoriiaRomanova)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AViktoriiaRomanova)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AViktoriiaRomanova)
	- repo first seen: `2026-04-08T09:26:22Z`
	- repo last seen: `2026-04-26T21:37:51Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 1 PRs / 1 issues
	- snapshot discussion activity: 3 comments / 0 reviews / 0 review comments
	- account age: 1648 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 #13564: Eliminate GPU sync overhead and CPU→GPU transfers across LTX2 pipeline](https://github.com/huggingface/diffusers/pull/13564) — open
	- [Issue #13462: Decorating bound methods in profiling utils breaks instance isolation](https://github.com/huggingface/diffusers/issues/13462) — closed

	### `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: 78 days
	- recent public PR activity: 31 PRs (22 merged / 4 closed-unmerged / 5 open; merged rate 71%, closed-unmerged rate 13%, open rate 16%)
	- 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) — closed

	### `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: 263 days
	- recent public PR activity: 2 PRs (1 merged / 1 closed-unmerged / 0 open; merged rate 50%, closed-unmerged rate 50%, open rate 0%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth low, automation risk low
	- heuristic read: young account; many recent closed-unmerged PRs; targets high-star repos

	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: 2758 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

	### `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: 3851 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: 4997 days
	- recent public PR activity: 12 PRs (9 merged / 1 closed-unmerged / 2 open; merged rate 75%, closed-unmerged rate 8%, open rate 17%)
	- 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: 2264 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

	### `aws-zhenguo`

	- profile: [github.com/aws-zhenguo](https://github.com/aws-zhenguo)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aaws-zhenguo)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aaws-zhenguo)
	- repo first seen: `2026-04-14T22:28:18Z`
	- repo last seen: `2026-04-14T22:28:18Z`
	- 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: 514 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 #13473: [attention backends] Add Neuron backend for context parallel](https://github.com/huggingface/diffusers/pull/13473) — 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: 2751 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

	### `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: no
	- repo association: FIRST_TIMER
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 381 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

	### `Dev-next-gen`

	- profile: [github.com/Dev-next-gen](https://github.com/Dev-next-gen)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ADev-next-gen)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ADev-next-gen)
	- repo first seen: `2026-04-19T00:36:23Z`
	- repo last seen: `2026-04-19T00:36:23Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 518 days
	- recent public PR activity: 7 PRs (5 merged / 0 closed-unmerged / 2 open; merged rate 71%, closed-unmerged rate 0%, open rate 29%)
	- public orgs: none visible
	- compact scores: follow-through strong, breadth moderate, automation risk low
	- heuristic read: —

	Example artifacts:
	- [PR #13502: fix(ROCm): stream sync race in group_offloading + LSE shape mismatch in ring/Ulysses attention](https://github.com/huggingface/diffusers/pull/13502) — 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: 2212 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

	### `HaoyuLi-Nova`

	- profile: [github.com/HaoyuLi-Nova](https://github.com/HaoyuLi-Nova)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AHaoyuLi-Nova)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AHaoyuLi-Nova)
	- repo first seen: `2026-04-24T15:24:20Z`
	- repo last seen: `2026-04-24T15:24:20Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 853 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 #13556: Fix FlaxLMS step timestep→index; complete get_lms_coefficient docs](https://github.com/huggingface/diffusers/pull/13556) — open

	### `hitchhiker3010`

	- profile: [github.com/hitchhiker3010](https://github.com/hitchhiker3010)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahitchhiker3010)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahitchhiker3010)
	- repo first seen: `2026-04-07T06:26:34Z`
	- repo last seen: `2026-04-18T04:45:07Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 6 comments / 0 reviews / 0 review comments
	- account age: 3777 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 #13461: Remove compile bottlenecks from ZImage pipeline](https://github.com/huggingface/diffusers/pull/13461) — 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: 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: 265 days
	- recent public PR activity: 200 PRs (93 merged / 62 closed-unmerged / 45 open; merged rate 46%, closed-unmerged rate 31%, open rate 22%)
	- 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: 573 days
	- recent public PR activity: 32 PRs (11 merged / 8 closed-unmerged / 13 open; merged rate 34%, closed-unmerged rate 25%, open rate 41%)
	- 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: 428 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

	### `MukundaKatta`

	- profile: [github.com/MukundaKatta](https://github.com/MukundaKatta)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AMukundaKatta)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AMukundaKatta)
	- repo first seen: `2026-04-25T18:34:23Z`
	- repo last seen: `2026-04-25T18:34:23Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 1536 days
	- recent public PR activity: 900 PRs (463 merged / 268 closed-unmerged / 169 open; merged rate 51%, closed-unmerged rate 30%, open rate 19%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth very high, automation risk medium
	- heuristic read: extremely high recent PR volume; very broad repo spread

	Example artifacts:
	- [PR #13563: SUPIR: scaffold pipeline + design doc (refs #7219)](https://github.com/huggingface/diffusers/pull/13563) — open, draft

	### `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: 206 days
	- recent public PR activity: 202 PRs (38 merged / 72 closed-unmerged / 92 open; merged rate 19%, closed-unmerged rate 36%, open rate 46%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth very high, automation risk high
	- 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

	### `racyjelly`

	- profile: [github.com/racyjelly](https://github.com/racyjelly)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aracyjelly)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aracyjelly)
	- repo first seen: `2026-04-23T14:40:30Z`
	- repo last seen: `2026-04-23T14:40:30Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIMER
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 1619 days
	- recent public PR activity: 1 PRs (0 merged / 1 closed-unmerged / 0 open; merged rate 0%, closed-unmerged rate 100%, open rate 0%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth low, automation risk low
	- heuristic read: many recent closed-unmerged PRs; targets high-star repos

	Example artifacts:
	- [PR #13553: Custom v0.12.1](https://github.com/huggingface/diffusers/pull/13553) — closed

	### `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: 1055 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: 2641 days
	- recent public PR activity: 4 PRs (2 merged / 0 closed-unmerged / 2 open; merged rate 50%, closed-unmerged rate 0%, open rate 50%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth low, automation risk low
	- heuristic read: high open PR share

	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: 1184 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: 1436 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

	### `waitingcheung`

	- profile: [github.com/waitingcheung](https://github.com/waitingcheung)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Awaitingcheung)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Awaitingcheung)
	- repo first seen: `2026-04-23T05:54:56Z`
	- repo last seen: `2026-04-23T10:29:10Z`
	- 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: 4931 days
	- recent public PR activity: 0 PRs (0 merged / 0 closed-unmerged / 0 open; merged rate n/a, closed-unmerged rate n/a, open rate n/a)
	- public orgs: none visible
	- compact scores: follow-through n/a, breadth low, automation risk low
	- heuristic read: no visible non-self stars

	Example artifacts:
	- [PR #13551: feat: Add Motif-Video model and pipelines](https://github.com/huggingface/diffusers/pull/13551) — open

	### `xin3he`

	- profile: [github.com/xin3he](https://github.com/xin3he)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Axin3he)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Axin3he)
	- repo first seen: `2026-03-04T11:16:34Z`
	- repo last seen: `2026-04-26T08:56:13Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 5 comments / 6 reviews / 6 review comments
	- account age: 1822 days
	- recent public PR activity: 52 PRs (41 merged / 5 closed-unmerged / 6 open; merged rate 79%, closed-unmerged rate 10%, open rate 12%)
	- public orgs: none visible
	- compact scores: follow-through strong, breadth low, automation risk low
	- heuristic read: high recent PR volume

	Example artifacts:
	- [PR #13552: Integrate AutoRound into Diffusers](https://github.com/huggingface/diffusers/pull/13552) — open

	### `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: 3421 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

	### `yadferhad`

	- profile: [github.com/yadferhad](https://github.com/yadferhad)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ayadferhad)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ayadferhad)
	- repo first seen: `2026-04-15T17:24:00Z`
	- repo last seen: `2026-04-17T22:44:25Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 2 comments / 4 reviews / 4 review comments
	- account age: 3308 days
	- recent public PR activity: 2 PRs (0 merged / 1 closed-unmerged / 1 open; merged rate 0%, closed-unmerged rate 50%, open rate 50%)
	- public orgs: `backspace-labs`
	- 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 #13486: Fix Flux2 non-diffusers guidance LoRA conversion](https://github.com/huggingface/diffusers/pull/13486) — 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: 776 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

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