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	# New Contributor Report: huggingface/diffusers

	- Snapshot: `20260528T043525Z`
	- Generated: `2026-05-28T04:35:56Z`
	- Activity window: `60d`
	- Contributors: `99`

	## 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` \| 1040 \| 133 \| 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` \| 381 \| 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` \| 303 \| 38 \| strong \| low \| low \| targets high-star repos \|
	\| `hlky` \| [profile](https://github.com/hlky) \| no \| CONTRIBUTOR \| 1414d \| `2022-08-22T10:44:45Z` \| 149 \| 84 \| strong \| low \| low \| no visible non-self stars \|
	\| `asomoza` \| [profile](https://github.com/asomoza) \| no \| MEMBER \| 4600d \| `2023-11-10T05:32:15Z` \| 51 \| 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` \| 45 \| 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` \| 27 \| 4 \| strong \| moderate \| low \| high recent PR volume \|
	\| `dependabot[bot]` \| [profile](https://github.com/dependabot[bot]) \| no \| CONTRIBUTOR \| ?d \| `2023-12-20T21:14:21Z` \| 21 \| 0 \| n/a \| n/a \| n/a \| summary unavailable \|
	\| `kaixuanliu` \| [profile](https://github.com/kaixuanliu) \| no \| CONTRIBUTOR \| 3934d \| `2025-01-20T00:59:08Z` \| 14 \| 0 \| mixed \| moderate \| low \| high recent PR volume; targets high-star repos \|
	\| `Anai-Guo` \| [profile](https://github.com/Anai-Guo) \| no \| FIRST_TIME_CONTRIBUTOR \| 4d \| `2026-04-13T06:56:28Z` \| 13 \| 0 \| weak \| high \| medium \| very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos \|
	\| `akshan-main` \| [profile](https://github.com/akshan-main) \| no \| CONTRIBUTOR \| 1562d \| `2025-11-21T08:13:14Z` \| 12 \| 2 \| mixed \| moderate \| low \| high recent PR volume; targets high-star repos \|
	\| `sywangyi` \| [profile](https://github.com/sywangyi) \| no \| CONTRIBUTOR \| 2996d \| `2023-09-19T06:45:24Z` \| 12 \| 0 \| strong \| moderate \| low \| targets high-star repos \|
	\| `Dev-X25874` \| [profile](https://github.com/Dev-X25874) \| no \| CONTRIBUTOR \| 3d \| `2026-05-12T02:45:59Z` \| 10 \| 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 \|
	\| `paulinebm` \| [profile](https://github.com/paulinebm) \| no \| MEMBER \| 830d \| `2024-12-12T10:28:15Z` \| 8 \| 0 \| strong \| very high \| medium \| extremely high recent PR volume; very broad repo spread; no visible non-self stars \|
	\| `zhtmike` \| [profile](https://github.com/zhtmike) \| no \| CONTRIBUTOR \| 4275d \| `2026-03-17T08:08:13Z` \| 6 \| 3 \| mixed \| moderate \| low \| high recent PR volume \|
	\| `azolotenkov` \| [profile](https://github.com/azolotenkov) \| no \| CONTRIBUTOR \| 1019d \| `2025-03-04T13:58:31Z` \| 6 \| 0 \| strong \| low \| low \| 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` \| 5 \| 0 \| n/a \| n/a \| n/a \| summary unavailable \|
	\| `RuixiangMa` \| [profile](https://github.com/RuixiangMa) \| no \| CONTRIBUTOR \| 3287d \| `2026-04-02T17:19:18Z` \| 5 \| 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 \|
	\| `taivu1998` \| [profile](https://github.com/taivu1998) \| no \| FIRST_TIME_CONTRIBUTOR \| 2674d \| `2026-05-10T11:20:33Z` \| 4 \| 0 \| weak \| very high \| medium \| extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars \|
	\| `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 \|
	\| `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 \|
	\| `jbbqqf` \| [profile](https://github.com/jbbqqf) \| no \| FIRST_TIME_CONTRIBUTOR \| 4282d \| `2026-05-10T09:20:21Z` \| 3 \| 0 \| weak \| very high \| high \| extremely high recent PR volume; very broad repo spread; high open PR share \|
	\| `NazarKozak` \| [profile](https://github.com/NazarKozak) \| no \| FIRST_TIME_CONTRIBUTOR \| 4489d \| `2026-04-25T06:35:12Z` \| 3 \| 0 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `stevhliu` \| [profile](https://github.com/stevhliu) \| no \| MEMBER \| 2296d \| `2023-02-22T18:18:22Z` \| 214 \| 6 \| strong \| low \| low \| high recent PR volume; no visible non-self stars; targets high-star repos \|
	\| `dg845` \| [profile](https://github.com/dg845) \| no \| MEMBER \| 2327d \| `2023-03-22T05:10:45Z` \| 68 \| 8 \| mixed \| low \| low \| no visible non-self stars; targets high-star repos \|
	\| `kashif` \| [profile](https://github.com/kashif) \| no \| MEMBER \| 6570d \| `2022-06-15T15:01:24Z` \| 65 \| 0 \| mixed \| high \| low \| high recent PR volume; broad repo spread; targets high-star repos \|
	\| `christopher5106` \| [profile](https://github.com/christopher5106) \| no \| CONTRIBUTOR \| 4425d \| `2024-03-30T15:52:41Z` \| 8 \| 25 \| mixed \| low \| low \| targets high-star repos \|
	\| `JingyaHuang` \| [profile](https://github.com/JingyaHuang) \| no \| MEMBER \| 2742d \| `2022-11-03T10:27:59Z` \| 4 \| 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 \|
	\| `Ace3Z` \| [profile](https://github.com/Ace3Z) \| no \| FIRST_TIME_CONTRIBUTOR \| 2598d \| `2026-05-24T21:27:06Z` \| 2 \| 0 \| weak \| moderate \| low \| high open PR share; targets high-star repos \|
	\| `adityasingh2400` \| [profile](https://github.com/adityasingh2400) \| no \| FIRST_TIME_CONTRIBUTOR \| 2313d \| `2026-05-21T11:20:08Z` \| 2 \| 0 \| weak \| high \| medium \| extremely high recent PR volume; broad repo spread; many recent closed-unmerged PRs; 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 \|
	\| `Enderfga` \| [profile](https://github.com/Enderfga) \| no \| CONTRIBUTOR \| 1996d \| `2023-05-08T05:27:53Z` \| 2 \| 0 \| mixed \| moderate \| low \| high recent PR volume \|
	\| `gueraf` \| [profile](https://github.com/gueraf) \| no \| FIRST_TIME_CONTRIBUTOR \| 4071d \| `2026-04-27T22:38:24Z` \| 2 \| 0 \| strong \| low \| low \| — \|
	\| `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 \| CONTRIBUTOR \| 2149d \| `2026-04-16T05:37:27Z` \| 2 \| 0 \| mixed \| moderate \| low \| targets high-star repos \|
	\| `RobbinMarcus` \| [profile](https://github.com/RobbinMarcus) \| no \| CONTRIBUTOR \| 4693d \| `2026-05-03T18:15:59Z` \| 2 \| 0 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `tarekziade` \| [profile](https://github.com/tarekziade) \| no \| MEMBER \| 5865d \| `2026-05-13T07:23:25Z` \| 2 \| 0 \| mixed \| high \| low \| high recent PR volume; broad repo spread; targets high-star repos \|
	\| `terarachang` \| [profile](https://github.com/terarachang) \| no \| CONTRIBUTOR \| 3903d \| `2026-04-28T06:39:25Z` \| 2 \| 0 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `xodn348` \| [profile](https://github.com/xodn348) \| no \| FIRST_TIME_CONTRIBUTOR \| 2358d \| `2026-05-07T07:22:44Z` \| 2 \| 0 \| weak \| very high \| medium \| extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos \|
	\| `zxuhan` \| [profile](https://github.com/zxuhan) \| no \| FIRST_TIME_CONTRIBUTOR \| 1006d \| `2026-05-14T19:07:05Z` \| 2 \| 0 \| weak \| high \| medium \| high recent PR volume; broad repo spread; high open PR share; targets high-star repos \|
	\| `linoytsaban` \| [profile](https://github.com/linoytsaban) \| no \| MEMBER \| 2349d \| `2023-06-20T06:10:02Z` \| 75 \| 2 \| weak \| low \| high \| very high single-repo PR burst; many recent closed-unmerged PRs; targets high-star repos \|
	\| `rootonchair` \| [profile](https://github.com/rootonchair) \| no \| CONTRIBUTOR \| 3462d \| `2023-12-27T03:24:34Z` \| 24 \| 8 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `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 \|
	\| `entrpn` \| [profile](https://github.com/entrpn) \| no \| CONTRIBUTOR \| 4455d \| `2022-10-27T22:30:33Z` \| 12 \| 3 \| mixed \| moderate \| low \| — \|
	\| `catwell` \| [profile](https://github.com/catwell) \| no \| CONTRIBUTOR \| 5911d \| `2024-07-19T08:49:58Z` \| 3 \| 0 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `McPatate` \| [profile](https://github.com/McPatate) \| no \| MEMBER \| 4208d \| `2024-06-07T16:06:34Z` \| 3 \| 0 \| strong \| moderate \| low \| high recent PR volume \|
	\| `YangKai0616` \| [profile](https://github.com/YangKai0616) \| no \| CONTRIBUTOR \| 1466d \| `2026-03-23T11:52:46Z` \| 3 \| 0 \| mixed \| moderate \| low \| targets high-star repos \|
	\| `chinoll` \| [profile](https://github.com/chinoll) \| no \| CONTRIBUTOR \| 3510d \| `2022-11-02T08:27:54Z` \| 2 \| 3 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `luren55` \| [profile](https://github.com/luren55) \| no \| FIRST_TIME_CONTRIBUTOR \| 1577d \| `2025-10-31T04:34:34Z` \| 2 \| 1 \| mixed \| low \| low \| high open PR share; targets high-star repos \|
	\| `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 \|
	\| `Moran232` \| [profile](https://github.com/Moran232) \| no \| CONTRIBUTOR \| 4195d \| `2026-04-07T07:58:41Z` \| 1 \| 2 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `ivnvalex` \| [profile](https://github.com/ivnvalex) \| no \| CONTRIBUTOR \| 2600d \| `2026-04-29T16:10:12Z` \| 1 \| 1 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `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 \| 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 \|
	\| `Zhu1116` \| [profile](https://github.com/Zhu1116) \| no \| FIRST_TIMER \| 2176d \| `2025-05-30T08:21:12Z` \| 1 \| 1 \| weak \| low \| low \| high open PR share; 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 \| — \|
	\| `arieleli01212` \| [profile](https://github.com/arieleli01212) \| no \| FIRST_TIME_CONTRIBUTOR \| 396d \| `2026-05-17T18:44:15Z` \| 1 \| 0 \| mixed \| moderate \| low \| high open PR share; no visible non-self stars; targets high-star repos \|
	\| `aryanmotgi` \| [profile](https://github.com/aryanmotgi) \| no \| FIRST_TIME_CONTRIBUTOR \| 1802d \| `2026-05-22T02:15:07Z` \| 1 \| 0 \| strong \| moderate \| low \| high recent PR volume \|
	\| `atharvajoshi10` \| [profile](https://github.com/atharvajoshi10) \| no \| CONTRIBUTOR \| 3243d \| `2026-05-27T21:18:03Z` \| 1 \| 0 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `ATOM00blue` \| [profile](https://github.com/ATOM00blue) \| no \| FIRST_TIME_CONTRIBUTOR \| 318d \| `2026-05-22T01:48:23Z` \| 1 \| 0 \| weak \| very high \| medium \| young account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos \|
	\| `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 \| — \|
	\| `Carlofkl` \| [profile](https://github.com/Carlofkl) \| no \| FIRST_TIME_CONTRIBUTOR \| 2300d \| `2026-05-27T06:16:54Z` \| 1 \| 0 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `ChinChyi` \| [profile](https://github.com/ChinChyi) \| no \| FIRST_TIME_CONTRIBUTOR \| 3076d \| `2026-05-06T17:18:28Z` \| 1 \| 0 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `CoderSATTY` \| [profile](https://github.com/CoderSATTY) \| no \| FIRST_TIME_CONTRIBUTOR \| 644d \| `2026-05-23T06:54:12Z` \| 1 \| 0 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `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 \|
	\| `david-PHR` \| [profile](https://github.com/david-PHR) \| no \| CONTRIBUTOR \| 1486d \| `2026-04-30T08:17:26Z` \| 1 \| 0 \| weak \| low \| low \| high open PR share \|
	\| `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 \| — \|
	\| `dparikh79` \| [profile](https://github.com/dparikh79) \| no \| FIRST_TIME_CONTRIBUTOR \| 2859d \| `2026-05-16T22:41:41Z` \| 1 \| 0 \| weak \| high \| medium \| broad repo spread; high open PR share; no visible non-self stars; targets high-star repos \|
	\| `feice-huang` \| [profile](https://github.com/feice-huang) \| no \| CONTRIBUTOR \| 1462d \| `2026-04-22T10:38:45Z` \| 1 \| 0 \| strong \| low \| low \| targets high-star repos \|
	\| `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 \|
	\| `hf-dependantbot-rollout[bot]` \| [profile](https://github.com/hf-dependantbot-rollout[bot]) \| no \| CONTRIBUTOR \| ?d \| `2026-05-26T10:32:00Z` \| 1 \| 0 \| n/a \| n/a \| n/a \| summary unavailable \|
	\| `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 \|
	\| `hoangperry` \| [profile](https://github.com/hoangperry) \| no \| FIRST_TIME_CONTRIBUTOR \| 2981d \| `2026-05-17T09:23:14Z` \| 1 \| 0 \| weak \| moderate \| low \| high open PR share; targets high-star repos \|
	\| `itzzdeep` \| [profile](https://github.com/itzzdeep) \| no \| FIRST_TIME_CONTRIBUTOR \| 2097d \| `2026-05-11T21:21:31Z` \| 1 \| 0 \| weak \| low \| low \| high open PR share; no visible non-self stars; targets high-star repos \|
	\| `javierdejesusda` \| [profile](https://github.com/javierdejesusda) \| no \| FIRST_TIME_CONTRIBUTOR \| 545d \| `2026-05-24T23:05:02Z` \| 1 \| 0 \| mixed \| high \| low \| high recent PR volume; broad repo spread \|
	\| `JinLiIdeogram` \| [profile](https://github.com/JinLiIdeogram) \| no \| NONE \| 961d \| `2026-05-11T18:57:43Z` \| 1 \| 0 \| weak \| low \| low \| many recent closed-unmerged PRs; 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 \|
	\| `oab24413gmai` \| [profile](https://github.com/oab24413gmai) \| no \| FIRST_TIME_CONTRIBUTOR \| 31d \| `2026-05-14T04:22:50Z` \| 1 \| 0 \| weak \| high \| medium \| very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos \|
	\| `ooovenenoso` \| [profile](https://github.com/ooovenenoso) \| no \| FIRST_TIME_CONTRIBUTOR \| 1257d \| `2026-05-24T12:21:28Z` \| 1 \| 0 \| mixed \| moderate \| low \| — \|
	\| `Praanjaljain29` \| [profile](https://github.com/Praanjaljain29) \| no \| FIRST_TIME_CONTRIBUTOR \| 1088d \| `2026-05-28T02:28:09Z` \| 1 \| 0 \| weak \| low \| low \| 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 \|
	\| `rmatif` \| [profile](https://github.com/rmatif) \| no \| FIRST_TIME_CONTRIBUTOR \| 2169d \| `2026-05-12T16:24:51Z` \| 1 \| 0 \| mixed \| low \| low \| high open PR share; targets high-star repos \|
	\| `Shreyas-jk` \| [profile](https://github.com/Shreyas-jk) \| no \| FIRST_TIME_CONTRIBUTOR \| 527d \| `2026-05-08T23:19:21Z` \| 1 \| 0 \| mixed \| low \| low \| high open PR share; no visible non-self stars; targets high-star repos \|
	\| `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 \| 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 \|

	## 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: `2026-05-28T02:25:52Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 1173
	- snapshot authored PRs/issues: 1040 PRs / 133 issues
	- snapshot discussion activity: 8195 comments / 6989 reviews / 7248 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 #13807: note: torch.zeros -> torch.empty](https://github.com/huggingface/diffusers/pull/13807) — closed, merged
	- [PR #13795: [ci] shorten serge name.](https://github.com/huggingface/diffusers/pull/13795) — closed, merged
	- [PR #13787: [docs] fix ace step checkpoint id.](https://github.com/huggingface/diffusers/pull/13787) — closed, merged
	- [Issue #13713: Incorporate safetensors support to TorchAO](https://github.com/huggingface/diffusers/issues/13713) — 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

	### `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: `2026-05-27T11:28:41Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 395
	- snapshot authored PRs/issues: 381 PRs / 14 issues
	- snapshot discussion activity: 1079 comments / 1518 reviews / 1197 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 #13794: [WIP] Refactor Model Design](https://github.com/huggingface/diffusers/pull/13794) — open
	- [PR #13753: Update contribution guidelines](https://github.com/huggingface/diffusers/pull/13753) — closed, merged
	- [PR #13729: Update Flax removal version](https://github.com/huggingface/diffusers/pull/13729) — 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: `2026-05-27T23:20:22Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 341
	- snapshot authored PRs/issues: 303 PRs / 38 issues
	- snapshot discussion activity: 2590 comments / 2937 reviews / 3597 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 #13808: [docs] update philosophy.md (finally)](https://github.com/huggingface/diffusers/pull/13808) — open
	- [PR #13775: [agents docs] review-rules: add Tripwires section](https://github.com/huggingface/diffusers/pull/13775) — open
	- [PR #13774: [CI] claude_review: target source PR's branch for follow-up PRs](https://github.com/huggingface/diffusers/pull/13774) — 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

	### `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: `2026-05-14T12:00:18Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 233
	- snapshot authored PRs/issues: 149 PRs / 84 issues
	- snapshot discussion activity: 550 comments / 414 reviews / 417 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 #13719: Incorporate safetensors support to TorchAO](https://github.com/huggingface/diffusers/pull/13719) — open
	- [PR #13695: Fix Stable Cascade review issues](https://github.com/huggingface/diffusers/pull/13695) — open
	- [PR #13694: Fix LongCat AudioDiT dtype, VAE, and attention API issues](https://github.com/huggingface/diffusers/pull/13694) — open
	- [Issue #13656: [meta issue] Systematic model/pipeline review findings / tracking](https://github.com/huggingface/diffusers/issues/13656) — open
	- [Issue #13655: `model_infrastructure` model/pipeline review](https://github.com/huggingface/diffusers/issues/13655) — open
	- [Issue #13654: `model_unets_shared` model/pipeline review](https://github.com/huggingface/diffusers/issues/13654) — open

	### `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: `2026-05-22T04:53:40Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 62
	- snapshot authored PRs/issues: 51 PRs / 11 issues
	- snapshot discussion activity: 1314 comments / 259 reviews / 205 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 #13575: [Ernie-Image] Add lora support](https://github.com/huggingface/diffusers/pull/13575) — closed, merged
	- [PR #13427: [torchao] Fix `record_stream` with torchao and group offloading](https://github.com/huggingface/diffusers/pull/13427) — closed, draft
	- [PR #13381: [Agents] Optimizations skill](https://github.com/huggingface/diffusers/pull/13381) — open
	- [Issue #12441: Support Wan2.2-Animate](https://github.com/huggingface/diffusers/issues/12441) — closed
	- [Issue #11861: ControlnetUnion not working correctly](https://github.com/huggingface/diffusers/issues/11861) — closed
	- [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: `2026-05-23T07:56:12Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 45
	- snapshot authored PRs/issues: 45 PRs / 0 issues
	- snapshot discussion activity: 23 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 #13760: Fix FlowMatchEulerDiscreteScheduler double-shift in set_timesteps](https://github.com/huggingface/diffusers/pull/13760) — open
	- [PR #13741: Route SanaTransformer2DModel.forward by time-embed type, not by guidance presence](https://github.com/huggingface/diffusers/pull/13741) — open
	- [PR #13740: Raise ValueError instead of tearing down CUDA when AuraFlow latents exceed pos_embed_max_size](https://github.com/huggingface/diffusers/pull/13740) — open

	### `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: `2026-05-28T01:16:33Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 31
	- snapshot authored PRs/issues: 27 PRs / 4 issues
	- snapshot discussion activity: 80 comments / 31 reviews / 31 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 #13816: Use `device_map="auto"` in single file tests to support large models on limited GPU memory](https://github.com/huggingface/diffusers/pull/13816) — open
	- [PR #13777: Fix OOM in WanAnimate BitsAndBytes Training Test](https://github.com/huggingface/diffusers/pull/13777) — closed, merged
	- [PR #13776: Reduce FLUX int8 test peak memory with sequential offload](https://github.com/huggingface/diffusers/pull/13776) — open
	- [Issue #13105: Wan-AI/Wan2.1-T2V-1.3B-Diffusers output noise](https://github.com/huggingface/diffusers/issues/13105) — closed
	- [Issue #12975: AnimateDiffPipeline performance regression on CPU.](https://github.com/huggingface/diffusers/issues/12975) — closed
	- [Issue #12632: stable_diffusion_xl_img2img failed due to dtype missmatch](https://github.com/huggingface/diffusers/issues/12632) — closed

	### `dependabot[bot]`

	- profile: [github.com/dependabot[bot]](https://github.com/dependabot[bot])
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adependabot%5Bbot%5D)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adependabot%5Bbot%5D)
	- repo first seen: `2023-12-20T21:14:21Z`
	- repo last seen: `2026-05-26T15:48:39Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 21
	- snapshot authored PRs/issues: 21 PRs / 0 issues
	- snapshot discussion activity: 4 comments / 0 reviews / 0 review comments
	- account age: ? days
	- recent public PR activity: ? PRs (? merged / ? closed-unmerged / ? open; merged rate n/a, closed-unmerged rate n/a, open rate n/a)
	- public orgs: none visible
	- compact scores: follow-through n/a, breadth n/a, automation risk n/a
	- heuristic read: summary unavailable
	- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'dependabot[bot]'."}]`

	Example artifacts:
	- [PR #13814: Bump the actions group with 15 updates](https://github.com/huggingface/diffusers/pull/13814) — open
	- [PR #13773: Bump diffusers from 0.9.0 to 0.38.0 in /examples/research_projects/dreambooth_inpaint](https://github.com/huggingface/diffusers/pull/13773) — open
	- [PR #13692: Bump diffusers from 0.20.1 to 0.38.0 in /examples/research_projects/realfill](https://github.com/huggingface/diffusers/pull/13692) — closed, merged

	### `kaixuanliu`

	- profile: [github.com/kaixuanliu](https://github.com/kaixuanliu)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Akaixuanliu)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Akaixuanliu)
	- repo first seen: `2025-01-20T00:59:08Z`
	- repo last seen: `2026-05-19T14:09:06Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 14
	- snapshot authored PRs/issues: 14 PRs / 0 issues
	- snapshot discussion activity: 44 comments / 9 reviews / 9 review comments
	- account age: 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 #13766: fix device mismatch issue for HiDreamTransformerTests](https://github.com/huggingface/diffusers/pull/13766) — closed, merged
	- [PR #13534: Fix non-deterministic T5 outputs in HiDream pipeline tests](https://github.com/huggingface/diffusers/pull/13534) — closed, merged
	- [PR #13496: add _repeated_blocks for ErnieImageTransformer2DModel](https://github.com/huggingface/diffusers/pull/13496) — closed, merged

	### `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: `2026-05-28T01:33:45Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 13
	- snapshot authored PRs/issues: 13 PRs / 0 issues
	- snapshot discussion activity: 5 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 #13791: fix(modeling_utils): rename shadowed `tuple` loop var in get_parameter_dtype (#13789)](https://github.com/huggingface/diffusers/pull/13791) — open
	- [PR #13671: fix(ddpm): use _execution_device, validate inputs, free hooks (#13649)](https://github.com/huggingface/diffusers/pull/13671) — open
	- [PR #13669: fix(unets): preserve scalar float timestep dtype in UNet1D/2D + FlaxUNet2DCondition (#13654)](https://github.com/huggingface/diffusers/pull/13669) — open

	### `akshan-main`

	- profile: [github.com/akshan-main](https://github.com/akshan-main)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aakshan-main)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aakshan-main)
	- repo first seen: `2025-11-21T08:13:14Z`
	- repo last seen: `2026-05-27T13:27:06Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 14
	- snapshot authored PRs/issues: 12 PRs / 2 issues
	- snapshot discussion activity: 100 comments / 22 reviews / 22 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 #13727: Add from_single_file support to ErnieImageTransformer2DModel](https://github.com/huggingface/diffusers/pull/13727) — open
	- [PR #13687: [ernie-image] use concrete Mistral3Model / Ministral3ForCausalLM types](https://github.com/huggingface/diffusers/pull/13687) — closed
	- [PR #13663: Address ernie-image review findings #13577](https://github.com/huggingface/diffusers/pull/13663) — closed, merged
	- [Issue #13439: HunyuanVideo 1.5 I2V image conditioning preprocessed at latent resolution instead of pixel resolution](https://github.com/huggingface/diffusers/issues/13439) — closed
	- [Issue #13421: Add negative_prompt parameter to GLMImagePipeline](https://github.com/huggingface/diffusers/issues/13421) — closed

	### `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: `2026-05-26T06:47:54Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 12
	- snapshot authored PRs/issues: 12 PRs / 0 issues
	- snapshot discussion activity: 34 comments / 10 reviews / 10 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 #13810: This PR updates the Stable Diffusion IP-Adapter integration](https://github.com/huggingface/diffusers/pull/13810) — open
	- [PR #13805: Initialize ZImage pad tokens deterministically](https://github.com/huggingface/diffusers/pull/13805) — closed, merged
	- [PR #13770: update safetensors.torch._tobytes to safetensors.torch._to_ndarray](https://github.com/huggingface/diffusers/pull/13770) — closed, merged

	### `Dev-X25874`

	- profile: [github.com/Dev-X25874](https://github.com/Dev-X25874)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ADev-X25874)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ADev-X25874)
	- repo first seen: `2026-05-12T02:45:59Z`
	- repo last seen: `2026-05-27T14:44:34Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 10
	- snapshot authored PRs/issues: 10 PRs / 0 issues
	- snapshot discussion activity: 9 comments / 1 reviews / 1 review comments
	- account age: 3 days
	- recent public PR activity: 7 PRs (0 merged / 4 closed-unmerged / 3 open; merged rate 0%, closed-unmerged rate 57%, open rate 43%)
	- 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 #13806: [fix] hooks/taylorseer_cache: fix off-by-one in post-warmup compute interval](https://github.com/huggingface/diffusers/pull/13806) — open
	- [PR #13797: [DreamBooth SDXL LoRA] Apply SNR min-weighting to prior preservation loss when snr_gamma is set](https://github.com/huggingface/diffusers/pull/13797) — open
	- [PR #13796: [SDXL] Fix clip_skip not applied to negative prompt embeddings in encode_prompt](https://github.com/huggingface/diffusers/pull/13796) — closed

	### `paulinebm`

	- profile: [github.com/paulinebm](https://github.com/paulinebm)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Apaulinebm)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Apaulinebm)
	- repo first seen: `2024-12-12T10:28:15Z`
	- repo last seen: `2026-05-07T12:01:20Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 8
	- snapshot authored PRs/issues: 8 PRs / 0 issues
	- snapshot discussion activity: 1 comments / 9 reviews / 8 review comments
	- account age: 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 #13690: [CI] Bump style-bot SHA + switch to GitHub App](https://github.com/huggingface/diffusers/pull/13690) — closed, merged
	- [PR #13438: add PR fork workable](https://github.com/huggingface/diffusers/pull/13438) — closed, merged
	- [PR #13385: 🔒 Pin GitHub Actions to commit SHAs](https://github.com/huggingface/diffusers/pull/13385) — closed, merged

	### `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: `2026-05-26T06:18:49Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 9
	- snapshot authored PRs/issues: 6 PRs / 3 issues
	- snapshot discussion activity: 14 comments / 36 reviews / 36 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 #13809: add SP support for `_flash_3_varlen_hub` backend](https://github.com/huggingface/diffusers/pull/13809) — open
	- [PR #13756: Fix the QwenImage Attention mask under Ulysses SP](https://github.com/huggingface/diffusers/pull/13756) — open
	- [PR #13479: add SP support for `flash_varlen_hub` backend](https://github.com/huggingface/diffusers/pull/13479) — closed, merged
	- [Issue #13696: [bug] The mask is not correctly sharded for QwenImageTransformer + Ulysses SP](https://github.com/huggingface/diffusers/issues/13696) — open
	- [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

	### `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: `2026-05-27T16:34:29Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 6
	- snapshot authored PRs/issues: 6 PRs / 0 issues
	- snapshot discussion activity: 11 comments / 9 reviews / 9 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 #13712: Allow bucket reshuffling with DreamBooth caches](https://github.com/huggingface/diffusers/pull/13712) — open
	- [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

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

	- profile: [github.com/hf-security-analysis[bot]](https://github.com/hf-security-analysis[bot])
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahf-security-analysis%5Bbot%5D)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahf-security-analysis%5Bbot%5D)
	- repo first seen: `2026-03-27T11:59:04Z`
	- repo last seen: `2026-05-27T16:14:19Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 5
	- snapshot authored PRs/issues: 5 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: ? days
	- recent public PR activity: ? PRs (? merged / ? closed-unmerged / ? open; merged rate n/a, closed-unmerged rate n/a, open rate n/a)
	- public orgs: none visible
	- compact scores: follow-through n/a, breadth n/a, automation risk n/a
	- heuristic read: summary unavailable
	- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'hf-security-analysis[bot]'."}]`

	Example artifacts:
	- [PR #13817: chore: update serge_review.yml](https://github.com/huggingface/diffusers/pull/13817) — open
	- [PR #13737: chore: update serge_review.yml](https://github.com/huggingface/diffusers/pull/13737) — open
	- [PR #13685: chore: update pr_labeler.yml](https://github.com/huggingface/diffusers/pull/13685) — closed, merged

	### `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

	### `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

	### `taivu1998`

	- profile: [github.com/taivu1998](https://github.com/taivu1998)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ataivu1998)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ataivu1998)
	- repo first seen: `2026-05-10T11:20:33Z`
	- repo last seen: `2026-05-10T11:23:21Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 4
	- snapshot authored PRs/issues: 4 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 2674 days
	- recent public PR activity: 153 PRs (19 merged / 35 closed-unmerged / 99 open; merged rate 12%, closed-unmerged rate 23%, open rate 65%)
	- 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; no visible non-self stars

	Example artifacts:
	- [PR #13711: Fix shared transformer masks and temporal output channels](https://github.com/huggingface/diffusers/pull/13711) — open
	- [PR #13710: Add opt-in Exclusive Self Attention support](https://github.com/huggingface/diffusers/pull/13710) — open
	- [PR #13709: Fix model infrastructure edge cases](https://github.com/huggingface/diffusers/pull/13709) — open

	### `songh11`

	- profile: [github.com/songh11](https://github.com/songh11)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asongh11)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asongh11)
	- repo first seen: `2024-12-05T09:11:19Z`
	- repo last seen: `2026-04-29T02:43:56Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 8
	- snapshot authored PRs/issues: 3 PRs / 5 issues
	- snapshot discussion activity: 16 comments / 9 reviews / 9 review comments
	- account age: 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) — closed, merged
	- [PR #13507: fix: handle non-zero storage_offset in sage attention for ring compatibility](https://github.com/huggingface/diffusers/pull/13507) — open
	- [PR #13478: fix(ernie-image): avoid locals() comprehension scope issue in callback kwargs](https://github.com/huggingface/diffusers/pull/13478) — closed, merged
	- [Issue #13506: Sage attention fails with ring-attention.](https://github.com/huggingface/diffusers/issues/13506) — open
	- [Issue #13477: ErnieImage callback locals() scope bug.](https://github.com/huggingface/diffusers/issues/13477) — closed
	- [Issue #12396: Using leaf_level together with delete_adapters can get some errors.](https://github.com/huggingface/diffusers/issues/12396) — closed

	### `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

	### `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: `2026-04-28T09:00:29Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 3
	- snapshot authored PRs/issues: 3 PRs / 0 issues
	- snapshot discussion activity: 6 comments / 0 reviews / 0 review comments
	- account age: 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

	### `jbbqqf`

	- profile: [github.com/jbbqqf](https://github.com/jbbqqf)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ajbbqqf)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ajbbqqf)
	- repo first seen: `2026-05-10T09:20:21Z`
	- repo last seen: `2026-05-22T07:11:13Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 3
	- snapshot authored PRs/issues: 3 PRs / 0 issues
	- snapshot discussion activity: 6 comments / 0 reviews / 0 review comments
	- account age: 4282 days
	- recent public PR activity: 299 PRs (0 merged / 13 closed-unmerged / 286 open; merged rate 0%, closed-unmerged rate 4%, open rate 96%)
	- public orgs: `just-escape`
	- compact scores: follow-through weak, breadth very high, automation risk high
	- heuristic read: extremely high recent PR volume; very broad repo spread; high open PR share

	Example artifacts:
	- [PR #13706: Fix double timestep shifting in `FlowMatchEulerDiscreteScheduler.set_timesteps` (#13243)](https://github.com/huggingface/diffusers/pull/13706) — open
	- [PR #13705: Validate `num_inference_steps > 0` in `DDPMScheduler.set_timesteps` (#13394)](https://github.com/huggingface/diffusers/pull/13705) — open
	- [PR #13704: Guard against zero `std_cfg` in `rescale_noise_cfg` (#13425)](https://github.com/huggingface/diffusers/pull/13704) — open

	### `NazarKozak`

	- profile: [github.com/NazarKozak](https://github.com/NazarKozak)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ANazarKozak)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ANazarKozak)
	- repo first seen: `2026-04-25T06:35:12Z`
	- repo last seen: `2026-04-27T21:18:53Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 3
	- snapshot authored PRs/issues: 3 PRs / 0 issues
	- snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
	- account age: 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

	### `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: `2026-05-22T08:16:53Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 220
	- snapshot authored PRs/issues: 214 PRs / 6 issues
	- snapshot discussion activity: 246 comments / 769 reviews / 1600 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 #13771: [docs] remove pipeline examples section](https://github.com/huggingface/diffusers/pull/13771) — closed, merged
	- [PR #13769: Fix missing forward/__call__ docstring entries](https://github.com/huggingface/diffusers/pull/13769) — closed, merged
	- [PR #13334: [docs] refactor model skill](https://github.com/huggingface/diffusers/pull/13334) — closed, merged
	- [Issue #7238: IP-Adapter masking](https://github.com/huggingface/diffusers/issues/7238) — closed
	- [Issue #5380: [community pipeline] Mixture tiling](https://github.com/huggingface/diffusers/issues/5380) — closed
	- [Issue #5379: [community pipeline] SpeechToImage](https://github.com/huggingface/diffusers/issues/5379) — closed

	### `dg845`

	- profile: [github.com/dg845](https://github.com/dg845)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adg845)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adg845)
	- repo first seen: `2023-03-22T05:10:45Z`
	- repo last seen: `2026-05-27T06:56:13Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 76
	- snapshot authored PRs/issues: 68 PRs / 8 issues
	- snapshot discussion activity: 361 comments / 864 reviews / 753 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 #13697: Fix GGUF to Work Better with `modules_to_not_convert` / `keep_in_fp32_modules`](https://github.com/huggingface/diffusers/pull/13697) — closed, merged
	- [PR #13572: Add LTX-2.X IC LoRA and HDR Pipelines](https://github.com/huggingface/diffusers/pull/13572) — closed, merged
	- [PR #13337: Update LTX-2 Docs to Cover LTX-2.3 Models](https://github.com/huggingface/diffusers/pull/13337) — closed, merged
	- [Issue #12079: API Suggestion: Expose Methods to Convert to Sample Prediction in Schedulers](https://github.com/huggingface/diffusers/issues/12079) — open
	- [Issue #8547: Latent Consistency Model Possible Scaling Bug](https://github.com/huggingface/diffusers/issues/8547) — closed
	- [Issue #6756: Handling LoRA Scale in the Legacy LoRA Implementation.](https://github.com/huggingface/diffusers/issues/6756) — closed

	### `kashif`

	- profile: [github.com/kashif](https://github.com/kashif)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Akashif)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Akashif)
	- repo first seen: `2022-06-15T15:01:24Z`
	- repo last seen: `2026-05-20T06:24:15Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 65
	- snapshot authored PRs/issues: 65 PRs / 0 issues
	- snapshot discussion activity: 204 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 #13699: [discrete diffusion] Add dflash pipeline](https://github.com/huggingface/diffusers/pull/13699) — open
	- [PR #13698: [LLADA2] Fix llada2 review #13598](https://github.com/huggingface/diffusers/pull/13698) — closed, merged
	- [PR #13333: [LLADA2] documentation fixes](https://github.com/huggingface/diffusers/pull/13333) — 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: `2026-04-30T07:12:02Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 33
	- snapshot authored PRs/issues: 8 PRs / 25 issues
	- snapshot discussion activity: 106 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

	### `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: `2026-05-26T15:18:32Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 4
	- snapshot authored PRs/issues: 4 PRs / 0 issues
	- snapshot discussion activity: 6 comments / 5 reviews / 7 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 #13718: [Neuron] Add tensor parallel support for Neuron backend](https://github.com/huggingface/diffusers/pull/13718) — open, draft
	- [PR #13485: [Neuron] Enable `torch.compile` compatibility with Neuron device](https://github.com/huggingface/diffusers/pull/13485) — open
	- [PR #13289: [Neuron] Add AWS Neuron (Trainium/Inferentia) as an officially supported device](https://github.com/huggingface/diffusers/pull/13289) — open

	### `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

	### `Ace3Z`

	- profile: [github.com/Ace3Z](https://github.com/Ace3Z)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AAce3Z)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AAce3Z)
	- repo first seen: `2026-05-24T21:27:06Z`
	- repo last seen: `2026-05-25T00:14:20Z`
	- 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: 2598 days
	- recent public PR activity: 7 PRs (0 merged / 0 closed-unmerged / 7 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth moderate, automation risk low
	- heuristic read: high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13804: fix(ernie_image): pass attn_mask=None when text is unpadded](https://github.com/huggingface/diffusers/pull/13804) — open
	- [PR #13802: fix(ernie-image): pass attn_mask=None when text is unpadded](https://github.com/huggingface/diffusers/pull/13802) — open

	### `adityasingh2400`

	- profile: [github.com/adityasingh2400](https://github.com/adityasingh2400)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aadityasingh2400)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aadityasingh2400)
	- repo first seen: `2026-05-21T11:20:08Z`
	- repo last seen: `2026-05-21T11:22:41Z`
	- first seen in snapshot: no
	- repo association: 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: 2313 days
	- recent public PR activity: 157 PRs (48 merged / 70 closed-unmerged / 39 open; merged rate 31%, closed-unmerged rate 45%, open rate 25%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth high, automation risk medium
	- heuristic read: extremely high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos

	Example artifacts:
	- [PR #13784: Point users at AOBaseConfig replacement when passing string quant_type to TorchAoConfig](https://github.com/huggingface/diffusers/pull/13784) — open
	- [PR #13783: Fix AttentionModuleMixin.set_attention_backend skipping hub kernel download](https://github.com/huggingface/diffusers/pull/13783) — 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

	### `Enderfga`

	- profile: [github.com/Enderfga](https://github.com/Enderfga)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AEnderfga)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AEnderfga)
	- repo first seen: `2023-05-08T05:27:53Z`
	- repo last seen: `2026-05-27T15:19:26Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 2 PRs / 0 issues
	- snapshot discussion activity: 14 comments / 43 reviews / 43 review comments
	- account age: 1996 days
	- recent public PR activity: 28 PRs (23 merged / 3 closed-unmerged / 2 open; merged rate 82%, closed-unmerged rate 11%, open rate 7%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth moderate, automation risk low
	- heuristic read: high recent PR volume

	Example artifacts:
	- [PR #13792: [AnyFlow] FAR: standalone causal-mask builder + torch.compile follow-up](https://github.com/huggingface/diffusers/pull/13792) — open
	- [PR #13745: Add AnyFlow Any-Step Video Diffusion Pipelines (Bidirectional + FAR Causal)](https://github.com/huggingface/diffusers/pull/13745) — closed, merged

	### `gueraf`

	- profile: [github.com/gueraf](https://github.com/gueraf)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Agueraf)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Agueraf)
	- repo first seen: `2026-04-27T22:38:24Z`
	- repo last seen: `2026-05-18T12:44:21Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 2 PRs / 0 issues
	- snapshot discussion activity: 5 comments / 0 reviews / 0 review comments
	- account age: 4071 days
	- recent public PR activity: 8 PRs (7 merged / 0 closed-unmerged / 1 open; merged rate 88%, closed-unmerged rate 0%, open rate 12%)
	- public orgs: none visible
	- compact scores: follow-through strong, breadth low, automation risk low
	- heuristic read: —

	Example artifacts:
	- [PR #13681: Add a (rolling) KV cache for Wan models to enable autoregressive rollouts ("SelfForcing-style").](https://github.com/huggingface/diffusers/pull/13681) — open
	- [PR #13569: Add rolling KV cache hook](https://github.com/huggingface/diffusers/pull/13569) — open, draft

	### `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: 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) — closed, merged

	### `RobbinMarcus`

	- profile: [github.com/RobbinMarcus](https://github.com/RobbinMarcus)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ARobbinMarcus)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ARobbinMarcus)
	- repo first seen: `2026-05-03T18:15:59Z`
	- repo last seen: `2026-05-04T19:16:57Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 2 PRs / 0 issues
	- snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
	- account age: 4693 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 #13678: Fix ignored generator in FlowMatchEulerDiscreteScheduler](https://github.com/huggingface/diffusers/pull/13678) — closed, merged
	- [PR #13677: Fix ignored generator in FlowMatchEulerDiscreteScheduler](https://github.com/huggingface/diffusers/pull/13677) — closed

	### `tarekziade`

	- profile: [github.com/tarekziade](https://github.com/tarekziade)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Atarekziade)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Atarekziade)
	- repo first seen: `2026-05-13T07:23:25Z`
	- repo last seen: `2026-05-27T15:35:26Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 2 PRs / 0 issues
	- snapshot discussion activity: 4 comments / 3 reviews / 0 review comments
	- account age: 5865 days
	- recent public PR activity: 88 PRs (46 merged / 9 closed-unmerged / 33 open; merged rate 52%, closed-unmerged rate 10%, open rate 38%)
	- public orgs: `AFPy`, `faitmain`, `circus-tent`
	- 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 #13748: feat: Add Motif-Video model and pipelines](https://github.com/huggingface/diffusers/pull/13748) — open
	- [PR #13747: do not merge - testing reviewbot](https://github.com/huggingface/diffusers/pull/13747) — open

	### `terarachang`

	- profile: [github.com/terarachang](https://github.com/terarachang)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aterarachang)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aterarachang)
	- repo first seen: `2026-04-28T06:39:25Z`
	- repo last seen: `2026-05-07T18:13:51Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 2 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 6 reviews / 6 review comments
	- account age: 3903 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 #13664: Add LoRA support for Cosmos Predict 2.5 and fix pipeline to match official Cosmos repo](https://github.com/huggingface/diffusers/pull/13664) — closed, merged
	- [PR #13573: Add LoRA support for Cosmos Predict 2.5 and fix pipeline to match official Cosmos repo](https://github.com/huggingface/diffusers/pull/13573) — closed

	### `xodn348`

	- profile: [github.com/xodn348](https://github.com/xodn348)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Axodn348)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Axodn348)
	- repo first seen: `2026-05-07T07:22:44Z`
	- repo last seen: `2026-05-13T09:19:39Z`
	- first seen in snapshot: no
	- repo association: 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: 2358 days
	- recent public PR activity: 169 PRs (22 merged / 29 closed-unmerged / 118 open; merged rate 13%, closed-unmerged rate 17%, open rate 70%)
	- 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 #13742: fix(dynamic_modules): enforce trust_remote_code for community pipeline branch](https://github.com/huggingface/diffusers/pull/13742) — open
	- [PR #13688: fix(deepfloyd_if): remove @torch.no_grad() from encode_prompt in all IF variants](https://github.com/huggingface/diffusers/pull/13688) — open

	### `zxuhan`

	- profile: [github.com/zxuhan](https://github.com/zxuhan)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Azxuhan)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Azxuhan)
	- repo first seen: `2026-05-14T19:07:05Z`
	- repo last seen: `2026-05-14T19:39:53Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 2 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 1006 days
	- recent public PR activity: 53 PRs (9 merged / 16 closed-unmerged / 28 open; merged rate 17%, closed-unmerged rate 30%, open rate 53%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth high, automation risk medium
	- heuristic read: high recent PR volume; broad repo spread; high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13755: [pipelines] fix SD3 crash with pre-computed prompt_embeds and num_images_per_prompt](https://github.com/huggingface/diffusers/pull/13755) — open
	- [PR #13754: [schedulers] fix RecursionError in CosineDPMSolverMultistepScheduler](https://github.com/huggingface/diffusers/pull/13754) — open

	### `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: `2026-05-22T03:33:27Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 77
	- snapshot authored PRs/issues: 75 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 #13788: [LTX 2.3] update docs](https://github.com/huggingface/diffusers/pull/13788) — closed, merged
	- [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
	- [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

	### `rootonchair`

	- profile: [github.com/rootonchair](https://github.com/rootonchair)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Arootonchair)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Arootonchair)
	- repo first seen: `2023-12-27T03:24:34Z`
	- repo last seen: `2026-05-26T16:46:05Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 32
	- snapshot authored PRs/issues: 24 PRs / 8 issues
	- snapshot discussion activity: 106 comments / 39 reviews / 39 review comments
	- account age: 3462 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 #13730: Fix redundant Z-Image terminal timestep](https://github.com/huggingface/diffusers/pull/13730) — open
	- [PR #12934: LTX2 distilled checkpoint support](https://github.com/huggingface/diffusers/pull/12934) — closed, merged
	- [PR #10488: Implement framewise encoding/decoding in LTX Video VAE](https://github.com/huggingface/diffusers/pull/10488) — closed, merged
	- [Issue #13232: LTX-2.3 Support](https://github.com/huggingface/diffusers/issues/13232) — closed
	- [Issue #8686: `SDXLCFGCutoffCallback` does not work with `StableDiffusionXLControlNetPipeline`](https://github.com/huggingface/diffusers/issues/8686) — closed
	- [Issue #7985: IPAdapter not compatible to torch.compile ](https://github.com/huggingface/diffusers/issues/7985) — closed

	### `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: `2026-05-09T22:52:52Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 25
	- snapshot authored PRs/issues: 20 PRs / 5 issues
	- snapshot discussion activity: 58 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

	### `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

	### `catwell`

	- profile: [github.com/catwell](https://github.com/catwell)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Acatwell)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Acatwell)
	- repo first seen: `2024-07-19T08:49:58Z`
	- repo last seen: `2026-05-19T10:14:19Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 3
	- snapshot authored PRs/issues: 3 PRs / 0 issues
	- snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
	- account age: 5911 days
	- recent public PR activity: 3 PRs (0 merged / 1 closed-unmerged / 2 open; merged rate 0%, closed-unmerged rate 33%, open rate 67%)
	- public orgs: `oploadk`, `strawberry-graphql`, `lunarmodules`, `finegrain-ai`
	- compact scores: follow-through weak, breadth low, automation risk low
	- heuristic read: high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13765: properly check for ftfy and warn if unavailable in all pipelines](https://github.com/huggingface/diffusers/pull/13765) — open
	- [PR #10982: fix default values of Flux guidance_scale in docstrings](https://github.com/huggingface/diffusers/pull/10982) — closed, merged
	- [PR #8905: allow tensors in several schedulers step() call](https://github.com/huggingface/diffusers/pull/8905) — closed, merged

	### `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

	### `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

	### `chinoll`

	- profile: [github.com/chinoll](https://github.com/chinoll)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Achinoll)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Achinoll)
	- repo first seen: `2022-11-02T08:27:54Z`
	- repo last seen: `2026-05-18T09:06:24Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 5
	- snapshot authored PRs/issues: 2 PRs / 3 issues
	- snapshot discussion activity: 7 comments / 0 reviews / 0 review comments
	- account age: 3510 days
	- recent public PR activity: 2 PRs (0 merged / 0 closed-unmerged / 2 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth low, automation risk low
	- heuristic read: high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13749: feat: Add HiDream-O1 transformer and image generation pipeline](https://github.com/huggingface/diffusers/pull/13749) — open
	- [PR #1671: Fix the bug that torch version less than 1.12 throws TypeError](https://github.com/huggingface/diffusers/pull/1671) — closed, merged
	- [Issue #1343: Enable xformers by default](https://github.com/huggingface/diffusers/issues/1343) — closed
	- [Issue #1214: CLIPTextModel does not work at half precision](https://github.com/huggingface/diffusers/issues/1214) — closed
	- [Issue #1100: Low probability of throwing 'CLIPTextTransformer' object has no attribute 'device' exception](https://github.com/huggingface/diffusers/issues/1100) — closed

	### `luren55`

	- profile: [github.com/luren55](https://github.com/luren55)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aluren55)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aluren55)
	- repo first seen: `2025-10-31T04:34:34Z`
	- repo last seen: `2026-05-10T16:11:06Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 3
	- snapshot authored PRs/issues: 2 PRs / 1 issues
	- snapshot discussion activity: 7 comments / 2 reviews / 2 review comments
	- account age: 1577 days
	- recent public PR activity: 2 PRs (1 merged / 0 closed-unmerged / 1 open; merged rate 50%, closed-unmerged rate 0%, open rate 50%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth low, automation risk low
	- heuristic read: high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13689: z-image support npu](https://github.com/huggingface/diffusers/pull/13689) — open
	- [PR #12979: z-image support npu](https://github.com/huggingface/diffusers/pull/12979) — open
	- [Issue #12565: Wan2.1 i2v running issue](https://github.com/huggingface/diffusers/issues/12565) — open

	### `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

	### `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: 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) — closed, merged
	- [Issue #13430: Support for JoyAI-Image-Edit](https://github.com/huggingface/diffusers/issues/13430) — closed
	- [Issue #13429: add JoyAI-Image-Edit](https://github.com/huggingface/diffusers/issues/13429) — closed

	### `ivnvalex`

	- profile: [github.com/ivnvalex](https://github.com/ivnvalex)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aivnvalex)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aivnvalex)
	- repo first seen: `2026-04-29T16:10:12Z`
	- repo last seen: `2026-04-29T16:19:34Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 1 PRs / 1 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 2600 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 #13645: [docs] fix typo in AutoencoderOobleck docs (#13642)](https://github.com/huggingface/diffusers/pull/13645) — closed, merged
	- [Issue #13642: [docs] typo in AutoencoderOobleck docs](https://github.com/huggingface/diffusers/issues/13642) — closed

	### `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: `2026-05-04T09:32:13Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 1 PRs / 1 issues
	- snapshot discussion activity: 4 comments / 3 reviews / 3 review comments
	- account age: 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) — closed, merged
	- [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

	### `Zhu1116`

	- profile: [github.com/Zhu1116](https://github.com/Zhu1116)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AZhu1116)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AZhu1116)
	- repo first seen: `2025-05-30T08:21:12Z`
	- repo last seen: `2026-05-28T03:05:33Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIMER
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 1 PRs / 1 issues
	- snapshot discussion activity: 3 comments / 0 reviews / 0 review comments
	- account age: 2176 days
	- recent public PR activity: 1 PRs (0 merged / 0 closed-unmerged / 1 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth low, automation risk low
	- heuristic read: high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13813: fix: resolve issue #13811](https://github.com/huggingface/diffusers/pull/13813) — open
	- [Issue #13811: Fix incorrect batch handling in _prepare_image_ids usage in train_dreambooth_lora_flux2_img2img.py](https://github.com/huggingface/diffusers/issues/13811) — open

	### `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

	### `arieleli01212`

	- profile: [github.com/arieleli01212](https://github.com/arieleli01212)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aarieleli01212)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aarieleli01212)
	- repo first seen: `2026-05-17T18:44:15Z`
	- repo last seen: `2026-05-17T18:44:15Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 396 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 #13763: Fix rescale_noise_cfg zero std handling](https://github.com/huggingface/diffusers/pull/13763) — open

	### `aryanmotgi`

	- profile: [github.com/aryanmotgi](https://github.com/aryanmotgi)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aaryanmotgi)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aaryanmotgi)
	- repo first seen: `2026-05-22T02:15:07Z`
	- repo last seen: `2026-05-22T02:15:07Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 1802 days
	- recent public PR activity: 69 PRs (56 merged / 5 closed-unmerged / 8 open; merged rate 81%, closed-unmerged rate 7%, open rate 12%)
	- public orgs: none visible
	- compact scores: follow-through strong, breadth moderate, automation risk low
	- heuristic read: high recent PR volume

	Example artifacts:
	- [PR #13786: Fix from_pretrain typo in StableCascade and Wuerstchen docstrings](https://github.com/huggingface/diffusers/pull/13786) — open

	### `atharvajoshi10`

	- profile: [github.com/atharvajoshi10](https://github.com/atharvajoshi10)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aatharvajoshi10)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aatharvajoshi10)
	- repo first seen: `2026-05-27T21:18:03Z`
	- repo last seen: `2026-05-27T21:18:03Z`
	- 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: 3243 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 #13818: Adding Cosmos 3 to Diffusers](https://github.com/huggingface/diffusers/pull/13818) — closed, merged

	### `ATOM00blue`

	- profile: [github.com/ATOM00blue](https://github.com/ATOM00blue)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AATOM00blue)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AATOM00blue)
	- repo first seen: `2026-05-22T01:48:23Z`
	- repo last seen: `2026-05-22T01:48:23Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 318 days
	- recent public PR activity: 61 PRs (3 merged / 8 closed-unmerged / 50 open; merged rate 5%, closed-unmerged rate 13%, open rate 82%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth very high, automation risk medium
	- heuristic read: young account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13785: Fix FlowMatchEulerDiscreteScheduler.index_for_timestep float precision lookup](https://github.com/huggingface/diffusers/pull/13785) — open

	### `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

	### `Carlofkl`

	- profile: [github.com/Carlofkl](https://github.com/Carlofkl)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ACarlofkl)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ACarlofkl)
	- repo first seen: `2026-05-27T06:16:54Z`
	- repo last seen: `2026-05-27T06:16:54Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 2300 days
	- recent public PR activity: 1 PRs (0 merged / 0 closed-unmerged / 1 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth low, automation risk low
	- heuristic read: high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13815: [Pipelines] Add DreamLite text-to-image and image-edit pipelines](https://github.com/huggingface/diffusers/pull/13815) — open, draft

	### `ChinChyi`

	- profile: [github.com/ChinChyi](https://github.com/ChinChyi)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AChinChyi)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AChinChyi)
	- repo first seen: `2026-05-06T17:18:28Z`
	- repo last seen: `2026-05-06T17:18:28Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 3076 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: `Alpha-VLLM`
	- compact scores: follow-through weak, breadth low, automation risk low
	- heuristic read: high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13686: [LLaDA 2.0-Uni] Add LLaDA 2.0-Uni multimodal discrete diffusion pipeline](https://github.com/huggingface/diffusers/pull/13686) — open

	### `CoderSATTY`

	- profile: [github.com/CoderSATTY](https://github.com/CoderSATTY)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ACoderSATTY)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ACoderSATTY)
	- repo first seen: `2026-05-23T06:54:12Z`
	- repo last seen: `2026-05-23T10:29:37Z`
	- 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: 1 comments / 0 reviews / 0 review comments
	- account age: 644 days
	- recent public PR activity: 1 PRs (0 merged / 0 closed-unmerged / 1 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth low, automation risk low
	- heuristic read: high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13798: Fix: FLUX.2 encode_prompt dtype and add bitsandbytes int8+bfloat16 warning](https://github.com/huggingface/diffusers/pull/13798) — open

	### `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

	### `david-PHR`

	- profile: [github.com/david-PHR](https://github.com/david-PHR)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adavid-PHR)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adavid-PHR)
	- repo first seen: `2026-04-30T08:17:26Z`
	- repo last seen: `2026-04-30T08:17:26Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 1486 days
	- recent public PR activity: 3 PRs (1 merged / 0 closed-unmerged / 2 open; merged rate 33%, closed-unmerged rate 0%, open rate 67%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth low, automation risk low
	- heuristic read: high open PR share

	Example artifacts:
	- [PR #13660: [qwenimage] add image_area kwarg to QwenImageEditPlusPipeline](https://github.com/huggingface/diffusers/pull/13660) — 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: `2026-05-06T00:13:06Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 10 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(group_offloading): synchronize default stream against transfer stream](https://github.com/huggingface/diffusers/pull/13502) — open

	### `dparikh79`

	- profile: [github.com/dparikh79](https://github.com/dparikh79)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adparikh79)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adparikh79)
	- repo first seen: `2026-05-16T22:41:41Z`
	- repo last seen: `2026-05-16T22:41:41Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 2859 days
	- recent public PR activity: 18 PRs (0 merged / 0 closed-unmerged / 18 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth high, automation risk medium
	- heuristic read: broad repo spread; high open PR share; no visible non-self stars; targets high-star repos

	Example artifacts:
	- [PR #13759: fix(peft_utils): raise actionable ValueError when rank_dict is empty in get_peft_kwargs](https://github.com/huggingface/diffusers/pull/13759) — open

	### `feice-huang`

	- profile: [github.com/feice-huang](https://github.com/feice-huang)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Afeice-huang)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Afeice-huang)
	- repo first seen: `2026-04-22T10:38:45Z`
	- repo last seen: `2026-05-12T07:13:42Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 12 comments / 19 reviews / 19 review comments
	- account age: 1462 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 #13726: [docs] add docs for JoyAI-Image-Edit](https://github.com/huggingface/diffusers/pull/13726) — closed, merged

	### `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 Flax LMSDiscreteScheduler sigma indexing and align LMS prediction_type with PyTorch](https://github.com/huggingface/diffusers/pull/13556) — open

	### `hf-dependantbot-rollout[bot]`

	- profile: [github.com/hf-dependantbot-rollout[bot]](https://github.com/hf-dependantbot-rollout[bot])
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahf-dependantbot-rollout%5Bbot%5D)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahf-dependantbot-rollout%5Bbot%5D)
	- repo first seen: `2026-05-26T10:32:00Z`
	- repo last seen: `2026-05-26T10:32:00Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: ? days
	- recent public PR activity: ? PRs (? merged / ? closed-unmerged / ? open; merged rate n/a, closed-unmerged rate n/a, open rate n/a)
	- public orgs: none visible
	- compact scores: follow-through n/a, breadth n/a, automation risk n/a
	- heuristic read: summary unavailable
	- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'hf-dependantbot-rollout[bot]'."}]`

	Example artifacts:
	- [PR #13812: chore: enable Dependabot weekly GitHub Actions bumps](https://github.com/huggingface/diffusers/pull/13812) — closed, merged

	### `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

	### `hoangperry`

	- profile: [github.com/hoangperry](https://github.com/hoangperry)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahoangperry)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahoangperry)
	- repo first seen: `2026-05-17T09:23:14Z`
	- repo last seen: `2026-05-17T09:23:14Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 2981 days
	- recent public PR activity: 4 PRs (0 merged / 0 closed-unmerged / 4 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
	- public orgs: `dpsnewailab`, `deepis-vn`
	- compact scores: follow-through weak, breadth moderate, automation risk low
	- heuristic read: high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13761: security: fix SSRF in load_image and load_video URL fetching](https://github.com/huggingface/diffusers/pull/13761) — open

	### `itzzdeep`

	- profile: [github.com/itzzdeep](https://github.com/itzzdeep)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aitzzdeep)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aitzzdeep)
	- repo first seen: `2026-05-11T21:21:31Z`
	- repo last seen: `2026-05-11T21:21:31Z`
	- 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: 2097 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 #13721: torchao: safetensors save/load + disk group offload (closes #13713)](https://github.com/huggingface/diffusers/pull/13721) — open

	### `javierdejesusda`

	- profile: [github.com/javierdejesusda](https://github.com/javierdejesusda)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ajavierdejesusda)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ajavierdejesusda)
	- repo first seen: `2026-05-24T23:05:02Z`
	- repo last seen: `2026-05-24T23:05:02Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 545 days
	- recent public PR activity: 43 PRs (30 merged / 3 closed-unmerged / 10 open; merged rate 70%, closed-unmerged rate 7%, open rate 23%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth high, automation risk low
	- heuristic read: high recent PR volume; broad repo spread

	Example artifacts:
	- [PR #13803: [utils] preserve method metadata in apply_forward_hook](https://github.com/huggingface/diffusers/pull/13803) — open

	### `JinLiIdeogram`

	- profile: [github.com/JinLiIdeogram](https://github.com/JinLiIdeogram)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AJinLiIdeogram)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AJinLiIdeogram)
	- repo first seen: `2026-05-11T18:57:43Z`
	- repo last seen: `2026-05-11T18:57:43Z`
	- first seen in snapshot: no
	- repo association: NONE
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 961 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 #13720: Test](https://github.com/huggingface/diffusers/pull/13720) — closed

	### `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

	### `oab24413gmai`

	- profile: [github.com/oab24413gmai](https://github.com/oab24413gmai)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aoab24413gmai)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aoab24413gmai)
	- repo first seen: `2026-05-14T04:22:50Z`
	- repo last seen: `2026-05-14T04:22:50Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 31 days
	- recent public PR activity: 20 PRs (0 merged / 2 closed-unmerged / 18 open; merged rate 0%, closed-unmerged rate 10%, open rate 90%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth high, automation risk medium
	- heuristic read: very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos

	Example artifacts:
	- [PR #13746: docs: fix duplicated "to" in UNetSpatioTemporalConditionModel docstring](https://github.com/huggingface/diffusers/pull/13746) — open

	### `ooovenenoso`

	- profile: [github.com/ooovenenoso](https://github.com/ooovenenoso)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aooovenenoso)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aooovenenoso)
	- repo first seen: `2026-05-24T12:21:28Z`
	- repo last seen: `2026-05-24T12:21:28Z`
	- first seen in snapshot: no
	- 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: 1257 days
	- recent public PR activity: 11 PRs (5 merged / 2 closed-unmerged / 4 open; merged rate 45%, closed-unmerged rate 18%, open rate 36%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth moderate, automation risk low
	- heuristic read: —

	Example artifacts:
	- [PR #13799: Fix Cosmos2 safety checker grad mode leak](https://github.com/huggingface/diffusers/pull/13799) — open

	### `Praanjaljain29`

	- profile: [github.com/Praanjaljain29](https://github.com/Praanjaljain29)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3APraanjaljain29)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3APraanjaljain29)
	- repo first seen: `2026-05-28T02:28:09Z`
	- repo last seen: `2026-05-28T02:28:09Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 1088 days
	- recent public PR activity: 1 PRs (0 merged / 0 closed-unmerged / 1 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth low, automation risk low
	- heuristic read: high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13820: Fix black image output in QwenImageEdit docstring](https://github.com/huggingface/diffusers/pull/13820) — open

	### `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

	### `rmatif`

	- profile: [github.com/rmatif](https://github.com/rmatif)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Armatif)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Armatif)
	- repo first seen: `2026-05-12T16:24:51Z`
	- repo last seen: `2026-05-22T15:58:51Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 2 comments / 4 reviews / 4 review comments
	- account age: 2169 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 #13732: Add Anima modular pipeline](https://github.com/huggingface/diffusers/pull/13732) — open

	### `Shreyas-jk`

	- profile: [github.com/Shreyas-jk](https://github.com/Shreyas-jk)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AShreyas-jk)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AShreyas-jk)
	- repo first seen: `2026-05-08T23:19:21Z`
	- repo last seen: `2026-05-08T23:19:21Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 527 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; no visible non-self stars; targets high-star repos

	Example artifacts:
	- [PR #13701: [mps] Fix NaN in Attention.get_attention_scores when attention_mask is None](https://github.com/huggingface/diffusers/pull/13701) — open

	### `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: `2026-05-14T07:29:01Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 13 comments / 12 reviews / 12 review comments
	- account age: 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) — closed, merged

	### `xin3he`

	- profile: [github.com/xin3he](https://github.com/xin3he)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Axin3he)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Axin3he)
	- repo first seen: `2026-03-04T11:16:34Z`
	- repo last seen: `2026-05-20T06:16:32Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 7 comments / 21 reviews / 21 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

Xet Storage Details

Size:: 157 kB
Xet hash:: 358e8d96d8f03a4bde9e33add42a1be37747f0adf8d407b2314e98fe4e1b1b64

Xet efficiently stores files, intelligently splitting them into unique chunks and accelerating uploads and downloads. More info.