# New Contributor Report: huggingface/diffusers - Snapshot: `20260421T103534Z` - Generated: `2026-04-21T10:36:02Z` - Activity window: `60d` - Contributors: `88` ## 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` | 1007 | 132 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos | | `DN6` | [profile](https://github.com/DN6) | no | MEMBER | 4361d | `2023-02-22T04:27:25Z` | 374 | 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` | 296 | 38 | strong | low | low | targets high-star repos | | `dg845` | [profile](https://github.com/dg845) | no | MEMBER | 2327d | `2023-03-22T05:10:45Z` | 66 | 8 | mixed | low | low | no visible non-self stars; targets high-star repos | | `asomoza` | [profile](https://github.com/asomoza) | no | MEMBER | 4600d | `2023-11-10T05:32:15Z` | 50 | 11 | weak | low | low | high open PR share; targets high-star repos | | `Ricardo-M-L` | [profile](https://github.com/Ricardo-M-L) | no | FIRST_TIME_CONTRIBUTOR | 2082d | `2026-04-02T16:08:54Z` | 37 | 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` | 19 | 4 | strong | moderate | low | high recent PR volume | | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-01-20T00:59:08Z` | 13 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos | | `SHYuanBest` | [profile](https://github.com/SHYuanBest) | no | CONTRIBUTOR | 995d | `2024-09-21T03:19:05Z` | 9 | 0 | strong | high | low | broad repo spread | | `christopher5106` | [profile](https://github.com/christopher5106) | no | CONTRIBUTOR | 4425d | `2024-03-30T15:52:41Z` | 8 | 25 | mixed | low | low | targets high-star repos | | `akshan-main` | [profile](https://github.com/akshan-main) | no | CONTRIBUTOR | 1562d | `2025-11-21T08:13:14Z` | 8 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos | | `s-zx` | [profile](https://github.com/s-zx) | no | FIRST_TIME_CONTRIBUTOR | 2021d | `2026-03-10T22:11:42Z` | 6 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos | | `azolotenkov` | [profile](https://github.com/azolotenkov) | no | CONTRIBUTOR | 1019d | `2025-03-04T13:58:31Z` | 5 | 0 | strong | low | low | no visible non-self stars; targets high-star repos | | `RuixiangMa` | [profile](https://github.com/RuixiangMa) | no | CONTRIBUTOR | 3287d | `2026-04-02T17:19:18Z` | 5 | 0 | mixed | low | low | high recent PR volume | | `zhtmike` | [profile](https://github.com/zhtmike) | no | CONTRIBUTOR | 4275d | `2026-03-17T08:08:13Z` | 4 | 2 | mixed | moderate | low | high recent PR volume | | `howardzhang-cv` | [profile](https://github.com/howardzhang-cv) | no | CONTRIBUTOR | 3147d | `2026-01-07T18:24:00Z` | 4 | 0 | mixed | low | low | high recent PR volume | | `HsiaWinter` | [profile](https://github.com/HsiaWinter) | no | CONTRIBUTOR | 1613d | `2026-04-08T04:14:03Z` | 4 | 0 | mixed | low | low | high open PR share; targets high-star repos | | `neo` | [profile](https://github.com/neo) | no | FIRST_TIME_CONTRIBUTOR | 4211d | `2023-09-20T21:42:50Z` | 4 | 0 | mixed | low | low | high open PR share; targets high-star repos | | `Akash504-ai` | [profile](https://github.com/Akash504-ai) | no | CONTRIBUTOR | 426d | `2026-03-29T19:06:50Z` | 3 | 3 | mixed | high | medium | extremely high recent PR volume; broad repo spread | | `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | FIRST_TIME_CONTRIBUTOR | 4d | `2026-04-13T06:56:28Z` | 3 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos | | `Chase-Xuu` | [profile](https://github.com/Chase-Xuu) | no | FIRST_TIME_CONTRIBUTOR | 1867d | `2026-03-10T01:43:26Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos | | `GitGlimpse895` | [profile](https://github.com/GitGlimpse895) | no | FIRST_TIME_CONTRIBUTOR | 6d | `2026-04-14T04:29:39Z` | 3 | 0 | weak | moderate | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos | | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1466d | `2026-03-23T11:52:46Z` | 3 | 0 | mixed | moderate | low | targets high-star repos | | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2023-02-22T18:18:22Z` | 212 | 6 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos | | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6570d | `2022-06-15T15:01:24Z` | 63 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos | | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2024-12-12T10:28:15Z` | 7 | 0 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars | | `JingyaHuang` | [profile](https://github.com/JingyaHuang) | no | MEMBER | 2742d | `2022-11-03T10:27:59Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos | | `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4940d | `2023-10-19T12:21:52Z` | 3 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs | | `songh11` | [profile](https://github.com/songh11) | no | CONTRIBUTOR | 1961d | `2024-12-05T09:11:19Z` | 2 | 5 | strong | low | low | — | | `chenyangzhu1` | [profile](https://github.com/chenyangzhu1) | no | CONTRIBUTOR | 1477d | `2026-04-02T15:30:04Z` | 2 | 1 | strong | low | low | targets high-star repos | | `agarwalprakhar2511` | [profile](https://github.com/agarwalprakhar2511) | no | FIRST_TIME_CONTRIBUTOR | 26d | `2026-03-22T09:13:05Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos | | `chang-zhijie` | [profile](https://github.com/chang-zhijie) | no | CONTRIBUTOR | 2856d | `2026-04-13T03:17:22Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos | | `eliemichel` | [profile](https://github.com/eliemichel) | no | FIRST_TIME_CONTRIBUTOR | 4553d | `2026-03-09T21:49:18Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos | | `gambletan` | [profile](https://github.com/gambletan) | no | FIRST_TIME_CONTRIBUTOR | 41d | `2026-03-16T14:10:56Z` | 2 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos | | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-27T11:59:04Z` | 2 | 0 | n/a | n/a | n/a | summary unavailable | | `huemin-art` | [profile](https://github.com/huemin-art) | no | CONTRIBUTOR | 1508d | `2026-03-12T14:56:59Z` | 2 | 0 | strong | low | low | targets high-star repos | | `jashshah999` | [profile](https://github.com/jashshah999) | no | FIRST_TIME_CONTRIBUTOR | 2570d | `2026-02-25T22:19:12Z` | 2 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos | | `kirillsst` | [profile](https://github.com/kirillsst) | no | CONTRIBUTOR | 290d | `2026-02-24T12:11:43Z` | 2 | 0 | weak | low | low | young account; high open PR share | | `NIK-TIGER-BILL` | [profile](https://github.com/NIK-TIGER-BILL) | no | CONTRIBUTOR | 2289d | `2026-03-30T07:15:17Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos | | `ParamChordiya` | [profile](https://github.com/ParamChordiya) | no | FIRST_TIME_CONTRIBUTOR | 2149d | `2026-04-16T05:37:27Z` | 2 | 0 | mixed | moderate | low | targets high-star repos | | `veeceey` | [profile](https://github.com/veeceey) | no | CONTRIBUTOR | 3057d | `2026-02-23T04:17:38Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos | | `hlky` | [profile](https://github.com/hlky) | no | CONTRIBUTOR | 1414d | `2022-08-22T10:44:45Z` | 142 | 7 | strong | low | low | no visible non-self stars | | `linoytsaban` | [profile](https://github.com/linoytsaban) | no | MEMBER | 2349d | `2023-06-20T06:10:02Z` | 74 | 2 | weak | low | high | very high single-repo PR burst; many recent closed-unmerged PRs; targets high-star repos | | `delmalih` | [profile](https://github.com/delmalih) | no | CONTRIBUTOR | 3312d | `2025-11-10T14:05:47Z` | 33 | 1 | strong | low | low | targets high-star repos | | `lawrence-cj` | [profile](https://github.com/lawrence-cj) | no | CONTRIBUTOR | 2408d | `2023-11-08T08:40:50Z` | 32 | 2 | mixed | low | low | — | | `Beinsezii` | [profile](https://github.com/Beinsezii) | no | CONTRIBUTOR | 2888d | `2023-11-06T21:11:04Z` | 20 | 5 | strong | moderate | low | high recent PR volume; no visible non-self stars | | `DefTruth` | [profile](https://github.com/DefTruth) | no | CONTRIBUTOR | 3136d | `2025-08-07T07:00:06Z` | 15 | 7 | strong | moderate | low | extremely high recent PR volume | | `entrpn` | [profile](https://github.com/entrpn) | no | CONTRIBUTOR | 4455d | `2022-10-27T22:30:33Z` | 12 | 3 | mixed | moderate | low | — | | `dxqb` | [profile](https://github.com/dxqb) | no | CONTRIBUTOR | 565d | `2025-01-12T14:41:12Z` | 9 | 13 | n/a | low | low | no visible non-self stars | | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2023-09-19T06:45:24Z` | 8 | 0 | strong | moderate | low | targets high-star repos | | `satani99` | [profile](https://github.com/satani99) | no | CONTRIBUTOR | 2806d | `2024-01-09T09:10:11Z` | 7 | 0 | weak | low | low | high open PR share; targets high-star repos | | `miguelmartin75` | [profile](https://github.com/miguelmartin75) | no | CONTRIBUTOR | 4853d | `2025-12-17T00:32:26Z` | 6 | 0 | strong | moderate | low | — | | `adi776borate` | [profile](https://github.com/adi776borate) | no | CONTRIBUTOR | 735d | `2025-11-11T18:30:22Z` | 5 | 0 | mixed | low | low | high open PR share; targets high-star repos | | `CalamitousFelicitousness` | [profile](https://github.com/CalamitousFelicitousness) | no | CONTRIBUTOR | 2197d | `2025-10-22T10:15:05Z` | 4 | 2 | mixed | moderate | low | — | | `AlanPonnachan` | [profile](https://github.com/AlanPonnachan) | no | CONTRIBUTOR | 1775d | `2024-12-23T18:31:30Z` | 4 | 0 | mixed | moderate | low | high open PR share; no visible non-self stars; targets high-star repos | | `cbensimon` | [profile](https://github.com/cbensimon) | no | MEMBER | 4031d | `2023-09-29T10:19:13Z` | 4 | 0 | n/a | low | low | no visible non-self stars | | `alvarobartt` | [profile](https://github.com/alvarobartt) | no | MEMBER | 2975d | `2025-12-22T14:10:32Z` | 3 | 0 | strong | moderate | low | high recent PR volume | | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4208d | `2024-06-07T16:06:34Z` | 3 | 0 | strong | moderate | low | high recent PR volume | | `tcaimm` | [profile](https://github.com/tcaimm) | no | CONTRIBUTOR | 1624d | `2025-12-02T11:22:45Z` | 3 | 0 | strong | low | low | targets high-star repos | | `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5122d | `2025-12-29T17:14:53Z` | 3 | 0 | strong | moderate | low | high recent PR volume | | `Moran232` | [profile](https://github.com/Moran232) | no | FIRST_TIME_CONTRIBUTOR | 4195d | `2026-04-07T07:58:41Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos | | `plugyawn` | [profile](https://github.com/plugyawn) | no | FIRST_TIME_CONTRIBUTOR | 1941d | `2026-03-08T17:03:35Z` | 1 | 1 | mixed | moderate | low | high open PR share | | `pthombre` | [profile](https://github.com/pthombre) | no | CONTRIBUTOR | 388d | `2025-12-22T23:16:56Z` | 1 | 1 | strong | moderate | low | — | | `Sunhill666` | [profile](https://github.com/Sunhill666) | no | CONTRIBUTOR | 3220d | `2026-04-01T06:54:19Z` | 1 | 1 | strong | low | low | targets high-star repos | | `VittoriaLanzo` | [profile](https://github.com/VittoriaLanzo) | no | NONE | 78d | `2026-04-02T13:06:12Z` | 1 | 1 | mixed | high | low | very new account; high recent PR volume; broad repo spread | | `abhixb` | [profile](https://github.com/abhixb) | no | NONE | 263d | `2026-03-14T12:01:02Z` | 1 | 0 | mixed | low | low | young account; many recent closed-unmerged PRs; targets high-star repos | | `Alexkkir` | [profile](https://github.com/Alexkkir) | no | CONTRIBUTOR | 2758d | `2026-03-24T08:31:05Z` | 1 | 0 | strong | low | low | targets high-star repos | | `andrew-w-ross` | [profile](https://github.com/andrew-w-ross) | no | CONTRIBUTOR | 3851d | `2026-03-30T01:44:18Z` | 1 | 0 | strong | low | low | targets high-star repos | | `andrewor14` | [profile](https://github.com/andrewor14) | no | CONTRIBUTOR | 4997d | `2026-04-03T20:31:12Z` | 1 | 0 | strong | moderate | low | — | | `aryabyte21` | [profile](https://github.com/aryabyte21) | no | FIRST_TIME_CONTRIBUTOR | 2264d | `2026-03-15T05:17:57Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos | | `aws-zhenguo` | [profile](https://github.com/aws-zhenguo) | no | FIRST_TIME_CONTRIBUTOR | 514d | `2026-04-14T22:28:18Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos | | `awsr` | [profile](https://github.com/awsr) | no | FIRST_TIME_CONTRIBUTOR | 2751d | `2026-04-04T02:02:23Z` | 1 | 0 | mixed | moderate | low | — | | `conanna` | [profile](https://github.com/conanna) | no | FIRST_TIMER | 381d | `2026-04-12T19:13:13Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos | | `Dev-next-gen` | [profile](https://github.com/Dev-next-gen) | no | FIRST_TIME_CONTRIBUTOR | 518d | `2026-04-19T00:36:23Z` | 1 | 0 | strong | moderate | low | — | | `dhruvildarji` | [profile](https://github.com/dhruvildarji) | no | FIRST_TIME_CONTRIBUTOR | 3352d | `2026-02-23T10:03:12Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos | | `GalacticAvenger` | [profile](https://github.com/GalacticAvenger) | no | CONTRIBUTOR | 2212d | `2026-04-02T20:15:48Z` | 1 | 0 | mixed | high | low | broad repo spread; high open PR share; targets high-star repos | | `hitchhiker3010` | [profile](https://github.com/hitchhiker3010) | no | CONTRIBUTOR | 3777d | `2026-04-07T06:26:34Z` | 1 | 0 | strong | low | low | targets high-star repos | | `HMAKT99` | [profile](https://github.com/HMAKT99) | no | FIRST_TIME_CONTRIBUTOR | 265d | `2026-03-30T15:12:13Z` | 1 | 0 | mixed | very high | medium | young account; extremely high recent PR volume; very broad repo spread | | `kvr06-ai` | [profile](https://github.com/kvr06-ai) | no | FIRST_TIME_CONTRIBUTOR | 573d | `2026-03-10T10:45:14Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos | | `LiuYinfeng01` | [profile](https://github.com/LiuYinfeng01) | no | FIRST_TIME_CONTRIBUTOR | 428d | `2026-03-25T03:29:24Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos | | `r266-tech` | [profile](https://github.com/r266-tech) | no | FIRST_TIME_CONTRIBUTOR | 206d | `2026-03-22T18:03:37Z` | 1 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos | | `sippycoder` | [profile](https://github.com/sippycoder) | no | CONTRIBUTOR | 1055d | `2026-03-24T03:16:39Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos | | `Songrui625` | [profile](https://github.com/Songrui625) | no | CONTRIBUTOR | 2641d | `2026-02-26T12:37:36Z` | 1 | 0 | mixed | low | low | high open PR share | | `teith` | [profile](https://github.com/teith) | no | CONTRIBUTOR | 1184d | `2026-03-03T01:07:16Z` | 1 | 0 | n/a | low | low | no visible non-self stars | | `varaprasadtarunkumar` | [profile](https://github.com/varaprasadtarunkumar) | no | NONE | 1436d | `2026-04-03T18:58:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos | | `Xyc2016` | [profile](https://github.com/Xyc2016) | no | CONTRIBUTOR | 3421d | `2026-04-06T14:42:14Z` | 1 | 0 | strong | low | low | — | | `yadferhad` | [profile](https://github.com/yadferhad) | no | CONTRIBUTOR | 3308d | `2026-04-15T17:24:00Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos | | `yunjoochoi` | [profile](https://github.com/yunjoochoi) | no | FIRST_TIME_CONTRIBUTOR | 776d | `2026-03-15T03:43:58Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos | ## Contributors ### `sayakpaul` - profile: [github.com/sayakpaul](https://github.com/sayakpaul) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asayakpaul) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asayakpaul) - repo first seen: `2023-01-13T14:42:20Z` - repo last seen: `2026-04-19T11:20:02Z` - first seen in snapshot: **no** - repo association: **MEMBER** - repo primary artifacts: **1139** - snapshot authored PRs/issues: **1007 PRs / 132 issues** - snapshot discussion activity: **8103 comments / 6898 reviews / 7114 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 #13499: [docs] add a mention of torchao and other backends in speed memory docs.](https://github.com/huggingface/diffusers/pull/13499) — closed, merged - [PR #13491: [tests] fix group offloading with disk tests](https://github.com/huggingface/diffusers/pull/13491) — open - [PR #13480: [core] fix autoencoderkl qwenimage for xla](https://github.com/huggingface/diffusers/pull/13480) — closed, merged - [Issue #13475: QwenImage `has_neg_prompt` derivation](https://github.com/huggingface/diffusers/issues/13475) — closed - [Issue #13401: Help us profile important pipelines and improve if needed](https://github.com/huggingface/diffusers/issues/13401) — open - [Issue #13375: Investigate the current DtoH sync solution in pipelines](https://github.com/huggingface/diffusers/issues/13375) — open ### `DN6` - profile: [github.com/DN6](https://github.com/DN6) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ADN6) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ADN6) - repo first seen: `2023-02-22T04:27:25Z` - repo last seen: `2026-04-21T08:00:47Z` - first seen in snapshot: **no** - repo association: **MEMBER** - repo primary artifacts: **388** - snapshot authored PRs/issues: **374 PRs / 14 issues** - snapshot discussion activity: **1068 comments / 1487 reviews / 1172 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 #13481: [CI] Fix BnB tests](https://github.com/huggingface/diffusers/pull/13481) — open - [PR #13433: [CI] Use finegrained token for Issue Labeler](https://github.com/huggingface/diffusers/pull/13433) — closed, merged - [PR #13380: [CI] Add PR/Issue Auto Labeler](https://github.com/huggingface/diffusers/pull/13380) — closed, merged - [Issue #13151: GGUF + `torch.compile` is not compatible with Hub Kernels](https://github.com/huggingface/diffusers/issues/13151) — open - [Issue #12600: Add KV Cache for Autoregressive Inference](https://github.com/huggingface/diffusers/issues/12600) — open - [Issue #10152: Diffusers Roadmap](https://github.com/huggingface/diffusers/issues/10152) — open ### `yiyixuxu` - profile: [github.com/yiyixuxu](https://github.com/yiyixuxu) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ayiyixuxu) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ayiyixuxu) - repo first seen: `2022-12-14T16:37:57Z` - repo last seen: `2026-04-21T01:44:59Z` - first seen in snapshot: **no** - repo association: **MEMBER** - repo primary artifacts: **334** - snapshot authored PRs/issues: **296 PRs / 38 issues** - snapshot discussion activity: **2540 comments / 2855 reviews / 3448 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 #13472: [agents docs] add float64 gotcha](https://github.com/huggingface/diffusers/pull/13472) — closed, merged - [PR #13410: [agent] add modular doc](https://github.com/huggingface/diffusers/pull/13410) — closed, merged - [PR #13397: improve Claude CI](https://github.com/huggingface/diffusers/pull/13397) — closed, merged - [Issue #12564: [Proposals Welcome] Fal Flashpack integration for faster model loading](https://github.com/huggingface/diffusers/issues/12564) — open - [Issue #12257: [Looking for community contribution] support Wan 2.2 S2V: an audio-driven cinematic video generation model](https://github.com/huggingface/diffusers/issues/12257) — open - [Issue #12222: [Contribution welcome] adding a fast test for Qwen-Image Controlnet Pipeline](https://github.com/huggingface/diffusers/issues/12222) — closed ### `dg845` - profile: [github.com/dg845](https://github.com/dg845) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adg845) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adg845) - repo first seen: `2023-03-22T05:10:45Z` - repo last seen: `2026-04-21T07:33:02Z` - first seen in snapshot: **no** - repo association: **MEMBER** - repo primary artifacts: **74** - snapshot authored PRs/issues: **66 PRs / 8 issues** - snapshot discussion activity: **338 comments / 705 reviews / 617 review comments** - account age: **2327 days** - recent public PR activity: **8 PRs** (6 merged / 1 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **12%**, open rate **12%**) - public orgs: none visible - compact scores: follow-through **mixed**, breadth **low**, automation risk **low** - heuristic read: **no visible non-self stars; targets high-star repos** Example artifacts: - [PR #13337: Update LTX-2 Docs to Cover LTX-2.3 Models](https://github.com/huggingface/diffusers/pull/13337) — closed, merged - [PR #13220: Refactor `AttentionProcessorSkipHook` to Support Custom STG Logic](https://github.com/huggingface/diffusers/pull/13220) — open - [PR #13217: Add Support for LTX-2.3 Models](https://github.com/huggingface/diffusers/pull/13217) — closed, merged - [Issue #12079: API Suggestion: Expose Methods to Convert to Sample Prediction in Schedulers](https://github.com/huggingface/diffusers/issues/12079) — open - [Issue #8547: Latent Consistency Model Possible Scaling Bug](https://github.com/huggingface/diffusers/issues/8547) — closed - [Issue #6756: Handling LoRA Scale in the Legacy LoRA Implementation.](https://github.com/huggingface/diffusers/issues/6756) — closed ### `asomoza` - profile: [github.com/asomoza](https://github.com/asomoza) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aasomoza) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aasomoza) - repo first seen: `2023-11-10T05:32:15Z` - repo last seen: `2026-04-20T19:34:03Z` - first seen in snapshot: **no** - repo association: **MEMBER** - repo primary artifacts: **61** - snapshot authored PRs/issues: **50 PRs / 11 issues** - snapshot discussion activity: **1304 comments / 254 reviews / 200 review comments** - account age: **4600 days** - recent public PR activity: **6 PRs** (2 merged / 1 closed-unmerged / 3 open; merged rate **33%**, closed-unmerged rate **17%**, open rate **50%**) - public orgs: `huggingface` - compact scores: follow-through **weak**, breadth **low**, automation risk **low** - heuristic read: **high open PR share; targets high-star repos** Example artifacts: - [PR #13427: [torchao] Fix `record_stream` with torchao and group offloading](https://github.com/huggingface/diffusers/pull/13427) — closed, draft - [PR #13381: [Agents] Optimizations skill](https://github.com/huggingface/diffusers/pull/13381) — open - [PR #13212: [Z-Image] Fix more `do_classifier_free_guidance` thresholds](https://github.com/huggingface/diffusers/pull/13212) — closed, merged - [Issue #12441: Support Wan2.2-Animate](https://github.com/huggingface/diffusers/issues/12441) — closed - [Issue #11861: ControlnetUnion not working correctly](https://github.com/huggingface/diffusers/issues/11861) — closed - [Issue #11745: Pipeline Quantization silent ignore of components not present in pipeline](https://github.com/huggingface/diffusers/issues/11745) — closed ### `Ricardo-M-L` - profile: [github.com/Ricardo-M-L](https://github.com/Ricardo-M-L) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ARicardo-M-L) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ARicardo-M-L) - repo first seen: `2026-04-02T16:08:54Z` - repo last seen: `2026-04-21T06:18:39Z` - first seen in snapshot: **no** - repo association: **FIRST_TIME_CONTRIBUTOR** - repo primary artifacts: **37** - snapshot authored PRs/issues: **37 PRs / 0 issues** - snapshot discussion activity: **8 comments / 0 reviews / 0 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 #13533: Fix AuraFlow attn processors applying norm_added_q to key projection](https://github.com/huggingface/diffusers/pull/13533) — open - [PR #13532: Fix ErnieImagePipeline pre-computed prompt_embeds + num_images_per_prompt shape mismatch](https://github.com/huggingface/diffusers/pull/13532) — open - [PR #13531: Fix AttributeError/TypeError in sana_sprint model-card save](https://github.com/huggingface/diffusers/pull/13531) — open ### `jiqing-feng` - profile: [github.com/jiqing-feng](https://github.com/jiqing-feng) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ajiqing-feng) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ajiqing-feng) - repo first seen: `2022-11-29T08:44:19Z` - repo last seen: `2026-04-21T05:59:56Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **23** - snapshot authored PRs/issues: **19 PRs / 4 issues** - snapshot discussion activity: **58 comments / 21 reviews / 21 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 #13530: Improve TorchAO quantization test coverage and XPU support](https://github.com/huggingface/diffusers/pull/13530) — open - [PR #13384: Fix Dynamo `lru_cache` warnings during `torch.compile`](https://github.com/huggingface/diffusers/pull/13384) — closed, merged - [PR #13207: cogvideo example: Distribute VAE video encoding across processes in CogVideoX LoRA training](https://github.com/huggingface/diffusers/pull/13207) — closed, merged - [Issue #13105: Wan-AI/Wan2.1-T2V-1.3B-Diffusers output noise](https://github.com/huggingface/diffusers/issues/13105) — closed - [Issue #12975: AnimateDiffPipeline performance regression on CPU.](https://github.com/huggingface/diffusers/issues/12975) — closed - [Issue #12632: stable_diffusion_xl_img2img failed due to dtype missmatch](https://github.com/huggingface/diffusers/issues/12632) — closed ### `kaixuanliu` - profile: [github.com/kaixuanliu](https://github.com/kaixuanliu) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Akaixuanliu) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Akaixuanliu) - repo first seen: `2025-01-20T00:59:08Z` - repo last seen: `2026-04-21T08:32:53Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **13** - snapshot authored PRs/issues: **13 PRs / 0 issues** - snapshot discussion activity: **43 comments / 9 reviews / 9 review comments** - account age: **3934 days** - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**) - public orgs: none visible - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low** - heuristic read: **high recent PR volume; targets high-star repos** Example artifacts: - [PR #13534: Fix non-deterministic T5 outputs in HiDream pipeline tests](https://github.com/huggingface/diffusers/pull/13534) — open - [PR #13496: add _repeated_blocks for ErnieImageTransformer2DModel](https://github.com/huggingface/diffusers/pull/13496) — open - [PR #13336: avoid hardcode device in flux-control example](https://github.com/huggingface/diffusers/pull/13336) — closed, merged ### `SHYuanBest` - profile: [github.com/SHYuanBest](https://github.com/SHYuanBest) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ASHYuanBest) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ASHYuanBest) - repo first seen: `2024-09-21T03:19:05Z` - repo last seen: `2026-03-18T07:25:19Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **9** - snapshot authored PRs/issues: **9 PRs / 0 issues** - snapshot discussion activity: **39 comments / 21 reviews / 21 review comments** - account age: **995 days** - recent public PR activity: **22 PRs** (21 merged / 1 closed-unmerged / 0 open; merged rate **95%**, closed-unmerged rate **5%**, open rate **0%**) - public orgs: `PKU-YuanGroup` - compact scores: follow-through **strong**, breadth **high**, automation risk **low** - heuristic read: **broad repo spread** Example artifacts: - [PR #13282: [Helios] Remove lru_cache for better AoTI compatibility and cleaner code](https://github.com/huggingface/diffusers/pull/13282) — closed, merged - [PR #13223: Fix Helios Context Parallelism](https://github.com/huggingface/diffusers/pull/13223) — closed, merged - [PR #13222: Optimize Helios docs](https://github.com/huggingface/diffusers/pull/13222) — closed, merged ### `christopher5106` - profile: [github.com/christopher5106](https://github.com/christopher5106) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Achristopher5106) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Achristopher5106) - repo first seen: `2024-03-30T15:52:41Z` - repo last seen: `2026-04-20T09:55:36Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **33** - snapshot authored PRs/issues: **8 PRs / 25 issues** - snapshot discussion activity: **104 comments / 2 reviews / 0 review comments** - account age: **4425 days** - recent public PR activity: **8 PRs** (4 merged / 1 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **12%**, open rate **38%**) - public orgs: none visible - compact scores: follow-through **mixed**, breadth **low**, automation risk **low** - heuristic read: **targets high-star repos** Example artifacts: - [PR #13482: Fix encoder difference between modular and standard pipelines for Qwen Image and consistency with other models](https://github.com/huggingface/diffusers/pull/13482) — open - [PR #13373: FA4 local (_flash_4 mode)](https://github.com/huggingface/diffusers/pull/13373) — open - [PR #13200: adding lora support to z-image controlnet pipelines](https://github.com/huggingface/diffusers/pull/13200) — closed, merged - [Issue #13505: Z-Image's modular TE block only produces negative_prompt_embeds when the pipeline's guider is enabled (CFG active).](https://github.com/huggingface/diffusers/issues/13505) — open - [Issue #13487: Loading loras on "text_pipe" of a modular pipeline fails](https://github.com/huggingface/diffusers/issues/13487) — open - [Issue #13484: Lora loading fail on Flux 2 dev for FAL loras](https://github.com/huggingface/diffusers/issues/13484) — closed ### `akshan-main` - profile: [github.com/akshan-main](https://github.com/akshan-main) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aakshan-main) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aakshan-main) - repo first seen: `2025-11-21T08:13:14Z` - repo last seen: `2026-04-21T02:31:20Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **10** - snapshot authored PRs/issues: **8 PRs / 2 issues** - snapshot discussion activity: **77 comments / 19 reviews / 19 review comments** - account age: **1562 days** - recent public PR activity: **26 PRs** (14 merged / 6 closed-unmerged / 6 open; merged rate **54%**, closed-unmerged rate **23%**, open rate **23%**) - public orgs: none visible - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low** - heuristic read: **high recent PR volume; targets high-star repos** Example artifacts: - [PR #13498: Add Ernie-Image modular pipeline](https://github.com/huggingface/diffusers/pull/13498) — open - [PR #13440: Fix HunyuanVideo 1.5 I2V by preprocessing image at pixel resolution i…](https://github.com/huggingface/diffusers/pull/13440) — closed, merged - [PR #13422: Add negative_prompt parameter to GLMImagePipeline](https://github.com/huggingface/diffusers/pull/13422) — closed - [Issue #13439: HunyuanVideo 1.5 I2V image conditioning preprocessed at latent resolution instead of pixel resolution](https://github.com/huggingface/diffusers/issues/13439) — closed - [Issue #13421: Add negative_prompt parameter to GLMImagePipeline](https://github.com/huggingface/diffusers/issues/13421) — closed ### `s-zx` - profile: [github.com/s-zx](https://github.com/s-zx) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3As-zx) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3As-zx) - repo first seen: `2026-03-10T22:11:42Z` - repo last seen: `2026-03-22T00:34:28Z` - first seen in snapshot: **no** - repo association: **FIRST_TIME_CONTRIBUTOR** - repo primary artifacts: **6** - snapshot authored PRs/issues: **6 PRs / 0 issues** - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments** - account age: **2021 days** - recent public PR activity: **98 PRs** (6 merged / 40 closed-unmerged / 52 open; merged rate **6%**, closed-unmerged rate **41%**, open rate **53%**) - public orgs: none visible - compact scores: follow-through **weak**, breadth **very high**, automation risk **high** - heuristic read: **high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos** Example artifacts: - [PR #13305: fix: skip pin_memory and non_blocking transfer for tensor subclasses in group offloading](https://github.com/huggingface/diffusers/pull/13305) — open - [PR #13304: fix: support torchao >= 0.16.0 by importing renamed CamelCase Config classes](https://github.com/huggingface/diffusers/pull/13304) — open - [PR #13303: fix: cast input to weight dtype in PatchEmbed and FluxTransformer2DModel to prevent dtype mismatch](https://github.com/huggingface/diffusers/pull/13303) — open ### `azolotenkov` - profile: [github.com/azolotenkov](https://github.com/azolotenkov) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aazolotenkov) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aazolotenkov) - repo first seen: `2025-03-04T13:58:31Z` - repo last seen: `2026-04-15T08:03:33Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **5** - snapshot authored PRs/issues: **5 PRs / 0 issues** - snapshot discussion activity: **6 comments / 2 reviews / 2 review comments** - account age: **1019 days** - recent public PR activity: **4 PRs** (3 merged / 0 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**) - public orgs: none visible - compact scores: follow-through **strong**, breadth **low**, automation risk **low** - heuristic read: **no visible non-self stars; targets high-star repos** Example artifacts: - [PR #13441: Fix Qwen Image DreamBooth prior-preservation batch ordering](https://github.com/huggingface/diffusers/pull/13441) — closed, merged - [PR #13417: Fix VAE offload encode device mismatch in DreamBooth scripts](https://github.com/huggingface/diffusers/pull/13417) — closed, merged - [PR #13415: Fix Flux2 DreamBooth prior preservation prompt repeats](https://github.com/huggingface/diffusers/pull/13415) — closed, merged ### `RuixiangMa` - profile: [github.com/RuixiangMa](https://github.com/RuixiangMa) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ARuixiangMa) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ARuixiangMa) - repo first seen: `2026-04-02T17:19:18Z` - repo last seen: `2026-04-21T00:29:42Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **5** - snapshot authored PRs/issues: **5 PRs / 0 issues** - snapshot discussion activity: **8 comments / 60 reviews / 60 review comments** - account age: **3287 days** - recent public PR activity: **47 PRs** (28 merged / 1 closed-unmerged / 18 open; merged rate **60%**, closed-unmerged rate **2%**, open rate **38%**) - public orgs: none visible - compact scores: follow-through **mixed**, breadth **low**, automation risk **low** - heuristic read: **high recent PR volume** Example artifacts: - [PR #13511: [Feat] support AutoPipelineForText2Audio](https://github.com/huggingface/diffusers/pull/13511) — open - [PR #13494: [Bugfix] Fix shape mismatch in LongCatAudioDiTTransformer conversion](https://github.com/huggingface/diffusers/pull/13494) — closed, merged - [PR #13483: [chore] Add diffusers-format example to LongCatAudioDiTPipeline](https://github.com/huggingface/diffusers/pull/13483) — closed, merged ### `zhtmike` - profile: [github.com/zhtmike](https://github.com/zhtmike) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Azhtmike) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Azhtmike) - repo first seen: `2026-03-17T08:08:13Z` - repo last seen: `2026-04-16T07:18:36Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **6** - snapshot authored PRs/issues: **4 PRs / 2 issues** - snapshot discussion activity: **6 comments / 21 reviews / 21 review comments** - account age: **4275 days** - recent public PR activity: **31 PRs** (19 merged / 8 closed-unmerged / 4 open; merged rate **61%**, closed-unmerged rate **26%**, open rate **13%**) - public orgs: none visible - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low** - heuristic read: **high recent PR volume** Example artifacts: - [PR #13479: Add attention mask input support for flash backend](https://github.com/huggingface/diffusers/pull/13479) — open - [PR #13328: Fix Ulysses SP backward with SDPA](https://github.com/huggingface/diffusers/pull/13328) — closed, merged - [PR #13312: change QwenImageTransformer UT to batch inputs](https://github.com/huggingface/diffusers/pull/13312) — closed, merged - [Issue #13319: The backward pass of QwenImageTransformer failed with Ulysses SP.](https://github.com/huggingface/diffusers/issues/13319) — closed - [Issue #13277: QwenImagePipeline failed with Ulysses SP and batch inputs](https://github.com/huggingface/diffusers/issues/13277) — closed ### `howardzhang-cv` - profile: [github.com/howardzhang-cv](https://github.com/howardzhang-cv) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahowardzhang-cv) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahowardzhang-cv) - repo first seen: `2026-01-07T18:24:00Z` - repo last seen: `2026-03-27T22:12:52Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **4** - snapshot authored PRs/issues: **4 PRs / 0 issues** - snapshot discussion activity: **5 comments / 15 reviews / 15 review comments** - account age: **3147 days** - recent public PR activity: **26 PRs** (13 merged / 8 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **31%**, open rate **19%**) - public orgs: none visible - compact scores: follow-through **mixed**, breadth **low**, automation risk **low** - heuristic read: **high recent PR volume** Example artifacts: - [PR #13355: change minimum version guard for torchao to 0.15.0](https://github.com/huggingface/diffusers/pull/13355) — closed, merged - [PR #13291: remove str option for quantization config in torchao](https://github.com/huggingface/diffusers/pull/13291) — closed, merged - [PR #13285: Add low precision attention API from torchao to TorchAoConfig](https://github.com/huggingface/diffusers/pull/13285) — open ### `HsiaWinter` - profile: [github.com/HsiaWinter](https://github.com/HsiaWinter) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AHsiaWinter) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AHsiaWinter) - repo first seen: `2026-04-08T04:14:03Z` - repo last seen: `2026-04-14T03:34:39Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **4** - snapshot authored PRs/issues: **4 PRs / 0 issues** - snapshot discussion activity: **0 comments / 34 reviews / 34 review comments** - account age: **1613 days** - recent public PR activity: **4 PRs** (2 merged / 0 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**) - public orgs: none visible - compact scores: follow-through **mixed**, breadth **low**, automation risk **low** - heuristic read: **high open PR share; targets high-star repos** Example artifacts: - [PR #13465: fix npu compatibility](https://github.com/huggingface/diffusers/pull/13465) — open - [PR #13464: fix some dtype issue for gguf / some gpu backends](https://github.com/huggingface/diffusers/pull/13464) — closed, merged - [PR #13456: fix rope dtype from torch.float64 to torch.float32](https://github.com/huggingface/diffusers/pull/13456) — open ### `neo` - profile: [github.com/neo](https://github.com/neo) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aneo) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aneo) - repo first seen: `2023-09-20T21:42:50Z` - repo last seen: `2026-04-13T17:33:27Z` - first seen in snapshot: **no** - repo association: **FIRST_TIME_CONTRIBUTOR** - repo primary artifacts: **4** - snapshot authored PRs/issues: **4 PRs / 0 issues** - snapshot discussion activity: **2 comments / 3 reviews / 3 review comments** - account age: **4211 days** - recent public PR activity: **5 PRs** (2 merged / 0 closed-unmerged / 3 open; merged rate **40%**, closed-unmerged rate **0%**, open rate **60%**) - public orgs: `Experience-Monks` - compact scores: follow-through **mixed**, breadth **low**, automation risk **low** - heuristic read: **high open PR share; targets high-star repos** Example artifacts: - [PR #13460: Add hash check for dynamic modules cache](https://github.com/huggingface/diffusers/pull/13460) — open - [PR #13459: Ensure consistent dynamic module path for custom components](https://github.com/huggingface/diffusers/pull/13459) — open - [PR #13458: Accommodate custom components in `maybe_raise_or_warn`](https://github.com/huggingface/diffusers/pull/13458) — open ### `Akash504-ai` - profile: [github.com/Akash504-ai](https://github.com/Akash504-ai) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AAkash504-ai) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AAkash504-ai) - repo first seen: `2026-03-29T19:06:50Z` - repo last seen: `2026-04-15T02:08:43Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **6** - snapshot authored PRs/issues: **3 PRs / 3 issues** - snapshot discussion activity: **4 comments / 1 reviews / 1 review comments** - account age: **426 days** - recent public PR activity: **102 PRs** (65 merged / 10 closed-unmerged / 27 open; merged rate **64%**, closed-unmerged rate **10%**, open rate **26%**) - public orgs: none visible - compact scores: follow-through **mixed**, breadth **high**, automation risk **medium** - heuristic read: **extremely high recent PR volume; broad repo spread** Example artifacts: - [PR #13471: fix(profiling): preserve instance isolation when decorating methods](https://github.com/huggingface/diffusers/pull/13471) — closed, merged - [PR #13426: Fix division by zero in rescale_noise_cfg causing NaNs during inference](https://github.com/huggingface/diffusers/pull/13426) — open - [PR #13395: Fix missing validation for num_inference_steps in DDPMScheduler and add tests](https://github.com/huggingface/diffusers/pull/13395) — open - [Issue #13425: Division by zero in rescale_noise_cfg can produce NaNs during inference](https://github.com/huggingface/diffusers/issues/13425) — open - [Issue #13394: DDPMScheduler allows num_inference_steps=0 without validation (inconsistent with DDIMScheduler)](https://github.com/huggingface/diffusers/issues/13394) — open - [Issue #13362: DDIMPipeline does not validate eta range despite documented constraint [0, 1]](https://github.com/huggingface/diffusers/issues/13362) — closed ### `Anai-Guo` - profile: [github.com/Anai-Guo](https://github.com/Anai-Guo) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AAnai-Guo) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AAnai-Guo) - repo first seen: `2026-04-13T06:56:28Z` - repo last seen: `2026-04-14T06:44:25Z` - first seen in snapshot: **no** - repo association: **FIRST_TIME_CONTRIBUTOR** - repo primary artifacts: **3** - snapshot authored PRs/issues: **3 PRs / 0 issues** - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments** - account age: **4 days** - recent public PR activity: **25 PRs** (3 merged / 3 closed-unmerged / 19 open; merged rate **12%**, closed-unmerged rate **12%**, open rate **76%**) - public orgs: none visible - compact scores: follow-through **weak**, breadth **high**, automation risk **medium** - heuristic read: **very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos** Example artifacts: - [PR #13468: fix(profiling): patch sub-component methods at class level to prevent instance-isolation bug](https://github.com/huggingface/diffusers/pull/13468) — open - [PR #13466: fix(LTXEulerAncestralRFScheduler): validate monotonicity of explicit sigma schedules](https://github.com/huggingface/diffusers/pull/13466) — open - [PR #13455: fix: align text_encoder_out_layers default with pipeline for Flux 2 Klein](https://github.com/huggingface/diffusers/pull/13455) — open ### `Chase-Xuu` - profile: [github.com/Chase-Xuu](https://github.com/Chase-Xuu) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AChase-Xuu) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AChase-Xuu) - repo first seen: `2026-03-10T01:43:26Z` - repo last seen: `2026-03-10T15:07:30Z` - first seen in snapshot: **no** - repo association: **FIRST_TIME_CONTRIBUTOR** - repo primary artifacts: **3** - snapshot authored PRs/issues: **3 PRs / 0 issues** - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments** - account age: **1867 days** - recent public PR activity: **5 PRs** (0 merged / 3 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **60%**, open rate **40%**) - public orgs: none visible - compact scores: follow-through **weak**, breadth **low**, automation risk **medium** - heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos** Example artifacts: - [PR #13240: fix: deduplicate timesteps in DPMSolverMultistep for squaredcos_cap_v2 + karras/lu sigmas](https://github.com/huggingface/diffusers/pull/13240) — open - [PR #13239: fix: deduplicate timesteps in DPMSolverMultistepScheduler to prevent IndexError](https://github.com/huggingface/diffusers/pull/13239) — closed - [PR #13238: fix: restore module buffers during stream-based group offload](https://github.com/huggingface/diffusers/pull/13238) — closed ### `GitGlimpse895` - profile: [github.com/GitGlimpse895](https://github.com/GitGlimpse895) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AGitGlimpse895) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AGitGlimpse895) - repo first seen: `2026-04-14T04:29:39Z` - repo last seen: `2026-04-19T02:47:25Z` - first seen in snapshot: **no** - repo association: **FIRST_TIME_CONTRIBUTOR** - repo primary artifacts: **3** - snapshot authored PRs/issues: **3 PRs / 0 issues** - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments** - account age: **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 ### `YangKai0616` - profile: [github.com/YangKai0616](https://github.com/YangKai0616) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AYangKai0616) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AYangKai0616) - repo first seen: `2026-03-23T11:52:46Z` - repo last seen: `2026-03-30T04:22:51Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **3** - snapshot authored PRs/issues: **3 PRs / 0 issues** - snapshot discussion activity: **3 comments / 6 reviews / 6 review comments** - account age: **1466 days** - recent public PR activity: **15 PRs** (7 merged / 3 closed-unmerged / 5 open; merged rate **47%**, closed-unmerged rate **20%**, open rate **33%**) - public orgs: none visible - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low** - heuristic read: **targets high-star repos** Example artifacts: - [PR #13364: Fix MotionConv2d to cast blur_kernel to input dtype instead of reverse](https://github.com/huggingface/diffusers/pull/13364) — closed, merged - [PR #13339: Fix: ensure consistent dtype and eval mode in pipeline save/load tests](https://github.com/huggingface/diffusers/pull/13339) — closed, merged - [PR #13316: Stabilize low-precision custom autoencoder RMS normalization](https://github.com/huggingface/diffusers/pull/13316) — closed, merged ### `stevhliu` - profile: [github.com/stevhliu](https://github.com/stevhliu) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Astevhliu) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Astevhliu) - repo first seen: `2023-02-22T18:18:22Z` - repo last seen: `2026-04-17T18:24:24Z` - first seen in snapshot: **no** - repo association: **MEMBER** - repo primary artifacts: **218** - snapshot authored PRs/issues: **212 PRs / 6 issues** - snapshot discussion activity: **243 comments / 759 reviews / 1566 review comments** - account age: **2296 days** - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**) - public orgs: `huggingface` - compact scores: follow-through **strong**, breadth **low**, automation risk **low** - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos** Example artifacts: - [PR #13334: [docs] refactor model skill](https://github.com/huggingface/diffusers/pull/13334) — closed, merged - [PR #13248: [docs] updates](https://github.com/huggingface/diffusers/pull/13248) — closed, merged - [PR #13158: [docs] add docs for qwenimagelayered](https://github.com/huggingface/diffusers/pull/13158) — closed, merged - [Issue #7238: IP-Adapter masking](https://github.com/huggingface/diffusers/issues/7238) — closed - [Issue #5380: [community pipeline] Mixture tiling](https://github.com/huggingface/diffusers/issues/5380) — closed - [Issue #5379: [community pipeline] SpeechToImage](https://github.com/huggingface/diffusers/issues/5379) — closed ### `kashif` - profile: [github.com/kashif](https://github.com/kashif) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Akashif) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Akashif) - repo first seen: `2022-06-15T15:01:24Z` - repo last seen: `2026-04-15T15:42:14Z` - first seen in snapshot: **no** - repo association: **MEMBER** - repo primary artifacts: **63** - snapshot authored PRs/issues: **63 PRs / 0 issues** - snapshot discussion activity: **202 comments / 157 reviews / 135 review comments** - account age: **6570 days** - recent public PR activity: **32 PRs** (20 merged / 1 closed-unmerged / 11 open; merged rate **62%**, closed-unmerged rate **3%**, open rate **34%**) - public orgs: none visible - compact scores: follow-through **mixed**, breadth **high**, automation risk **low** - heuristic read: **high recent PR volume; broad repo spread; targets high-star repos** Example artifacts: - [PR #13333: [LLADA2] documentation fixes](https://github.com/huggingface/diffusers/pull/13333) — closed, merged - [PR #13226: [Discrete Diffusion] Add LLaDA2 pipeline](https://github.com/huggingface/diffusers/pull/13226) — closed, merged - [PR #12987: [Qwen] avoid creating attention masks when there is no padding](https://github.com/huggingface/diffusers/pull/12987) — closed, merged ### `paulinebm` - profile: [github.com/paulinebm](https://github.com/paulinebm) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Apaulinebm) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Apaulinebm) - repo first seen: `2024-12-12T10:28:15Z` - repo last seen: `2026-04-16T09:12:02Z` - first seen in snapshot: **no** - repo association: **MEMBER** - repo primary artifacts: **7** - snapshot authored PRs/issues: **7 PRs / 0 issues** - snapshot discussion activity: **0 comments / 9 reviews / 8 review comments** - account age: **830 days** - recent public PR activity: **159 PRs** (156 merged / 2 closed-unmerged / 1 open; merged rate **98%**, closed-unmerged rate **1%**, open rate **1%**) - public orgs: none visible - compact scores: follow-through **strong**, breadth **very high**, automation risk **medium** - heuristic read: **extremely high recent PR volume; very broad repo spread; no visible non-self stars** Example artifacts: - [PR #13438: add PR fork workable](https://github.com/huggingface/diffusers/pull/13438) — closed, merged - [PR #13385: 🔒 Pin GitHub Actions to commit SHAs](https://github.com/huggingface/diffusers/pull/13385) — closed, merged - [PR #12927: Add environment variables to checkout step](https://github.com/huggingface/diffusers/pull/12927) — closed, merged ### `JingyaHuang` - profile: [github.com/JingyaHuang](https://github.com/JingyaHuang) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AJingyaHuang) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AJingyaHuang) - repo first seen: `2022-11-03T10:27:59Z` - repo last seen: `2026-04-15T16:57:37Z` - first seen in snapshot: **no** - repo association: **MEMBER** - repo primary artifacts: **3** - snapshot authored PRs/issues: **3 PRs / 0 issues** - snapshot discussion activity: **4 comments / 4 reviews / 3 review comments** - account age: **2742 days** - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**) - public orgs: none visible - compact scores: follow-through **weak**, breadth **low**, automation risk **low** - heuristic read: **high open PR share; targets high-star repos** Example artifacts: - [PR #13485: [Neuron] Enable `torch.comppile` compatibility with Neuron device](https://github.com/huggingface/diffusers/pull/13485) — open, draft - [PR #13289: [Neuron] Add AWS Neuron (Trainium/Inferentia) as an officially supported device](https://github.com/huggingface/diffusers/pull/13289) — open, draft - [PR #9766: Add a doc for AWS Neuron in Diffusers](https://github.com/huggingface/diffusers/pull/9766) — closed, merged ### `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: `2026-04-17T09:16:24Z` - 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 / 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 #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 - [PR #5452: fix: remove useless token](https://github.com/huggingface/diffusers/pull/5452) — closed ### `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: `2026-04-20T11:02:53Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **7** - snapshot authored PRs/issues: **2 PRs / 5 issues** - snapshot discussion activity: **10 comments / 0 reviews / 0 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 #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 ### `chenyangzhu1` - profile: [github.com/chenyangzhu1](https://github.com/chenyangzhu1) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Achenyangzhu1) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Achenyangzhu1) - repo first seen: `2026-04-02T15:30:04Z` - repo last seen: `2026-04-09T02:53:49Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **3** - snapshot authored PRs/issues: **2 PRs / 1 issues** - snapshot discussion activity: **7 comments / 1 reviews / 1 review comments** - account age: **1477 days** - recent public PR activity: **2 PRs** (2 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**) - public orgs: none visible - compact scores: follow-through **strong**, breadth **low**, automation risk **low** - heuristic read: **targets high-star repos** Example artifacts: - [PR #13396: fix(qwen-image dreambooth): correct prompt embed repeats when using `--with_prior_preservation`](https://github.com/huggingface/diffusers/pull/13396) — closed, merged - [PR #13387: Handle prompt embedding concat in Qwen dreambooth example](https://github.com/huggingface/diffusers/pull/13387) — closed, merged - [Issue #13386: [Bug] `train_dreambooth_lora_qwen_image.py` crashes with `--with_prior_preservation` due to tensor concatenation errors](https://github.com/huggingface/diffusers/issues/13386) — closed ### `agarwalprakhar2511` - profile: [github.com/agarwalprakhar2511](https://github.com/agarwalprakhar2511) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aagarwalprakhar2511) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aagarwalprakhar2511) - repo first seen: `2026-03-22T09:13:05Z` - repo last seen: `2026-03-22T09:21:13Z` - first seen in snapshot: **no** - repo association: **FIRST_TIME_CONTRIBUTOR** - repo primary artifacts: **2** - snapshot authored PRs/issues: **2 PRs / 0 issues** - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments** - account age: **26 days** - recent public PR activity: **4 PRs** (0 merged / 1 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **25%**, open rate **75%**) - public orgs: none visible - compact scores: follow-through **weak**, breadth **low**, automation risk **medium** - heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos** Example artifacts: - [PR #13308: fix: disable non-blocking tensor copies to MPS during model loading](https://github.com/huggingface/diffusers/pull/13308) — open - [PR #13307: fix(dreambooth): batch size mismatch with --with_prior_preservation in flux2 scripts](https://github.com/huggingface/diffusers/pull/13307) — open ### `chang-zhijie` - profile: [github.com/chang-zhijie](https://github.com/chang-zhijie) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Achang-zhijie) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Achang-zhijie) - repo first seen: `2026-04-13T03:17:22Z` - repo last seen: `2026-04-19T01:14:31Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **2** - snapshot authored PRs/issues: **2 PRs / 0 issues** - snapshot discussion activity: **4 comments / 3 reviews / 3 review comments** - account age: **2856 days** - recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**) - public orgs: none visible - compact scores: follow-through **weak**, breadth **low**, automation risk **low** - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos** Example artifacts: - [PR #13490: add _native_npu_attention support mask shape like [B,1,1,S]](https://github.com/huggingface/diffusers/pull/13490) — closed, merged - [PR #13451: Fix attention_mask broadcasting for NPU compatibility](https://github.com/huggingface/diffusers/pull/13451) — closed ### `eliemichel` - profile: [github.com/eliemichel](https://github.com/eliemichel) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aeliemichel) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aeliemichel) - repo first seen: `2026-03-09T21:49:18Z` - repo last seen: `2026-03-09T22:34:15Z` - first seen in snapshot: **no** - repo association: **FIRST_TIME_CONTRIBUTOR** - repo primary artifacts: **2** - snapshot authored PRs/issues: **2 PRs / 0 issues** - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments** - account age: **4553 days** - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**) - public orgs: `w3c`, `CitoyensCapteurs`, `hackEns`, `FreederTeam` - compact scores: follow-through **weak**, breadth **low**, automation risk **low** - heuristic read: **high open PR share; targets high-star repos** Example artifacts: - [PR #13237: Add support for FLUX.2 Klein 9B and 4B in single_file_utils](https://github.com/huggingface/diffusers/pull/13237) — open - [PR #13236: Fix error message in gguf_quantizer.py](https://github.com/huggingface/diffusers/pull/13236) — open ### `gambletan` - profile: [github.com/gambletan](https://github.com/gambletan) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Agambletan) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Agambletan) - repo first seen: `2026-03-16T14:10:56Z` - repo last seen: `2026-03-16T14:13:58Z` - first seen in snapshot: **no** - repo association: **FIRST_TIME_CONTRIBUTOR** - repo primary artifacts: **2** - snapshot authored PRs/issues: **2 PRs / 0 issues** - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments** - account age: **41 days** - recent public PR activity: **357 PRs** (22 merged / 230 closed-unmerged / 105 open; merged rate **6%**, closed-unmerged rate **64%**, open rate **29%**) - public orgs: none visible - compact scores: follow-through **weak**, breadth **very high**, automation risk **high** - heuristic read: **very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos** Example artifacts: - [PR #13273: fix: wrap validation inference with torch.no_grad() in dreambooth examples](https://github.com/huggingface/diffusers/pull/13273) — open - [PR #13272: fix: compute image_seq_len from spatial dims in Lumina2 pipeline](https://github.com/huggingface/diffusers/pull/13272) — open ### `hf-security-analysis[bot]` - profile: [github.com/hf-security-analysis[bot]](https://github.com/hf-security-analysis[bot]) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahf-security-analysis%5Bbot%5D) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahf-security-analysis%5Bbot%5D) - repo first seen: `2026-03-27T11:59:04Z` - repo last seen: `2026-03-31T09:26:39Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **2** - snapshot authored PRs/issues: **2 PRs / 0 issues** - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments** - account age: **? days** - recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**) - public orgs: none visible - compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a** - heuristic read: **summary unavailable** - enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'hf-security-analysis[bot]'."}]` Example artifacts: - [PR #13374: chore: update claude_review.yml](https://github.com/huggingface/diffusers/pull/13374) — closed, merged - [PR #13354: chore: update claude_review.yml](https://github.com/huggingface/diffusers/pull/13354) — closed ### `huemin-art` - profile: [github.com/huemin-art](https://github.com/huemin-art) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahuemin-art) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahuemin-art) - repo first seen: `2026-03-12T14:56:59Z` - repo last seen: `2026-04-06T23:48:03Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **2** - snapshot authored PRs/issues: **2 PRs / 0 issues** - snapshot discussion activity: **0 comments / 4 reviews / 4 review comments** - account age: **1508 days** - recent public PR activity: **3 PRs** (3 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**) - public orgs: none visible - compact scores: follow-through **strong**, breadth **low**, automation risk **low** - heuristic read: **targets high-star repos** Example artifacts: - [PR #13428: FLUX.2 small decoder](https://github.com/huggingface/diffusers/pull/13428) — closed, merged - [PR #13262: klein 9b kv](https://github.com/huggingface/diffusers/pull/13262) — closed, merged ### `jashshah999` - profile: [github.com/jashshah999](https://github.com/jashshah999) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ajashshah999) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ajashshah999) - repo first seen: `2026-02-25T22:19:12Z` - repo last seen: `2026-04-17T19:10:51Z` - first seen in snapshot: **no** - repo association: **FIRST_TIME_CONTRIBUTOR** - repo primary artifacts: **2** - snapshot authored PRs/issues: **2 PRs / 0 issues** - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments** - account age: **2570 days** - recent public PR activity: **54 PRs** (19 merged / 12 closed-unmerged / 23 open; merged rate **35%**, closed-unmerged rate **22%**, open rate **43%**) - public orgs: none visible - compact scores: follow-through **mixed**, breadth **high**, automation risk **medium** - heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos** Example artifacts: - [PR #13190: Fix None dereference crashes and mutable default feat_idx in Wan/Cosmos autoencoders](https://github.com/huggingface/diffusers/pull/13190) — open - [PR #13185: Fix mutable default arguments, resource leak, and redundant assignment](https://github.com/huggingface/diffusers/pull/13185) — open ### `kirillsst` - profile: [github.com/kirillsst](https://github.com/kirillsst) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Akirillsst) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Akirillsst) - repo first seen: `2026-02-24T12:11:43Z` - repo last seen: `2026-03-03T13:30:17Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **2** - snapshot authored PRs/issues: **2 PRs / 0 issues** - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments** - account age: **290 days** - recent public PR activity: **6 PRs** (1 merged / 2 closed-unmerged / 3 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**) - public orgs: none visible - compact scores: follow-through **weak**, breadth **low**, automation risk **low** - heuristic read: **young account; high open PR share** Example artifacts: - [PR #13206: Set `begin_index` for flow-matching pipelines to avoid slow `index_for_timestep`](https://github.com/huggingface/diffusers/pull/13206) — open - [PR #13183: Fix wrong `do_classifier_free_guidance` threshold in ZImagePipeline](https://github.com/huggingface/diffusers/pull/13183) — closed, merged ### `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: `2026-04-17T04:23:15Z` - first seen in snapshot: **no** - repo association: **FIRST_TIME_CONTRIBUTOR** - repo primary artifacts: **2** - snapshot authored PRs/issues: **2 PRs / 0 issues** - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments** - account age: **2149 days** - recent public PR activity: **14 PRs** (8 merged / 2 closed-unmerged / 4 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**) - public orgs: none visible - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low** - heuristic read: **targets high-star repos** Example artifacts: - [PR #13495: Fix load_lora_weights crash on modular sub-pipelines without transformer](https://github.com/huggingface/diffusers/pull/13495) — open - [PR #13489: Fix UniPC scheduler device mismatch when using offloading](https://github.com/huggingface/diffusers/pull/13489) — open ### `veeceey` - profile: [github.com/veeceey](https://github.com/veeceey) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aveeceey) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aveeceey) - repo first seen: `2026-02-23T04:17:38Z` - repo last seen: `2026-02-23T04:19:29Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **2** - snapshot authored PRs/issues: **2 PRs / 0 issues** - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments** - account age: **3057 days** - recent public PR activity: **105 PRs** (23 merged / 38 closed-unmerged / 44 open; merged rate **22%**, closed-unmerged rate **36%**, open rate **42%**) - 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 #13173: Fix Flash Attention 3 interface for new FA3 return format](https://github.com/huggingface/diffusers/pull/13173) — closed, merged - [PR #13172: Fix CogVideoX dynamic CFG to use loop index instead of timestep value](https://github.com/huggingface/diffusers/pull/13172) — open ### `hlky` - profile: [github.com/hlky](https://github.com/hlky) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahlky) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahlky) - repo first seen: `2022-08-22T10:44:45Z` - repo last seen: `2026-04-21T09:16:28Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **149** - snapshot authored PRs/issues: **142 PRs / 7 issues** - snapshot discussion activity: **544 comments / 411 reviews / 402 review comments** - account age: **1414 days** - recent public PR activity: **6 PRs** (5 merged / 0 closed-unmerged / 1 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**) - public orgs: none visible - compact scores: follow-through **strong**, breadth **low**, automation risk **low** - heuristic read: **no visible non-self stars** Example artifacts: - [PR #13448: Improve `trust_remote_code`](https://github.com/huggingface/diffusers/pull/13448) — open - [PR #13080: ZImageControlNet cfg](https://github.com/huggingface/diffusers/pull/13080) — closed, merged - [PR #12888: Z-Image-Turbo from_single_file fix](https://github.com/huggingface/diffusers/pull/12888) — closed, merged - [Issue #10357: [community] PyTorch/XLA support](https://github.com/huggingface/diffusers/issues/10357) — closed - [Issue #10106: Add HunyuanVideo](https://github.com/huggingface/diffusers/issues/10106) — closed - [Issue #10078: Cache text encoder embeds in pipelines](https://github.com/huggingface/diffusers/issues/10078) — open ### `linoytsaban` - profile: [github.com/linoytsaban](https://github.com/linoytsaban) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Alinoytsaban) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Alinoytsaban) - repo first seen: `2023-06-20T06:10:02Z` - repo last seen: `2026-04-16T14:21:59Z` - first seen in snapshot: **no** - repo association: **MEMBER** - repo primary artifacts: **76** - snapshot authored PRs/issues: **74 PRs / 2 issues** - snapshot discussion activity: **253 comments / 185 reviews / 146 review comments** - account age: **2349 days** - recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**) - public orgs: none visible - compact scores: follow-through **weak**, breadth **low**, automation risk **high** - heuristic read: **very high single-repo PR burst; many recent closed-unmerged PRs; targets high-star repos** Example artifacts: - [PR #13325: [flux.2 LoRA] make lora training compatible with flux.2 klein kv](https://github.com/huggingface/diffusers/pull/13325) — closed - [PR #13056: Z image lora training](https://github.com/huggingface/diffusers/pull/13056) — closed, merged - [PR #12581: [LoRA] add support for more Qwen LoRAs](https://github.com/huggingface/diffusers/pull/12581) — closed, merged - [Issue #11730: Add `--lora_alpha` and metadata handling in training scripts follow up](https://github.com/huggingface/diffusers/issues/11730) — closed - [Issue #6546: PALP: Prompt Aligned Personalization of Text-to-Image Models 🖌️🔥](https://github.com/huggingface/diffusers/issues/6546) — closed ### `delmalih` - profile: [github.com/delmalih](https://github.com/delmalih) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adelmalih) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adelmalih) - repo first seen: `2025-11-10T14:05:47Z` - repo last seen: `2026-02-28T10:30:41Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **34** - snapshot authored PRs/issues: **33 PRs / 1 issues** - snapshot discussion activity: **11 comments / 1 reviews / 1 review comments** - account age: **3312 days** - recent public PR activity: **2 PRs** (2 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**) - public orgs: none visible - compact scores: follow-through **strong**, breadth **low**, automation risk **low** - heuristic read: **targets high-star repos** Example artifacts: - [PR #13198: docs: improve docstring scheduling_ipndm.py](https://github.com/huggingface/diffusers/pull/13198) — closed, merged - [PR #13160: docs: improve docstring scheduling_flow_match_lcm.py](https://github.com/huggingface/diffusers/pull/13160) — closed, merged - [PR #13130: docs: improve docstring scheduling_flow_match_heun_discrete.py](https://github.com/huggingface/diffusers/pull/13130) — closed, merged - [Issue #12650: Question about the `# Copied from` system](https://github.com/huggingface/diffusers/issues/12650) — open ### `lawrence-cj` - profile: [github.com/lawrence-cj](https://github.com/lawrence-cj) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Alawrence-cj) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Alawrence-cj) - repo first seen: `2023-11-08T08:40:50Z` - repo last seen: `2026-03-18T02:48:51Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **34** - snapshot authored PRs/issues: **32 PRs / 2 issues** - snapshot discussion activity: **144 comments / 76 reviews / 75 review comments** - account age: **2408 days** - recent public PR activity: **6 PRs** (4 merged / 1 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **17%**, open rate **17%**) - public orgs: none visible - compact scores: follow-through **mixed**, breadth **low**, automation risk **low** - heuristic read: **—** Example artifacts: - [PR #13229: add ltx2 vae in sana-video;](https://github.com/huggingface/diffusers/pull/13229) — closed, merged - [PR #12723: [feat] LongSANA: a minute-length real-time video generation model](https://github.com/huggingface/diffusers/pull/12723) — open - [PR #12675: fix typo in docs](https://github.com/huggingface/diffusers/pull/12675) — closed, merged - [Issue #5989: safetensors.torch bug](https://github.com/huggingface/diffusers/issues/5989) — closed - [Issue #5862: Transformer2DModel does not support gradient checkpointing.](https://github.com/huggingface/diffusers/issues/5862) — closed ### `Beinsezii` - profile: [github.com/Beinsezii](https://github.com/Beinsezii) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ABeinsezii) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ABeinsezii) - repo first seen: `2023-11-06T21:11:04Z` - repo last seen: `2026-04-13T05:39:29Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **25** - snapshot authored PRs/issues: **20 PRs / 5 issues** - snapshot discussion activity: **57 comments / 7 reviews / 7 review comments** - account age: **2888 days** - recent public PR activity: **29 PRs** (26 merged / 2 closed-unmerged / 1 open; merged rate **90%**, closed-unmerged rate **7%**, open rate **3%**) - public orgs: none visible - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low** - heuristic read: **high recent PR volume; no visible non-self stars** Example artifacts: - [PR #13453: Fix SDXL Refiner with Higher Order Schedulers](https://github.com/huggingface/diffusers/pull/13453) — open - [PR #12955: ZImageTransformer2D: Only build attention mask if seqlens are not equal](https://github.com/huggingface/diffusers/pull/12955) — closed, merged - [PR #12101: lora_conversion_utils: replace lora up/down with a/b even if `transformer.` in key](https://github.com/huggingface/diffusers/pull/12101) — closed, merged - [Issue #11592: 0.33.X FluxLoraLoaderMixin `delete_adapters` Regression](https://github.com/huggingface/diffusers/issues/11592) — closed - [Issue #8565: StableDiffusion3Pipeline `load_lora_weights` IndexError](https://github.com/huggingface/diffusers/issues/8565) — closed - [Issue #8488: StableDiffusion3Pipeline `from_pretrained` Exception](https://github.com/huggingface/diffusers/issues/8488) — closed ### `DefTruth` - profile: [github.com/DefTruth](https://github.com/DefTruth) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ADefTruth) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ADefTruth) - repo first seen: `2025-08-07T07:00:06Z` - repo last seen: `2026-03-09T06:06:26Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **22** - snapshot authored PRs/issues: **15 PRs / 7 issues** - snapshot discussion activity: **86 comments / 22 reviews / 22 review comments** - account age: **3136 days** - recent public PR activity: **187 PRs** (184 merged / 1 closed-unmerged / 2 open; merged rate **98%**, closed-unmerged rate **1%**, open rate **1%**) - public orgs: `vipshop`, `PaddlePaddle`, `xlite-dev` - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low** - heuristic read: **extremely high recent PR volume** Example artifacts: - [PR #13228: fix: allow pass cpu generator for helios](https://github.com/huggingface/diffusers/pull/13228) — closed, merged - [PR #12996: feat: support Ulysses Anything Attention](https://github.com/huggingface/diffusers/pull/12996) — closed, merged - [PR #12970: fix Qwen-Image series context parallel](https://github.com/huggingface/diffusers/pull/12970) — closed, merged - [Issue #12823: How to use quantizer after pipeline loaded?](https://github.com/huggingface/diffusers/issues/12823) — closed - [Issue #12706: [Feature] Ulysses Attention for any sequence length w/o padding](https://github.com/huggingface/diffusers/issues/12706) — closed - [Issue #12661: Crash while using ChronoEdit with context parallelism](https://github.com/huggingface/diffusers/issues/12661) — closed ### `entrpn` - profile: [github.com/entrpn](https://github.com/entrpn) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aentrpn) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aentrpn) - repo first seen: `2022-10-27T22:30:33Z` - repo last seen: `2026-04-15T16:05:11Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **15** - snapshot authored PRs/issues: **12 PRs / 3 issues** - snapshot discussion activity: **32 comments / 7 reviews / 7 review comments** - account age: **4455 days** - recent public PR activity: **9 PRs** (7 merged / 2 closed-unmerged / 0 open; merged rate **78%**, closed-unmerged rate **22%**, open rate **0%**) - public orgs: none visible - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low** - heuristic read: **—** Example artifacts: - [PR #13463: [ptxla] fix pytorch xla inference on TPUs.](https://github.com/huggingface/diffusers/pull/13463) — closed, merged - [PR #11096: update readme instructions.](https://github.com/huggingface/diffusers/pull/11096) — closed, merged - [PR #11065: reverts accidental change that removes attn_mask in attn. Improves fl…](https://github.com/huggingface/diffusers/pull/11065) — closed, merged - [Issue #7895: Flax's use_memory_efficient_attention is broken](https://github.com/huggingface/diffusers/issues/7895) — closed - [Issue #5224: Flax Stable Diffusion 2.1 error](https://github.com/huggingface/diffusers/issues/5224) — closed - [Issue #2081: Converting pytorch stable diffusion weights to jax doesn't always work](https://github.com/huggingface/diffusers/issues/2081) — closed ### `dxqb` - profile: [github.com/dxqb](https://github.com/dxqb) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adxqb) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adxqb) - repo first seen: `2025-01-12T14:41:12Z` - repo last seen: `2026-03-24T18:01:28Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **22** - snapshot authored PRs/issues: **9 PRs / 13 issues** - snapshot discussion activity: **79 comments / 11 reviews / 13 review comments** - account age: **565 days** - recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**) - public orgs: none visible - compact scores: follow-through **n/a**, breadth **low**, automation risk **low** - heuristic read: **no visible non-self stars** Example artifacts: - [PR #13184: Z-Image: no attention mask if attention mask is a no-op](https://github.com/huggingface/diffusers/pull/13184) — closed - [PR #12892: Check for attention mask in backends that don't support it](https://github.com/huggingface/diffusers/pull/12892) — closed, merged - [PR #12870: Split attention backends](https://github.com/huggingface/diffusers/pull/12870) — open - [Issue #13001: Shape mismatch when loading a Flux2.Klein GGUF](https://github.com/huggingface/diffusers/issues/13001) — open - [Issue #12893: Z-Image text sequence length issue](https://github.com/huggingface/diffusers/issues/12893) — closed - [Issue #12776: Flux2: Tensor tuples can cause issues for checkpointing](https://github.com/huggingface/diffusers/issues/12776) — open ### `sywangyi` - profile: [github.com/sywangyi](https://github.com/sywangyi) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asywangyi) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asywangyi) - repo first seen: `2023-09-19T06:45:24Z` - repo last seen: `2026-03-16T07:47:18Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **8** - snapshot authored PRs/issues: **8 PRs / 0 issues** - snapshot discussion activity: **28 comments / 9 reviews / 9 review comments** - account age: **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 #13270: fix parallelism case failure in xpu](https://github.com/huggingface/diffusers/pull/13270) — closed, merged - [PR #12842: fix pytest tests/pipelines/pixart_sigma/test_pixart.py::PixArtSigmaPi…](https://github.com/huggingface/diffusers/pull/12842) — closed, merged - [PR #12829: support CP in native flash attention](https://github.com/huggingface/diffusers/pull/12829) — closed, merged ### `satani99` - profile: [github.com/satani99](https://github.com/satani99) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asatani99) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asatani99) - repo first seen: `2024-01-09T09:10:11Z` - repo last seen: `2026-03-25T05:05:58Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **7** - snapshot authored PRs/issues: **7 PRs / 0 issues** - snapshot discussion activity: **19 comments / 6 reviews / 6 review comments** - account age: **2806 days** - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**) - public orgs: none visible - compact scores: follow-through **weak**, breadth **low**, automation risk **low** - heuristic read: **high open PR share; targets high-star repos** Example artifacts: - [PR #13331: Cogvideox_fun_inp pipeline](https://github.com/huggingface/diffusers/pull/13331) — open - [PR #9597: Added Differential Diffusion to Auraflow.](https://github.com/huggingface/diffusers/pull/9597) — open - [PR #8990: Add StableDiffusionXLControlNetPAGImg2ImgPipeline](https://github.com/huggingface/diffusers/pull/8990) — closed, merged ### `miguelmartin75` - profile: [github.com/miguelmartin75](https://github.com/miguelmartin75) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Amiguelmartin75) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Amiguelmartin75) - repo first seen: `2025-12-17T00:32:26Z` - repo last seen: `2026-04-16T00:50:23Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **6** - snapshot authored PRs/issues: **6 PRs / 0 issues** - snapshot discussion activity: **9 comments / 22 reviews / 22 review comments** - account age: **4853 days** - recent public PR activity: **5 PRs** (4 merged / 0 closed-unmerged / 1 open; merged rate **80%**, closed-unmerged rate **0%**, open rate **20%**) - public orgs: none visible - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low** - heuristic read: **—** Example artifacts: - [PR #13251: Update Documentation for NVIDIA Cosmos](https://github.com/huggingface/diffusers/pull/13251) — closed, merged - [PR #13114: Cosmos Transfer2.5 Auto-Regressive Inference Pipeline](https://github.com/huggingface/diffusers/pull/13114) — closed, merged - [PR #13066: Cosmos Transfer2.5 inference pipeline: general/{seg, depth, blur, edge}](https://github.com/huggingface/diffusers/pull/13066) — closed, merged ### `adi776borate` - profile: [github.com/adi776borate](https://github.com/adi776borate) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aadi776borate) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aadi776borate) - repo first seen: `2025-11-11T18:30:22Z` - repo last seen: `2026-04-18T05:51:05Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **5** - snapshot authored PRs/issues: **5 PRs / 0 issues** - snapshot discussion activity: **35 comments / 29 reviews / 29 review comments** - account age: **735 days** - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**) - public orgs: none visible - compact scores: follow-through **mixed**, breadth **low**, automation risk **low** - heuristic read: **high open PR share; targets high-star repos** Example artifacts: - [PR #13299: Fix missing latents_bn_std dtype cast in VAE normalization](https://github.com/huggingface/diffusers/pull/13299) — open - [PR #13050: Add FLUX.2 Klein Inpaint Pipeline](https://github.com/huggingface/diffusers/pull/13050) — closed, merged - [PR #13018: Fix: Cosmos2.5 Video2World frame extraction and add default negative prompt](https://github.com/huggingface/diffusers/pull/13018) — closed, merged ### `CalamitousFelicitousness` - profile: [github.com/CalamitousFelicitousness](https://github.com/CalamitousFelicitousness) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ACalamitousFelicitousness) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ACalamitousFelicitousness) - repo first seen: `2025-10-22T10:15:05Z` - repo last seen: `2026-04-01T01:35:47Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **6** - snapshot authored PRs/issues: **4 PRs / 2 issues** - snapshot discussion activity: **34 comments / 16 reviews / 16 review comments** - account age: **2197 days** - recent public PR activity: **15 PRs** (12 merged / 2 closed-unmerged / 1 open; merged rate **80%**, closed-unmerged rate **13%**, open rate **7%**) - public orgs: none visible - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low** - heuristic read: **—** Example artifacts: - [PR #13326: Add Flux2 LoKR adapter support prototype with dual conversion paths](https://github.com/huggingface/diffusers/pull/13326) — open - [PR #13006: Feature/zimage inpaint pipeline](https://github.com/huggingface/diffusers/pull/13006) — closed, merged - [PR #12751: Add ZImageImg2ImgPipeline](https://github.com/huggingface/diffusers/pull/12751) — closed, merged - [Issue #12752: Z-Image img2img and inpainting pipeline](https://github.com/huggingface/diffusers/issues/12752) — open - [Issue #12529: Wan2.2 TI2V-5B Tiled VAE Tensor size mismatch](https://github.com/huggingface/diffusers/issues/12529) — closed ### `AlanPonnachan` - profile: [github.com/AlanPonnachan](https://github.com/AlanPonnachan) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AAlanPonnachan) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AAlanPonnachan) - repo first seen: `2024-12-23T18:31:30Z` - repo last seen: `2026-04-20T17:40:41Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **4** - snapshot authored PRs/issues: **4 PRs / 0 issues** - snapshot discussion activity: **22 comments / 8 reviews / 8 review comments** - account age: **1775 days** - recent public PR activity: **5 PRs** (2 merged / 1 closed-unmerged / 2 open; merged rate **40%**, closed-unmerged rate **20%**, open rate **40%**) - public orgs: none visible - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low** - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos** Example artifacts: - [PR #13324: feat: Add Modular Pipeline for Stable Diffusion 3 (SD3)](https://github.com/huggingface/diffusers/pull/13324) — open - [PR #13098: Add JiT model and pipeline](https://github.com/huggingface/diffusers/pull/13098) — open - [PR #12744: Add support for Magcache ](https://github.com/huggingface/diffusers/pull/12744) — closed, merged ### `cbensimon` - profile: [github.com/cbensimon](https://github.com/cbensimon) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Acbensimon) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Acbensimon) - repo first seen: `2023-09-29T10:19:13Z` - repo last seen: `2026-03-23T12:04:18Z` - first seen in snapshot: **no** - repo association: **MEMBER** - repo primary artifacts: **4** - snapshot authored PRs/issues: **4 PRs / 0 issues** - snapshot discussion activity: **9 comments / 5 reviews / 4 review comments** - account age: **4031 days** - recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**) - public orgs: none visible - compact scores: follow-through **n/a**, breadth **low**, automation risk **low** - heuristic read: **no visible non-self stars** Example artifacts: - [PR #13290: [export] Add export-safe LRU cache helper](https://github.com/huggingface/diffusers/pull/13290) — closed, merged - [PR #12399: [perf] Cache version checks](https://github.com/huggingface/diffusers/pull/12399) — closed, merged - [PR #12211: [QwenImage] Do not use `lru_cache` when compiling](https://github.com/huggingface/diffusers/pull/12211) — closed, draft ### `alvarobartt` - profile: [github.com/alvarobartt](https://github.com/alvarobartt) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aalvarobartt) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aalvarobartt) - repo first seen: `2025-12-22T14:10:32Z` - repo last seen: `2026-03-11T17:14:51Z` - first seen in snapshot: **no** - repo association: **MEMBER** - repo primary artifacts: **3** - snapshot authored PRs/issues: **3 PRs / 0 issues** - snapshot discussion activity: **1 comments / 1 reviews / 0 review comments** - account age: **2975 days** - recent public PR activity: **34 PRs** (29 merged / 0 closed-unmerged / 5 open; merged rate **85%**, closed-unmerged rate **0%**, open rate **15%**) - public orgs: `huggingface`, `Hugging-Face-Helping-Hand` - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low** - heuristic read: **high recent PR volume** Example artifacts: - [PR #13257: Add `PRXPipeline` in `AUTO_TEXT2IMAGE_PIPELINES_MAPPING`](https://github.com/huggingface/diffusers/pull/13257) — closed, merged - [PR #12877: Use `T5Tokenizer` instead of `MT5Tokenizer` (removed in Transformers v5.0+)](https://github.com/huggingface/diffusers/pull/12877) — closed, merged - [PR #12876: Add `OvisImagePipeline` in `AUTO_TEXT2IMAGE_PIPELINES_MAPPING`](https://github.com/huggingface/diffusers/pull/12876) — closed, merged ### `McPatate` - profile: [github.com/McPatate](https://github.com/McPatate) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AMcPatate) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AMcPatate) - repo first seen: `2024-06-07T16:06:34Z` - repo last seen: `2026-04-14T17:27:04Z` - first seen in snapshot: **no** - repo association: **MEMBER** - repo primary artifacts: **3** - snapshot authored PRs/issues: **3 PRs / 0 issues** - snapshot discussion activity: **2 comments / 4 reviews / 7 review comments** - account age: **4208 days** - recent public PR activity: **26 PRs** (21 merged / 1 closed-unmerged / 4 open; merged rate **81%**, closed-unmerged rate **4%**, open rate **15%**) - public orgs: `huggingface` - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low** - heuristic read: **high recent PR volume** Example artifacts: - [PR #13470: feat: bump safetensors to `0.8.0-rc.0`](https://github.com/huggingface/diffusers/pull/13470) — closed, merged - [PR #8457: fix(ci): remove unnecessary permissions](https://github.com/huggingface/diffusers/pull/8457) — closed, merged - [PR #8430: feat(ci): add trufflehog secrets detection](https://github.com/huggingface/diffusers/pull/8430) — closed, merged ### `tcaimm` - profile: [github.com/tcaimm](https://github.com/tcaimm) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Atcaimm) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Atcaimm) - repo first seen: `2025-12-02T11:22:45Z` - repo last seen: `2026-03-10T02:43:24Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **3** - snapshot authored PRs/issues: **3 PRs / 0 issues** - snapshot discussion activity: **6 comments / 1 reviews / 1 review comments** - account age: **1624 days** - recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**) - public orgs: none visible - compact scores: follow-through **strong**, breadth **low**, automation risk **low** - heuristic read: **targets high-star repos** Example artifacts: - [PR #13219: Fix wrapped transformer config access in Flux2 Klein training](https://github.com/huggingface/diffusers/pull/13219) — closed, merged - [PR #13011: Add train flux2 series lora config](https://github.com/huggingface/diffusers/pull/13011) — closed, merged - [PR #12774: Fixed an issue with abnormal training loss in Dreambooth Flux2.](https://github.com/huggingface/diffusers/pull/12774) — closed ### `vkuzo` - profile: [github.com/vkuzo](https://github.com/vkuzo) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Avkuzo) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Avkuzo) - repo first seen: `2025-12-29T17:14:53Z` - repo last seen: `2026-03-31T12:08:47Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **3** - snapshot authored PRs/issues: **3 PRs / 0 issues** - snapshot discussion activity: **4 comments / 3 reviews / 3 review comments** - account age: **5122 days** - recent public PR activity: **92 PRs** (77 merged / 9 closed-unmerged / 6 open; merged rate **84%**, closed-unmerged rate **10%**, open rate **7%**) - public orgs: none visible - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low** - heuristic read: **high recent PR volume** Example artifacts: - [PR #13263: [not for land yet]: improve cuda graph support for Qwen-Image](https://github.com/huggingface/diffusers/pull/13263) — open - [PR #13048: remove torchao autoquant from diffusers docs](https://github.com/huggingface/diffusers/pull/13048) — closed, merged - [PR #12901: fix torchao quantizer for new torchao versions](https://github.com/huggingface/diffusers/pull/12901) — closed, merged ### `Moran232` - profile: [github.com/Moran232](https://github.com/Moran232) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AMoran232) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AMoran232) - repo first seen: `2026-04-07T07:58:41Z` - repo last seen: `2026-04-14T14:49:49Z` - first seen in snapshot: **no** - repo association: **FIRST_TIME_CONTRIBUTOR** - repo primary artifacts: **3** - snapshot authored PRs/issues: **1 PRs / 2 issues** - snapshot discussion activity: **2 comments / 12 reviews / 12 review comments** - account age: **4195 days** - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**) - public orgs: none visible - compact scores: follow-through **weak**, breadth **low**, automation risk **low** - heuristic read: **high open PR share; targets high-star repos** Example artifacts: - [PR #13444: [feat] JoyAI-JoyImage-Edit support](https://github.com/huggingface/diffusers/pull/13444) — open - [Issue #13430: Support for JoyAI-Image-Edit](https://github.com/huggingface/diffusers/issues/13430) — open - [Issue #13429: add JoyAI-Image-Edit](https://github.com/huggingface/diffusers/issues/13429) — closed ### `plugyawn` - profile: [github.com/plugyawn](https://github.com/plugyawn) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aplugyawn) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aplugyawn) - repo first seen: `2026-03-08T17:03:35Z` - repo last seen: `2026-04-19T09:52:56Z` - first seen in snapshot: **no** - repo association: **FIRST_TIME_CONTRIBUTOR** - repo primary artifacts: **2** - snapshot authored PRs/issues: **1 PRs / 1 issues** - snapshot discussion activity: **13 comments / 1 reviews / 1 review comments** - account age: **1941 days** - recent public PR activity: **5 PRs** (3 merged / 0 closed-unmerged / 2 open; merged rate **60%**, closed-unmerged rate **0%**, open rate **40%**) - public orgs: none visible - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low** - heuristic read: **high open PR share** Example artifacts: - [PR #13231: Add RAE Diffusion Transformer inference/preliminary training pipelines](https://github.com/huggingface/diffusers/pull/13231) — open - [Issue #13225: RAE+DiT support for published checkpoints](https://github.com/huggingface/diffusers/issues/13225) — open ### `pthombre` - profile: [github.com/pthombre](https://github.com/pthombre) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Apthombre) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Apthombre) - repo first seen: `2025-12-22T23:16:56Z` - repo last seen: `2026-03-28T00:07:19Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **2** - snapshot authored PRs/issues: **1 PRs / 1 issues** - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments** - account age: **388 days** - recent public PR activity: **18 PRs** (13 merged / 1 closed-unmerged / 4 open; merged rate **72%**, closed-unmerged rate **6%**, open rate **22%**) - public orgs: none visible - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low** - heuristic read: **—** Example artifacts: - [PR #13306: [docs] Add NeMo Automodel training guide](https://github.com/huggingface/diffusers/pull/13306) — closed, merged - [Issue #12880: Allow users to pass in a custom device_mesh to the enable_parallelism method in the diffusers library](https://github.com/huggingface/diffusers/issues/12880) — closed ### `Sunhill666` - profile: [github.com/Sunhill666](https://github.com/Sunhill666) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ASunhill666) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ASunhill666) - repo first seen: `2026-04-01T06:54:19Z` - repo last seen: `2026-04-17T02:37:14Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **2** - snapshot authored PRs/issues: **1 PRs / 1 issues** - snapshot discussion activity: **5 comments / 5 reviews / 5 review comments** - account age: **3220 days** - recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**) - public orgs: none visible - compact scores: follow-through **strong**, breadth **low**, automation risk **low** - heuristic read: **targets high-star repos** Example artifacts: - [PR #13379: fix(qwen): fix CFG failing when passing neg prompt embeds with none mask](https://github.com/huggingface/diffusers/pull/13379) — closed, merged - [Issue #13377: [Bug] `QwenImagePipeline` silently disables CFG when passing `negative_prompt_embeds` if mask is `None` (which `encode_prompt` returns by default)](https://github.com/huggingface/diffusers/issues/13377) — closed ### `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) — open ### `abhixb` - profile: [github.com/abhixb](https://github.com/abhixb) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aabhixb) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aabhixb) - repo first seen: `2026-03-14T12:01:02Z` - repo last seen: `2026-03-15T13:51:05Z` - first seen in snapshot: **no** - repo association: **NONE** - repo primary artifacts: **1** - snapshot authored PRs/issues: **1 PRs / 0 issues** - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments** - account age: **263 days** - recent public PR activity: **2 PRs** (1 merged / 1 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**) - public orgs: none visible - compact scores: follow-through **mixed**, breadth **low**, automation risk **low** - heuristic read: **young account; many recent closed-unmerged PRs; targets high-star repos** Example artifacts: - [PR #13265: add tensor and numpy array support for image input in Flux2KleinPipeline](https://github.com/huggingface/diffusers/pull/13265) — closed ### `Alexkkir` - profile: [github.com/Alexkkir](https://github.com/Alexkkir) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AAlexkkir) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AAlexkkir) - repo first seen: `2026-03-24T08:31:05Z` - repo last seen: `2026-03-24T10:51:41Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **1** - snapshot authored PRs/issues: **1 PRs / 0 issues** - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments** - account age: **2758 days** - recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**) - public orgs: none visible - compact scores: follow-through **strong**, breadth **low**, automation risk **low** - heuristic read: **targets high-star repos** Example artifacts: - [PR #13320: Use defaultdict for _SET_ADAPTER_SCALE_FN_MAPPING](https://github.com/huggingface/diffusers/pull/13320) — closed, merged ### `andrew-w-ross` - profile: [github.com/andrew-w-ross](https://github.com/andrew-w-ross) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aandrew-w-ross) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aandrew-w-ross) - repo first seen: `2026-03-30T01:44:18Z` - repo last seen: `2026-03-30T15:34:12Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **1** - snapshot authored PRs/issues: **1 PRs / 0 issues** - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments** - account age: **3851 days** - recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**) - public orgs: none visible - compact scores: follow-through **strong**, breadth **low**, automation risk **low** - heuristic read: **targets high-star repos** Example artifacts: - [PR #13363: corrects single file path validation logic](https://github.com/huggingface/diffusers/pull/13363) — closed, merged ### `andrewor14` - profile: [github.com/andrewor14](https://github.com/andrewor14) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aandrewor14) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aandrewor14) - repo first seen: `2026-04-03T20:31:12Z` - repo last seen: `2026-04-08T15:43:10Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **1** - snapshot authored PRs/issues: **1 PRs / 0 issues** - snapshot discussion activity: **1 comments / 2 reviews / 2 review comments** - account age: **4997 days** - recent public PR activity: **12 PRs** (9 merged / 1 closed-unmerged / 2 open; merged rate **75%**, closed-unmerged rate **8%**, open rate **17%**) - public orgs: `ucb-sts` - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low** - heuristic read: **—** Example artifacts: - [PR #13405: Remove references to torchao's AffineQuantizedTensor](https://github.com/huggingface/diffusers/pull/13405) — closed, merged ### `aryabyte21` - profile: [github.com/aryabyte21](https://github.com/aryabyte21) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aaryabyte21) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aaryabyte21) - repo first seen: `2026-03-15T05:17:57Z` - repo last seen: `2026-03-15T05:54:47Z` - first seen in snapshot: **no** - repo association: **FIRST_TIME_CONTRIBUTOR** - repo primary artifacts: **1** - snapshot authored PRs/issues: **1 PRs / 0 issues** - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments** - account age: **2264 days** - recent public PR activity: **18 PRs** (6 merged / 11 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **61%**, open rate **6%**) - public orgs: none visible - compact scores: follow-through **weak**, breadth **low**, automation risk **low** - heuristic read: **many recent closed-unmerged PRs; targets high-star repos** Example artifacts: - [PR #13268: Add DiffSynth blockwise ControlNet support to QwenImageControlNetModel](https://github.com/huggingface/diffusers/pull/13268) — open ### `aws-zhenguo` - profile: [github.com/aws-zhenguo](https://github.com/aws-zhenguo) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aaws-zhenguo) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aaws-zhenguo) - repo first seen: `2026-04-14T22:28:18Z` - repo last seen: `2026-04-14T22:28:18Z` - first seen in snapshot: **no** - repo association: **FIRST_TIME_CONTRIBUTOR** - repo primary artifacts: **1** - snapshot authored PRs/issues: **1 PRs / 0 issues** - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments** - account age: **514 days** - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**) - public orgs: none visible - compact scores: follow-through **weak**, breadth **low**, automation risk **low** - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos** Example artifacts: - [PR #13473: [attention backends] Add Neuron backend for context parallel](https://github.com/huggingface/diffusers/pull/13473) — open ### `awsr` - profile: [github.com/awsr](https://github.com/awsr) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aawsr) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aawsr) - repo first seen: `2026-04-04T02:02:23Z` - repo last seen: `2026-04-04T02:46:55Z` - first seen in snapshot: **no** - repo association: **FIRST_TIME_CONTRIBUTOR** - repo primary artifacts: **1** - snapshot authored PRs/issues: **1 PRs / 0 issues** - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments** - account age: **2751 days** - recent public PR activity: **24 PRs** (18 merged / 3 closed-unmerged / 3 open; merged rate **75%**, closed-unmerged rate **12%**, open rate **12%**) - public orgs: none visible - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low** - heuristic read: **—** Example artifacts: - [PR #13409: Guard against calling optional `ftfy` module if not available](https://github.com/huggingface/diffusers/pull/13409) — open ### `conanna` - profile: [github.com/conanna](https://github.com/conanna) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aconanna) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aconanna) - repo first seen: `2026-04-12T19:13:13Z` - repo last seen: `2026-04-12T19:13:13Z` - first seen in snapshot: **no** - repo association: **FIRST_TIMER** - repo primary artifacts: **1** - snapshot authored PRs/issues: **1 PRs / 0 issues** - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments** - account age: **381 days** - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**) - public orgs: none visible - compact scores: follow-through **weak**, breadth **low**, automation risk **low** - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos** Example artifacts: - [PR #13450: fix: align sigmas device in UniPCMultistepScheduler.set_timesteps](https://github.com/huggingface/diffusers/pull/13450) — open ### `Dev-next-gen` - profile: [github.com/Dev-next-gen](https://github.com/Dev-next-gen) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ADev-next-gen) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ADev-next-gen) - repo first seen: `2026-04-19T00:36:23Z` - repo last seen: `2026-04-19T00:36:23Z` - first seen in snapshot: **no** - repo association: **FIRST_TIME_CONTRIBUTOR** - repo primary artifacts: **1** - snapshot authored PRs/issues: **1 PRs / 0 issues** - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments** - account age: **518 days** - recent public PR activity: **7 PRs** (5 merged / 0 closed-unmerged / 2 open; merged rate **71%**, closed-unmerged rate **0%**, open rate **29%**) - public orgs: none visible - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low** - heuristic read: **—** Example artifacts: - [PR #13502: fix(ROCm): stream sync race in group_offloading + LSE shape mismatch in ring/Ulysses attention](https://github.com/huggingface/diffusers/pull/13502) — open ### `dhruvildarji` - profile: [github.com/dhruvildarji](https://github.com/dhruvildarji) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adhruvildarji) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adhruvildarji) - repo first seen: `2026-02-23T10:03:12Z` - repo last seen: `2026-02-23T10:03:12Z` - first seen in snapshot: **no** - repo association: **FIRST_TIME_CONTRIBUTOR** - repo primary artifacts: **1** - snapshot authored PRs/issues: **1 PRs / 0 issues** - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments** - account age: **3352 days** - recent public PR activity: **66 PRs** (10 merged / 22 closed-unmerged / 34 open; merged rate **15%**, closed-unmerged rate **33%**, open rate **52%**) - public orgs: none visible - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium** - heuristic read: **high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos** Example artifacts: - [PR #13175: tests: add regression test for logger NameError in torchao_quantizer](https://github.com/huggingface/diffusers/pull/13175) — open ### `GalacticAvenger` - profile: [github.com/GalacticAvenger](https://github.com/GalacticAvenger) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AGalacticAvenger) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AGalacticAvenger) - repo first seen: `2026-04-02T20:15:48Z` - repo last seen: `2026-04-02T20:15:48Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **1** - snapshot authored PRs/issues: **1 PRs / 0 issues** - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments** - account age: **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 ### `hitchhiker3010` - profile: [github.com/hitchhiker3010](https://github.com/hitchhiker3010) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahitchhiker3010) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahitchhiker3010) - repo first seen: `2026-04-07T06:26:34Z` - repo last seen: `2026-04-18T04:45:07Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **1** - snapshot authored PRs/issues: **1 PRs / 0 issues** - snapshot discussion activity: **6 comments / 0 reviews / 0 review comments** - account age: **3777 days** - recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**) - public orgs: none visible - compact scores: follow-through **strong**, breadth **low**, automation risk **low** - heuristic read: **targets high-star repos** Example artifacts: - [PR #13461: Remove compile bottlenecks from ZImage pipeline](https://github.com/huggingface/diffusers/pull/13461) — closed, merged ### `HMAKT99` - profile: [github.com/HMAKT99](https://github.com/HMAKT99) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AHMAKT99) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AHMAKT99) - repo first seen: `2026-03-30T15:12:13Z` - repo last seen: `2026-03-30T15:12:13Z` - first seen in snapshot: **no** - repo association: **FIRST_TIME_CONTRIBUTOR** - repo primary artifacts: **1** - snapshot authored PRs/issues: **1 PRs / 0 issues** - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments** - account age: **265 days** - recent public PR activity: **200 PRs** (93 merged / 62 closed-unmerged / 45 open; merged rate **46%**, closed-unmerged rate **31%**, open rate **22%**) - public orgs: none visible - compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium** - heuristic read: **young account; extremely high recent PR volume; very broad repo spread** Example artifacts: - [PR #13370: Add AI image provenance community example](https://github.com/huggingface/diffusers/pull/13370) — open ### `kvr06-ai` - profile: [github.com/kvr06-ai](https://github.com/kvr06-ai) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Akvr06-ai) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Akvr06-ai) - repo first seen: `2026-03-10T10:45:14Z` - repo last seen: `2026-03-10T10:45:14Z` - first seen in snapshot: **no** - repo association: **FIRST_TIME_CONTRIBUTOR** - repo primary artifacts: **1** - snapshot authored PRs/issues: **1 PRs / 0 issues** - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments** - account age: **573 days** - recent public PR activity: **32 PRs** (11 merged / 8 closed-unmerged / 13 open; merged rate **34%**, closed-unmerged rate **25%**, open rate **41%**) - public orgs: none visible - compact scores: follow-through **weak**, breadth **high**, automation risk **medium** - heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos** Example artifacts: - [PR #13246: Fix double-shifted sigma_min/sigma_max in FlowMatchEulerDiscreteScheduler](https://github.com/huggingface/diffusers/pull/13246) — open ### `LiuYinfeng01` - profile: [github.com/LiuYinfeng01](https://github.com/LiuYinfeng01) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ALiuYinfeng01) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ALiuYinfeng01) - repo first seen: `2026-03-25T03:29:24Z` - repo last seen: `2026-03-25T03:29:24Z` - first seen in snapshot: **no** - repo association: **FIRST_TIME_CONTRIBUTOR** - repo primary artifacts: **1** - snapshot authored PRs/issues: **1 PRs / 0 issues** - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments** - account age: **428 days** - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**) - public orgs: none visible - compact scores: follow-through **weak**, breadth **low**, automation risk **low** - heuristic read: **high open PR share; targets high-star repos** Example artifacts: - [PR #13327: feat(utils): optional aiter swizzle GEMM for ROCm MI + aiter](https://github.com/huggingface/diffusers/pull/13327) — open ### `r266-tech` - profile: [github.com/r266-tech](https://github.com/r266-tech) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ar266-tech) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ar266-tech) - repo first seen: `2026-03-22T18:03:37Z` - repo last seen: `2026-03-22T18:03:37Z` - first seen in snapshot: **no** - repo association: **FIRST_TIME_CONTRIBUTOR** - repo primary artifacts: **1** - snapshot authored PRs/issues: **1 PRs / 0 issues** - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments** - account age: **206 days** - recent public PR activity: **202 PRs** (38 merged / 72 closed-unmerged / 92 open; merged rate **19%**, closed-unmerged rate **36%**, open rate **46%**) - public orgs: none visible - compact scores: follow-through **weak**, breadth **very high**, automation risk **high** - heuristic read: **young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos** Example artifacts: - [PR #13309: Add warning when using CUDA random generator (#13298)](https://github.com/huggingface/diffusers/pull/13309) — open ### `sippycoder` - profile: [github.com/sippycoder](https://github.com/sippycoder) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asippycoder) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asippycoder) - repo first seen: `2026-03-24T03:16:39Z` - repo last seen: `2026-04-03T08:16:26Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **1** - snapshot authored PRs/issues: **1 PRs / 0 issues** - snapshot discussion activity: **5 comments / 13 reviews / 13 review comments** - account age: **1055 days** - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**) - public orgs: none visible - compact scores: follow-through **mixed**, breadth **low**, automation risk **low** - heuristic read: **high open PR share; targets high-star repos** Example artifacts: - [PR #13317: NucleusMoE-Image](https://github.com/huggingface/diffusers/pull/13317) — closed, merged ### `Songrui625` - profile: [github.com/Songrui625](https://github.com/Songrui625) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ASongrui625) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ASongrui625) - repo first seen: `2026-02-26T12:37:36Z` - repo last seen: `2026-02-27T06:12:03Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **1** - snapshot authored PRs/issues: **1 PRs / 0 issues** - snapshot discussion activity: **1 comments / 1 reviews / 1 review comments** - account age: **2641 days** - recent public PR activity: **4 PRs** (2 merged / 0 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**) - public orgs: none visible - compact scores: follow-through **mixed**, breadth **low**, automation risk **low** - heuristic read: **high open PR share** Example artifacts: - [PR #13187: Fix LTX-2 image-to-video generation failure in two stages generation](https://github.com/huggingface/diffusers/pull/13187) — closed, merged ### `teith` - profile: [github.com/teith](https://github.com/teith) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ateith) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ateith) - repo first seen: `2026-03-03T01:07:16Z` - repo last seen: `2026-03-03T01:07:16Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **1** - snapshot authored PRs/issues: **1 PRs / 0 issues** - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments** - account age: **1184 days** - recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**) - public orgs: none visible - compact scores: follow-through **n/a**, breadth **low**, automation risk **low** - heuristic read: **no visible non-self stars** Example artifacts: - [PR #13205: fix: correct invalid type annotation for `image` in `Flux2Pipeline.__call__`](https://github.com/huggingface/diffusers/pull/13205) — closed, merged ### `varaprasadtarunkumar` - profile: [github.com/varaprasadtarunkumar](https://github.com/varaprasadtarunkumar) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Avaraprasadtarunkumar) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Avaraprasadtarunkumar) - repo first seen: `2026-04-03T18:58:56Z` - repo last seen: `2026-04-03T19:28:43Z` - first seen in snapshot: **no** - repo association: **NONE** - repo primary artifacts: **1** - snapshot authored PRs/issues: **1 PRs / 0 issues** - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments** - account age: **1436 days** - recent public PR activity: **2 PRs** (0 merged / 2 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**) - public orgs: none visible - compact scores: follow-through **weak**, breadth **low**, automation risk **low** - heuristic read: **many recent closed-unmerged PRs; targets high-star repos** Example artifacts: - [PR #13404: fix: cache modulate_index tensor to eliminate per-step DtoH sync](https://github.com/huggingface/diffusers/pull/13404) — closed ### `Xyc2016` - profile: [github.com/Xyc2016](https://github.com/Xyc2016) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AXyc2016) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AXyc2016) - repo first seen: `2026-04-06T14:42:14Z` - repo last seen: `2026-04-06T14:42:14Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **1** - snapshot authored PRs/issues: **1 PRs / 0 issues** - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments** - account age: **3421 days** - recent public PR activity: **3 PRs** (3 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**) - public orgs: none visible - compact scores: follow-through **strong**, breadth **low**, automation risk **low** - heuristic read: **—** Example artifacts: - [PR #13423: Fix grammar in LoRA documentation](https://github.com/huggingface/diffusers/pull/13423) — closed, merged ### `yadferhad` - profile: [github.com/yadferhad](https://github.com/yadferhad) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ayadferhad) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ayadferhad) - repo first seen: `2026-04-15T17:24:00Z` - repo last seen: `2026-04-17T22:44:25Z` - first seen in snapshot: **no** - repo association: **CONTRIBUTOR** - repo primary artifacts: **1** - snapshot authored PRs/issues: **1 PRs / 0 issues** - snapshot discussion activity: **2 comments / 4 reviews / 4 review comments** - account age: **3308 days** - recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**) - public orgs: `backspace-labs` - compact scores: follow-through **weak**, breadth **low**, automation risk **medium** - heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos** Example artifacts: - [PR #13486: Fix Flux2 non-diffusers guidance LoRA conversion](https://github.com/huggingface/diffusers/pull/13486) — closed, merged ### `yunjoochoi` - profile: [github.com/yunjoochoi](https://github.com/yunjoochoi) - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ayunjoochoi) - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ayunjoochoi) - repo first seen: `2026-03-15T03:43:58Z` - repo last seen: `2026-03-15T03:43:58Z` - first seen in snapshot: **no** - repo association: **FIRST_TIME_CONTRIBUTOR** - repo primary artifacts: **1** - snapshot authored PRs/issues: **1 PRs / 0 issues** - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments** - account age: **776 days** - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**) - public orgs: none visible - compact scores: follow-through **weak**, breadth **low**, automation risk **low** - heuristic read: **high open PR share; targets high-star repos** Example artifacts: - [PR #13267: Fix missing gradient_checkpointing init in ZImageControlNetModel](https://github.com/huggingface/diffusers/pull/13267) — open