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1852 1853 1854 1855 1856 1857 1858 1859 1860 1861 1862 1863 1864 1865 1866 1867 1868 1869 1870 1871 1872 1873 1874 1875 1876 1877 1878 1879 1880 1881 1882 1883 1884 1885 1886 1887 1888 1889 1890 1891 1892 1893 1894 1895 1896 1897 1898 1899 1900 1901 1902 1903 1904 1905 1906 1907 1908 1909 1910 1911 1912 1913 1914 1915 1916 1917 1918 1919 1920 1921 1922 1923 1924 1925 1926 1927 1928 1929 1930 1931 1932 1933 1934 1935 1936 1937 1938 1939 1940 1941 1942 1943 1944 1945 1946 1947 1948 1949 1950 1951 1952 1953 1954 1955 1956 1957 1958 1959 1960 1961 1962 1963 1964 1965 1966 1967 1968 1969 1970 1971 1972 1973 1974 1975 1976 1977 1978 1979 1980 1981 1982 1983 1984 1985 1986 1987 1988 1989 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 | # New Contributor Report: huggingface/diffusers
- Snapshot: `20260413T135838Z`
- Generated: `2026-04-13T14:09:24Z`
- Activity window: `60d`
- Contributors: `84`
## Summary
| Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
| --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
| `sayakpaul` | [profile](https://github.com/sayakpaul) | no | MEMBER | 3462d | `2023-01-13T14:42:20Z` | 1002 | 131 | strong | high | low | high recent PR volume; broad repo spread; targets high-star repos |
| `DN6` | [profile](https://github.com/DN6) | no | MEMBER | 4357d | `2023-02-22T04:27:25Z` | 373 | 14 | mixed | low | low | high recent PR volume; targets high-star repos |
| `yiyixuxu` | [profile](https://github.com/yiyixuxu) | no | MEMBER | 3973d | `2022-12-14T16:37:57Z` | 295 | 38 | strong | low | low | targets high-star repos |
| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2292d | `2023-02-22T18:18:22Z` | 212 | 6 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
| `dg845` | [profile](https://github.com/dg845) | no | MEMBER | 2323d | `2023-03-22T05:10:45Z` | 66 | 8 | strong | low | low | no visible non-self stars; targets high-star repos |
| `asomoza` | [profile](https://github.com/asomoza) | no | MEMBER | 4596d | `2023-11-10T05:32:15Z` | 50 | 11 | mixed | low | low | high open PR share; targets high-star repos |
| `delmalih` | [profile](https://github.com/delmalih) | no | CONTRIBUTOR | 3308d | `2025-11-10T14:05:47Z` | 33 | 1 | strong | low | low | targets high-star repos |
| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3930d | `2025-01-20T00:59:08Z` | 11 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
| `Ricardo-M-L` | [profile](https://github.com/Ricardo-M-L) | no | FIRST_TIME_CONTRIBUTOR | 2078d | `2026-04-02T16:08:54Z` | 11 | 0 | weak | high | medium | extremely high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
| `SHYuanBest` | [profile](https://github.com/SHYuanBest) | no | CONTRIBUTOR | 988d | `2024-09-21T03:19:05Z` | 9 | 0 | strong | high | low | broad repo spread |
| `christopher5106` | [profile](https://github.com/christopher5106) | no | CONTRIBUTOR | 4420d | `2024-03-30T15:52:41Z` | 7 | 22 | mixed | low | low | high open PR share; targets high-star repos |
| `akshan-main` | [profile](https://github.com/akshan-main) | no | CONTRIBUTOR | 1557d | `2025-11-21T08:13:14Z` | 7 | 2 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
| `s-zx` | [profile](https://github.com/s-zx) | no | FIRST_TIME_CONTRIBUTOR | 2016d | `2026-03-10T22:11:42Z` | 6 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
| `azolotenkov` | [profile](https://github.com/azolotenkov) | no | CONTRIBUTOR | 1015d | `2025-03-04T13:58:31Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `howardzhang-cv` | [profile](https://github.com/howardzhang-cv) | no | CONTRIBUTOR | 3143d | `2026-01-07T18:24:00Z` | 4 | 0 | mixed | low | low | high recent PR volume |
| `zhtmike` | [profile](https://github.com/zhtmike) | no | CONTRIBUTOR | 4271d | `2026-03-17T08:08:13Z` | 3 | 2 | mixed | moderate | low | high recent PR volume |
| `Chase-Xuu` | [profile](https://github.com/Chase-Xuu) | no | FIRST_TIME_CONTRIBUTOR | 1863d | `2026-03-10T01:43:26Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
| `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1462d | `2026-03-23T11:52:46Z` | 3 | 0 | mixed | moderate | low | targets high-star repos |
| `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6565d | `2022-06-15T15:01:24Z` | 63 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share |
| `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1392d | `2022-11-29T08:44:19Z` | 18 | 4 | strong | moderate | low | high recent PR volume |
| `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 826d | `2024-12-12T10:28:15Z` | 7 | 0 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
| `Akash504-ai` | [profile](https://github.com/Akash504-ai) | no | FIRST_TIME_CONTRIBUTOR | 421d | `2026-03-29T19:06:50Z` | 2 | 3 | mixed | high | medium | high recent PR volume; broad repo spread |
| `chenyangzhu1` | [profile](https://github.com/chenyangzhu1) | no | CONTRIBUTOR | 1473d | `2026-04-02T15:30:04Z` | 2 | 1 | strong | low | low | targets high-star repos |
| `agarwalprakhar2511` | [profile](https://github.com/agarwalprakhar2511) | no | FIRST_TIME_CONTRIBUTOR | 22d | `2026-03-22T09:13:05Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `eliemichel` | [profile](https://github.com/eliemichel) | no | FIRST_TIME_CONTRIBUTOR | 4549d | `2026-03-09T21:49:18Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `gambletan` | [profile](https://github.com/gambletan) | no | FIRST_TIME_CONTRIBUTOR | 37d | `2026-03-16T14:10:56Z` | 2 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-27T11:59:04Z` | 2 | 0 | n/a | n/a | n/a | summary unavailable |
| `HsiaWinter` | [profile](https://github.com/HsiaWinter) | no | CONTRIBUTOR | 1609d | `2026-04-08T04:14:03Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `huemin-art` | [profile](https://github.com/huemin-art) | no | CONTRIBUTOR | 1503d | `2026-03-12T14:56:59Z` | 2 | 0 | strong | low | low | targets high-star repos |
| `jashshah999` | [profile](https://github.com/jashshah999) | no | FIRST_TIME_CONTRIBUTOR | 2565d | `2026-02-25T22:19:12Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
| `kirillsst` | [profile](https://github.com/kirillsst) | no | CONTRIBUTOR | 286d | `2026-02-24T12:11:43Z` | 2 | 0 | weak | low | low | young account; high open PR share |
| `NIK-TIGER-BILL` | [profile](https://github.com/NIK-TIGER-BILL) | no | CONTRIBUTOR | 2285d | `2026-03-30T07:15:17Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
| `RuixiangMa` | [profile](https://github.com/RuixiangMa) | no | FIRST_TIME_CONTRIBUTOR | 3283d | `2026-04-02T17:19:18Z` | 2 | 0 | mixed | low | low | high recent PR volume; high open PR share |
| `veeceey` | [profile](https://github.com/veeceey) | no | CONTRIBUTOR | 3053d | `2026-02-23T04:17:38Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
| `hlky` | [profile](https://github.com/hlky) | no | CONTRIBUTOR | 1410d | `2022-08-22T10:44:45Z` | 142 | 7 | strong | low | low | no visible non-self stars |
| `linoytsaban` | [profile](https://github.com/linoytsaban) | no | MEMBER | 2345d | `2023-06-20T06:10:02Z` | 74 | 2 | weak | low | low | high open PR share; targets high-star repos |
| `lawrence-cj` | [profile](https://github.com/lawrence-cj) | no | CONTRIBUTOR | 2404d | `2023-11-08T08:40:50Z` | 32 | 2 | mixed | low | low | — |
| `Beinsezii` | [profile](https://github.com/Beinsezii) | no | CONTRIBUTOR | 2884d | `2023-11-06T21:11:04Z` | 20 | 5 | strong | moderate | low | high recent PR volume; no visible non-self stars |
| `DefTruth` | [profile](https://github.com/DefTruth) | no | CONTRIBUTOR | 3132d | `2025-08-07T07:00:06Z` | 15 | 7 | strong | moderate | low | extremely high recent PR volume |
| `Mr-Neutr0n` | [profile](https://github.com/Mr-Neutr0n) | no | FIRST_TIME_CONTRIBUTOR | 2174d | `2026-02-07T08:06:58Z` | 10 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; targets high-star repos |
| `dxqb` | [profile](https://github.com/dxqb) | no | CONTRIBUTOR | 560d | `2025-01-12T14:41:12Z` | 9 | 13 | n/a | low | low | no visible non-self stars |
| `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2992d | `2023-09-19T06:45:24Z` | 8 | 0 | strong | moderate | low | targets high-star repos |
| `DavidBert` | [profile](https://github.com/DavidBert) | no | CONTRIBUTOR | 3996d | `2025-09-26T15:01:33Z` | 7 | 1 | strong | low | low | — |
| `satani99` | [profile](https://github.com/satani99) | no | CONTRIBUTOR | 2802d | `2024-01-09T09:10:11Z` | 7 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `miguelmartin75` | [profile](https://github.com/miguelmartin75) | no | CONTRIBUTOR | 4849d | `2025-12-17T00:32:26Z` | 6 | 0 | strong | low | low | — |
| `adi776borate` | [profile](https://github.com/adi776borate) | no | CONTRIBUTOR | 730d | `2025-11-11T18:30:22Z` | 5 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `CalamitousFelicitousness` | [profile](https://github.com/CalamitousFelicitousness) | no | CONTRIBUTOR | 2193d | `2025-10-22T10:15:05Z` | 4 | 2 | mixed | moderate | low | — |
| `AlanPonnachan` | [profile](https://github.com/AlanPonnachan) | no | CONTRIBUTOR | 1771d | `2024-12-23T18:31:30Z` | 4 | 0 | mixed | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
| `cbensimon` | [profile](https://github.com/cbensimon) | no | MEMBER | 4027d | `2023-09-29T10:19:13Z` | 4 | 0 | n/a | low | low | no visible non-self stars |
| `alvarobartt` | [profile](https://github.com/alvarobartt) | no | MEMBER | 2971d | `2025-12-22T14:10:32Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
| `anijain2305` | [profile](https://github.com/anijain2305) | no | CONTRIBUTOR | 3892d | `2024-08-27T18:16:03Z` | 3 | 0 | weak | moderate | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
| `tcaimm` | [profile](https://github.com/tcaimm) | no | CONTRIBUTOR | 1620d | `2025-12-02T11:22:45Z` | 3 | 0 | strong | low | low | targets high-star repos |
| `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5118d | `2025-12-29T17:14:53Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
| `JingyaHuang` | [profile](https://github.com/JingyaHuang) | no | MEMBER | 2738d | `2022-11-03T10:27:59Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `jscaldwell55` | [profile](https://github.com/jscaldwell55) | no | FIRST_TIME_CONTRIBUTOR | 1328d | `2026-02-11T23:45:46Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `Moran232` | [profile](https://github.com/Moran232) | no | FIRST_TIME_CONTRIBUTOR | 4191d | `2026-04-07T07:58:41Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
| `plugyawn` | [profile](https://github.com/plugyawn) | no | FIRST_TIME_CONTRIBUTOR | 1936d | `2026-03-08T17:03:35Z` | 1 | 1 | strong | low | low | — |
| `pthombre` | [profile](https://github.com/pthombre) | no | CONTRIBUTOR | 383d | `2025-12-22T23:16:56Z` | 1 | 1 | strong | moderate | low | — |
| `Sunhill666` | [profile](https://github.com/Sunhill666) | no | FIRST_TIME_CONTRIBUTOR | 3215d | `2026-04-01T06:54:19Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `VittoriaLanzo` | [profile](https://github.com/VittoriaLanzo) | no | NONE | 73d | `2026-04-02T13:06:12Z` | 1 | 1 | mixed | high | low | very new account; high recent PR volume; broad repo spread |
| `aazeeem11` | [profile](https://github.com/aazeeem11) | no | FIRST_TIME_CONTRIBUTOR | 506d | `2026-01-11T13:00:48Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `abhixb` | [profile](https://github.com/abhixb) | no | NONE | 259d | `2026-03-14T12:01:02Z` | 1 | 0 | mixed | low | low | young account; many recent closed-unmerged PRs |
| `Alexkkir` | [profile](https://github.com/Alexkkir) | no | CONTRIBUTOR | 2753d | `2026-03-24T08:31:05Z` | 1 | 0 | strong | low | low | targets high-star repos |
| `Anai-Guo` | [profile](https://github.com/Anai-Guo) | yes | FIRST_TIME_CONTRIBUTOR | 0d | `2026-04-13T06:56:28Z` | 1 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
| `andrew-w-ross` | [profile](https://github.com/andrew-w-ross) | no | CONTRIBUTOR | 3847d | `2026-03-30T01:44:18Z` | 1 | 0 | strong | low | low | targets high-star repos |
| `andrewor14` | [profile](https://github.com/andrewor14) | no | CONTRIBUTOR | 4993d | `2026-04-03T20:31:12Z` | 1 | 0 | strong | moderate | low | — |
| `aryabyte21` | [profile](https://github.com/aryabyte21) | no | FIRST_TIME_CONTRIBUTOR | 2260d | `2026-03-15T05:17:57Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `awsr` | [profile](https://github.com/awsr) | no | FIRST_TIME_CONTRIBUTOR | 2747d | `2026-04-04T02:02:23Z` | 1 | 0 | mixed | moderate | low | — |
| `chang-zhijie` | [profile](https://github.com/chang-zhijie) | yes | FIRST_TIME_CONTRIBUTOR | 2852d | `2026-04-13T03:17:22Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `conanna` | [profile](https://github.com/conanna) | yes | FIRST_TIMER | 377d | `2026-04-12T19:13:13Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `dhruvildarji` | [profile](https://github.com/dhruvildarji) | no | FIRST_TIME_CONTRIBUTOR | 3348d | `2026-02-23T10:03:12Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
| `GalacticAvenger` | [profile](https://github.com/GalacticAvenger) | no | CONTRIBUTOR | 2208d | `2026-04-02T20:15:48Z` | 1 | 0 | mixed | high | low | broad repo spread; high open PR share; targets high-star repos |
| `HMAKT99` | [profile](https://github.com/HMAKT99) | yes | FIRST_TIME_CONTRIBUTOR | 261d | `2026-03-30T15:12:13Z` | 1 | 0 | mixed | very high | medium | young account; extremely high recent PR volume; very broad repo spread |
| `kvr06-ai` | [profile](https://github.com/kvr06-ai) | no | FIRST_TIME_CONTRIBUTOR | 568d | `2026-03-10T10:45:14Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
| `LiuYinfeng01` | [profile](https://github.com/LiuYinfeng01) | no | FIRST_TIME_CONTRIBUTOR | 424d | `2026-03-25T03:29:24Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `Minisal` | [profile](https://github.com/Minisal) | no | FIRST_TIME_CONTRIBUTOR | 2597d | `2026-02-13T03:34:51Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
| `r266-tech` | [profile](https://github.com/r266-tech) | no | FIRST_TIME_CONTRIBUTOR | 202d | `2026-03-22T18:03:37Z` | 1 | 0 | weak | very high | medium | young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
| `rustadadam` | [profile](https://github.com/rustadadam) | no | FIRST_TIME_CONTRIBUTOR | 890d | `2026-02-13T18:20:08Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `sippycoder` | [profile](https://github.com/sippycoder) | no | CONTRIBUTOR | 1051d | `2026-03-24T03:16:39Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `Songrui625` | [profile](https://github.com/Songrui625) | no | CONTRIBUTOR | 2637d | `2026-02-26T12:37:36Z` | 1 | 0 | strong | low | low | targets high-star repos |
| `teith` | [profile](https://github.com/teith) | no | CONTRIBUTOR | 1179d | `2026-03-03T01:07:16Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
| `varaprasadtarunkumar` | [profile](https://github.com/varaprasadtarunkumar) | no | NONE | 1432d | `2026-04-03T18:58:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `Xyc2016` | [profile](https://github.com/Xyc2016) | no | CONTRIBUTOR | 3417d | `2026-04-06T14:42:14Z` | 1 | 0 | strong | low | low | — |
| `yunjoochoi` | [profile](https://github.com/yunjoochoi) | no | FIRST_TIME_CONTRIBUTOR | 772d | `2026-03-15T03:43:58Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
## Contributors
### `sayakpaul`
- profile: [github.com/sayakpaul](https://github.com/sayakpaul)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asayakpaul)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asayakpaul)
- repo first seen: `2023-01-13T14:42:20Z`
- repo last seen: `2026-04-13T13:09:47Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **1133**
- snapshot authored PRs/issues: **1002 PRs / 131 issues**
- snapshot discussion activity: **8067 comments / 6869 reviews / 7056 review comments**
- account age: **3462 days**
- recent public PR activity: **97 PRs** (74 merged / 3 closed-unmerged / 20 open; merged rate **76%**, closed-unmerged rate **3%**, open rate **21%**)
- public orgs: `huggingface`, `all-things-vits`
- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
- heuristic read: **high recent PR volume; broad repo spread; targets high-star repos**
Example artifacts:
- [PR #13457: [ptxla] fix pytorch xla inference on TPUs.](https://github.com/huggingface/diffusers/pull/13457) — open
- [PR #13454: [tests] xfail clip related issues.](https://github.com/huggingface/diffusers/pull/13454) — open
- [PR #13443: [core] fix fa4 integration](https://github.com/huggingface/diffusers/pull/13443) — closed, merged
- [Issue #13401: Help us profile important pipelines and improve if needed](https://github.com/huggingface/diffusers/issues/13401) — open
- [Issue #13375: Investigate the current DtoH sync solution in pipelines](https://github.com/huggingface/diffusers/issues/13375) — open
- [Issue #13295: Modular Diffusers 🧨](https://github.com/huggingface/diffusers/issues/13295) — open
### `DN6`
- profile: [github.com/DN6](https://github.com/DN6)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ADN6)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ADN6)
- repo first seen: `2023-02-22T04:27:25Z`
- repo last seen: `2026-04-13T13:35:45Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **387**
- snapshot authored PRs/issues: **373 PRs / 14 issues**
- snapshot discussion activity: **1066 comments / 1473 reviews / 1160 review comments**
- account age: **4357 days**
- recent public PR activity: **31 PRs** (21 merged / 1 closed-unmerged / 9 open; merged rate **68%**, closed-unmerged rate **3%**, open rate **29%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high recent PR volume; targets high-star repos**
Example artifacts:
- [PR #13433: [CI] Use finegrained token for Issue Labeler](https://github.com/huggingface/diffusers/pull/13433) — closed, merged
- [PR #13380: [CI] Add PR/Issue Auto Labeler](https://github.com/huggingface/diffusers/pull/13380) — closed, merged
- [PR #13348: [CI] Refactor Skyreels, Lumina, Ominigen, Mochi transformer tests](https://github.com/huggingface/diffusers/pull/13348) — open
- [Issue #13151: GGUF + `torch.compile` is not compatible with Hub Kernels](https://github.com/huggingface/diffusers/issues/13151) — open
- [Issue #12600: Add KV Cache for Autoregressive Inference](https://github.com/huggingface/diffusers/issues/12600) — open
- [Issue #10152: Diffusers Roadmap](https://github.com/huggingface/diffusers/issues/10152) — open
### `yiyixuxu`
- profile: [github.com/yiyixuxu](https://github.com/yiyixuxu)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ayiyixuxu)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ayiyixuxu)
- repo first seen: `2022-12-14T16:37:57Z`
- repo last seen: `2026-04-11T02:38:13Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **333**
- snapshot authored PRs/issues: **295 PRs / 38 issues**
- snapshot discussion activity: **2514 comments / 2821 reviews / 3422 review comments**
- account age: **3973 days**
- recent public PR activity: **14 PRs** (12 merged / 0 closed-unmerged / 2 open; merged rate **86%**, closed-unmerged rate **0%**, open rate **14%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13410: [agent] add modular doc](https://github.com/huggingface/diffusers/pull/13410) — open
- [PR #13397: improve Claude CI](https://github.com/huggingface/diffusers/pull/13397) — closed, merged
- [PR #13382: [docs] add auto docstring and parameter templates documentation for m…](https://github.com/huggingface/diffusers/pull/13382) — closed, merged
- [Issue #12564: [Proposals Welcome] Fal Flashpack integration for faster model loading](https://github.com/huggingface/diffusers/issues/12564) — open
- [Issue #12257: [Looking for community contribution] support Wan 2.2 S2V: an audio-driven cinematic video generation model](https://github.com/huggingface/diffusers/issues/12257) — open
- [Issue #12222: [Contribution welcome] adding a fast test for Qwen-Image Controlnet Pipeline](https://github.com/huggingface/diffusers/issues/12222) — closed
### `stevhliu`
- profile: [github.com/stevhliu](https://github.com/stevhliu)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Astevhliu)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Astevhliu)
- repo first seen: `2023-02-22T18:18:22Z`
- repo last seen: `2026-04-10T16:03:20Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **218**
- snapshot authored PRs/issues: **212 PRs / 6 issues**
- snapshot discussion activity: **243 comments / 758 reviews / 1566 review comments**
- account age: **2292 days**
- recent public PR activity: **31 PRs** (25 merged / 0 closed-unmerged / 6 open; merged rate **81%**, closed-unmerged rate **0%**, open rate **19%**)
- public orgs: `huggingface`
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13334: [docs] refactor model skill](https://github.com/huggingface/diffusers/pull/13334) — closed, merged
- [PR #13248: [docs] updates](https://github.com/huggingface/diffusers/pull/13248) — closed, merged
- [PR #13158: [docs] add docs for qwenimagelayered](https://github.com/huggingface/diffusers/pull/13158) — closed, merged
- [Issue #7238: IP-Adapter masking](https://github.com/huggingface/diffusers/issues/7238) — closed
- [Issue #5380: [community pipeline] Mixture tiling](https://github.com/huggingface/diffusers/issues/5380) — closed
- [Issue #5379: [community pipeline] SpeechToImage](https://github.com/huggingface/diffusers/issues/5379) — closed
### `dg845`
- profile: [github.com/dg845](https://github.com/dg845)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adg845)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adg845)
- repo first seen: `2023-03-22T05:10:45Z`
- repo last seen: `2026-04-11T09:14:47Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **74**
- snapshot authored PRs/issues: **66 PRs / 8 issues**
- snapshot discussion activity: **329 comments / 666 reviews / 591 review comments**
- account age: **2323 days**
- recent public PR activity: **10 PRs** (8 merged / 1 closed-unmerged / 1 open; merged rate **80%**, closed-unmerged rate **10%**, open rate **10%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13337: Update LTX-2 Docs to Cover LTX-2.3 Models](https://github.com/huggingface/diffusers/pull/13337) — closed, merged
- [PR #13220: Refactor `AttentionProcessorSkipHook` to Support Custom STG Logic](https://github.com/huggingface/diffusers/pull/13220) — open
- [PR #13217: Add Support for LTX-2.3 Models](https://github.com/huggingface/diffusers/pull/13217) — closed, merged
- [Issue #12079: API Suggestion: Expose Methods to Convert to Sample Prediction in Schedulers](https://github.com/huggingface/diffusers/issues/12079) — open
- [Issue #8547: Latent Consistency Model Possible Scaling Bug](https://github.com/huggingface/diffusers/issues/8547) — closed
- [Issue #6756: Handling LoRA Scale in the Legacy LoRA Implementation.](https://github.com/huggingface/diffusers/issues/6756) — closed
### `asomoza`
- profile: [github.com/asomoza](https://github.com/asomoza)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aasomoza)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aasomoza)
- repo first seen: `2023-11-10T05:32:15Z`
- repo last seen: `2026-04-06T18:58:11Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **61**
- snapshot authored PRs/issues: **50 PRs / 11 issues**
- snapshot discussion activity: **1288 comments / 245 reviews / 192 review comments**
- account age: **4596 days**
- recent public PR activity: **7 PRs** (3 merged / 1 closed-unmerged / 3 open; merged rate **43%**, closed-unmerged rate **14%**, open rate **43%**)
- public orgs: `huggingface`
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13427: [torchao] Fix `record_stream` with torchao and group offloading](https://github.com/huggingface/diffusers/pull/13427) — closed, draft
- [PR #13381: [Agents] Optimizations skill](https://github.com/huggingface/diffusers/pull/13381) — open
- [PR #13212: [Z-Image] Fix more `do_classifier_free_guidance` thresholds](https://github.com/huggingface/diffusers/pull/13212) — closed, merged
- [Issue #12441: Support Wan2.2-Animate](https://github.com/huggingface/diffusers/issues/12441) — closed
- [Issue #11861: ControlnetUnion not working correctly](https://github.com/huggingface/diffusers/issues/11861) — closed
- [Issue #11745: Pipeline Quantization silent ignore of components not present in pipeline](https://github.com/huggingface/diffusers/issues/11745) — closed
### `delmalih`
- profile: [github.com/delmalih](https://github.com/delmalih)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adelmalih)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adelmalih)
- repo first seen: `2025-11-10T14:05:47Z`
- repo last seen: `2026-02-28T10:30:41Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **34**
- snapshot authored PRs/issues: **33 PRs / 1 issues**
- snapshot discussion activity: **11 comments / 1 reviews / 1 review comments**
- account age: **3308 days**
- recent public PR activity: **3 PRs** (3 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13198: docs: improve docstring scheduling_ipndm.py](https://github.com/huggingface/diffusers/pull/13198) — closed, merged
- [PR #13160: docs: improve docstring scheduling_flow_match_lcm.py](https://github.com/huggingface/diffusers/pull/13160) — closed, merged
- [PR #13130: docs: improve docstring scheduling_flow_match_heun_discrete.py](https://github.com/huggingface/diffusers/pull/13130) — closed, merged
- [Issue #12650: Question about the `# Copied from` system](https://github.com/huggingface/diffusers/issues/12650) — open
### `kaixuanliu`
- profile: [github.com/kaixuanliu](https://github.com/kaixuanliu)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Akaixuanliu)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Akaixuanliu)
- repo first seen: `2025-01-20T00:59:08Z`
- repo last seen: `2026-04-03T03:02:01Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **11**
- snapshot authored PRs/issues: **11 PRs / 0 issues**
- snapshot discussion activity: **40 comments / 9 reviews / 9 review comments**
- account age: **3930 days**
- recent public PR activity: **31 PRs** (24 merged / 5 closed-unmerged / 2 open; merged rate **77%**, closed-unmerged rate **16%**, open rate **6%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume; targets high-star repos**
Example artifacts:
- [PR #13336: avoid hardcode device in flux-control example](https://github.com/huggingface/diffusers/pull/13336) — closed, merged
- [PR #13252: fix: 'PaintByExampleImageEncoder' object has no attribute 'all_tied_w…](https://github.com/huggingface/diffusers/pull/13252) — closed, merged
- [PR #13244: Fix IndexError in HunyuanVideo I2V pipeline](https://github.com/huggingface/diffusers/pull/13244) — closed, merged
### `Ricardo-M-L`
- profile: [github.com/Ricardo-M-L](https://github.com/Ricardo-M-L)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ARicardo-M-L)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ARicardo-M-L)
- repo first seen: `2026-04-02T16:08:54Z`
- repo last seen: `2026-04-12T15:32:31Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **11**
- snapshot authored PRs/issues: **11 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2078 days**
- recent public PR activity: **140 PRs** (23 merged / 14 closed-unmerged / 103 open; merged rate **16%**, closed-unmerged rate **10%**, open rate **74%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
Example artifacts:
- [PR #13449: fix: QwenImage pipelines silently disable CFG with pre-computed negative_prompt_embeds](https://github.com/huggingface/diffusers/pull/13449) — open
- [PR #13435: Add CogVideoX diffusers-to-original format conversion script](https://github.com/huggingface/diffusers/pull/13435) — open
- [PR #13434: fix: correct AttributeError in TangentialCFG and NameError in FrequencyDecoupledGuidance](https://github.com/huggingface/diffusers/pull/13434) — open
### `SHYuanBest`
- profile: [github.com/SHYuanBest](https://github.com/SHYuanBest)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ASHYuanBest)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ASHYuanBest)
- repo first seen: `2024-09-21T03:19:05Z`
- repo last seen: `2026-03-18T07:25:19Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **9**
- snapshot authored PRs/issues: **9 PRs / 0 issues**
- snapshot discussion activity: **39 comments / 21 reviews / 21 review comments**
- account age: **988 days**
- recent public PR activity: **22 PRs** (21 merged / 1 closed-unmerged / 0 open; merged rate **95%**, closed-unmerged rate **5%**, open rate **0%**)
- public orgs: `PKU-YuanGroup`
- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
- heuristic read: **broad repo spread**
Example artifacts:
- [PR #13282: [Helios] Remove lru_cache for better AoTI compatibility and cleaner code](https://github.com/huggingface/diffusers/pull/13282) — closed, merged
- [PR #13223: Fix Helios Context Parallelism](https://github.com/huggingface/diffusers/pull/13223) — closed, merged
- [PR #13222: Optimize Helios docs](https://github.com/huggingface/diffusers/pull/13222) — closed, merged
### `christopher5106`
- profile: [github.com/christopher5106](https://github.com/christopher5106)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Achristopher5106)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Achristopher5106)
- repo first seen: `2024-03-30T15:52:41Z`
- repo last seen: `2026-03-31T08:51:42Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **29**
- snapshot authored PRs/issues: **7 PRs / 22 issues**
- snapshot discussion activity: **100 comments / 2 reviews / 0 review comments**
- account age: **4420 days**
- recent public PR activity: **5 PRs** (3 merged / 0 closed-unmerged / 2 open; merged rate **60%**, closed-unmerged rate **0%**, open rate **40%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13373: FA4 local (_flash_4 mode)](https://github.com/huggingface/diffusers/pull/13373) — open
- [PR #13200: adding lora support to z-image controlnet pipelines](https://github.com/huggingface/diffusers/pull/13200) — closed, merged
- [PR #13189: Fix for loading of Kohya's Musubi tuner's Flux.2 dev lora](https://github.com/huggingface/diffusers/pull/13189) — open
- [Issue #13203: Zimage lora support issue](https://github.com/huggingface/diffusers/issues/13203) — closed
- [Issue #13162: Flux.2-klein-4b lora support](https://github.com/huggingface/diffusers/issues/13162) — closed
- [Issue #13140: Qwen Edit Plus + Qwen Edit pipelines fail (TypeError: argument of type 'NoneType' is not iterable)](https://github.com/huggingface/diffusers/issues/13140) — closed
### `akshan-main`
- profile: [github.com/akshan-main](https://github.com/akshan-main)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aakshan-main)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aakshan-main)
- repo first seen: `2025-11-21T08:13:14Z`
- repo last seen: `2026-04-11T05:00:53Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **9**
- snapshot authored PRs/issues: **7 PRs / 2 issues**
- snapshot discussion activity: **65 comments / 14 reviews / 14 review comments**
- account age: **1557 days**
- recent public PR activity: **28 PRs** (14 merged / 7 closed-unmerged / 7 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
- heuristic read: **high recent PR volume; broad repo spread; targets high-star repos**
Example artifacts:
- [PR #13440: Fix HunyuanVideo 1.5 I2V by preprocessing image at pixel resolution i…](https://github.com/huggingface/diffusers/pull/13440) — closed, merged
- [PR #13422: Add negative_prompt parameter to GLMImagePipeline](https://github.com/huggingface/diffusers/pull/13422) — closed
- [PR #13420: Add negative_prompt to Flux2KleinPipeline](https://github.com/huggingface/diffusers/pull/13420) — closed
- [Issue #13439: HunyuanVideo 1.5 I2V image conditioning preprocessed at latent resolution instead of pixel resolution](https://github.com/huggingface/diffusers/issues/13439) — closed
- [Issue #13421: Add negative_prompt parameter to GLMImagePipeline](https://github.com/huggingface/diffusers/issues/13421) — closed
### `s-zx`
- profile: [github.com/s-zx](https://github.com/s-zx)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3As-zx)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3As-zx)
- repo first seen: `2026-03-10T22:11:42Z`
- repo last seen: `2026-03-22T00:34:28Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **6**
- snapshot authored PRs/issues: **6 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **2016 days**
- recent public PR activity: **97 PRs** (6 merged / 40 closed-unmerged / 51 open; merged rate **6%**, closed-unmerged rate **41%**, open rate **53%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
- heuristic read: **high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
Example artifacts:
- [PR #13305: fix: skip pin_memory and non_blocking transfer for tensor subclasses in group offloading](https://github.com/huggingface/diffusers/pull/13305) — open
- [PR #13304: fix: support torchao >= 0.16.0 by importing renamed CamelCase Config classes](https://github.com/huggingface/diffusers/pull/13304) — open
- [PR #13303: fix: cast input to weight dtype in PatchEmbed and FluxTransformer2DModel to prevent dtype mismatch](https://github.com/huggingface/diffusers/pull/13303) — open
### `azolotenkov`
- profile: [github.com/azolotenkov](https://github.com/azolotenkov)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aazolotenkov)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aazolotenkov)
- repo first seen: `2025-03-04T13:58:31Z`
- repo last seen: `2026-04-10T11:53:31Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **5 PRs / 0 issues**
- snapshot discussion activity: **5 comments / 2 reviews / 2 review comments**
- account age: **1015 days**
- recent public PR activity: **4 PRs** (1 merged / 0 closed-unmerged / 3 open; merged rate **25%**, closed-unmerged rate **0%**, open rate **75%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13441: Fix Qwen Image DreamBooth prior-preservation batch ordering](https://github.com/huggingface/diffusers/pull/13441) — open
- [PR #13417: Fix VAE offload encode device mismatch in DreamBooth scripts](https://github.com/huggingface/diffusers/pull/13417) — closed, merged
- [PR #13415: Fix Flux2 DreamBooth prior preservation prompt repeats](https://github.com/huggingface/diffusers/pull/13415) — open
### `howardzhang-cv`
- profile: [github.com/howardzhang-cv](https://github.com/howardzhang-cv)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahowardzhang-cv)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahowardzhang-cv)
- repo first seen: `2026-01-07T18:24:00Z`
- repo last seen: `2026-03-27T22:12:52Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **5 comments / 15 reviews / 15 review comments**
- account age: **3143 days**
- recent public PR activity: **28 PRs** (14 merged / 9 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **32%**, open rate **18%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high recent PR volume**
Example artifacts:
- [PR #13355: change minimum version guard for torchao to 0.15.0](https://github.com/huggingface/diffusers/pull/13355) — closed, merged
- [PR #13291: remove str option for quantization config in torchao](https://github.com/huggingface/diffusers/pull/13291) — closed, merged
- [PR #13285: Add low precision attention API from torchao to TorchAoConfig](https://github.com/huggingface/diffusers/pull/13285) — open, draft
### `zhtmike`
- profile: [github.com/zhtmike](https://github.com/zhtmike)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Azhtmike)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Azhtmike)
- repo first seen: `2026-03-17T08:08:13Z`
- repo last seen: `2026-03-30T09:14:17Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **3 PRs / 2 issues**
- snapshot discussion activity: **3 comments / 14 reviews / 14 review comments**
- account age: **4271 days**
- recent public PR activity: **28 PRs** (19 merged / 3 closed-unmerged / 6 open; merged rate **68%**, closed-unmerged rate **11%**, open rate **21%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume**
Example artifacts:
- [PR #13328: Fix Ulysses SP backward with SDPA](https://github.com/huggingface/diffusers/pull/13328) — closed, merged
- [PR #13312: change QwenImageTransformer UT to batch inputs](https://github.com/huggingface/diffusers/pull/13312) — closed, merged
- [PR #13278: Fix the attention mask in ulysses SP for QwenImage](https://github.com/huggingface/diffusers/pull/13278) — closed, merged
- [Issue #13319: The backward pass of QwenImageTransformer failed with Ulysses SP.](https://github.com/huggingface/diffusers/issues/13319) — closed
- [Issue #13277: QwenImagePipeline failed with Ulysses SP and batch inputs](https://github.com/huggingface/diffusers/issues/13277) — closed
### `Chase-Xuu`
- profile: [github.com/Chase-Xuu](https://github.com/Chase-Xuu)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AChase-Xuu)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AChase-Xuu)
- repo first seen: `2026-03-10T01:43:26Z`
- repo last seen: `2026-03-10T15:07:30Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **1863 days**
- recent public PR activity: **5 PRs** (0 merged / 3 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **60%**, open rate **40%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
Example artifacts:
- [PR #13240: fix: deduplicate timesteps in DPMSolverMultistep for squaredcos_cap_v2 + karras/lu sigmas](https://github.com/huggingface/diffusers/pull/13240) — open
- [PR #13239: fix: deduplicate timesteps in DPMSolverMultistepScheduler to prevent IndexError](https://github.com/huggingface/diffusers/pull/13239) — closed
- [PR #13238: fix: restore module buffers during stream-based group offload](https://github.com/huggingface/diffusers/pull/13238) — closed
### `YangKai0616`
- profile: [github.com/YangKai0616](https://github.com/YangKai0616)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AYangKai0616)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AYangKai0616)
- repo first seen: `2026-03-23T11:52:46Z`
- repo last seen: `2026-03-30T04:22:51Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 6 reviews / 6 review comments**
- account age: **1462 days**
- recent public PR activity: **14 PRs** (6 merged / 3 closed-unmerged / 5 open; merged rate **43%**, closed-unmerged rate **21%**, open rate **36%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13364: Fix MotionConv2d to cast blur_kernel to input dtype instead of reverse](https://github.com/huggingface/diffusers/pull/13364) — closed, merged
- [PR #13339: Fix: ensure consistent dtype and eval mode in pipeline save/load tests](https://github.com/huggingface/diffusers/pull/13339) — closed, merged
- [PR #13316: Stabilize low-precision custom autoencoder RMS normalization](https://github.com/huggingface/diffusers/pull/13316) — closed, merged
### `kashif`
- profile: [github.com/kashif](https://github.com/kashif)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Akashif)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Akashif)
- repo first seen: `2022-06-15T15:01:24Z`
- repo last seen: `2026-04-02T10:12:52Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **63**
- snapshot authored PRs/issues: **63 PRs / 0 issues**
- snapshot discussion activity: **201 comments / 157 reviews / 135 review comments**
- account age: **6565 days**
- recent public PR activity: **31 PRs** (15 merged / 0 closed-unmerged / 16 open; merged rate **48%**, closed-unmerged rate **0%**, open rate **52%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **high**, automation risk **medium**
- heuristic read: **high recent PR volume; broad repo spread; high open PR share**
Example artifacts:
- [PR #13333: [LLADA2] documentation fixes](https://github.com/huggingface/diffusers/pull/13333) — closed, merged
- [PR #13226: [Discrete Diffusion] Add LLaDA2 pipeline](https://github.com/huggingface/diffusers/pull/13226) — closed, merged
- [PR #12987: [Qwen] avoid creating attention masks when there is no padding](https://github.com/huggingface/diffusers/pull/12987) — closed, merged
### `jiqing-feng`
- profile: [github.com/jiqing-feng](https://github.com/jiqing-feng)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ajiqing-feng)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ajiqing-feng)
- repo first seen: `2022-11-29T08:44:19Z`
- repo last seen: `2026-04-03T01:37:19Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **22**
- snapshot authored PRs/issues: **18 PRs / 4 issues**
- snapshot discussion activity: **57 comments / 21 reviews / 21 review comments**
- account age: **1392 days**
- recent public PR activity: **25 PRs** (19 merged / 1 closed-unmerged / 5 open; merged rate **76%**, closed-unmerged rate **4%**, open rate **20%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume**
Example artifacts:
- [PR #13384: Fix Dynamo `lru_cache` warnings during `torch.compile`](https://github.com/huggingface/diffusers/pull/13384) — closed, merged
- [PR #13207: cogvideo example: Distribute VAE video encoding across processes in CogVideoX LoRA training](https://github.com/huggingface/diffusers/pull/13207) — closed, merged
- [PR #12977: Resnet only use contiguous in training mode.](https://github.com/huggingface/diffusers/pull/12977) — closed, merged
- [Issue #13105: Wan-AI/Wan2.1-T2V-1.3B-Diffusers output noise](https://github.com/huggingface/diffusers/issues/13105) — closed
- [Issue #12975: AnimateDiffPipeline performance regression on CPU.](https://github.com/huggingface/diffusers/issues/12975) — closed
- [Issue #12632: stable_diffusion_xl_img2img failed due to dtype missmatch](https://github.com/huggingface/diffusers/issues/12632) — closed
### `paulinebm`
- profile: [github.com/paulinebm](https://github.com/paulinebm)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Apaulinebm)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Apaulinebm)
- repo first seen: `2024-12-12T10:28:15Z`
- repo last seen: `2026-04-09T14:26:03Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **7**
- snapshot authored PRs/issues: **7 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 7 reviews / 6 review comments**
- account age: **826 days**
- recent public PR activity: **157 PRs** (153 merged / 2 closed-unmerged / 2 open; merged rate **97%**, closed-unmerged rate **1%**, open rate **1%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread; no visible non-self stars**
Example artifacts:
- [PR #13438: add PR fork workable](https://github.com/huggingface/diffusers/pull/13438) — open
- [PR #13385: 🔒 Pin GitHub Actions to commit SHAs](https://github.com/huggingface/diffusers/pull/13385) — closed, merged
- [PR #12927: Add environment variables to checkout step](https://github.com/huggingface/diffusers/pull/12927) — closed, merged
### `Akash504-ai`
- profile: [github.com/Akash504-ai](https://github.com/Akash504-ai)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AAkash504-ai)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AAkash504-ai)
- repo first seen: `2026-03-29T19:06:50Z`
- repo last seen: `2026-04-12T17:16:55Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **2 PRs / 3 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **421 days**
- recent public PR activity: **93 PRs** (61 merged / 7 closed-unmerged / 25 open; merged rate **66%**, closed-unmerged rate **8%**, open rate **27%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **high**, automation risk **medium**
- heuristic read: **high recent PR volume; broad repo spread**
Example artifacts:
- [PR #13426: Fix division by zero in rescale_noise_cfg causing NaNs during inference](https://github.com/huggingface/diffusers/pull/13426) — open
- [PR #13395: Fix missing validation for num_inference_steps in DDPMScheduler and add tests](https://github.com/huggingface/diffusers/pull/13395) — open
- [Issue #13425: Division by zero in rescale_noise_cfg can produce NaNs during inference](https://github.com/huggingface/diffusers/issues/13425) — open
- [Issue #13394: DDPMScheduler allows num_inference_steps=0 without validation (inconsistent with DDIMScheduler)](https://github.com/huggingface/diffusers/issues/13394) — open
- [Issue #13362: DDIMPipeline does not validate eta range despite documented constraint [0, 1]](https://github.com/huggingface/diffusers/issues/13362) — closed
### `chenyangzhu1`
- profile: [github.com/chenyangzhu1](https://github.com/chenyangzhu1)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Achenyangzhu1)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Achenyangzhu1)
- repo first seen: `2026-04-02T15:30:04Z`
- repo last seen: `2026-04-09T02:53:49Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **2 PRs / 1 issues**
- snapshot discussion activity: **7 comments / 1 reviews / 1 review comments**
- account age: **1473 days**
- recent public PR activity: **2 PRs** (2 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13396: fix(qwen-image dreambooth): correct prompt embed repeats when using `--with_prior_preservation`](https://github.com/huggingface/diffusers/pull/13396) — closed, merged
- [PR #13387: Handle prompt embedding concat in Qwen dreambooth example](https://github.com/huggingface/diffusers/pull/13387) — closed, merged
- [Issue #13386: [Bug] `train_dreambooth_lora_qwen_image.py` crashes with `--with_prior_preservation` due to tensor concatenation errors](https://github.com/huggingface/diffusers/issues/13386) — closed
### `agarwalprakhar2511`
- profile: [github.com/agarwalprakhar2511](https://github.com/agarwalprakhar2511)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aagarwalprakhar2511)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aagarwalprakhar2511)
- repo first seen: `2026-03-22T09:13:05Z`
- repo last seen: `2026-03-22T09:21:13Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **22 days**
- recent public PR activity: **4 PRs** (0 merged / 1 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **25%**, open rate **75%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13308: fix: disable non-blocking tensor copies to MPS during model loading](https://github.com/huggingface/diffusers/pull/13308) — open
- [PR #13307: fix(dreambooth): batch size mismatch with --with_prior_preservation in flux2 scripts](https://github.com/huggingface/diffusers/pull/13307) — open
### `eliemichel`
- profile: [github.com/eliemichel](https://github.com/eliemichel)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aeliemichel)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aeliemichel)
- repo first seen: `2026-03-09T21:49:18Z`
- repo last seen: `2026-03-09T22:34:15Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4549 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `w3c`, `CitoyensCapteurs`, `hackEns`, `FreederTeam`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13237: Add support for FLUX.2 Klein 9B and 4B in single_file_utils](https://github.com/huggingface/diffusers/pull/13237) — open
- [PR #13236: Fix error message in gguf_quantizer.py](https://github.com/huggingface/diffusers/pull/13236) — open
### `gambletan`
- profile: [github.com/gambletan](https://github.com/gambletan)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Agambletan)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Agambletan)
- repo first seen: `2026-03-16T14:10:56Z`
- repo last seen: `2026-03-16T14:13:58Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **37 days**
- recent public PR activity: **357 PRs** (22 merged / 230 closed-unmerged / 105 open; merged rate **6%**, closed-unmerged rate **64%**, open rate **29%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
- heuristic read: **very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13273: fix: wrap validation inference with torch.no_grad() in dreambooth examples](https://github.com/huggingface/diffusers/pull/13273) — open
- [PR #13272: fix: compute image_seq_len from spatial dims in Lumina2 pipeline](https://github.com/huggingface/diffusers/pull/13272) — open
### `hf-security-analysis[bot]`
- profile: [github.com/hf-security-analysis[bot]](https://github.com/hf-security-analysis[bot])
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahf-security-analysis%5Bbot%5D)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahf-security-analysis%5Bbot%5D)
- repo first seen: `2026-03-27T11:59:04Z`
- repo last seen: `2026-03-31T09:26:39Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **? days**
- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
- public orgs: none visible
- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
- heuristic read: **summary unavailable**
- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'hf-security-analysis[bot]'."}]`
Example artifacts:
- [PR #13374: chore: update claude_review.yml](https://github.com/huggingface/diffusers/pull/13374) — closed, merged
- [PR #13354: chore: update claude_review.yml](https://github.com/huggingface/diffusers/pull/13354) — closed
### `HsiaWinter`
- profile: [github.com/HsiaWinter](https://github.com/HsiaWinter)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AHsiaWinter)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AHsiaWinter)
- repo first seen: `2026-04-08T04:14:03Z`
- repo last seen: `2026-04-13T08:39:20Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 34 reviews / 34 review comments**
- account age: **1609 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13456: fix rope dtype from torch.float64 to torch.float32](https://github.com/huggingface/diffusers/pull/13456) — open
- [PR #13432: Add ernie image](https://github.com/huggingface/diffusers/pull/13432) — closed, merged
### `huemin-art`
- profile: [github.com/huemin-art](https://github.com/huemin-art)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahuemin-art)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahuemin-art)
- repo first seen: `2026-03-12T14:56:59Z`
- repo last seen: `2026-04-06T23:48:03Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 4 reviews / 4 review comments**
- account age: **1503 days**
- recent public PR activity: **3 PRs** (3 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13428: FLUX.2 small decoder](https://github.com/huggingface/diffusers/pull/13428) — closed, merged
- [PR #13262: klein 9b kv](https://github.com/huggingface/diffusers/pull/13262) — closed, merged
### `jashshah999`
- profile: [github.com/jashshah999](https://github.com/jashshah999)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ajashshah999)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ajashshah999)
- repo first seen: `2026-02-25T22:19:12Z`
- repo last seen: `2026-03-12T15:16:37Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **2565 days**
- recent public PR activity: **54 PRs** (18 merged / 11 closed-unmerged / 25 open; merged rate **33%**, closed-unmerged rate **20%**, open rate **46%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
- heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
Example artifacts:
- [PR #13190: Fix None dereference crashes and mutable default feat_idx in Wan/Cosmos autoencoders](https://github.com/huggingface/diffusers/pull/13190) — open
- [PR #13185: Fix mutable default arguments, resource leak, and redundant assignment](https://github.com/huggingface/diffusers/pull/13185) — open
### `kirillsst`
- profile: [github.com/kirillsst](https://github.com/kirillsst)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Akirillsst)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Akirillsst)
- repo first seen: `2026-02-24T12:11:43Z`
- repo last seen: `2026-03-03T13:30:17Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **286 days**
- recent public PR activity: **6 PRs** (1 merged / 2 closed-unmerged / 3 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **young account; high open PR share**
Example artifacts:
- [PR #13206: Set `begin_index` for flow-matching pipelines to avoid slow `index_for_timestep`](https://github.com/huggingface/diffusers/pull/13206) — open
- [PR #13183: Fix wrong `do_classifier_free_guidance` threshold in ZImagePipeline](https://github.com/huggingface/diffusers/pull/13183) — closed, merged
### `NIK-TIGER-BILL`
- profile: [github.com/NIK-TIGER-BILL](https://github.com/NIK-TIGER-BILL)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ANIK-TIGER-BILL)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ANIK-TIGER-BILL)
- repo first seen: `2026-03-30T07:15:17Z`
- repo last seen: `2026-04-08T23:17:59Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
- account age: **2285 days**
- recent public PR activity: **210 PRs** (6 merged / 197 closed-unmerged / 7 open; merged rate **3%**, closed-unmerged rate **94%**, open rate **3%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
Example artifacts:
- [PR #13436: test](https://github.com/huggingface/diffusers/pull/13436) — closed, draft
- [PR #13367: fix(ddim): validate eta is in [0, 1] in DDIMPipeline](https://github.com/huggingface/diffusers/pull/13367) — closed, merged
### `RuixiangMa`
- profile: [github.com/RuixiangMa](https://github.com/RuixiangMa)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ARuixiangMa)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ARuixiangMa)
- repo first seen: `2026-04-02T17:19:18Z`
- repo last seen: `2026-04-11T12:58:19Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **5 comments / 56 reviews / 56 review comments**
- account age: **3283 days**
- recent public PR activity: **43 PRs** (22 merged / 1 closed-unmerged / 20 open; merged rate **51%**, closed-unmerged rate **2%**, open rate **47%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high recent PR volume; high open PR share**
Example artifacts:
- [PR #13437: [Feat] support JoyAIImagePipeline ](https://github.com/huggingface/diffusers/pull/13437) — closed
- [PR #13390: [Feat] Adds LongCat-AudioDiT pipeline ](https://github.com/huggingface/diffusers/pull/13390) — open
### `veeceey`
- profile: [github.com/veeceey](https://github.com/veeceey)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aveeceey)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aveeceey)
- repo first seen: `2026-02-23T04:17:38Z`
- repo last seen: `2026-02-23T04:19:29Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **3053 days**
- recent public PR activity: **253 PRs** (70 merged / 79 closed-unmerged / 104 open; merged rate **28%**, closed-unmerged rate **31%**, open rate **41%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
Example artifacts:
- [PR #13173: Fix Flash Attention 3 interface for new FA3 return format](https://github.com/huggingface/diffusers/pull/13173) — closed, merged
- [PR #13172: Fix CogVideoX dynamic CFG to use loop index instead of timestep value](https://github.com/huggingface/diffusers/pull/13172) — open
### `hlky`
- profile: [github.com/hlky](https://github.com/hlky)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahlky)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahlky)
- repo first seen: `2022-08-22T10:44:45Z`
- repo last seen: `2026-04-13T08:21:52Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **149**
- snapshot authored PRs/issues: **142 PRs / 7 issues**
- snapshot discussion activity: **539 comments / 408 reviews / 399 review comments**
- account age: **1410 days**
- recent public PR activity: **6 PRs** (5 merged / 0 closed-unmerged / 1 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars**
Example artifacts:
- [PR #13448: Improve `trust_remote_code`](https://github.com/huggingface/diffusers/pull/13448) — open
- [PR #13080: ZImageControlNet cfg](https://github.com/huggingface/diffusers/pull/13080) — closed, merged
- [PR #12888: Z-Image-Turbo from_single_file fix](https://github.com/huggingface/diffusers/pull/12888) — closed, merged
- [Issue #10357: [community] PyTorch/XLA support](https://github.com/huggingface/diffusers/issues/10357) — closed
- [Issue #10106: Add HunyuanVideo](https://github.com/huggingface/diffusers/issues/10106) — closed
- [Issue #10078: Cache text encoder embeds in pipelines](https://github.com/huggingface/diffusers/issues/10078) — open
### `linoytsaban`
- profile: [github.com/linoytsaban](https://github.com/linoytsaban)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Alinoytsaban)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Alinoytsaban)
- repo first seen: `2023-06-20T06:10:02Z`
- repo last seen: `2026-04-01T11:18:57Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **76**
- snapshot authored PRs/issues: **74 PRs / 2 issues**
- snapshot discussion activity: **252 comments / 185 reviews / 146 review comments**
- account age: **2345 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13325: [flux.2 LoRA] make lora training compatible with flux.2 klein kv](https://github.com/huggingface/diffusers/pull/13325) — open
- [PR #13056: Z image lora training](https://github.com/huggingface/diffusers/pull/13056) — closed, merged
- [PR #12581: [LoRA] add support for more Qwen LoRAs](https://github.com/huggingface/diffusers/pull/12581) — closed, merged
- [Issue #11730: Add `--lora_alpha` and metadata handling in training scripts follow up](https://github.com/huggingface/diffusers/issues/11730) — closed
- [Issue #6546: PALP: Prompt Aligned Personalization of Text-to-Image Models 🖌️🔥](https://github.com/huggingface/diffusers/issues/6546) — closed
### `lawrence-cj`
- profile: [github.com/lawrence-cj](https://github.com/lawrence-cj)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Alawrence-cj)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Alawrence-cj)
- repo first seen: `2023-11-08T08:40:50Z`
- repo last seen: `2026-03-18T02:48:51Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **34**
- snapshot authored PRs/issues: **32 PRs / 2 issues**
- snapshot discussion activity: **144 comments / 76 reviews / 75 review comments**
- account age: **2404 days**
- recent public PR activity: **5 PRs** (3 merged / 1 closed-unmerged / 1 open; merged rate **60%**, closed-unmerged rate **20%**, open rate **20%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **—**
Example artifacts:
- [PR #13229: add ltx2 vae in sana-video;](https://github.com/huggingface/diffusers/pull/13229) — closed, merged
- [PR #12723: [feat] LongSANA: a minute-length real-time video generation model](https://github.com/huggingface/diffusers/pull/12723) — open
- [PR #12675: fix typo in docs](https://github.com/huggingface/diffusers/pull/12675) — closed, merged
- [Issue #5989: safetensors.torch bug](https://github.com/huggingface/diffusers/issues/5989) — closed
- [Issue #5862: Transformer2DModel does not support gradient checkpointing.](https://github.com/huggingface/diffusers/issues/5862) — closed
### `Beinsezii`
- profile: [github.com/Beinsezii](https://github.com/Beinsezii)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ABeinsezii)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ABeinsezii)
- repo first seen: `2023-11-06T21:11:04Z`
- repo last seen: `2026-04-13T05:39:29Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **25**
- snapshot authored PRs/issues: **20 PRs / 5 issues**
- snapshot discussion activity: **57 comments / 7 reviews / 7 review comments**
- account age: **2884 days**
- recent public PR activity: **27 PRs** (25 merged / 1 closed-unmerged / 1 open; merged rate **93%**, closed-unmerged rate **4%**, open rate **4%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume; no visible non-self stars**
Example artifacts:
- [PR #13453: Fix SDXL Refiner with Higher Order Schedulers](https://github.com/huggingface/diffusers/pull/13453) — open
- [PR #12955: ZImageTransformer2D: Only build attention mask if seqlens are not equal](https://github.com/huggingface/diffusers/pull/12955) — closed, merged
- [PR #12101: lora_conversion_utils: replace lora up/down with a/b even if `transformer.` in key](https://github.com/huggingface/diffusers/pull/12101) — closed, merged
- [Issue #11592: 0.33.X FluxLoraLoaderMixin `delete_adapters` Regression](https://github.com/huggingface/diffusers/issues/11592) — closed
- [Issue #8565: StableDiffusion3Pipeline `load_lora_weights` IndexError](https://github.com/huggingface/diffusers/issues/8565) — closed
- [Issue #8488: StableDiffusion3Pipeline `from_pretrained` Exception](https://github.com/huggingface/diffusers/issues/8488) — closed
### `DefTruth`
- profile: [github.com/DefTruth](https://github.com/DefTruth)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ADefTruth)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ADefTruth)
- repo first seen: `2025-08-07T07:00:06Z`
- repo last seen: `2026-03-09T06:06:26Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **22**
- snapshot authored PRs/issues: **15 PRs / 7 issues**
- snapshot discussion activity: **86 comments / 22 reviews / 22 review comments**
- account age: **3132 days**
- recent public PR activity: **170 PRs** (167 merged / 1 closed-unmerged / 2 open; merged rate **98%**, closed-unmerged rate **1%**, open rate **1%**)
- public orgs: `vipshop`, `PaddlePaddle`, `xlite-dev`
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **extremely high recent PR volume**
Example artifacts:
- [PR #13228: fix: allow pass cpu generator for helios](https://github.com/huggingface/diffusers/pull/13228) — closed, merged
- [PR #12996: feat: support Ulysses Anything Attention](https://github.com/huggingface/diffusers/pull/12996) — closed, merged
- [PR #12970: fix Qwen-Image series context parallel](https://github.com/huggingface/diffusers/pull/12970) — closed, merged
- [Issue #12823: How to use quantizer after pipeline loaded?](https://github.com/huggingface/diffusers/issues/12823) — closed
- [Issue #12706: [Feature] Ulysses Attention for any sequence length w/o padding](https://github.com/huggingface/diffusers/issues/12706) — closed
- [Issue #12661: Crash while using ChronoEdit with context parallelism](https://github.com/huggingface/diffusers/issues/12661) — closed
### `Mr-Neutr0n`
- profile: [github.com/Mr-Neutr0n](https://github.com/Mr-Neutr0n)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AMr-Neutr0n)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AMr-Neutr0n)
- repo first seen: `2026-02-07T08:06:58Z`
- repo last seen: `2026-02-13T08:16:06Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **10**
- snapshot authored PRs/issues: **10 PRs / 0 issues**
- snapshot discussion activity: **9 comments / 0 reviews / 0 review comments**
- account age: **2174 days**
- recent public PR activity: **70 PRs** (17 merged / 26 closed-unmerged / 27 open; merged rate **24%**, closed-unmerged rate **37%**, open rate **39%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
- heuristic read: **high recent PR volume; very broad repo spread; targets high-star repos**
Example artifacts:
- [PR #13131: Fix broken attention masking for inner padding in ZImageTransformer2DModel](https://github.com/huggingface/diffusers/pull/13131) — closed
- [PR #13125: Fix CogVideoX scheduler prev_timestep for non-leading spacing](https://github.com/huggingface/diffusers/pull/13125) — open
- [PR #13111: Fix AudioLDM2Pipeline AttributeError with GPT2Model](https://github.com/huggingface/diffusers/pull/13111) — open
### `dxqb`
- profile: [github.com/dxqb](https://github.com/dxqb)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adxqb)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adxqb)
- repo first seen: `2025-01-12T14:41:12Z`
- repo last seen: `2026-03-24T18:01:28Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **22**
- snapshot authored PRs/issues: **9 PRs / 13 issues**
- snapshot discussion activity: **79 comments / 11 reviews / 13 review comments**
- account age: **560 days**
- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
- public orgs: none visible
- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars**
Example artifacts:
- [PR #13184: Z-Image: no attention mask if attention mask is a no-op](https://github.com/huggingface/diffusers/pull/13184) — closed
- [PR #12892: Check for attention mask in backends that don't support it](https://github.com/huggingface/diffusers/pull/12892) — closed, merged
- [PR #12870: Split attention backends](https://github.com/huggingface/diffusers/pull/12870) — open
- [Issue #13001: Shape mismatch when loading a Flux2.Klein GGUF](https://github.com/huggingface/diffusers/issues/13001) — open
- [Issue #12893: Z-Image text sequence length issue](https://github.com/huggingface/diffusers/issues/12893) — closed
- [Issue #12776: Flux2: Tensor tuples can cause issues for checkpointing](https://github.com/huggingface/diffusers/issues/12776) — open
### `sywangyi`
- profile: [github.com/sywangyi](https://github.com/sywangyi)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asywangyi)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asywangyi)
- repo first seen: `2023-09-19T06:45:24Z`
- repo last seen: `2026-03-16T07:47:18Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **8**
- snapshot authored PRs/issues: **8 PRs / 0 issues**
- snapshot discussion activity: **28 comments / 9 reviews / 9 review comments**
- account age: **2992 days**
- recent public PR activity: **15 PRs** (11 merged / 0 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13270: fix parallelism case failure in xpu](https://github.com/huggingface/diffusers/pull/13270) — closed, merged
- [PR #12842: fix pytest tests/pipelines/pixart_sigma/test_pixart.py::PixArtSigmaPi…](https://github.com/huggingface/diffusers/pull/12842) — closed, merged
- [PR #12829: support CP in native flash attention](https://github.com/huggingface/diffusers/pull/12829) — closed, merged
### `DavidBert`
- profile: [github.com/DavidBert](https://github.com/DavidBert)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ADavidBert)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ADavidBert)
- repo first seen: `2025-09-26T15:01:33Z`
- repo last seen: `2026-02-13T19:22:52Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **8**
- snapshot authored PRs/issues: **7 PRs / 1 issues**
- snapshot discussion activity: **8 comments / 41 reviews / 40 review comments**
- account age: **3996 days**
- recent public PR activity: **23 PRs** (21 merged / 2 closed-unmerged / 0 open; merged rate **91%**, closed-unmerged rate **9%**, open rate **0%**)
- public orgs: `wikistat`
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **—**
Example artifacts:
- [PR #13143: Fix T5GemmaEncoder loading for transformers 5.x composite T5GemmaConfig](https://github.com/huggingface/diffusers/pull/13143) — closed, merged
- [PR #12791: PRX Set downscale_freq_shift to 0 for consistency with internal implementation](https://github.com/huggingface/diffusers/pull/12791) — closed, merged
- [PR #12670: [PRX pipeline]: add 1024 resolution ratio bins](https://github.com/huggingface/diffusers/pull/12670) — closed, merged
- [Issue #13142: PRXPipeline.from_pretrained() broken with transformers 5.1.0](https://github.com/huggingface/diffusers/issues/13142) — closed
### `satani99`
- profile: [github.com/satani99](https://github.com/satani99)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asatani99)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asatani99)
- repo first seen: `2024-01-09T09:10:11Z`
- repo last seen: `2026-03-25T05:05:58Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **7**
- snapshot authored PRs/issues: **7 PRs / 0 issues**
- snapshot discussion activity: **19 comments / 6 reviews / 6 review comments**
- account age: **2802 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13331: Cogvideox_fun_inp pipeline](https://github.com/huggingface/diffusers/pull/13331) — open
- [PR #9597: Added Differential Diffusion to Auraflow.](https://github.com/huggingface/diffusers/pull/9597) — open
- [PR #8990: Add StableDiffusionXLControlNetPAGImg2ImgPipeline](https://github.com/huggingface/diffusers/pull/8990) — closed, merged
### `miguelmartin75`
- profile: [github.com/miguelmartin75](https://github.com/miguelmartin75)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Amiguelmartin75)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Amiguelmartin75)
- repo first seen: `2025-12-17T00:32:26Z`
- repo last seen: `2026-03-11T01:21:26Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **6**
- snapshot authored PRs/issues: **6 PRs / 0 issues**
- snapshot discussion activity: **8 comments / 22 reviews / 22 review comments**
- account age: **4849 days**
- recent public PR activity: **4 PRs** (4 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **—**
Example artifacts:
- [PR #13251: Update Documentation for NVIDIA Cosmos](https://github.com/huggingface/diffusers/pull/13251) — closed, merged
- [PR #13114: Cosmos Transfer2.5 Auto-Regressive Inference Pipeline](https://github.com/huggingface/diffusers/pull/13114) — closed, merged
- [PR #13066: Cosmos Transfer2.5 inference pipeline: general/{seg, depth, blur, edge}](https://github.com/huggingface/diffusers/pull/13066) — closed, merged
### `adi776borate`
- profile: [github.com/adi776borate](https://github.com/adi776borate)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aadi776borate)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aadi776borate)
- repo first seen: `2025-11-11T18:30:22Z`
- repo last seen: `2026-04-10T03:48:29Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **5 PRs / 0 issues**
- snapshot discussion activity: **32 comments / 29 reviews / 29 review comments**
- account age: **730 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13299: Fix missing latents_bn_std dtype cast in VAE normalization](https://github.com/huggingface/diffusers/pull/13299) — open
- [PR #13050: Add FLUX.2 Klein Inpaint Pipeline](https://github.com/huggingface/diffusers/pull/13050) — open
- [PR #13018: Fix: Cosmos2.5 Video2World frame extraction and add default negative prompt](https://github.com/huggingface/diffusers/pull/13018) — closed, merged
### `CalamitousFelicitousness`
- profile: [github.com/CalamitousFelicitousness](https://github.com/CalamitousFelicitousness)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ACalamitousFelicitousness)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ACalamitousFelicitousness)
- repo first seen: `2025-10-22T10:15:05Z`
- repo last seen: `2026-04-01T01:35:47Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **6**
- snapshot authored PRs/issues: **4 PRs / 2 issues**
- snapshot discussion activity: **34 comments / 16 reviews / 16 review comments**
- account age: **2193 days**
- recent public PR activity: **13 PRs** (10 merged / 2 closed-unmerged / 1 open; merged rate **77%**, closed-unmerged rate **15%**, open rate **8%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **—**
Example artifacts:
- [PR #13326: Add Flux2 LoKR adapter support prototype with dual conversion paths](https://github.com/huggingface/diffusers/pull/13326) — open
- [PR #13006: Feature/zimage inpaint pipeline](https://github.com/huggingface/diffusers/pull/13006) — closed, merged
- [PR #12751: Add ZImageImg2ImgPipeline](https://github.com/huggingface/diffusers/pull/12751) — closed, merged
- [Issue #12752: Z-Image img2img and inpainting pipeline](https://github.com/huggingface/diffusers/issues/12752) — open
- [Issue #12529: Wan2.2 TI2V-5B Tiled VAE Tensor size mismatch](https://github.com/huggingface/diffusers/issues/12529) — closed
### `AlanPonnachan`
- profile: [github.com/AlanPonnachan](https://github.com/AlanPonnachan)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AAlanPonnachan)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AAlanPonnachan)
- repo first seen: `2024-12-23T18:31:30Z`
- repo last seen: `2026-04-03T18:05:15Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **20 comments / 8 reviews / 8 review comments**
- account age: **1771 days**
- recent public PR activity: **5 PRs** (2 merged / 1 closed-unmerged / 2 open; merged rate **40%**, closed-unmerged rate **20%**, open rate **40%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13324: feat: Add Modular Pipeline for Stable Diffusion 3 (SD3)](https://github.com/huggingface/diffusers/pull/13324) — open
- [PR #13098: Add JiT model and pipeline](https://github.com/huggingface/diffusers/pull/13098) — open
- [PR #12744: Add support for Magcache ](https://github.com/huggingface/diffusers/pull/12744) — closed, merged
### `cbensimon`
- profile: [github.com/cbensimon](https://github.com/cbensimon)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Acbensimon)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Acbensimon)
- repo first seen: `2023-09-29T10:19:13Z`
- repo last seen: `2026-03-23T12:04:18Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **9 comments / 5 reviews / 4 review comments**
- account age: **4027 days**
- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
- public orgs: none visible
- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars**
Example artifacts:
- [PR #13290: [export] Add export-safe LRU cache helper](https://github.com/huggingface/diffusers/pull/13290) — closed, merged
- [PR #12399: [perf] Cache version checks](https://github.com/huggingface/diffusers/pull/12399) — closed, merged
- [PR #12211: [QwenImage] Do not use `lru_cache` when compiling](https://github.com/huggingface/diffusers/pull/12211) — closed, draft
### `alvarobartt`
- profile: [github.com/alvarobartt](https://github.com/alvarobartt)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aalvarobartt)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aalvarobartt)
- repo first seen: `2025-12-22T14:10:32Z`
- repo last seen: `2026-03-11T17:14:51Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 1 reviews / 0 review comments**
- account age: **2971 days**
- recent public PR activity: **36 PRs** (32 merged / 0 closed-unmerged / 4 open; merged rate **89%**, closed-unmerged rate **0%**, open rate **11%**)
- public orgs: `huggingface`, `Hugging-Face-Helping-Hand`
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume**
Example artifacts:
- [PR #13257: Add `PRXPipeline` in `AUTO_TEXT2IMAGE_PIPELINES_MAPPING`](https://github.com/huggingface/diffusers/pull/13257) — closed, merged
- [PR #12877: Use `T5Tokenizer` instead of `MT5Tokenizer` (removed in Transformers v5.0+)](https://github.com/huggingface/diffusers/pull/12877) — closed, merged
- [PR #12876: Add `OvisImagePipeline` in `AUTO_TEXT2IMAGE_PIPELINES_MAPPING`](https://github.com/huggingface/diffusers/pull/12876) — closed, merged
### `anijain2305`
- profile: [github.com/anijain2305](https://github.com/anijain2305)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aanijain2305)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aanijain2305)
- repo first seen: `2024-08-27T18:16:03Z`
- repo last seen: `2026-02-19T23:02:10Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **24 comments / 17 reviews / 16 review comments**
- account age: **3892 days**
- recent public PR activity: **151 PRs** (3 merged / 128 closed-unmerged / 20 open; merged rate **2%**, closed-unmerged rate **85%**, open rate **13%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos**
Example artifacts:
- [PR #13166: [gguf][torch.compile time] Convert to plain tensor earlier in dequantize_gguf_tensor](https://github.com/huggingface/diffusers/pull/13166) — closed, merged
- [PR #11705: [rfc][compile] compile method for DiffusionPipeline](https://github.com/huggingface/diffusers/pull/11705) — closed, merged
- [PR #11551: [gguf] Refactor __torch_function__ to avoid unnecessary computation](https://github.com/huggingface/diffusers/pull/11551) — closed, merged
### `tcaimm`
- profile: [github.com/tcaimm](https://github.com/tcaimm)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Atcaimm)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Atcaimm)
- repo first seen: `2025-12-02T11:22:45Z`
- repo last seen: `2026-03-10T02:43:24Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **6 comments / 1 reviews / 1 review comments**
- account age: **1620 days**
- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13219: Fix wrapped transformer config access in Flux2 Klein training](https://github.com/huggingface/diffusers/pull/13219) — closed, merged
- [PR #13011: Add train flux2 series lora config](https://github.com/huggingface/diffusers/pull/13011) — closed, merged
- [PR #12774: Fixed an issue with abnormal training loss in Dreambooth Flux2.](https://github.com/huggingface/diffusers/pull/12774) — closed
### `vkuzo`
- profile: [github.com/vkuzo](https://github.com/vkuzo)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Avkuzo)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Avkuzo)
- repo first seen: `2025-12-29T17:14:53Z`
- repo last seen: `2026-03-31T12:08:47Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **4 comments / 3 reviews / 3 review comments**
- account age: **5118 days**
- recent public PR activity: **87 PRs** (74 merged / 7 closed-unmerged / 6 open; merged rate **85%**, closed-unmerged rate **8%**, open rate **7%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume**
Example artifacts:
- [PR #13263: [not for land yet]: improve cuda graph support for Qwen-Image](https://github.com/huggingface/diffusers/pull/13263) — open
- [PR #13048: remove torchao autoquant from diffusers docs](https://github.com/huggingface/diffusers/pull/13048) — closed, merged
- [PR #12901: fix torchao quantizer for new torchao versions](https://github.com/huggingface/diffusers/pull/12901) — closed, merged
### `JingyaHuang`
- profile: [github.com/JingyaHuang](https://github.com/JingyaHuang)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AJingyaHuang)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AJingyaHuang)
- repo first seen: `2022-11-03T10:27:59Z`
- repo last seen: `2026-03-19T16:01:08Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **4 comments / 4 reviews / 3 review comments**
- account age: **2738 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13289: [Neuron] Add AWS Neuron (Trainium/Inferentia) as an officially supported device](https://github.com/huggingface/diffusers/pull/13289) — open, draft
- [PR #9766: Add a doc for AWS Neuron in Diffusers](https://github.com/huggingface/diffusers/pull/9766) — closed, merged
### `jscaldwell55`
- profile: [github.com/jscaldwell55](https://github.com/jscaldwell55)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ajscaldwell55)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ajscaldwell55)
- repo first seen: `2026-02-11T23:45:46Z`
- repo last seen: `2026-02-15T01:57:12Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **1328 days**
- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13136: fix: freeze shared transformer modules in ZImageControlNet.from_transformer](https://github.com/huggingface/diffusers/pull/13136) — open
- [PR #13128: fix: use state_dict pattern in ZImageControlNet.from_transformer to prevent weight sharing](https://github.com/huggingface/diffusers/pull/13128) — closed
### `Moran232`
- profile: [github.com/Moran232](https://github.com/Moran232)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AMoran232)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AMoran232)
- repo first seen: `2026-04-07T07:58:41Z`
- repo last seen: `2026-04-11T05:42:17Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **1 PRs / 2 issues**
- snapshot discussion activity: **1 comments / 4 reviews / 4 review comments**
- account age: **4191 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13444: [feat] JoyAI-JoyImage-Edit support](https://github.com/huggingface/diffusers/pull/13444) — open
- [Issue #13430: Support for JoyAI-Image-Edit](https://github.com/huggingface/diffusers/issues/13430) — open
- [Issue #13429: add JoyAI-Image-Edit](https://github.com/huggingface/diffusers/issues/13429) — closed
### `plugyawn`
- profile: [github.com/plugyawn](https://github.com/plugyawn)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aplugyawn)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aplugyawn)
- repo first seen: `2026-03-08T17:03:35Z`
- repo last seen: `2026-04-12T18:02:36Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **11 comments / 1 reviews / 1 review comments**
- account age: **1936 days**
- recent public PR activity: **4 PRs** (3 merged / 0 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **—**
Example artifacts:
- [PR #13231: Add RAE Diffusion Transformer inference/preliminary training pipelines](https://github.com/huggingface/diffusers/pull/13231) — open
- [Issue #13225: RAE+DiT support for published checkpoints](https://github.com/huggingface/diffusers/issues/13225) — open
### `pthombre`
- profile: [github.com/pthombre](https://github.com/pthombre)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Apthombre)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Apthombre)
- repo first seen: `2025-12-22T23:16:56Z`
- repo last seen: `2026-03-28T00:07:19Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
- account age: **383 days**
- recent public PR activity: **17 PRs** (12 merged / 1 closed-unmerged / 4 open; merged rate **71%**, closed-unmerged rate **6%**, open rate **24%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **—**
Example artifacts:
- [PR #13306: [docs] Add NeMo Automodel training guide](https://github.com/huggingface/diffusers/pull/13306) — closed, merged
- [Issue #12880: Allow users to pass in a custom device_mesh to the enable_parallelism method in the diffusers library](https://github.com/huggingface/diffusers/issues/12880) — closed
### `Sunhill666`
- profile: [github.com/Sunhill666](https://github.com/Sunhill666)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ASunhill666)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ASunhill666)
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- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13379: fix(qwen): fix CFG failing when passing neg prompt embeds with none mask](https://github.com/huggingface/diffusers/pull/13379) — open
- [Issue #13377: [Bug] `QwenImagePipeline` silently disables CFG when passing `negative_prompt_embeds` if mask is `None` (which `encode_prompt` returns by default)](https://github.com/huggingface/diffusers/issues/13377) — open
### `VittoriaLanzo`
- profile: [github.com/VittoriaLanzo](https://github.com/VittoriaLanzo)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AVittoriaLanzo)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AVittoriaLanzo)
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- public orgs: none visible
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- heuristic read: **very new account; high recent PR volume; broad repo spread**
Example artifacts:
- [PR #13412: [Scheduler] Add monotonicity validation and tests for LTXEulerAncestr…](https://github.com/huggingface/diffusers/pull/13412) — closed
- [Issue #13411: `LTXEulerAncestralRFScheduler.set_timesteps(sigmas=...)` does not validate monotonicity, causing silent incorrect denoising](https://github.com/huggingface/diffusers/issues/13411) — open
### `aazeeem11`
- profile: [github.com/aazeeem11](https://github.com/aazeeem11)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aaazeeem11)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aaazeeem11)
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- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13138: Add Claude Diffusers skill and Claude Code plugin scaffold (#12935)](https://github.com/huggingface/diffusers/pull/13138) — open
### `abhixb`
- profile: [github.com/abhixb](https://github.com/abhixb)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aabhixb)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aabhixb)
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- heuristic read: **young account; many recent closed-unmerged PRs**
Example artifacts:
- [PR #13265: add tensor and numpy array support for image input in Flux2KleinPipeline](https://github.com/huggingface/diffusers/pull/13265) — closed
### `Alexkkir`
- profile: [github.com/Alexkkir](https://github.com/Alexkkir)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AAlexkkir)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AAlexkkir)
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- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13320: Use defaultdict for _SET_ADAPTER_SCALE_FN_MAPPING](https://github.com/huggingface/diffusers/pull/13320) — closed, merged
### `Anai-Guo`
- profile: [github.com/Anai-Guo](https://github.com/Anai-Guo)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AAnai-Guo)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AAnai-Guo)
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- heuristic read: **very new account; high open PR share; targets high-star repos**
Example artifacts:
- [PR #13455: fix: align text_encoder_out_layers default with pipeline for Flux 2 Klein](https://github.com/huggingface/diffusers/pull/13455) — open
### `andrew-w-ross`
- profile: [github.com/andrew-w-ross](https://github.com/andrew-w-ross)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aandrew-w-ross)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aandrew-w-ross)
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- 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)
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- 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`
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- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
Example artifacts:
- [PR #13268: Add DiffSynth blockwise ControlNet support to QwenImageControlNetModel](https://github.com/huggingface/diffusers/pull/13268) — open
### `awsr`
- profile: [github.com/awsr](https://github.com/awsr)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aawsr)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aawsr)
- repo first seen: `2026-04-04T02:02:23Z`
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- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **—**
Example artifacts:
- [PR #13409: Guard against calling optional `ftfy` module if not available](https://github.com/huggingface/diffusers/pull/13409) — open
### `chang-zhijie`
- profile: [github.com/chang-zhijie](https://github.com/chang-zhijie)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Achang-zhijie)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Achang-zhijie)
- repo first seen: `2026-04-13T03:17:22Z`
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- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13451: Fix attention_mask broadcasting for NPU compatibility](https://github.com/huggingface/diffusers/pull/13451) — open
### `conanna`
- profile: [github.com/conanna](https://github.com/conanna)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aconanna)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aconanna)
- repo first seen: `2026-04-12T19:13:13Z`
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- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13450: fix: align sigmas device in UniPCMultistepScheduler.set_timesteps](https://github.com/huggingface/diffusers/pull/13450) — open
### `dhruvildarji`
- profile: [github.com/dhruvildarji](https://github.com/dhruvildarji)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adhruvildarji)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adhruvildarji)
- repo first seen: `2026-02-23T10:03:12Z`
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- 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`
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- recent public PR activity: **11 PRs** (5 merged / 1 closed-unmerged / 5 open; merged rate **45%**, closed-unmerged rate **9%**, open rate **45%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
- heuristic read: **broad repo spread; high open PR share; targets high-star repos**
Example artifacts:
- [PR #13391: Fix typos and grammar errors in documentation](https://github.com/huggingface/diffusers/pull/13391) — closed, merged
### `HMAKT99`
- profile: [github.com/HMAKT99](https://github.com/HMAKT99)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AHMAKT99)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AHMAKT99)
- repo first seen: `2026-03-30T15:12:13Z`
- repo last seen: `2026-03-30T15:12:13Z`
- first seen in snapshot: **yes**
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- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
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- recent public PR activity: **197 PRs** (88 merged / 60 closed-unmerged / 49 open; merged rate **45%**, closed-unmerged rate **30%**, open rate **25%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
- heuristic read: **young account; extremely high recent PR volume; very broad repo spread**
Example artifacts:
- [PR #13370: Add AI image provenance community example](https://github.com/huggingface/diffusers/pull/13370) — open
### `kvr06-ai`
- profile: [github.com/kvr06-ai](https://github.com/kvr06-ai)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Akvr06-ai)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Akvr06-ai)
- repo first seen: `2026-03-10T10:45:14Z`
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- recent public PR activity: **32 PRs** (11 merged / 7 closed-unmerged / 14 open; merged rate **34%**, closed-unmerged rate **22%**, open rate **44%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
- heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
Example artifacts:
- [PR #13246: Fix double-shifted sigma_min/sigma_max in FlowMatchEulerDiscreteScheduler](https://github.com/huggingface/diffusers/pull/13246) — open
### `LiuYinfeng01`
- profile: [github.com/LiuYinfeng01](https://github.com/LiuYinfeng01)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ALiuYinfeng01)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ALiuYinfeng01)
- repo first seen: `2026-03-25T03:29:24Z`
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- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13327: feat(utils): optional aiter swizzle GEMM for ROCm MI + aiter](https://github.com/huggingface/diffusers/pull/13327) — open
### `Minisal`
- profile: [github.com/Minisal](https://github.com/Minisal)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AMinisal)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AMinisal)
- repo first seen: `2026-02-13T03:34:51Z`
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- public orgs: none visible
- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars**
Example artifacts:
- [PR #13133: Fix missing .unsqueeze(1) in attention mask for HunyuanVideo VAE](https://github.com/huggingface/diffusers/pull/13133) — open
### `r266-tech`
- profile: [github.com/r266-tech](https://github.com/r266-tech)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ar266-tech)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ar266-tech)
- repo first seen: `2026-03-22T18:03:37Z`
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- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
- heuristic read: **young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
Example artifacts:
- [PR #13309: Add warning when using CUDA random generator (#13298)](https://github.com/huggingface/diffusers/pull/13309) — open
### `rustadadam`
- profile: [github.com/rustadadam](https://github.com/rustadadam)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Arustadadam)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Arustadadam)
- repo first seen: `2026-02-13T18:20:08Z`
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- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13141: Allows DDPM Scheduler to have Zero Variance on Generation Runs](https://github.com/huggingface/diffusers/pull/13141) — open
### `sippycoder`
- profile: [github.com/sippycoder](https://github.com/sippycoder)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asippycoder)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asippycoder)
- repo first seen: `2026-03-24T03:16:39Z`
- repo last seen: `2026-04-03T08:16:26Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **5 comments / 13 reviews / 13 review comments**
- account age: **1051 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13317: NucleusMoE-Image](https://github.com/huggingface/diffusers/pull/13317) — closed, merged
### `Songrui625`
- profile: [github.com/Songrui625](https://github.com/Songrui625)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ASongrui625)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ASongrui625)
- repo first seen: `2026-02-26T12:37:36Z`
- repo last seen: `2026-02-27T06:12:03Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
- account age: **2637 days**
- recent public PR activity: **2 PRs** (2 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13187: Fix LTX-2 image-to-video generation failure in two stages generation](https://github.com/huggingface/diffusers/pull/13187) — closed, merged
### `teith`
- profile: [github.com/teith](https://github.com/teith)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ateith)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ateith)
- repo first seen: `2026-03-03T01:07:16Z`
- repo last seen: `2026-03-03T01:07:16Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1179 days**
- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
- public orgs: none visible
- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars**
Example artifacts:
- [PR #13205: fix: correct invalid type annotation for `image` in `Flux2Pipeline.__call__`](https://github.com/huggingface/diffusers/pull/13205) — closed, merged
### `varaprasadtarunkumar`
- profile: [github.com/varaprasadtarunkumar](https://github.com/varaprasadtarunkumar)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Avaraprasadtarunkumar)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Avaraprasadtarunkumar)
- repo first seen: `2026-04-03T18:58:56Z`
- repo last seen: `2026-04-03T19:28:43Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
- account age: **1432 days**
- recent public PR activity: **2 PRs** (0 merged / 2 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
Example artifacts:
- [PR #13404: fix: cache modulate_index tensor to eliminate per-step DtoH sync](https://github.com/huggingface/diffusers/pull/13404) — closed
### `Xyc2016`
- profile: [github.com/Xyc2016](https://github.com/Xyc2016)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AXyc2016)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AXyc2016)
- repo first seen: `2026-04-06T14:42:14Z`
- repo last seen: `2026-04-06T14:42:14Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3417 days**
- recent public PR activity: **3 PRs** (3 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **—**
Example artifacts:
- [PR #13423: Fix grammar in LoRA documentation](https://github.com/huggingface/diffusers/pull/13423) — closed, merged
### `yunjoochoi`
- profile: [github.com/yunjoochoi](https://github.com/yunjoochoi)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ayunjoochoi)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ayunjoochoi)
- repo first seen: `2026-03-15T03:43:58Z`
- repo last seen: `2026-03-15T03:43:58Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **772 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13267: Fix missing gradient_checkpointing init in ZImageControlNetModel](https://github.com/huggingface/diffusers/pull/13267) — open
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