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2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022 2023 2024 2025 2026 2027 2028 2029 2030 2031 2032 2033 2034 2035 2036 2037 2038 2039 2040 2041 2042 2043 2044 2045 2046 2047 2048 2049 2050 2051 2052 2053 2054 2055 2056 2057 2058 2059 2060 2061 2062 2063 2064 2065 2066 2067 2068 2069 2070 2071 2072 2073 2074 2075 2076 2077 2078 2079 2080 2081 2082 2083 2084 2085 2086 2087 2088 2089 2090 2091 2092 2093 2094 2095 2096 2097 2098 2099 2100 2101 2102 2103 2104 2105 2106 2107 2108 2109 2110 2111 2112 2113 2114 2115 2116 2117 2118 2119 2120 2121 2122 2123 2124 2125 2126 2127 2128 2129 2130 2131 2132 2133 2134 2135 2136 2137 2138 2139 2140 2141 2142 2143 2144 2145 2146 2147 2148 2149 2150 2151 2152 2153 2154 2155 2156 2157 2158 2159 2160 2161 2162 2163 2164 2165 2166 2167 2168 2169 2170 2171 2172 2173 2174 2175 2176 2177 | # New Contributor Report: huggingface/diffusers
- Snapshot: `20260511T183517Z`
- Generated: `2026-05-11T18:35:47Z`
- Activity window: `60d`
- Contributors: `91`
## Summary
| Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
| --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
| `sayakpaul` | [profile](https://github.com/sayakpaul) | no | MEMBER | 3466d | `2023-01-13T14:42:20Z` | 1018 | 133 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
| `DN6` | [profile](https://github.com/DN6) | no | MEMBER | 4361d | `2023-02-22T04:27:25Z` | 378 | 14 | mixed | low | low | high recent PR volume; targets high-star repos |
| `yiyixuxu` | [profile](https://github.com/yiyixuxu) | no | MEMBER | 3978d | `2022-12-14T16:37:57Z` | 300 | 38 | strong | low | low | targets high-star repos |
| `hlky` | [profile](https://github.com/hlky) | no | CONTRIBUTOR | 1414d | `2022-08-22T10:44:45Z` | 149 | 84 | strong | low | low | no visible non-self stars |
| `dg845` | [profile](https://github.com/dg845) | no | MEMBER | 2327d | `2023-03-22T05:10:45Z` | 68 | 8 | mixed | low | low | no visible non-self stars; targets high-star repos |
| `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6570d | `2022-06-15T15:01:24Z` | 65 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
| `asomoza` | [profile](https://github.com/asomoza) | no | MEMBER | 4600d | `2023-11-10T05:32:15Z` | 51 | 11 | weak | low | low | high open PR share; targets high-star repos |
| `Ricardo-M-L` | [profile](https://github.com/Ricardo-M-L) | no | CONTRIBUTOR | 2082d | `2026-04-02T16:08:54Z` | 42 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
| `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2022-11-29T08:44:19Z` | 24 | 4 | strong | moderate | low | high recent PR volume |
| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-01-20T00:59:08Z` | 13 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
| `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | FIRST_TIME_CONTRIBUTOR | 4d | `2026-04-13T06:56:28Z` | 12 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
| `akshan-main` | [profile](https://github.com/akshan-main) | no | CONTRIBUTOR | 1562d | `2025-11-21T08:13:14Z` | 11 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos |
| `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2024-12-12T10:28:15Z` | 8 | 0 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
| `azolotenkov` | [profile](https://github.com/azolotenkov) | no | CONTRIBUTOR | 1019d | `2025-03-04T13:58:31Z` | 6 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
| `s-zx` | [profile](https://github.com/s-zx) | no | FIRST_TIME_CONTRIBUTOR | 2021d | `2026-03-10T22:11:42Z` | 6 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
| `RuixiangMa` | [profile](https://github.com/RuixiangMa) | no | CONTRIBUTOR | 3287d | `2026-04-02T17:19:18Z` | 5 | 0 | mixed | low | low | high recent PR volume |
| `zhtmike` | [profile](https://github.com/zhtmike) | no | CONTRIBUTOR | 4275d | `2026-03-17T08:08:13Z` | 4 | 3 | mixed | moderate | low | high recent PR volume |
| `howardzhang-cv` | [profile](https://github.com/howardzhang-cv) | no | CONTRIBUTOR | 3147d | `2026-01-07T18:24:00Z` | 4 | 0 | mixed | low | low | high recent PR volume |
| `HsiaWinter` | [profile](https://github.com/HsiaWinter) | no | CONTRIBUTOR | 1613d | `2026-04-08T04:14:03Z` | 4 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `JingyaHuang` | [profile](https://github.com/JingyaHuang) | no | MEMBER | 2742d | `2022-11-03T10:27:59Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `neo` | [profile](https://github.com/neo) | no | FIRST_TIME_CONTRIBUTOR | 4211d | `2023-09-20T21:42:50Z` | 4 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4940d | `2023-10-19T12:21:52Z` | 4 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
| `taivu1998` | [profile](https://github.com/taivu1998) | no | FIRST_TIME_CONTRIBUTOR | 2674d | `2026-05-10T11:20:33Z` | 4 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
| `songh11` | [profile](https://github.com/songh11) | no | CONTRIBUTOR | 1961d | `2024-12-05T09:11:19Z` | 3 | 5 | strong | low | low | — |
| `Akash504-ai` | [profile](https://github.com/Akash504-ai) | no | CONTRIBUTOR | 426d | `2026-03-29T19:06:50Z` | 3 | 3 | mixed | high | medium | extremely high recent PR volume; broad repo spread |
| `GitGlimpse895` | [profile](https://github.com/GitGlimpse895) | no | FIRST_TIME_CONTRIBUTOR | 6d | `2026-04-14T04:29:39Z` | 3 | 0 | weak | moderate | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
| `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-27T11:59:04Z` | 3 | 0 | n/a | n/a | n/a | summary unavailable |
| `jbbqqf` | [profile](https://github.com/jbbqqf) | no | FIRST_TIME_CONTRIBUTOR | 4282d | `2026-05-10T09:20:21Z` | 3 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share |
| `NazarKozak` | [profile](https://github.com/NazarKozak) | no | FIRST_TIME_CONTRIBUTOR | 4489d | `2026-04-25T06:35:12Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1466d | `2026-03-23T11:52:46Z` | 3 | 0 | mixed | moderate | low | targets high-star repos |
| `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2023-09-19T06:45:24Z` | 9 | 0 | strong | moderate | low | targets high-star repos |
| `christopher5106` | [profile](https://github.com/christopher5106) | no | CONTRIBUTOR | 4425d | `2024-03-30T15:52:41Z` | 8 | 25 | mixed | low | low | targets high-star repos |
| `chenyangzhu1` | [profile](https://github.com/chenyangzhu1) | no | CONTRIBUTOR | 1477d | `2026-04-02T15:30:04Z` | 2 | 1 | strong | low | low | targets high-star repos |
| `agarwalprakhar2511` | [profile](https://github.com/agarwalprakhar2511) | no | FIRST_TIME_CONTRIBUTOR | 26d | `2026-03-22T09:13:05Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
| `cartesian-plane` | [profile](https://github.com/cartesian-plane) | no | FIRST_TIME_CONTRIBUTOR | 1744d | `2026-04-25T09:38:56Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `chang-zhijie` | [profile](https://github.com/chang-zhijie) | no | CONTRIBUTOR | 2856d | `2026-04-13T03:17:22Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `gambletan` | [profile](https://github.com/gambletan) | no | FIRST_TIME_CONTRIBUTOR | 41d | `2026-03-16T14:10:56Z` | 2 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
| `gueraf` | [profile](https://github.com/gueraf) | no | FIRST_TIME_CONTRIBUTOR | 4071d | `2026-04-27T22:38:24Z` | 2 | 0 | strong | low | low | — |
| `NIK-TIGER-BILL` | [profile](https://github.com/NIK-TIGER-BILL) | no | CONTRIBUTOR | 2289d | `2026-03-30T07:15:17Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
| `ParamChordiya` | [profile](https://github.com/ParamChordiya) | no | CONTRIBUTOR | 2149d | `2026-04-16T05:37:27Z` | 2 | 0 | mixed | moderate | low | targets high-star repos |
| `RobbinMarcus` | [profile](https://github.com/RobbinMarcus) | no | CONTRIBUTOR | 4693d | `2026-05-03T18:15:59Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `terarachang` | [profile](https://github.com/terarachang) | no | CONTRIBUTOR | 3903d | `2026-04-28T06:39:25Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2023-02-22T18:18:22Z` | 212 | 6 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
| `linoytsaban` | [profile](https://github.com/linoytsaban) | no | MEMBER | 2349d | `2023-06-20T06:10:02Z` | 74 | 2 | weak | low | high | very high single-repo PR burst; many recent closed-unmerged PRs; targets high-star repos |
| `Beinsezii` | [profile](https://github.com/Beinsezii) | no | CONTRIBUTOR | 2888d | `2023-11-06T21:11:04Z` | 20 | 5 | strong | moderate | low | high recent PR volume; no visible non-self stars |
| `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2023-12-20T21:14:21Z` | 19 | 0 | n/a | n/a | n/a | summary unavailable |
| `entrpn` | [profile](https://github.com/entrpn) | no | CONTRIBUTOR | 4455d | `2022-10-27T22:30:33Z` | 12 | 3 | mixed | moderate | low | — |
| `SHYuanBest` | [profile](https://github.com/SHYuanBest) | no | CONTRIBUTOR | 995d | `2024-09-21T03:19:05Z` | 9 | 0 | strong | high | low | broad repo spread |
| `satani99` | [profile](https://github.com/satani99) | no | CONTRIBUTOR | 2806d | `2024-01-09T09:10:11Z` | 7 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `adi776borate` | [profile](https://github.com/adi776borate) | no | CONTRIBUTOR | 735d | `2025-11-11T18:30:22Z` | 5 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `CalamitousFelicitousness` | [profile](https://github.com/CalamitousFelicitousness) | no | CONTRIBUTOR | 2197d | `2025-10-22T10:15:05Z` | 4 | 2 | mixed | moderate | low | — |
| `AlanPonnachan` | [profile](https://github.com/AlanPonnachan) | no | CONTRIBUTOR | 1775d | `2024-12-23T18:31:30Z` | 4 | 0 | mixed | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
| `cbensimon` | [profile](https://github.com/cbensimon) | no | MEMBER | 4031d | `2023-09-29T10:19:13Z` | 4 | 0 | n/a | low | low | no visible non-self stars |
| `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4208d | `2024-06-07T16:06:34Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
| `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5122d | `2025-12-29T17:14:53Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
| `luren55` | [profile](https://github.com/luren55) | no | FIRST_TIME_CONTRIBUTOR | 1577d | `2025-10-31T04:34:34Z` | 2 | 1 | mixed | low | low | high open PR share; targets high-star repos |
| `huemin-art` | [profile](https://github.com/huemin-art) | no | CONTRIBUTOR | 1508d | `2026-03-12T14:56:59Z` | 2 | 0 | strong | low | low | targets high-star repos |
| `Moran232` | [profile](https://github.com/Moran232) | no | CONTRIBUTOR | 4195d | `2026-04-07T07:58:41Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
| `ivnvalex` | [profile](https://github.com/ivnvalex) | no | CONTRIBUTOR | 2600d | `2026-04-29T16:10:12Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `pthombre` | [profile](https://github.com/pthombre) | no | CONTRIBUTOR | 388d | `2025-12-22T23:16:56Z` | 1 | 1 | strong | moderate | low | — |
| `Sunhill666` | [profile](https://github.com/Sunhill666) | no | CONTRIBUTOR | 3220d | `2026-04-01T06:54:19Z` | 1 | 1 | strong | low | low | targets high-star repos |
| `ViktoriiaRomanova` | [profile](https://github.com/ViktoriiaRomanova) | no | CONTRIBUTOR | 1648d | `2026-04-08T09:26:22Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `VittoriaLanzo` | [profile](https://github.com/VittoriaLanzo) | no | NONE | 78d | `2026-04-02T13:06:12Z` | 1 | 1 | mixed | high | low | very new account; high recent PR volume; broad repo spread |
| `abhixb` | [profile](https://github.com/abhixb) | no | NONE | 263d | `2026-03-14T12:01:02Z` | 1 | 0 | mixed | low | low | young account; many recent closed-unmerged PRs; targets high-star repos |
| `Alexkkir` | [profile](https://github.com/Alexkkir) | no | CONTRIBUTOR | 2758d | `2026-03-24T08:31:05Z` | 1 | 0 | strong | low | low | targets high-star repos |
| `andrew-w-ross` | [profile](https://github.com/andrew-w-ross) | no | CONTRIBUTOR | 3851d | `2026-03-30T01:44:18Z` | 1 | 0 | strong | low | low | targets high-star repos |
| `andrewor14` | [profile](https://github.com/andrewor14) | no | CONTRIBUTOR | 4997d | `2026-04-03T20:31:12Z` | 1 | 0 | strong | moderate | low | — |
| `aryabyte21` | [profile](https://github.com/aryabyte21) | no | FIRST_TIME_CONTRIBUTOR | 2264d | `2026-03-15T05:17:57Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `aws-zhenguo` | [profile](https://github.com/aws-zhenguo) | no | FIRST_TIME_CONTRIBUTOR | 514d | `2026-04-14T22:28:18Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `awsr` | [profile](https://github.com/awsr) | no | FIRST_TIME_CONTRIBUTOR | 2751d | `2026-04-04T02:02:23Z` | 1 | 0 | mixed | moderate | low | — |
| `ChinChyi` | [profile](https://github.com/ChinChyi) | no | FIRST_TIME_CONTRIBUTOR | 3076d | `2026-05-06T17:18:28Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `conanna` | [profile](https://github.com/conanna) | no | FIRST_TIMER | 381d | `2026-04-12T19:13:13Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `david-PHR` | [profile](https://github.com/david-PHR) | no | CONTRIBUTOR | 1486d | `2026-04-30T08:17:26Z` | 1 | 0 | weak | low | low | high open PR share |
| `Dev-next-gen` | [profile](https://github.com/Dev-next-gen) | no | FIRST_TIME_CONTRIBUTOR | 518d | `2026-04-19T00:36:23Z` | 1 | 0 | strong | moderate | low | — |
| `GalacticAvenger` | [profile](https://github.com/GalacticAvenger) | no | CONTRIBUTOR | 2212d | `2026-04-02T20:15:48Z` | 1 | 0 | mixed | high | low | broad repo spread; high open PR share; targets high-star repos |
| `HaoyuLi-Nova` | [profile](https://github.com/HaoyuLi-Nova) | no | FIRST_TIME_CONTRIBUTOR | 853d | `2026-04-24T15:24:20Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `hitchhiker3010` | [profile](https://github.com/hitchhiker3010) | no | CONTRIBUTOR | 3777d | `2026-04-07T06:26:34Z` | 1 | 0 | strong | low | low | targets high-star repos |
| `HMAKT99` | [profile](https://github.com/HMAKT99) | no | FIRST_TIME_CONTRIBUTOR | 265d | `2026-03-30T15:12:13Z` | 1 | 0 | mixed | very high | medium | young account; extremely high recent PR volume; very broad repo spread |
| `LiuYinfeng01` | [profile](https://github.com/LiuYinfeng01) | no | FIRST_TIME_CONTRIBUTOR | 428d | `2026-03-25T03:29:24Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `MukundaKatta` | [profile](https://github.com/MukundaKatta) | no | FIRST_TIME_CONTRIBUTOR | 1536d | `2026-04-25T18:34:23Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
| `r266-tech` | [profile](https://github.com/r266-tech) | no | FIRST_TIME_CONTRIBUTOR | 206d | `2026-03-22T18:03:37Z` | 1 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
| `racyjelly` | [profile](https://github.com/racyjelly) | no | FIRST_TIMER | 1619d | `2026-04-23T14:40:30Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `Shreyas-jk` | [profile](https://github.com/Shreyas-jk) | no | FIRST_TIME_CONTRIBUTOR | 527d | `2026-05-08T23:19:21Z` | 1 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `sippycoder` | [profile](https://github.com/sippycoder) | no | CONTRIBUTOR | 1055d | `2026-03-24T03:16:39Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `varaprasadtarunkumar` | [profile](https://github.com/varaprasadtarunkumar) | no | NONE | 1436d | `2026-04-03T18:58:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `waitingcheung` | [profile](https://github.com/waitingcheung) | no | FIRST_TIME_CONTRIBUTOR | 4931d | `2026-04-23T05:54:56Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
| `xin3he` | [profile](https://github.com/xin3he) | no | FIRST_TIME_CONTRIBUTOR | 1822d | `2026-03-04T11:16:34Z` | 1 | 0 | strong | low | low | high recent PR volume |
| `xodn348` | [profile](https://github.com/xodn348) | no | FIRST_TIME_CONTRIBUTOR | 2358d | `2026-05-07T07:22:44Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
| `Xyc2016` | [profile](https://github.com/Xyc2016) | no | CONTRIBUTOR | 3421d | `2026-04-06T14:42:14Z` | 1 | 0 | strong | low | low | — |
| `yadferhad` | [profile](https://github.com/yadferhad) | no | CONTRIBUTOR | 3308d | `2026-04-15T17:24:00Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
| `yunjoochoi` | [profile](https://github.com/yunjoochoi) | no | FIRST_TIME_CONTRIBUTOR | 776d | `2026-03-15T03:43:58Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
## Contributors
### `sayakpaul`
- profile: [github.com/sayakpaul](https://github.com/sayakpaul)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asayakpaul)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asayakpaul)
- repo first seen: `2023-01-13T14:42:20Z`
- repo last seen: `2026-05-11T07:46:27Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **1151**
- snapshot authored PRs/issues: **1018 PRs / 133 issues**
- snapshot discussion activity: **8146 comments / 6944 reviews / 7192 review comments**
- account age: **3466 days**
- recent public PR activity: **109 PRs** (86 merged / 5 closed-unmerged / 18 open; merged rate **79%**, closed-unmerged rate **5%**, open rate **17%**)
- public orgs: `huggingface`, `all-things-vits`
- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
- heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
Example artifacts:
- [PR #13716: better usage of UV_PRERELEASE=allow](https://github.com/huggingface/diffusers/pull/13716) — closed, merged
- [PR #13715: [ci] remove compel.](https://github.com/huggingface/diffusers/pull/13715) — closed, merged
- [PR #13714: [docs] add magcache to caching api listing](https://github.com/huggingface/diffusers/pull/13714) — open
- [Issue #13713: Incorporate safetensors support to TorchAO](https://github.com/huggingface/diffusers/issues/13713) — open
- [Issue #13475: QwenImage `has_neg_prompt` derivation](https://github.com/huggingface/diffusers/issues/13475) — closed
- [Issue #13401: Help us profile important pipelines and improve if needed](https://github.com/huggingface/diffusers/issues/13401) — open
### `DN6`
- profile: [github.com/DN6](https://github.com/DN6)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ADN6)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ADN6)
- repo first seen: `2023-02-22T04:27:25Z`
- repo last seen: `2026-05-11T11:47:39Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **392**
- snapshot authored PRs/issues: **378 PRs / 14 issues**
- snapshot discussion activity: **1074 comments / 1507 reviews / 1194 review comments**
- account age: **4361 days**
- recent public PR activity: **33 PRs** (22 merged / 1 closed-unmerged / 10 open; merged rate **67%**, closed-unmerged rate **3%**, open rate **30%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high recent PR volume; targets high-star repos**
Example artifacts:
- [PR #13672: [CI] Update all workflows with permissions](https://github.com/huggingface/diffusers/pull/13672) — closed, merged
- [PR #13666: Fix group offloading for Flux2 VAE ](https://github.com/huggingface/diffusers/pull/13666) — closed
- [PR #13662: [CI] Replace print_env step in CI with diffusers-cli env](https://github.com/huggingface/diffusers/pull/13662) — 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: `2026-05-10T19:50:57Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **338**
- snapshot authored PRs/issues: **300 PRs / 38 issues**
- snapshot discussion activity: **2575 comments / 2911 reviews / 3561 review comments**
- account age: **3978 days**
- recent public PR activity: **11 PRs** (10 merged / 0 closed-unmerged / 1 open; merged rate **91%**, closed-unmerged rate **0%**, open rate **9%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13665: [agents docs] update models.md with class attributes and attention mask](https://github.com/huggingface/diffusers/pull/13665) — closed, merged
- [PR #13570: [agents docs] update pipelines.md: ](https://github.com/huggingface/diffusers/pull/13570) — open
- [PR #13568: [agents docs] update modular.md](https://github.com/huggingface/diffusers/pull/13568) — closed, merged
- [Issue #12564: [Proposals Welcome] Fal Flashpack integration for faster model loading](https://github.com/huggingface/diffusers/issues/12564) — open
- [Issue #12257: [Looking for community contribution] support Wan 2.2 S2V: an audio-driven cinematic video generation model](https://github.com/huggingface/diffusers/issues/12257) — open
- [Issue #12222: [Contribution welcome] adding a fast test for Qwen-Image Controlnet Pipeline](https://github.com/huggingface/diffusers/issues/12222) — closed
### `hlky`
- profile: [github.com/hlky](https://github.com/hlky)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahlky)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahlky)
- repo first seen: `2022-08-22T10:44:45Z`
- repo last seen: `2026-05-11T17:18:25Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **233**
- snapshot authored PRs/issues: **149 PRs / 84 issues**
- snapshot discussion activity: **549 comments / 413 reviews / 408 review comments**
- account age: **1414 days**
- recent public PR activity: **6 PRs** (5 merged / 0 closed-unmerged / 1 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars**
Example artifacts:
- [PR #13719: Incorporate safetensors support to TorchAO](https://github.com/huggingface/diffusers/pull/13719) — open
- [PR #13695: Fix Stable Cascade review issues](https://github.com/huggingface/diffusers/pull/13695) — open
- [PR #13694: Fix LongCat AudioDiT dtype, VAE, and attention API issues](https://github.com/huggingface/diffusers/pull/13694) — open
- [Issue #13656: [meta issue] Systematic model/pipeline review findings / tracking](https://github.com/huggingface/diffusers/issues/13656) — open
- [Issue #13655: `model_infrastructure` model/pipeline review](https://github.com/huggingface/diffusers/issues/13655) — open
- [Issue #13654: `model_unets_shared` model/pipeline review](https://github.com/huggingface/diffusers/issues/13654) — open
### `dg845`
- profile: [github.com/dg845](https://github.com/dg845)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adg845)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adg845)
- repo first seen: `2023-03-22T05:10:45Z`
- repo last seen: `2026-05-09T06:15:29Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **76**
- snapshot authored PRs/issues: **68 PRs / 8 issues**
- snapshot discussion activity: **353 comments / 783 reviews / 686 review comments**
- account age: **2327 days**
- recent public PR activity: **8 PRs** (6 merged / 1 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **12%**, open rate **12%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13697: Fix GGUF to Work Better with `modules_to_not_convert` / `keep_in_fp32_modules`](https://github.com/huggingface/diffusers/pull/13697) — open
- [PR #13572: Add LTX-2.X IC LoRA and HDR Pipelines](https://github.com/huggingface/diffusers/pull/13572) — open
- [PR #13337: Update LTX-2 Docs to Cover LTX-2.3 Models](https://github.com/huggingface/diffusers/pull/13337) — closed, merged
- [Issue #12079: API Suggestion: Expose Methods to Convert to Sample Prediction in Schedulers](https://github.com/huggingface/diffusers/issues/12079) — open
- [Issue #8547: Latent Consistency Model Possible Scaling Bug](https://github.com/huggingface/diffusers/issues/8547) — closed
- [Issue #6756: Handling LoRA Scale in the Legacy LoRA Implementation.](https://github.com/huggingface/diffusers/issues/6756) — closed
### `kashif`
- profile: [github.com/kashif](https://github.com/kashif)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Akashif)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Akashif)
- repo first seen: `2022-06-15T15:01:24Z`
- repo last seen: `2026-05-08T10:13:58Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **65**
- snapshot authored PRs/issues: **65 PRs / 0 issues**
- snapshot discussion activity: **203 comments / 157 reviews / 135 review comments**
- account age: **6570 days**
- recent public PR activity: **32 PRs** (20 merged / 1 closed-unmerged / 11 open; merged rate **62%**, closed-unmerged rate **3%**, open rate **34%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
- heuristic read: **high recent PR volume; broad repo spread; targets high-star repos**
Example artifacts:
- [PR #13699: [discrete diffusion] Add dflash pipeline](https://github.com/huggingface/diffusers/pull/13699) — open
- [PR #13698: [LLADA2] Fix llada2 review #13598](https://github.com/huggingface/diffusers/pull/13698) — open
- [PR #13333: [LLADA2] documentation fixes](https://github.com/huggingface/diffusers/pull/13333) — closed, merged
### `asomoza`
- profile: [github.com/asomoza](https://github.com/asomoza)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aasomoza)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aasomoza)
- repo first seen: `2023-11-10T05:32:15Z`
- repo last seen: `2026-05-07T17:13:19Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **62**
- snapshot authored PRs/issues: **51 PRs / 11 issues**
- snapshot discussion activity: **1312 comments / 259 reviews / 205 review comments**
- account age: **4600 days**
- recent public PR activity: **6 PRs** (2 merged / 1 closed-unmerged / 3 open; merged rate **33%**, closed-unmerged rate **17%**, open rate **50%**)
- public orgs: `huggingface`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13575: [Ernie-Image] Add lora support](https://github.com/huggingface/diffusers/pull/13575) — closed, merged
- [PR #13427: [torchao] Fix `record_stream` with torchao and group offloading](https://github.com/huggingface/diffusers/pull/13427) — closed, draft
- [PR #13381: [Agents] Optimizations skill](https://github.com/huggingface/diffusers/pull/13381) — open
- [Issue #12441: Support Wan2.2-Animate](https://github.com/huggingface/diffusers/issues/12441) — closed
- [Issue #11861: ControlnetUnion not working correctly](https://github.com/huggingface/diffusers/issues/11861) — closed
- [Issue #11745: Pipeline Quantization silent ignore of components not present in pipeline](https://github.com/huggingface/diffusers/issues/11745) — closed
### `Ricardo-M-L`
- profile: [github.com/Ricardo-M-L](https://github.com/Ricardo-M-L)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ARicardo-M-L)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ARicardo-M-L)
- repo first seen: `2026-04-02T16:08:54Z`
- repo last seen: `2026-05-09T16:19:08Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **42**
- snapshot authored PRs/issues: **42 PRs / 0 issues**
- snapshot discussion activity: **17 comments / 1 reviews / 1 review comments**
- account age: **2082 days**
- recent public PR activity: **164 PRs** (32 merged / 40 closed-unmerged / 92 open; merged rate **20%**, closed-unmerged rate **24%**, open rate **56%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
Example artifacts:
- [PR #13550: Replace bare except with except Exception](https://github.com/huggingface/diffusers/pull/13550) — closed
- [PR #13549: Fix missing function call in is_torch_xla_version](https://github.com/huggingface/diffusers/pull/13549) — open
- [PR #13544: Fix missing raise before NotImplementedError in Flux SPMD example](https://github.com/huggingface/diffusers/pull/13544) — open
### `jiqing-feng`
- profile: [github.com/jiqing-feng](https://github.com/jiqing-feng)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ajiqing-feng)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ajiqing-feng)
- repo first seen: `2022-11-29T08:44:19Z`
- repo last seen: `2026-05-09T05:01:30Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **28**
- snapshot authored PRs/issues: **24 PRs / 4 issues**
- snapshot discussion activity: **68 comments / 25 reviews / 25 review comments**
- account age: **1396 days**
- recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume**
Example artifacts:
- [PR #13541: Reduce WanAnimate TorchAO test input sizes to prevent OOM](https://github.com/huggingface/diffusers/pull/13541) — closed, merged
- [PR #13540: Add _get_dummy_inputs_for_model helper for quantization tests](https://github.com/huggingface/diffusers/pull/13540) — open
- [PR #13539: Fix training gradient underflow in quantization tests](https://github.com/huggingface/diffusers/pull/13539) — open
- [Issue #13105: Wan-AI/Wan2.1-T2V-1.3B-Diffusers output noise](https://github.com/huggingface/diffusers/issues/13105) — closed
- [Issue #12975: AnimateDiffPipeline performance regression on CPU.](https://github.com/huggingface/diffusers/issues/12975) — closed
- [Issue #12632: stable_diffusion_xl_img2img failed due to dtype missmatch](https://github.com/huggingface/diffusers/issues/12632) — closed
### `kaixuanliu`
- profile: [github.com/kaixuanliu](https://github.com/kaixuanliu)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Akaixuanliu)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Akaixuanliu)
- repo first seen: `2025-01-20T00:59:08Z`
- repo last seen: `2026-04-21T08:32:53Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **13**
- snapshot authored PRs/issues: **13 PRs / 0 issues**
- snapshot discussion activity: **43 comments / 9 reviews / 9 review comments**
- account age: **3934 days**
- recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume; targets high-star repos**
Example artifacts:
- [PR #13534: Fix non-deterministic T5 outputs in HiDream pipeline tests](https://github.com/huggingface/diffusers/pull/13534) — closed, merged
- [PR #13496: add _repeated_blocks for ErnieImageTransformer2DModel](https://github.com/huggingface/diffusers/pull/13496) — closed, merged
- [PR #13336: avoid hardcode device in flux-control example](https://github.com/huggingface/diffusers/pull/13336) — closed, merged
### `Anai-Guo`
- profile: [github.com/Anai-Guo](https://github.com/Anai-Guo)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AAnai-Guo)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AAnai-Guo)
- repo first seen: `2026-04-13T06:56:28Z`
- repo last seen: `2026-05-01T13:13:09Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **12**
- snapshot authored PRs/issues: **12 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **4 days**
- recent public PR activity: **25 PRs** (3 merged / 3 closed-unmerged / 19 open; merged rate **12%**, closed-unmerged rate **12%**, open rate **76%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
- heuristic read: **very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
Example artifacts:
- [PR #13671: fix(ddpm): use _execution_device, validate inputs, free hooks (#13649)](https://github.com/huggingface/diffusers/pull/13671) — open
- [PR #13669: fix(unets): preserve scalar float timestep dtype in UNet1D/2D + FlaxUNet2DCondition (#13654)](https://github.com/huggingface/diffusers/pull/13669) — open
- [PR #13668: fix(free_noise): resolve None default, repeat_context/shuffle_context, list gen, mid-block disable (#13653)](https://github.com/huggingface/diffusers/pull/13668) — open
### `akshan-main`
- profile: [github.com/akshan-main](https://github.com/akshan-main)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aakshan-main)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aakshan-main)
- repo first seen: `2025-11-21T08:13:14Z`
- repo last seen: `2026-05-09T01:23:15Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **13**
- snapshot authored PRs/issues: **11 PRs / 2 issues**
- snapshot discussion activity: **93 comments / 21 reviews / 21 review comments**
- account age: **1562 days**
- recent public PR activity: **26 PRs** (14 merged / 6 closed-unmerged / 6 open; merged rate **54%**, closed-unmerged rate **23%**, open rate **23%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume; targets high-star repos**
Example artifacts:
- [PR #13687: [ernie-image] use concrete Mistral3Model / Ministral3ForCausalLM types](https://github.com/huggingface/diffusers/pull/13687) — open
- [PR #13663: Address ernie-image review findings #13577](https://github.com/huggingface/diffusers/pull/13663) — closed, merged
- [PR #13571: Cache ModelMixin.dtype to avoid named_parameters walk per access](https://github.com/huggingface/diffusers/pull/13571) — open
- [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
### `paulinebm`
- profile: [github.com/paulinebm](https://github.com/paulinebm)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Apaulinebm)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Apaulinebm)
- repo first seen: `2024-12-12T10:28:15Z`
- repo last seen: `2026-05-07T12:01:20Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **8**
- snapshot authored PRs/issues: **8 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 9 reviews / 8 review comments**
- account age: **830 days**
- recent public PR activity: **159 PRs** (156 merged / 2 closed-unmerged / 1 open; merged rate **98%**, closed-unmerged rate **1%**, open rate **1%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread; no visible non-self stars**
Example artifacts:
- [PR #13690: [CI] Bump style-bot SHA + switch to GitHub App](https://github.com/huggingface/diffusers/pull/13690) — closed, merged
- [PR #13438: add PR fork workable](https://github.com/huggingface/diffusers/pull/13438) — closed, merged
- [PR #13385: 🔒 Pin GitHub Actions to commit SHAs](https://github.com/huggingface/diffusers/pull/13385) — closed, merged
### `azolotenkov`
- profile: [github.com/azolotenkov](https://github.com/azolotenkov)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aazolotenkov)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aazolotenkov)
- repo first seen: `2025-03-04T13:58:31Z`
- repo last seen: `2026-05-10T20:01:26Z`
- 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 / 4 reviews / 4 review comments**
- account age: **1019 days**
- recent public PR activity: **4 PRs** (3 merged / 0 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13712: Allow bucket reshuffling with DreamBooth caches](https://github.com/huggingface/diffusers/pull/13712) — open
- [PR #13441: Fix Qwen Image DreamBooth prior-preservation batch ordering](https://github.com/huggingface/diffusers/pull/13441) — closed, merged
- [PR #13417: Fix VAE offload encode device mismatch in DreamBooth scripts](https://github.com/huggingface/diffusers/pull/13417) — closed, merged
### `s-zx`
- profile: [github.com/s-zx](https://github.com/s-zx)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3As-zx)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3As-zx)
- repo first seen: `2026-03-10T22:11:42Z`
- repo last seen: `2026-03-22T00:34:28Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **6**
- snapshot authored PRs/issues: **6 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **2021 days**
- recent public PR activity: **98 PRs** (6 merged / 40 closed-unmerged / 52 open; merged rate **6%**, closed-unmerged rate **41%**, open rate **53%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
- heuristic read: **high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
Example artifacts:
- [PR #13305: fix: skip pin_memory and non_blocking transfer for tensor subclasses in group offloading](https://github.com/huggingface/diffusers/pull/13305) — open
- [PR #13304: fix: support torchao >= 0.16.0 by importing renamed CamelCase Config classes](https://github.com/huggingface/diffusers/pull/13304) — open
- [PR #13303: fix: cast input to weight dtype in PatchEmbed and FluxTransformer2DModel to prevent dtype mismatch](https://github.com/huggingface/diffusers/pull/13303) — open
### `RuixiangMa`
- profile: [github.com/RuixiangMa](https://github.com/RuixiangMa)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ARuixiangMa)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ARuixiangMa)
- repo first seen: `2026-04-02T17:19:18Z`
- repo last seen: `2026-04-21T00:29:42Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **5 PRs / 0 issues**
- snapshot discussion activity: **8 comments / 60 reviews / 60 review comments**
- account age: **3287 days**
- recent public PR activity: **47 PRs** (28 merged / 1 closed-unmerged / 18 open; merged rate **60%**, closed-unmerged rate **2%**, open rate **38%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high recent PR volume**
Example artifacts:
- [PR #13511: [Feat] support AutoPipelineForText2Audio](https://github.com/huggingface/diffusers/pull/13511) — open
- [PR #13494: [Bugfix] Fix shape mismatch in LongCatAudioDiTTransformer conversion](https://github.com/huggingface/diffusers/pull/13494) — closed, merged
- [PR #13483: [chore] Add diffusers-format example to LongCatAudioDiTPipeline](https://github.com/huggingface/diffusers/pull/13483) — closed, merged
### `zhtmike`
- profile: [github.com/zhtmike](https://github.com/zhtmike)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Azhtmike)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Azhtmike)
- repo first seen: `2026-03-17T08:08:13Z`
- repo last seen: `2026-05-08T14:05:01Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **7**
- snapshot authored PRs/issues: **4 PRs / 3 issues**
- snapshot discussion activity: **10 comments / 34 reviews / 34 review comments**
- account age: **4275 days**
- recent public PR activity: **31 PRs** (19 merged / 8 closed-unmerged / 4 open; merged rate **61%**, closed-unmerged rate **26%**, open rate **13%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume**
Example artifacts:
- [PR #13479: add SP support for `flash_varlen_hub` backend](https://github.com/huggingface/diffusers/pull/13479) — closed, merged
- [PR #13328: Fix Ulysses SP backward with SDPA](https://github.com/huggingface/diffusers/pull/13328) — closed, merged
- [PR #13312: change QwenImageTransformer UT to batch inputs](https://github.com/huggingface/diffusers/pull/13312) — closed, merged
- [Issue #13696: [bug] The mask is not correctly sharded for QwenImageTransformer + Ulysses SP](https://github.com/huggingface/diffusers/issues/13696) — open
- [Issue #13319: The backward pass of QwenImageTransformer failed with Ulysses SP.](https://github.com/huggingface/diffusers/issues/13319) — closed
- [Issue #13277: QwenImagePipeline failed with Ulysses SP and batch inputs](https://github.com/huggingface/diffusers/issues/13277) — closed
### `howardzhang-cv`
- profile: [github.com/howardzhang-cv](https://github.com/howardzhang-cv)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahowardzhang-cv)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahowardzhang-cv)
- repo first seen: `2026-01-07T18:24:00Z`
- repo last seen: `2026-03-27T22:12:52Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **5 comments / 15 reviews / 15 review comments**
- account age: **3147 days**
- recent public PR activity: **26 PRs** (13 merged / 8 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **31%**, open rate **19%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high recent PR volume**
Example artifacts:
- [PR #13355: change minimum version guard for torchao to 0.15.0](https://github.com/huggingface/diffusers/pull/13355) — closed, merged
- [PR #13291: remove str option for quantization config in torchao](https://github.com/huggingface/diffusers/pull/13291) — closed, merged
- [PR #13285: Add low precision attention API from torchao to TorchAoConfig](https://github.com/huggingface/diffusers/pull/13285) — open
### `HsiaWinter`
- profile: [github.com/HsiaWinter](https://github.com/HsiaWinter)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AHsiaWinter)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AHsiaWinter)
- repo first seen: `2026-04-08T04:14:03Z`
- repo last seen: `2026-04-14T03:34:39Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 34 reviews / 34 review comments**
- account age: **1613 days**
- recent public PR activity: **4 PRs** (2 merged / 0 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13465: fix npu compatibility](https://github.com/huggingface/diffusers/pull/13465) — open
- [PR #13464: fix some dtype issue for gguf / some gpu backends](https://github.com/huggingface/diffusers/pull/13464) — closed, merged
- [PR #13456: fix rope dtype from torch.float64 to torch.float32](https://github.com/huggingface/diffusers/pull/13456) — open
### `JingyaHuang`
- profile: [github.com/JingyaHuang](https://github.com/JingyaHuang)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AJingyaHuang)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AJingyaHuang)
- repo first seen: `2022-11-03T10:27:59Z`
- repo last seen: `2026-05-11T14:17:44Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **4 comments / 4 reviews / 3 review comments**
- account age: **2742 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13718: [Neuron] Add tensor parallel support for Neuron backend](https://github.com/huggingface/diffusers/pull/13718) — open, draft
- [PR #13485: [Neuron] Enable `torch.compile` compatibility with Neuron device](https://github.com/huggingface/diffusers/pull/13485) — open, draft
- [PR #13289: [Neuron] Add AWS Neuron (Trainium/Inferentia) as an officially supported device](https://github.com/huggingface/diffusers/pull/13289) — open, draft
### `neo`
- profile: [github.com/neo](https://github.com/neo)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aneo)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aneo)
- repo first seen: `2023-09-20T21:42:50Z`
- repo last seen: `2026-04-13T17:33:27Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 3 reviews / 3 review comments**
- account age: **4211 days**
- recent public PR activity: **5 PRs** (2 merged / 0 closed-unmerged / 3 open; merged rate **40%**, closed-unmerged rate **0%**, open rate **60%**)
- public orgs: `Experience-Monks`
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13460: Add hash check for dynamic modules cache](https://github.com/huggingface/diffusers/pull/13460) — open
- [PR #13459: Ensure consistent dynamic module path for custom components](https://github.com/huggingface/diffusers/pull/13459) — open
- [PR #13458: Accommodate custom components in `maybe_raise_or_warn`](https://github.com/huggingface/diffusers/pull/13458) — open
### `rtrompier`
- profile: [github.com/rtrompier](https://github.com/rtrompier)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Artrompier)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Artrompier)
- repo first seen: `2023-10-19T12:21:52Z`
- repo last seen: `2026-04-24T12:27:53Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **4940 days**
- recent public PR activity: **107 PRs** (60 merged / 44 closed-unmerged / 3 open; merged rate **56%**, closed-unmerged rate **41%**, open rate **3%**)
- public orgs: `smartwavesa`
- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs**
Example artifacts:
- [PR #13555: chore: bump doc-builder SHA for main doc build workflow](https://github.com/huggingface/diffusers/pull/13555) — closed, merged
- [PR #13493: chore: bump doc-builder SHA for main doc build workflow](https://github.com/huggingface/diffusers/pull/13493) — closed, draft
- [PR #13476: chore: bump doc-builder SHA for PR upload workflow](https://github.com/huggingface/diffusers/pull/13476) — closed, merged
### `taivu1998`
- profile: [github.com/taivu1998](https://github.com/taivu1998)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ataivu1998)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ataivu1998)
- repo first seen: `2026-05-10T11:20:33Z`
- repo last seen: `2026-05-10T11:23:21Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2674 days**
- recent public PR activity: **153 PRs** (19 merged / 35 closed-unmerged / 99 open; merged rate **12%**, closed-unmerged rate **23%**, open rate **65%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars**
Example artifacts:
- [PR #13711: Fix shared transformer masks and temporal output channels](https://github.com/huggingface/diffusers/pull/13711) — open
- [PR #13710: Add opt-in Exclusive Self Attention support](https://github.com/huggingface/diffusers/pull/13710) — open
- [PR #13709: Fix model infrastructure edge cases](https://github.com/huggingface/diffusers/pull/13709) — open
### `songh11`
- profile: [github.com/songh11](https://github.com/songh11)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asongh11)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asongh11)
- repo first seen: `2024-12-05T09:11:19Z`
- repo last seen: `2026-04-29T02:43:56Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **8**
- snapshot authored PRs/issues: **3 PRs / 5 issues**
- snapshot discussion activity: **16 comments / 9 reviews / 9 review comments**
- account age: **1961 days**
- recent public PR activity: **3 PRs** (3 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **—**
Example artifacts:
- [PR #13545: feat: support ring attention with arbitrary KV sequence lengths](https://github.com/huggingface/diffusers/pull/13545) — closed, merged
- [PR #13507: fix: handle non-zero storage_offset in sage attention for ring compatibility](https://github.com/huggingface/diffusers/pull/13507) — open
- [PR #13478: fix(ernie-image): avoid locals() comprehension scope issue in callback kwargs](https://github.com/huggingface/diffusers/pull/13478) — closed, merged
- [Issue #13506: Sage attention fails with ring-attention.](https://github.com/huggingface/diffusers/issues/13506) — open
- [Issue #13477: ErnieImage callback locals() scope bug.](https://github.com/huggingface/diffusers/issues/13477) — closed
- [Issue #12396: Using leaf_level together with delete_adapters can get some errors.](https://github.com/huggingface/diffusers/issues/12396) — closed
### `Akash504-ai`
- profile: [github.com/Akash504-ai](https://github.com/Akash504-ai)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AAkash504-ai)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AAkash504-ai)
- repo first seen: `2026-03-29T19:06:50Z`
- repo last seen: `2026-04-15T02:08:43Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **6**
- snapshot authored PRs/issues: **3 PRs / 3 issues**
- snapshot discussion activity: **4 comments / 1 reviews / 1 review comments**
- account age: **426 days**
- recent public PR activity: **102 PRs** (65 merged / 10 closed-unmerged / 27 open; merged rate **64%**, closed-unmerged rate **10%**, open rate **26%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; broad repo spread**
Example artifacts:
- [PR #13471: fix(profiling): preserve instance isolation when decorating methods](https://github.com/huggingface/diffusers/pull/13471) — closed, merged
- [PR #13426: Fix division by zero in rescale_noise_cfg causing NaNs during inference](https://github.com/huggingface/diffusers/pull/13426) — open
- [PR #13395: Fix missing validation for num_inference_steps in DDPMScheduler and add tests](https://github.com/huggingface/diffusers/pull/13395) — open
- [Issue #13425: Division by zero in rescale_noise_cfg can produce NaNs during inference](https://github.com/huggingface/diffusers/issues/13425) — open
- [Issue #13394: DDPMScheduler allows num_inference_steps=0 without validation (inconsistent with DDIMScheduler)](https://github.com/huggingface/diffusers/issues/13394) — open
- [Issue #13362: DDIMPipeline does not validate eta range despite documented constraint [0, 1]](https://github.com/huggingface/diffusers/issues/13362) — closed
### `GitGlimpse895`
- profile: [github.com/GitGlimpse895](https://github.com/GitGlimpse895)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AGitGlimpse895)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AGitGlimpse895)
- repo first seen: `2026-04-14T04:29:39Z`
- repo last seen: `2026-04-28T09:00:29Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
- account age: **6 days**
- recent public PR activity: **11 PRs** (0 merged / 6 closed-unmerged / 5 open; merged rate **0%**, closed-unmerged rate **55%**, open rate **45%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **high**
- heuristic read: **very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13500: Fix: use resample-aware bilinear+antialias interpolation for tensor/numpy resize in VaeImageProcessor](https://github.com/huggingface/diffusers/pull/13500) — open
- [PR #13497: hooks/pyramid_attention_broadcast: remove redundant iteration==0 guard and fix stale cache VRAM leak](https://github.com/huggingface/diffusers/pull/13497) — open
- [PR #13467: hooks/pyramid_attention_broadcast: fix redundant recompute at iteration 0 and free stale cache when outside timestep range](https://github.com/huggingface/diffusers/pull/13467) — closed
### `hf-security-analysis[bot]`
- profile: [github.com/hf-security-analysis[bot]](https://github.com/hf-security-analysis[bot])
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahf-security-analysis%5Bbot%5D)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahf-security-analysis%5Bbot%5D)
- repo first seen: `2026-03-27T11:59:04Z`
- repo last seen: `2026-05-06T12:02:20Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **? 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 #13685: chore: update pr_labeler.yml](https://github.com/huggingface/diffusers/pull/13685) — closed, merged
- [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
### `jbbqqf`
- profile: [github.com/jbbqqf](https://github.com/jbbqqf)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ajbbqqf)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ajbbqqf)
- repo first seen: `2026-05-10T09:20:21Z`
- repo last seen: `2026-05-10T09:25:47Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **4282 days**
- recent public PR activity: **299 PRs** (0 merged / 13 closed-unmerged / 286 open; merged rate **0%**, closed-unmerged rate **4%**, open rate **96%**)
- public orgs: `just-escape`
- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share**
Example artifacts:
- [PR #13706: Fix double timestep shifting in `FlowMatchEulerDiscreteScheduler.set_timesteps` (#13243)](https://github.com/huggingface/diffusers/pull/13706) — open
- [PR #13705: Validate `num_inference_steps > 0` in `DDPMScheduler.set_timesteps` (#13394)](https://github.com/huggingface/diffusers/pull/13705) — open
- [PR #13704: Guard against zero `std_cfg` in `rescale_noise_cfg` (#13425)](https://github.com/huggingface/diffusers/pull/13704) — open
### `NazarKozak`
- profile: [github.com/NazarKozak](https://github.com/NazarKozak)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ANazarKozak)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ANazarKozak)
- repo first seen: `2026-04-25T06:35:12Z`
- repo last seen: `2026-04-27T21:18:53Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **4489 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13559: feat(loading): detect Git LFS pointer files and raise a clear error](https://github.com/huggingface/diffusers/pull/13559) — open
- [PR #13558: docs(examples/server): add health-check trap when switching to background load](https://github.com/huggingface/diffusers/pull/13558) — open
- [PR #13557: docs(flux2): clarify image= is reference conditioning, not img2img](https://github.com/huggingface/diffusers/pull/13557) — open
### `YangKai0616`
- profile: [github.com/YangKai0616](https://github.com/YangKai0616)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AYangKai0616)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AYangKai0616)
- repo first seen: `2026-03-23T11:52:46Z`
- repo last seen: `2026-03-30T04:22:51Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 6 reviews / 6 review comments**
- account age: **1466 days**
- recent public PR activity: **15 PRs** (7 merged / 3 closed-unmerged / 5 open; merged rate **47%**, closed-unmerged rate **20%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13364: Fix MotionConv2d to cast blur_kernel to input dtype instead of reverse](https://github.com/huggingface/diffusers/pull/13364) — closed, merged
- [PR #13339: Fix: ensure consistent dtype and eval mode in pipeline save/load tests](https://github.com/huggingface/diffusers/pull/13339) — closed, merged
- [PR #13316: Stabilize low-precision custom autoencoder RMS normalization](https://github.com/huggingface/diffusers/pull/13316) — closed, merged
### `sywangyi`
- profile: [github.com/sywangyi](https://github.com/sywangyi)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asywangyi)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asywangyi)
- repo first seen: `2023-09-19T06:45:24Z`
- repo last seen: `2026-04-22T02:04:16Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **9**
- snapshot authored PRs/issues: **9 PRs / 0 issues**
- snapshot discussion activity: **31 comments / 9 reviews / 9 review comments**
- account age: **2996 days**
- recent public PR activity: **16 PRs** (12 merged / 0 closed-unmerged / 4 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13535: fix the test_hotswapping_compiled_model_xxx case failure in xpu](https://github.com/huggingface/diffusers/pull/13535) — closed
- [PR #13270: fix parallelism case failure in xpu](https://github.com/huggingface/diffusers/pull/13270) — closed, merged
- [PR #12842: fix pytest tests/pipelines/pixart_sigma/test_pixart.py::PixArtSigmaPi…](https://github.com/huggingface/diffusers/pull/12842) — closed, merged
### `christopher5106`
- profile: [github.com/christopher5106](https://github.com/christopher5106)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Achristopher5106)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Achristopher5106)
- repo first seen: `2024-03-30T15:52:41Z`
- repo last seen: `2026-04-30T07:12:02Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **33**
- snapshot authored PRs/issues: **8 PRs / 25 issues**
- snapshot discussion activity: **106 comments / 2 reviews / 0 review comments**
- account age: **4425 days**
- recent public PR activity: **8 PRs** (4 merged / 1 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **12%**, open rate **38%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13482: Fix encoder difference between modular and standard pipelines for Qwen Image and consistency with other models](https://github.com/huggingface/diffusers/pull/13482) — open
- [PR #13373: FA4 local (_flash_4 mode)](https://github.com/huggingface/diffusers/pull/13373) — open
- [PR #13200: adding lora support to z-image controlnet pipelines](https://github.com/huggingface/diffusers/pull/13200) — closed, merged
- [Issue #13505: Z-Image's modular TE block only produces negative_prompt_embeds when the pipeline's guider is enabled (CFG active).](https://github.com/huggingface/diffusers/issues/13505) — open
- [Issue #13487: Loading loras on "text_pipe" of a modular pipeline fails](https://github.com/huggingface/diffusers/issues/13487) — open
- [Issue #13484: Lora loading fail on Flux 2 dev for FAL loras](https://github.com/huggingface/diffusers/issues/13484) — closed
### `chenyangzhu1`
- profile: [github.com/chenyangzhu1](https://github.com/chenyangzhu1)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Achenyangzhu1)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Achenyangzhu1)
- repo first seen: `2026-04-02T15:30:04Z`
- repo last seen: `2026-04-09T02:53:49Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **2 PRs / 1 issues**
- snapshot discussion activity: **7 comments / 1 reviews / 1 review comments**
- account age: **1477 days**
- recent public PR activity: **2 PRs** (2 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13396: fix(qwen-image dreambooth): correct prompt embed repeats when using `--with_prior_preservation`](https://github.com/huggingface/diffusers/pull/13396) — closed, merged
- [PR #13387: Handle prompt embedding concat in Qwen dreambooth example](https://github.com/huggingface/diffusers/pull/13387) — closed, merged
- [Issue #13386: [Bug] `train_dreambooth_lora_qwen_image.py` crashes with `--with_prior_preservation` due to tensor concatenation errors](https://github.com/huggingface/diffusers/issues/13386) — closed
### `agarwalprakhar2511`
- profile: [github.com/agarwalprakhar2511](https://github.com/agarwalprakhar2511)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aagarwalprakhar2511)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aagarwalprakhar2511)
- repo first seen: `2026-03-22T09:13:05Z`
- repo last seen: `2026-03-22T09:21:13Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **26 days**
- recent public PR activity: **4 PRs** (0 merged / 1 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **25%**, open rate **75%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13308: fix: disable non-blocking tensor copies to MPS during model loading](https://github.com/huggingface/diffusers/pull/13308) — open
- [PR #13307: fix(dreambooth): batch size mismatch with --with_prior_preservation in flux2 scripts](https://github.com/huggingface/diffusers/pull/13307) — open
### `cartesian-plane`
- profile: [github.com/cartesian-plane](https://github.com/cartesian-plane)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Acartesian-plane)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Acartesian-plane)
- repo first seen: `2026-04-25T09:38:56Z`
- repo last seen: `2026-04-25T10:57:58Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1744 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13561: Fix the `disable_free_noise` function in `AnimateDiffFreeNoiseMixin`](https://github.com/huggingface/diffusers/pull/13561) — open
- [PR #13560: Fix Exception message for `set_item` call on FrozenDict](https://github.com/huggingface/diffusers/pull/13560) — open
### `chang-zhijie`
- profile: [github.com/chang-zhijie](https://github.com/chang-zhijie)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Achang-zhijie)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Achang-zhijie)
- repo first seen: `2026-04-13T03:17:22Z`
- repo last seen: `2026-04-19T01:14:31Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **4 comments / 3 reviews / 3 review comments**
- account age: **2856 days**
- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13490: add _native_npu_attention support mask shape like [B,1,1,S]](https://github.com/huggingface/diffusers/pull/13490) — closed, merged
- [PR #13451: Fix attention_mask broadcasting for NPU compatibility](https://github.com/huggingface/diffusers/pull/13451) — closed
### `gambletan`
- profile: [github.com/gambletan](https://github.com/gambletan)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Agambletan)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Agambletan)
- repo first seen: `2026-03-16T14:10:56Z`
- repo last seen: `2026-03-16T14:13:58Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **41 days**
- recent public PR activity: **357 PRs** (22 merged / 230 closed-unmerged / 105 open; merged rate **6%**, closed-unmerged rate **64%**, open rate **29%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
- heuristic read: **very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13273: fix: wrap validation inference with torch.no_grad() in dreambooth examples](https://github.com/huggingface/diffusers/pull/13273) — open
- [PR #13272: fix: compute image_seq_len from spatial dims in Lumina2 pipeline](https://github.com/huggingface/diffusers/pull/13272) — open
### `gueraf`
- profile: [github.com/gueraf](https://github.com/gueraf)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Agueraf)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Agueraf)
- repo first seen: `2026-04-27T22:38:24Z`
- repo last seen: `2026-05-07T14:11:33Z`
- 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: **4 comments / 0 reviews / 0 review comments**
- account age: **4071 days**
- recent public PR activity: **8 PRs** (7 merged / 0 closed-unmerged / 1 open; merged rate **88%**, closed-unmerged rate **0%**, open rate **12%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **—**
Example artifacts:
- [PR #13681: Add a (rolling) KV cache for Wan models to enable autoregressive rollouts ("SelfForcing-style").](https://github.com/huggingface/diffusers/pull/13681) — open
- [PR #13569: Add rolling KV cache hook](https://github.com/huggingface/diffusers/pull/13569) — open, draft
### `NIK-TIGER-BILL`
- profile: [github.com/NIK-TIGER-BILL](https://github.com/NIK-TIGER-BILL)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ANIK-TIGER-BILL)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ANIK-TIGER-BILL)
- repo first seen: `2026-03-30T07:15:17Z`
- repo last seen: `2026-04-08T23:17:59Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
- account age: **2289 days**
- recent public PR activity: **213 PRs** (6 merged / 197 closed-unmerged / 10 open; merged rate **3%**, closed-unmerged rate **92%**, open rate **5%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
Example artifacts:
- [PR #13436: test](https://github.com/huggingface/diffusers/pull/13436) — closed, draft
- [PR #13367: fix(ddim): validate eta is in [0, 1] in DDIMPipeline](https://github.com/huggingface/diffusers/pull/13367) — closed, merged
### `ParamChordiya`
- profile: [github.com/ParamChordiya](https://github.com/ParamChordiya)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AParamChordiya)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AParamChordiya)
- repo first seen: `2026-04-16T05:37:27Z`
- repo last seen: `2026-04-23T03:24:10Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
- account age: **2149 days**
- recent public PR activity: **14 PRs** (8 merged / 2 closed-unmerged / 4 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13495: Fix load_lora_weights crash on modular sub-pipelines without transformer](https://github.com/huggingface/diffusers/pull/13495) — open
- [PR #13489: Fix UniPC scheduler device mismatch when using offloading](https://github.com/huggingface/diffusers/pull/13489) — closed, merged
### `RobbinMarcus`
- profile: [github.com/RobbinMarcus](https://github.com/RobbinMarcus)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ARobbinMarcus)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ARobbinMarcus)
- repo first seen: `2026-05-03T18:15:59Z`
- repo last seen: `2026-05-04T19:16:57Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **4693 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13678: Fix ignored generator in FlowMatchEulerDiscreteScheduler](https://github.com/huggingface/diffusers/pull/13678) — closed, merged
- [PR #13677: Fix ignored generator in FlowMatchEulerDiscreteScheduler](https://github.com/huggingface/diffusers/pull/13677) — closed
### `terarachang`
- profile: [github.com/terarachang](https://github.com/terarachang)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aterarachang)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aterarachang)
- repo first seen: `2026-04-28T06:39:25Z`
- repo last seen: `2026-05-07T18:13:51Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 6 reviews / 6 review comments**
- account age: **3903 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13664: Add LoRA support for Cosmos Predict 2.5 and fix pipeline to match official Cosmos repo](https://github.com/huggingface/diffusers/pull/13664) — closed, merged
- [PR #13573: Add LoRA support for Cosmos Predict 2.5 and fix pipeline to match official Cosmos repo](https://github.com/huggingface/diffusers/pull/13573) — closed
### `stevhliu`
- profile: [github.com/stevhliu](https://github.com/stevhliu)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Astevhliu)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Astevhliu)
- repo first seen: `2023-02-22T18:18:22Z`
- repo last seen: `2026-05-11T16:19:11Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **218**
- snapshot authored PRs/issues: **212 PRs / 6 issues**
- snapshot discussion activity: **245 comments / 766 reviews / 1600 review comments**
- account age: **2296 days**
- recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
- public orgs: `huggingface`
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #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
### `linoytsaban`
- profile: [github.com/linoytsaban](https://github.com/linoytsaban)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Alinoytsaban)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Alinoytsaban)
- repo first seen: `2023-06-20T06:10:02Z`
- repo last seen: `2026-04-16T14:21:59Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **76**
- snapshot authored PRs/issues: **74 PRs / 2 issues**
- snapshot discussion activity: **253 comments / 185 reviews / 146 review comments**
- account age: **2349 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **high**
- heuristic read: **very high single-repo PR burst; many recent closed-unmerged PRs; targets high-star repos**
Example artifacts:
- [PR #13325: [flux.2 LoRA] make lora training compatible with flux.2 klein kv](https://github.com/huggingface/diffusers/pull/13325) — closed
- [PR #13056: Z image lora training](https://github.com/huggingface/diffusers/pull/13056) — closed, merged
- [PR #12581: [LoRA] add support for more Qwen LoRAs](https://github.com/huggingface/diffusers/pull/12581) — closed, merged
- [Issue #11730: Add `--lora_alpha` and metadata handling in training scripts follow up](https://github.com/huggingface/diffusers/issues/11730) — closed
- [Issue #6546: PALP: Prompt Aligned Personalization of Text-to-Image Models 🖌️🔥](https://github.com/huggingface/diffusers/issues/6546) — closed
### `Beinsezii`
- profile: [github.com/Beinsezii](https://github.com/Beinsezii)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ABeinsezii)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ABeinsezii)
- repo first seen: `2023-11-06T21:11:04Z`
- repo last seen: `2026-05-09T22:52:52Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **25**
- snapshot authored PRs/issues: **20 PRs / 5 issues**
- snapshot discussion activity: **58 comments / 7 reviews / 7 review comments**
- account age: **2888 days**
- recent public PR activity: **29 PRs** (26 merged / 2 closed-unmerged / 1 open; merged rate **90%**, closed-unmerged rate **7%**, open rate **3%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume; no visible non-self stars**
Example artifacts:
- [PR #13453: Fix SDXL Refiner with Higher Order Schedulers](https://github.com/huggingface/diffusers/pull/13453) — open
- [PR #12955: ZImageTransformer2D: Only build attention mask if seqlens are not equal](https://github.com/huggingface/diffusers/pull/12955) — closed, merged
- [PR #12101: lora_conversion_utils: replace lora up/down with a/b even if `transformer.` in key](https://github.com/huggingface/diffusers/pull/12101) — closed, merged
- [Issue #11592: 0.33.X FluxLoraLoaderMixin `delete_adapters` Regression](https://github.com/huggingface/diffusers/issues/11592) — closed
- [Issue #8565: StableDiffusion3Pipeline `load_lora_weights` IndexError](https://github.com/huggingface/diffusers/issues/8565) — closed
- [Issue #8488: StableDiffusion3Pipeline `from_pretrained` Exception](https://github.com/huggingface/diffusers/issues/8488) — closed
### `dependabot[bot]`
- profile: [github.com/dependabot[bot]](https://github.com/dependabot[bot])
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adependabot%5Bbot%5D)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adependabot%5Bbot%5D)
- repo first seen: `2023-12-20T21:14:21Z`
- repo last seen: `2026-05-07T12:14:42Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **19**
- snapshot authored PRs/issues: **19 PRs / 0 issues**
- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
- account age: **? days**
- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
- public orgs: none visible
- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
- heuristic read: **summary unavailable**
- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'dependabot[bot]'."}]`
Example artifacts:
- [PR #13692: Bump diffusers from 0.20.1 to 0.38.0 in /examples/research_projects/realfill](https://github.com/huggingface/diffusers/pull/13692) — closed, merged
- [PR #12279: Bump torch from 2.2.0 to 2.8.0 in /examples/research_projects/realfill](https://github.com/huggingface/diffusers/pull/12279) — open
- [PR #11924: Bump aiohttp from 3.10.10 to 3.12.14 in /examples/server](https://github.com/huggingface/diffusers/pull/11924) — closed, merged
### `entrpn`
- profile: [github.com/entrpn](https://github.com/entrpn)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aentrpn)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aentrpn)
- repo first seen: `2022-10-27T22:30:33Z`
- repo last seen: `2026-04-15T16:05:11Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **15**
- snapshot authored PRs/issues: **12 PRs / 3 issues**
- snapshot discussion activity: **32 comments / 7 reviews / 7 review comments**
- account age: **4455 days**
- recent public PR activity: **9 PRs** (7 merged / 2 closed-unmerged / 0 open; merged rate **78%**, closed-unmerged rate **22%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **—**
Example artifacts:
- [PR #13463: [ptxla] fix pytorch xla inference on TPUs.](https://github.com/huggingface/diffusers/pull/13463) — closed, merged
- [PR #11096: update readme instructions.](https://github.com/huggingface/diffusers/pull/11096) — closed, merged
- [PR #11065: reverts accidental change that removes attn_mask in attn. Improves fl…](https://github.com/huggingface/diffusers/pull/11065) — closed, merged
- [Issue #7895: Flax's use_memory_efficient_attention is broken](https://github.com/huggingface/diffusers/issues/7895) — closed
- [Issue #5224: Flax Stable Diffusion 2.1 error](https://github.com/huggingface/diffusers/issues/5224) — closed
- [Issue #2081: Converting pytorch stable diffusion weights to jax doesn't always work](https://github.com/huggingface/diffusers/issues/2081) — closed
### `SHYuanBest`
- profile: [github.com/SHYuanBest](https://github.com/SHYuanBest)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ASHYuanBest)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ASHYuanBest)
- repo first seen: `2024-09-21T03:19:05Z`
- repo last seen: `2026-03-18T07:25:19Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **9**
- snapshot authored PRs/issues: **9 PRs / 0 issues**
- snapshot discussion activity: **39 comments / 21 reviews / 21 review comments**
- account age: **995 days**
- recent public PR activity: **22 PRs** (21 merged / 1 closed-unmerged / 0 open; merged rate **95%**, closed-unmerged rate **5%**, open rate **0%**)
- public orgs: `PKU-YuanGroup`
- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
- heuristic read: **broad repo spread**
Example artifacts:
- [PR #13282: [Helios] Remove lru_cache for better AoTI compatibility and cleaner code](https://github.com/huggingface/diffusers/pull/13282) — closed, merged
- [PR #13223: Fix Helios Context Parallelism](https://github.com/huggingface/diffusers/pull/13223) — closed, merged
- [PR #13222: Optimize Helios docs](https://github.com/huggingface/diffusers/pull/13222) — closed, merged
### `satani99`
- profile: [github.com/satani99](https://github.com/satani99)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asatani99)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asatani99)
- repo first seen: `2024-01-09T09:10:11Z`
- repo last seen: `2026-03-25T05:05:58Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **7**
- snapshot authored PRs/issues: **7 PRs / 0 issues**
- snapshot discussion activity: **19 comments / 6 reviews / 6 review comments**
- account age: **2806 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13331: Cogvideox_fun_inp pipeline](https://github.com/huggingface/diffusers/pull/13331) — open
- [PR #9597: Added Differential Diffusion to Auraflow.](https://github.com/huggingface/diffusers/pull/9597) — open
- [PR #8990: Add StableDiffusionXLControlNetPAGImg2ImgPipeline](https://github.com/huggingface/diffusers/pull/8990) — closed, merged
### `adi776borate`
- profile: [github.com/adi776borate](https://github.com/adi776borate)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aadi776borate)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aadi776borate)
- repo first seen: `2025-11-11T18:30:22Z`
- repo last seen: `2026-04-18T05:51:05Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **5 PRs / 0 issues**
- snapshot discussion activity: **35 comments / 29 reviews / 29 review comments**
- account age: **735 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13299: Fix missing latents_bn_std dtype cast in VAE normalization](https://github.com/huggingface/diffusers/pull/13299) — closed, merged
- [PR #13050: Add FLUX.2 Klein Inpaint Pipeline](https://github.com/huggingface/diffusers/pull/13050) — closed, merged
- [PR #13018: Fix: Cosmos2.5 Video2World frame extraction and add default negative prompt](https://github.com/huggingface/diffusers/pull/13018) — closed, merged
### `CalamitousFelicitousness`
- profile: [github.com/CalamitousFelicitousness](https://github.com/CalamitousFelicitousness)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ACalamitousFelicitousness)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ACalamitousFelicitousness)
- repo first seen: `2025-10-22T10:15:05Z`
- repo last seen: `2026-04-25T12:54:39Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **6**
- snapshot authored PRs/issues: **4 PRs / 2 issues**
- snapshot discussion activity: **35 comments / 16 reviews / 16 review comments**
- account age: **2197 days**
- recent public PR activity: **15 PRs** (12 merged / 2 closed-unmerged / 1 open; merged rate **80%**, closed-unmerged rate **13%**, open rate **7%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **—**
Example artifacts:
- [PR #13326: Add Flux2 LoKR adapter support prototype with dual conversion paths](https://github.com/huggingface/diffusers/pull/13326) — open
- [PR #13006: Feature/zimage inpaint pipeline](https://github.com/huggingface/diffusers/pull/13006) — closed, merged
- [PR #12751: Add ZImageImg2ImgPipeline](https://github.com/huggingface/diffusers/pull/12751) — closed, merged
- [Issue #12752: Z-Image img2img and inpainting pipeline](https://github.com/huggingface/diffusers/issues/12752) — open
- [Issue #12529: Wan2.2 TI2V-5B Tiled VAE Tensor size mismatch](https://github.com/huggingface/diffusers/issues/12529) — closed
### `AlanPonnachan`
- profile: [github.com/AlanPonnachan](https://github.com/AlanPonnachan)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AAlanPonnachan)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AAlanPonnachan)
- repo first seen: `2024-12-23T18:31:30Z`
- repo last seen: `2026-04-30T14:37:10Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **23 comments / 11 reviews / 11 review comments**
- account age: **1775 days**
- recent public PR activity: **5 PRs** (2 merged / 1 closed-unmerged / 2 open; merged rate **40%**, closed-unmerged rate **20%**, open rate **40%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13324: feat: Add Modular Pipeline for Stable Diffusion 3 (SD3)](https://github.com/huggingface/diffusers/pull/13324) — closed, merged
- [PR #13098: Add JiT model and pipeline](https://github.com/huggingface/diffusers/pull/13098) — open
- [PR #12744: Add support for Magcache ](https://github.com/huggingface/diffusers/pull/12744) — closed, merged
### `cbensimon`
- profile: [github.com/cbensimon](https://github.com/cbensimon)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Acbensimon)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Acbensimon)
- repo first seen: `2023-09-29T10:19:13Z`
- repo last seen: `2026-03-23T12:04:18Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **9 comments / 5 reviews / 4 review comments**
- account age: **4031 days**
- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
- public orgs: none visible
- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars**
Example artifacts:
- [PR #13290: [export] Add export-safe LRU cache helper](https://github.com/huggingface/diffusers/pull/13290) — closed, merged
- [PR #12399: [perf] Cache version checks](https://github.com/huggingface/diffusers/pull/12399) — closed, merged
- [PR #12211: [QwenImage] Do not use `lru_cache` when compiling](https://github.com/huggingface/diffusers/pull/12211) — closed, draft
### `McPatate`
- profile: [github.com/McPatate](https://github.com/McPatate)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AMcPatate)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AMcPatate)
- repo first seen: `2024-06-07T16:06:34Z`
- repo last seen: `2026-04-14T17:27:04Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 4 reviews / 7 review comments**
- account age: **4208 days**
- recent public PR activity: **26 PRs** (21 merged / 1 closed-unmerged / 4 open; merged rate **81%**, closed-unmerged rate **4%**, open rate **15%**)
- public orgs: `huggingface`
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume**
Example artifacts:
- [PR #13470: feat: bump safetensors to `0.8.0-rc.0`](https://github.com/huggingface/diffusers/pull/13470) — closed, merged
- [PR #8457: fix(ci): remove unnecessary permissions](https://github.com/huggingface/diffusers/pull/8457) — closed, merged
- [PR #8430: feat(ci): add trufflehog secrets detection](https://github.com/huggingface/diffusers/pull/8430) — closed, merged
### `vkuzo`
- profile: [github.com/vkuzo](https://github.com/vkuzo)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Avkuzo)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Avkuzo)
- repo first seen: `2025-12-29T17:14:53Z`
- repo last seen: `2026-03-31T12:08:47Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **4 comments / 3 reviews / 3 review comments**
- account age: **5122 days**
- recent public PR activity: **92 PRs** (77 merged / 9 closed-unmerged / 6 open; merged rate **84%**, closed-unmerged rate **10%**, open rate **7%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume**
Example artifacts:
- [PR #13263: [not for land yet]: improve cuda graph support for Qwen-Image](https://github.com/huggingface/diffusers/pull/13263) — open
- [PR #13048: remove torchao autoquant from diffusers docs](https://github.com/huggingface/diffusers/pull/13048) — closed, merged
- [PR #12901: fix torchao quantizer for new torchao versions](https://github.com/huggingface/diffusers/pull/12901) — closed, merged
### `luren55`
- profile: [github.com/luren55](https://github.com/luren55)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aluren55)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aluren55)
- repo first seen: `2025-10-31T04:34:34Z`
- repo last seen: `2026-05-10T16:11:06Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **2 PRs / 1 issues**
- snapshot discussion activity: **7 comments / 2 reviews / 2 review comments**
- account age: **1577 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13689: z-image support npu](https://github.com/huggingface/diffusers/pull/13689) — open
- [PR #12979: z-image support npu](https://github.com/huggingface/diffusers/pull/12979) — open
- [Issue #12565: Wan2.1 i2v running issue](https://github.com/huggingface/diffusers/issues/12565) — open
### `huemin-art`
- profile: [github.com/huemin-art](https://github.com/huemin-art)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahuemin-art)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahuemin-art)
- repo first seen: `2026-03-12T14:56:59Z`
- repo last seen: `2026-04-06T23:48:03Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 4 reviews / 4 review comments**
- account age: **1508 days**
- recent public PR activity: **3 PRs** (3 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13428: FLUX.2 small decoder](https://github.com/huggingface/diffusers/pull/13428) — closed, merged
- [PR #13262: klein 9b kv](https://github.com/huggingface/diffusers/pull/13262) — closed, merged
### `Moran232`
- profile: [github.com/Moran232](https://github.com/Moran232)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AMoran232)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AMoran232)
- repo first seen: `2026-04-07T07:58:41Z`
- repo last seen: `2026-04-14T14:49:49Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **1 PRs / 2 issues**
- snapshot discussion activity: **2 comments / 12 reviews / 12 review comments**
- account age: **4195 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13444: [feat] JoyAI-JoyImage-Edit support](https://github.com/huggingface/diffusers/pull/13444) — closed, merged
- [Issue #13430: Support for JoyAI-Image-Edit](https://github.com/huggingface/diffusers/issues/13430) — closed
- [Issue #13429: add JoyAI-Image-Edit](https://github.com/huggingface/diffusers/issues/13429) — closed
### `ivnvalex`
- profile: [github.com/ivnvalex](https://github.com/ivnvalex)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aivnvalex)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aivnvalex)
- repo first seen: `2026-04-29T16:10:12Z`
- repo last seen: `2026-04-29T16:19:34Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2600 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13645: [docs] fix typo in AutoencoderOobleck docs (#13642)](https://github.com/huggingface/diffusers/pull/13645) — closed, merged
- [Issue #13642: [docs] typo in AutoencoderOobleck docs](https://github.com/huggingface/diffusers/issues/13642) — closed
### `pthombre`
- profile: [github.com/pthombre](https://github.com/pthombre)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Apthombre)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Apthombre)
- repo first seen: `2025-12-22T23:16:56Z`
- repo last seen: `2026-03-28T00:07:19Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
- account age: **388 days**
- recent public PR activity: **18 PRs** (13 merged / 1 closed-unmerged / 4 open; merged rate **72%**, closed-unmerged rate **6%**, open rate **22%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **—**
Example artifacts:
- [PR #13306: [docs] Add NeMo Automodel training guide](https://github.com/huggingface/diffusers/pull/13306) — closed, merged
- [Issue #12880: Allow users to pass in a custom device_mesh to the enable_parallelism method in the diffusers library](https://github.com/huggingface/diffusers/issues/12880) — closed
### `Sunhill666`
- profile: [github.com/Sunhill666](https://github.com/Sunhill666)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ASunhill666)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ASunhill666)
- repo first seen: `2026-04-01T06:54:19Z`
- repo last seen: `2026-04-17T02:37:14Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **5 comments / 5 reviews / 5 review comments**
- account age: **3220 days**
- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13379: fix(qwen): fix CFG failing when passing neg prompt embeds with none mask](https://github.com/huggingface/diffusers/pull/13379) — closed, merged
- [Issue #13377: [Bug] `QwenImagePipeline` silently disables CFG when passing `negative_prompt_embeds` if mask is `None` (which `encode_prompt` returns by default)](https://github.com/huggingface/diffusers/issues/13377) — closed
### `ViktoriiaRomanova`
- profile: [github.com/ViktoriiaRomanova](https://github.com/ViktoriiaRomanova)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AViktoriiaRomanova)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AViktoriiaRomanova)
- repo first seen: `2026-04-08T09:26:22Z`
- repo last seen: `2026-05-04T09:32:13Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **4 comments / 3 reviews / 3 review comments**
- account age: **1648 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13564: Eliminate GPU sync overhead and CPU→GPU transfers across LTX2 pipeline](https://github.com/huggingface/diffusers/pull/13564) — closed, merged
- [Issue #13462: Decorating bound methods in profiling utils breaks instance isolation](https://github.com/huggingface/diffusers/issues/13462) — closed
### `VittoriaLanzo`
- profile: [github.com/VittoriaLanzo](https://github.com/VittoriaLanzo)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AVittoriaLanzo)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AVittoriaLanzo)
- repo first seen: `2026-04-02T13:06:12Z`
- repo last seen: `2026-04-06T21:58:29Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
- account age: **78 days**
- recent public PR activity: **31 PRs** (22 merged / 4 closed-unmerged / 5 open; merged rate **71%**, closed-unmerged rate **13%**, open rate **16%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
- heuristic read: **very new account; high recent PR volume; broad repo spread**
Example artifacts:
- [PR #13412: [Scheduler] Add monotonicity validation and tests for LTXEulerAncestr…](https://github.com/huggingface/diffusers/pull/13412) — closed
- [Issue #13411: `LTXEulerAncestralRFScheduler.set_timesteps(sigmas=...)` does not validate monotonicity, causing silent incorrect denoising](https://github.com/huggingface/diffusers/issues/13411) — closed
### `abhixb`
- profile: [github.com/abhixb](https://github.com/abhixb)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aabhixb)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aabhixb)
- repo first seen: `2026-03-14T12:01:02Z`
- repo last seen: `2026-03-15T13:51:05Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **263 days**
- recent public PR activity: **2 PRs** (1 merged / 1 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **young account; many recent closed-unmerged PRs; targets high-star repos**
Example artifacts:
- [PR #13265: add tensor and numpy array support for image input in Flux2KleinPipeline](https://github.com/huggingface/diffusers/pull/13265) — closed
### `Alexkkir`
- profile: [github.com/Alexkkir](https://github.com/Alexkkir)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AAlexkkir)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AAlexkkir)
- repo first seen: `2026-03-24T08:31:05Z`
- repo last seen: `2026-03-24T10:51:41Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **2758 days**
- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13320: Use defaultdict for _SET_ADAPTER_SCALE_FN_MAPPING](https://github.com/huggingface/diffusers/pull/13320) — closed, merged
### `andrew-w-ross`
- profile: [github.com/andrew-w-ross](https://github.com/andrew-w-ross)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aandrew-w-ross)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aandrew-w-ross)
- repo first seen: `2026-03-30T01:44:18Z`
- repo last seen: `2026-03-30T15:34:12Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **3851 days**
- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13363: corrects single file path validation logic](https://github.com/huggingface/diffusers/pull/13363) — closed, merged
### `andrewor14`
- profile: [github.com/andrewor14](https://github.com/andrewor14)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aandrewor14)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aandrewor14)
- repo first seen: `2026-04-03T20:31:12Z`
- repo last seen: `2026-04-08T15:43:10Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
- account age: **4997 days**
- recent public PR activity: **12 PRs** (9 merged / 1 closed-unmerged / 2 open; merged rate **75%**, closed-unmerged rate **8%**, open rate **17%**)
- public orgs: `ucb-sts`
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **—**
Example artifacts:
- [PR #13405: Remove references to torchao's AffineQuantizedTensor](https://github.com/huggingface/diffusers/pull/13405) — closed, merged
### `aryabyte21`
- profile: [github.com/aryabyte21](https://github.com/aryabyte21)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aaryabyte21)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aaryabyte21)
- repo first seen: `2026-03-15T05:17:57Z`
- repo last seen: `2026-03-15T05:54:47Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **2264 days**
- recent public PR activity: **18 PRs** (6 merged / 11 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **61%**, open rate **6%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
Example artifacts:
- [PR #13268: Add DiffSynth blockwise ControlNet support to QwenImageControlNetModel](https://github.com/huggingface/diffusers/pull/13268) — open
### `aws-zhenguo`
- profile: [github.com/aws-zhenguo](https://github.com/aws-zhenguo)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aaws-zhenguo)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aaws-zhenguo)
- repo first seen: `2026-04-14T22:28:18Z`
- repo last seen: `2026-04-14T22:28:18Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **514 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13473: [attention backends] Add Neuron backend for context parallel](https://github.com/huggingface/diffusers/pull/13473) — open
### `awsr`
- profile: [github.com/awsr](https://github.com/awsr)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aawsr)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aawsr)
- repo first seen: `2026-04-04T02:02:23Z`
- repo last seen: `2026-04-04T02:46:55Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **2751 days**
- recent public PR activity: **24 PRs** (18 merged / 3 closed-unmerged / 3 open; merged rate **75%**, closed-unmerged rate **12%**, open rate **12%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **—**
Example artifacts:
- [PR #13409: Guard against calling optional `ftfy` module if not available](https://github.com/huggingface/diffusers/pull/13409) — open
### `ChinChyi`
- profile: [github.com/ChinChyi](https://github.com/ChinChyi)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AChinChyi)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AChinChyi)
- repo first seen: `2026-05-06T17:18:28Z`
- repo last seen: `2026-05-06T17:18:28Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
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- snapshot authored PRs/issues: **1 PRs / 0 issues**
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- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `Alpha-VLLM`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13686: [UniLLaDA] Add UniLLaDA multimodal discrete diffusion pipeline](https://github.com/huggingface/diffusers/pull/13686) — 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)
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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
### `david-PHR`
- profile: [github.com/david-PHR](https://github.com/david-PHR)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adavid-PHR)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adavid-PHR)
- repo first seen: `2026-04-30T08:17:26Z`
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- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
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- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share**
Example artifacts:
- [PR #13660: [qwenimage] add image_area kwarg to QwenImageEditPlusPipeline](https://github.com/huggingface/diffusers/pull/13660) — open
### `Dev-next-gen`
- profile: [github.com/Dev-next-gen](https://github.com/Dev-next-gen)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ADev-next-gen)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ADev-next-gen)
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- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **—**
Example artifacts:
- [PR #13502: fix(group_offloading): synchronize default stream against transfer stream](https://github.com/huggingface/diffusers/pull/13502) — open
### `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`
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- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
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- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
- heuristic read: **broad repo spread; high open PR share; targets high-star repos**
Example artifacts:
- [PR #13391: Fix typos and grammar errors in documentation](https://github.com/huggingface/diffusers/pull/13391) — closed, merged
### `HaoyuLi-Nova`
- profile: [github.com/HaoyuLi-Nova](https://github.com/HaoyuLi-Nova)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AHaoyuLi-Nova)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AHaoyuLi-Nova)
- repo first seen: `2026-04-24T15:24:20Z`
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- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
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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 #13556: Fix Flax LMSDiscreteScheduler sigma indexing and align LMS prediction_type with PyTorch](https://github.com/huggingface/diffusers/pull/13556) — open
### `hitchhiker3010`
- profile: [github.com/hitchhiker3010](https://github.com/hitchhiker3010)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahitchhiker3010)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahitchhiker3010)
- repo first seen: `2026-04-07T06:26:34Z`
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- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
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- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13461: Remove compile bottlenecks from ZImage pipeline](https://github.com/huggingface/diffusers/pull/13461) — closed, merged
### `HMAKT99`
- profile: [github.com/HMAKT99](https://github.com/HMAKT99)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AHMAKT99)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AHMAKT99)
- repo first seen: `2026-03-30T15:12:13Z`
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- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
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- recent public PR activity: **200 PRs** (93 merged / 62 closed-unmerged / 45 open; merged rate **46%**, closed-unmerged rate **31%**, open rate **22%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
- heuristic read: **young account; extremely high recent PR volume; very broad repo spread**
Example artifacts:
- [PR #13370: Add AI image provenance community example](https://github.com/huggingface/diffusers/pull/13370) — open
### `LiuYinfeng01`
- profile: [github.com/LiuYinfeng01](https://github.com/LiuYinfeng01)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ALiuYinfeng01)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ALiuYinfeng01)
- repo first seen: `2026-03-25T03:29:24Z`
- repo last seen: `2026-03-25T03:29:24Z`
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- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
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- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13327: feat(utils): optional aiter swizzle GEMM for ROCm MI + aiter](https://github.com/huggingface/diffusers/pull/13327) — open
### `MukundaKatta`
- profile: [github.com/MukundaKatta](https://github.com/MukundaKatta)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AMukundaKatta)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AMukundaKatta)
- repo first seen: `2026-04-25T18:34:23Z`
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- recent public PR activity: **900 PRs** (463 merged / 268 closed-unmerged / 169 open; merged rate **51%**, closed-unmerged rate **30%**, open rate **19%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread**
Example artifacts:
- [PR #13563: SUPIR: scaffold pipeline + design doc (refs #7219)](https://github.com/huggingface/diffusers/pull/13563) — open, draft
### `r266-tech`
- profile: [github.com/r266-tech](https://github.com/r266-tech)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ar266-tech)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ar266-tech)
- repo first seen: `2026-03-22T18:03:37Z`
- repo last seen: `2026-03-22T18:03:37Z`
- first seen in snapshot: **no**
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- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
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- recent public PR activity: **202 PRs** (38 merged / 72 closed-unmerged / 92 open; merged rate **19%**, closed-unmerged rate **36%**, open rate **46%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
- heuristic read: **young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
Example artifacts:
- [PR #13309: Add warning when using CUDA random generator (#13298)](https://github.com/huggingface/diffusers/pull/13309) — open
### `racyjelly`
- profile: [github.com/racyjelly](https://github.com/racyjelly)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aracyjelly)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aracyjelly)
- repo first seen: `2026-04-23T14:40:30Z`
- repo last seen: `2026-04-23T14:40:30Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIMER**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1619 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
Example artifacts:
- [PR #13553: Custom v0.12.1](https://github.com/huggingface/diffusers/pull/13553) — closed
### `Shreyas-jk`
- profile: [github.com/Shreyas-jk](https://github.com/Shreyas-jk)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AShreyas-jk)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AShreyas-jk)
- repo first seen: `2026-05-08T23:19:21Z`
- repo last seen: `2026-05-08T23:19:21Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **527 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13701: [mps] Fix NaN in Attention.get_attention_scores when attention_mask is None](https://github.com/huggingface/diffusers/pull/13701) — open
### `sippycoder`
- profile: [github.com/sippycoder](https://github.com/sippycoder)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asippycoder)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asippycoder)
- repo first seen: `2026-03-24T03:16:39Z`
- repo last seen: `2026-04-03T08:16:26Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **5 comments / 13 reviews / 13 review comments**
- account age: **1055 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13317: NucleusMoE-Image](https://github.com/huggingface/diffusers/pull/13317) — closed, merged
### `varaprasadtarunkumar`
- profile: [github.com/varaprasadtarunkumar](https://github.com/varaprasadtarunkumar)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Avaraprasadtarunkumar)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Avaraprasadtarunkumar)
- repo first seen: `2026-04-03T18:58:56Z`
- repo last seen: `2026-04-03T19:28:43Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
- account age: **1436 days**
- recent public PR activity: **2 PRs** (0 merged / 2 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
Example artifacts:
- [PR #13404: fix: cache modulate_index tensor to eliminate per-step DtoH sync](https://github.com/huggingface/diffusers/pull/13404) — closed
### `waitingcheung`
- profile: [github.com/waitingcheung](https://github.com/waitingcheung)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Awaitingcheung)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Awaitingcheung)
- repo first seen: `2026-04-23T05:54:56Z`
- repo last seen: `2026-05-08T07:49:14Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **12 comments / 5 reviews / 5 review comments**
- account age: **4931 days**
- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
- public orgs: none visible
- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars**
Example artifacts:
- [PR #13551: feat: Add Motif-Video model and pipelines](https://github.com/huggingface/diffusers/pull/13551) — open
### `xin3he`
- profile: [github.com/xin3he](https://github.com/xin3he)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Axin3he)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Axin3he)
- repo first seen: `2026-03-04T11:16:34Z`
- repo last seen: `2026-05-07T06:34:09Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **6 comments / 10 reviews / 10 review comments**
- account age: **1822 days**
- recent public PR activity: **52 PRs** (41 merged / 5 closed-unmerged / 6 open; merged rate **79%**, closed-unmerged rate **10%**, open rate **12%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **high recent PR volume**
Example artifacts:
- [PR #13552: Integrate AutoRound into Diffusers](https://github.com/huggingface/diffusers/pull/13552) — open
### `xodn348`
- profile: [github.com/xodn348](https://github.com/xodn348)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Axodn348)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Axodn348)
- repo first seen: `2026-05-07T07:22:44Z`
- repo last seen: `2026-05-07T07:22:44Z`
- 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: **2358 days**
- recent public PR activity: **169 PRs** (22 merged / 29 closed-unmerged / 118 open; merged rate **13%**, closed-unmerged rate **17%**, open rate **70%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
Example artifacts:
- [PR #13688: fix(deepfloyd_if): remove @torch.no_grad() from encode_prompt in all IF variants](https://github.com/huggingface/diffusers/pull/13688) — open
### `Xyc2016`
- profile: [github.com/Xyc2016](https://github.com/Xyc2016)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AXyc2016)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AXyc2016)
- repo first seen: `2026-04-06T14:42:14Z`
- repo last seen: `2026-04-06T14:42:14Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3421 days**
- recent public PR activity: **3 PRs** (3 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **—**
Example artifacts:
- [PR #13423: Fix grammar in LoRA documentation](https://github.com/huggingface/diffusers/pull/13423) — closed, merged
### `yadferhad`
- profile: [github.com/yadferhad](https://github.com/yadferhad)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ayadferhad)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ayadferhad)
- repo first seen: `2026-04-15T17:24:00Z`
- repo last seen: `2026-04-17T22:44:25Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 4 reviews / 4 review comments**
- account age: **3308 days**
- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
- public orgs: `backspace-labs`
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
Example artifacts:
- [PR #13486: Fix Flux2 non-diffusers guidance LoRA conversion](https://github.com/huggingface/diffusers/pull/13486) — closed, merged
### `yunjoochoi`
- profile: [github.com/yunjoochoi](https://github.com/yunjoochoi)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ayunjoochoi)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ayunjoochoi)
- repo first seen: `2026-03-15T03:43:58Z`
- repo last seen: `2026-03-15T03:43:58Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **776 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13267: Fix missing gradient_checkpointing init in ZImageControlNetModel](https://github.com/huggingface/diffusers/pull/13267) — open
|