Refresh transformers dataset snapshot 20260428T000019Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
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@@ -22009,6 +22076,63 @@
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@@ -23835,6 +23959,63 @@
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new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260427T180022Z`
-- Generated: `2026-04-27T18:00:45Z`
+- Snapshot: `20260428T000019Z`
+- Generated: `2026-04-28T00:01:13Z`
 - Activity window: `60d`
-- Contributors: `357`
+- Contributors: `360`
 
 ## Summary
 
@@ -16,12 +16,12 @@
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 63 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 49 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 41 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
+| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 39 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 39 | 1 | mixed | low | low | targets high-star repos |
-| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 38 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 37 | 0 | strong | low | low | targets high-star repos |
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 32 | 20 | strong | low | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 27 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
-| `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-10-03T15:26:01Z` | 24 | 0 | strong | low | low | targets high-star repos |
+| `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-10-03T15:26:01Z` | 25 | 0 | strong | low | low | targets high-star repos |
 | `ManasVardhan` | [profile](https://github.com/ManasVardhan) | no | NONE | 2488d | `2026-02-15T11:10:48Z` | 22 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 22 | 0 | strong | low | low | targets high-star repos |
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 19 | 4 | strong | moderate | low | high recent PR volume |
@@ -34,9 +34,9 @@
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 15 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `NielsRogge` | [profile](https://github.com/NielsRogge) | no | MEMBER | 2598d | `2022-02-21T10:02:38Z` | 15 | 3 | mixed | moderate | low | high recent PR volume |
 | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 15 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
+| `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 15 | 0 | strong | moderate | low | targets high-star repos |
 | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 14 | 0 | strong | moderate | low | — |
 | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 14 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
-| `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 14 | 0 | strong | moderate | low | targets high-star repos |
 | `Sai-Suraj-27` | [profile](https://github.com/Sai-Suraj-27) | no | CONTRIBUTOR | 1745d | `2026-01-23T17:10:04Z` | 14 | 0 | strong | low | low | targets high-star repos |
 | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 13 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `LincolnBurrows2017` | [profile](https://github.com/LincolnBurrows2017) | no | FIRST_TIME_CONTRIBUTOR | 3349d | `2026-03-13T04:48:06Z` | 13 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
@@ -48,10 +48,10 @@
 | `Qubitium` | [profile](https://github.com/Qubitium) | no | CONTRIBUTOR | 5681d | `2025-10-03T18:23:49Z` | 7 | 0 | strong | moderate | low | extremely high recent PR volume |
 | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 7 | 0 | mixed | moderate | low | targets high-star repos |
 | `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3177d | `2024-08-30T13:38:48Z` | 6 | 2 | mixed | low | low | targets high-star repos |
+| `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 6 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 6 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 6 | 0 | mixed | moderate | low | targets high-star repos |
 | `kchpp940` | [profile](https://github.com/kchpp940) | no | NONE | 375d | `2026-04-18T01:12:45Z` | 6 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
-| `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 5 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `Krishnachaitanyakc` | [profile](https://github.com/Krishnachaitanyakc) | no | CONTRIBUTOR | 3498d | `2026-03-25T02:14:38Z` | 5 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `mvanhorn` | [profile](https://github.com/mvanhorn) | no | CONTRIBUTOR | 5652d | `2026-03-09T14:59:27Z` | 5 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
 | `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | 5413d | `2026-03-12T13:32:25Z` | 5 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -74,7 +74,6 @@
 | `jnMetaCode` | [profile](https://github.com/jnMetaCode) | no | CONTRIBUTOR | 4011d | `2026-03-08T09:21:22Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; targets high-star repos |
 | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3380d | `2026-03-09T09:03:10Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Lidang-Jiang` | [profile](https://github.com/Lidang-Jiang) | no | CONTRIBUTOR | 1230d | `2026-03-27T02:44:21Z` | 3 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `onel` | [profile](https://github.com/onel) | no | NONE | 5050d | `2026-02-26T22:44:41Z` | 3 | 0 | mixed | moderate | low | many recent closed-unmerged PRs |
 | `saivedant169` | [profile](https://github.com/saivedant169) | no | NONE | 1712d | `2026-03-14T16:47:42Z` | 3 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; targets high-star repos |
 | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 3 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1466d | `2025-12-24T11:54:53Z` | 10 | 0 | mixed | moderate | low | targets high-star repos |
@@ -85,6 +84,7 @@
 | `redpanda1995` | [profile](https://github.com/redpanda1995) | no | FIRST_TIME_CONTRIBUTOR | 102d | `2026-02-07T19:04:11Z` | 4 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
 | `xenova` | [profile](https://github.com/xenova) | no | MEMBER | 3317d | `2025-11-18T16:26:23Z` | 3 | 3 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `gabe-l-hart` | [profile](https://github.com/gabe-l-hart) | no | CONTRIBUTOR | 5242d | `2026-02-04T17:55:19Z` | 3 | 1 | strong | high | low | broad repo spread |
+| `onel` | [profile](https://github.com/onel) | no | NONE | 5050d | `2026-02-26T22:44:41Z` | 3 | 0 | mixed | moderate | low | many recent closed-unmerged PRs |
 | `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5127d | `2026-01-28T15:04:44Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
 | `w4nderlust` | [profile](https://github.com/w4nderlust) | no | CONTRIBUTOR | 5740d | `2026-04-03T04:55:51Z` | 2 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `ionut-anghelina` | [profile](https://github.com/ionut-anghelina) | no | FIRST_TIME_CONTRIBUTOR | 556d | `2026-03-30T08:23:07Z` | 2 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -156,6 +156,7 @@
 | `baonudesifeizhai` | [profile](https://github.com/baonudesifeizhai) | no | FIRST_TIME_CONTRIBUTOR | 1781d | `2026-02-10T01:32:32Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 | `bigshanedogg` | [profile](https://github.com/bigshanedogg) | no | FIRST_TIME_CONTRIBUTOR | 3673d | `2026-03-23T19:34:30Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `ghost` | [profile](https://github.com/ghost) | no | NONE | 6553d | `2024-05-09T10:45:25Z` | 1 | 2 | weak | low | low | high open PR share; no visible non-self stars |
+| `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 1 | 2 | strong | moderate | low | high recent PR volume |
 | `m-matthias` | [profile](https://github.com/m-matthias) | no | CONTRIBUTOR | 3768d | `2026-03-19T12:56:22Z` | 1 | 2 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `oleksii-tumanov` | [profile](https://github.com/oleksii-tumanov) | no | FIRST_TIME_CONTRIBUTOR | 4519d | `2026-04-22T03:12:11Z` | 1 | 2 | mixed | moderate | low | high recent PR volume |
 | `ouroborosscr` | [profile](https://github.com/ouroborosscr) | no | FIRST_TIMER | 1967d | `2026-03-21T15:38:54Z` | 1 | 2 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -178,7 +179,6 @@
 | `HanFa` | [profile](https://github.com/HanFa) | no | CONTRIBUTOR | 3537d | `2026-03-29T04:06:21Z` | 1 | 1 | mixed | low | low | targets high-star repos |
 | `inisis` | [profile](https://github.com/inisis) | no | CONTRIBUTOR | 2670d | `2026-03-24T02:42:32Z` | 1 | 1 | strong | low | low | — |
 | `IvanFan-Van` | [profile](https://github.com/IvanFan-Van) | no | FIRST_TIME_CONTRIBUTOR | 1546d | `2026-03-20T04:29:57Z` | 1 | 1 | strong | low | low | — |
-| `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 1 | 1 | strong | moderate | low | high recent PR volume |
 | `jesperschlegel` | [profile](https://github.com/jesperschlegel) | no | FIRST_TIME_CONTRIBUTOR | 3705d | `2026-04-07T17:51:38Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `josh-kean` | [profile](https://github.com/josh-kean) | no | FIRST_TIME_CONTRIBUTOR | 2847d | `2026-03-22T17:57:33Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `KeitaW` | [profile](https://github.com/KeitaW) | no | CONTRIBUTOR | 4241d | `2026-04-20T02:00:45Z` | 1 | 1 | mixed | moderate | low | high open PR share |
@@ -263,7 +263,6 @@
 | `Hyungkeun-Park-Nota` | [profile](https://github.com/Hyungkeun-Park-Nota) | no | CONTRIBUTOR | 421d | `2026-03-25T01:19:59Z` | 1 | 0 | mixed | low | low | — |
 | `iamaber` | [profile](https://github.com/iamaber) | no | NONE | 2044d | `2026-02-28T14:24:32Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `IgnazioDS` | [profile](https://github.com/IgnazioDS) | no | NONE | 1078d | `2026-03-30T19:13:52Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
-| `imstevenpmwork` | [profile](https://github.com/imstevenpmwork) | no | MEMBER | 2320d | `2026-02-26T20:09:20Z` | 1 | 0 | mixed | low | low | high recent PR volume; targets high-star repos |
 | `jagwar` | [profile](https://github.com/jagwar) | no | MEMBER | 3691d | `2026-04-07T21:35:38Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `Jaredw2289-svg` | [profile](https://github.com/Jaredw2289-svg) | no | NONE | ?d | `2026-03-04T06:03:56Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
 | `JasonCZMeng` | [profile](https://github.com/JasonCZMeng) | no | NONE | 3598d | `2026-03-07T18:33:40Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -290,6 +289,7 @@
 | `liding-nv` | [profile](https://github.com/liding-nv) | no | CONTRIBUTOR | 227d | `2026-03-02T13:22:21Z` | 1 | 0 | mixed | low | low | young account; no visible non-self stars |
 | `lowzhao` | [profile](https://github.com/lowzhao) | no | CONTRIBUTOR | 3244d | `2026-04-06T08:41:40Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `LucasMa2025` | [profile](https://github.com/LucasMa2025) | no | FIRST_TIMER | 79d | `2026-03-14T17:13:34Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `lucaspirola` | [profile](https://github.com/lucaspirola) | yes | FIRST_TIME_CONTRIBUTOR | 4682d | `2026-04-27T23:02:07Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `lucianommartins` | [profile](https://github.com/lucianommartins) | no | CONTRIBUTOR | 3503d | `2026-04-05T22:07:53Z` | 1 | 0 | weak | low | low | no visible non-self stars; targets high-star repos |
 | `lvliang-intel` | [profile](https://github.com/lvliang-intel) | no | CONTRIBUTOR | 1455d | `2026-04-17T14:12:41Z` | 1 | 0 | mixed | low | low | — |
 | `maanas1234` | [profile](https://github.com/maanas1234) | no | CONTRIBUTOR | 584d | `2026-03-31T17:31:37Z` | 1 | 0 | strong | low | low | targets high-star repos |
@@ -303,6 +303,7 @@
 | `mohamad-tohidi` | [profile](https://github.com/mohamad-tohidi) | no | NONE | 1013d | `2026-04-11T10:00:07Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `mohdfaour03` | [profile](https://github.com/mohdfaour03) | no | FIRST_TIME_CONTRIBUTOR | 1152d | `2026-04-08T13:38:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `moktamd` | [profile](https://github.com/moktamd) | no | NONE | 1374d | `2026-03-11T10:32:26Z` | 1 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `moonbogi` | [profile](https://github.com/moonbogi) | yes | FIRST_TIME_CONTRIBUTOR | 3943d | `2026-04-27T22:45:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `mrutkows` | [profile](https://github.com/mrutkows) | no | FIRST_TIME_CONTRIBUTOR | 4332d | `2026-04-09T17:46:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `MukundaKatta` | [profile](https://github.com/MukundaKatta) | no | NONE | 1527d | `2026-04-15T08:33:29Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
 | `n0kovo` | [profile](https://github.com/n0kovo) | no | FIRST_TIME_CONTRIBUTOR | 3746d | `2026-02-28T00:24:32Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -331,6 +332,7 @@
 | `roycho96` | [profile](https://github.com/roycho96) | no | FIRST_TIME_CONTRIBUTOR | 2160d | `2026-03-20T15:08:32Z` | 1 | 0 | mixed | moderate | low | high open PR share |
 | `rsmed31` | [profile](https://github.com/rsmed31) | no | NONE | 1321d | `2026-03-14T23:57:14Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `ruben-aghayan` | [profile](https://github.com/ruben-aghayan) | no | FIRST_TIME_CONTRIBUTOR | 3216d | `2026-04-13T03:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `ruixiang63` | [profile](https://github.com/ruixiang63) | yes | FIRST_TIME_CONTRIBUTOR | 3277d | `2026-04-27T21:19:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | CONTRIBUTOR | 1796d | `2026-04-06T18:01:42Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `sachinkumarsingh092` | [profile](https://github.com/sachinkumarsingh092) | no | FIRST_TIME_CONTRIBUTOR | 3282d | `2026-03-30T18:54:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `sahildando` | [profile](https://github.com/sahildando) | no | NONE | 1241d | `2026-04-07T21:12:29Z` | 1 | 0 | mixed | high | medium | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
@@ -363,6 +365,7 @@
 | `Yanis01682` | [profile](https://github.com/Yanis01682) | no | FIRST_TIME_CONTRIBUTOR | 606d | `2026-04-14T01:47:54Z` | 1 | 0 | strong | low | low | — |
 | `yoginlangalia` | [profile](https://github.com/yoginlangalia) | no | NONE | 225d | `2026-02-27T06:40:02Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `zendy199x` | [profile](https://github.com/zendy199x) | no | NONE | 2543d | `2026-03-29T15:50:04Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
+| `zeoses` | [profile](https://github.com/zeoses) | yes | FIRST_TIME_CONTRIBUTOR | 3843d | `2026-04-27T20:58:17Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `zFlux` | [profile](https://github.com/zFlux) | no | FIRST_TIME_CONTRIBUTOR | 4241d | `2026-04-12T03:38:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `zozo123` | [profile](https://github.com/zozo123) | no | NONE | 5577d | `2026-04-05T19:00:26Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `zvik` | [profile](https://github.com/zvik) | no | FIRST_TIMER | 4383d | `2026-03-03T07:50:39Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
@@ -540,18 +543,42 @@ Example artifacts:
 - [Issue #43595: Tell Us: What Would Make Trainer Better?](https://github.com/huggingface/transformers/issues/43595) — open
 - [Issue #33260: Community contribution: Adding GGUF support for more architectures](https://github.com/huggingface/transformers/issues/33260) — open
 
+### `stevhliu`
+
+- profile: [github.com/stevhliu](https://github.com/stevhliu)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
+- repo first seen: `2025-01-06T17:52:26Z`
+- repo last seen: `2026-04-27T17:49:23Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **40**
+- snapshot authored PRs/issues: **39 PRs / 1 issues**
+- snapshot discussion activity: **25 comments / 109 reviews / 178 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 #45660: [docs] cpu offloading](https://github.com/huggingface/transformers/pull/45660) — open
+- [PR #45612: [docs] update model cards](https://github.com/huggingface/transformers/pull/45612) — open
+- [PR #45587: [docs] cb memory management](https://github.com/huggingface/transformers/pull/45587) — open
+- [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
+
 ### `vasqu`
 
 - profile: [github.com/vasqu](https://github.com/vasqu)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
 - repo first seen: `2025-08-26T12:13:50Z`
-- repo last seen: `2026-04-24T14:24:53Z`
+- repo last seen: `2026-04-27T17:55:46Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **40**
 - snapshot authored PRs/issues: **39 PRs / 1 issues**
-- snapshot discussion activity: **475 comments / 790 reviews / 3330 review comments**
+- snapshot discussion activity: **476 comments / 790 reviews / 3330 review comments**
 - account age: **1991 days**
 - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
 - public orgs: none visible
@@ -564,30 +591,6 @@ Example artifacts:
 - [PR #45574: Fix typos](https://github.com/huggingface/transformers/pull/45574) — closed, merged
 - [Issue #40827: [`Cache`] Proper support for Linear Attention (related) caches](https://github.com/huggingface/transformers/issues/40827) — closed
 
-### `stevhliu`
-
-- profile: [github.com/stevhliu](https://github.com/stevhliu)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
-- repo first seen: `2025-01-06T17:52:26Z`
-- repo last seen: `2026-04-24T20:42:20Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **39**
-- snapshot authored PRs/issues: **38 PRs / 1 issues**
-- snapshot discussion activity: **25 comments / 109 reviews / 178 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 #45612: [docs] update model cards](https://github.com/huggingface/transformers/pull/45612) — open
-- [PR #45587: [docs] cb memory management](https://github.com/huggingface/transformers/pull/45587) — open
-- [PR #45554: [docs] multi-turn tool calling](https://github.com/huggingface/transformers/pull/45554) — closed, merged
-- [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
-
 ### `Rocketknight1`
 
 - profile: [github.com/Rocketknight1](https://github.com/Rocketknight1)
@@ -666,11 +669,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayonigozlan)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayonigozlan)
 - repo first seen: `2025-10-03T15:26:01Z`
-- repo last seen: `2026-04-23T18:42:44Z`
+- repo last seen: `2026-04-27T19:03:34Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **24**
-- snapshot authored PRs/issues: **24 PRs / 0 issues**
+- repo primary artifacts: **25**
+- snapshot authored PRs/issues: **25 PRs / 0 issues**
 - snapshot discussion activity: **44 comments / 174 reviews / 339 review comments**
 - account age: **1978 days**
 - recent public PR activity: **15 PRs** (11 merged / 0 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
@@ -679,9 +682,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #45661: [Weight Converter] More fine-grained mappings on classes, scoping for every transforms (including weight converter)](https://github.com/huggingface/transformers/pull/45661) — open
 - [PR #45556: Add image processors refactor to v5 migration guide](https://github.com/huggingface/transformers/pull/45556) — open
 - [PR #45535: [Sam3LiteText] Remove unnecessary modules/configs](https://github.com/huggingface/transformers/pull/45535) — closed, merged
-- [PR #45421: Improve nested `base_model_prefix` handling in weight conversion and loading](https://github.com/huggingface/transformers/pull/45421) — open
 
 ### `ManasVardhan`
 
@@ -977,6 +980,29 @@ Example artifacts:
 - [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
 - [Issue #42738: BERT-like models with RoPE](https://github.com/huggingface/transformers/issues/42738) — open
 
+### `michaelbenayoun`
+
+- profile: [github.com/michaelbenayoun](https://github.com/michaelbenayoun)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amichaelbenayoun)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amichaelbenayoun)
+- repo first seen: `2024-10-24T15:39:49Z`
+- repo last seen: `2026-04-27T21:37:20Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **15**
+- snapshot authored PRs/issues: **15 PRs / 0 issues**
+- snapshot discussion activity: **3 comments / 7 reviews / 7 review comments**
+- account age: **3365 days**
+- recent public PR activity: **21 PRs** (18 merged / 0 closed-unmerged / 3 open; merged rate **86%**, closed-unmerged rate **0%**, open rate **14%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #45666: Extended n-to-1 kernel fusion via `KernelConfig` ](https://github.com/huggingface/transformers/pull/45666) — open, draft
+- [PR #45363: n-to-1 kernel fusion via `KernelConfig`](https://github.com/huggingface/transformers/pull/45363) — open, draft
+- [PR #45155: Load adapter with TP](https://github.com/huggingface/transformers/pull/45155) — closed, merged
+
 ### `Abdennacer-Badaoui`
 
 - profile: [github.com/Abdennacer-Badaoui](https://github.com/Abdennacer-Badaoui)
@@ -1023,29 +1049,6 @@ Example artifacts:
 - [PR #45490: Add ctsm model](https://github.com/huggingface/transformers/pull/45490) — open
 - [PR #44925: [Doc]  MoE routing capture and replay recipe ](https://github.com/huggingface/transformers/pull/44925) — closed, merged
 
-### `michaelbenayoun`
-
-- profile: [github.com/michaelbenayoun](https://github.com/michaelbenayoun)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amichaelbenayoun)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amichaelbenayoun)
-- repo first seen: `2024-10-24T15:39:49Z`
-- repo last seen: `2026-04-13T19:48:41Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **14**
-- snapshot authored PRs/issues: **14 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 7 reviews / 7 review comments**
-- account age: **3365 days**
-- recent public PR activity: **21 PRs** (18 merged / 0 closed-unmerged / 3 open; merged rate **86%**, closed-unmerged rate **0%**, open rate **14%**)
-- public orgs: `huggingface`
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #45363: n-to-1 kernel fusion via `KernelConfig`](https://github.com/huggingface/transformers/pull/45363) — open, draft
-- [PR #45155: Load adapter with TP](https://github.com/huggingface/transformers/pull/45155) — closed, merged
-- [PR #44979: Module Fusion API](https://github.com/huggingface/transformers/pull/44979) — open
-
 ### `Sai-Suraj-27`
 
 - profile: [github.com/Sai-Suraj-27](https://github.com/Sai-Suraj-27)
@@ -1303,6 +1306,29 @@ Example artifacts:
 - [Issue #43489: Transformers' version 5 is out!](https://github.com/huggingface/transformers/issues/43489) — closed
 - [Issue #40822: Welcome v5](https://github.com/huggingface/transformers/issues/40822) — closed
 
+### `AmineDiro`
+
+- profile: [github.com/AmineDiro](https://github.com/AmineDiro)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAmineDiro)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAmineDiro)
+- repo first seen: `2026-04-14T15:35:56Z`
+- repo last seen: `2026-04-27T19:16:25Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **6 PRs / 0 issues**
+- snapshot discussion activity: **8 comments / 8 reviews / 8 review comments**
+- account age: **3865 days**
+- recent public PR activity: **17 PRs** (8 merged / 1 closed-unmerged / 8 open; merged rate **47%**, closed-unmerged rate **6%**, open rate **47%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45662: Fix EP + FSDP2: experts silently overwritten by rank-0 broadcast](https://github.com/huggingface/transformers/pull/45662) — open
+- [PR #45649: Fix OOM regression for FSDP2 + cpu_ram_efficient_loading on large models](https://github.com/huggingface/transformers/pull/45649) — open
+- [PR #45578: Remove attribute_map from GptOssConfig](https://github.com/huggingface/transformers/pull/45578) — open
+
 ### `jashshah999`
 
 - profile: [github.com/jashshah999](https://github.com/jashshah999)
@@ -1372,29 +1398,6 @@ Example artifacts:
 - [PR #45503: .4021378118068288:aafb9167aaa6b321205f754209b0cbcb_69e2f25642c82e665fe0407f.69e2f43542c82e665fe04083.69e2f435d18af355a624eac1:Trae CN.T(2026/4/18 11:02:13)](https://github.com/huggingface/transformers/pull/45503) — closed
 - [PR #45502: .4021378118068288:4da7ed27ccaa5f974fe4a552e2b67bb6_69e2eea842c82e665fe04002.69e2eec142c82e665fe04006.69e2eec18b8bd167e2faa241:Trae CN.T(2026/4/18 10:38:57)](https://github.com/huggingface/transformers/pull/45502) — closed
 
-### `AmineDiro`
-
-- profile: [github.com/AmineDiro](https://github.com/AmineDiro)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAmineDiro)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAmineDiro)
-- repo first seen: `2026-04-14T15:35:56Z`
-- repo last seen: `2026-04-26T18:30:22Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **8 comments / 8 reviews / 8 review comments**
-- account age: **3865 days**
-- recent public PR activity: **17 PRs** (8 merged / 1 closed-unmerged / 8 open; merged rate **47%**, closed-unmerged rate **6%**, open rate **47%**)
-- public orgs: `huggingface`
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45649: Fix OOM regression for FSDP2 + cpu_ram_efficient_loading on large models](https://github.com/huggingface/transformers/pull/45649) — open
-- [PR #45578: Remove attribute_map from GptOssConfig](https://github.com/huggingface/transformers/pull/45578) — open
-- [PR #45548: Fix EP + DeepSpeed ZeRO-3 loading via accelerate launch](https://github.com/huggingface/transformers/pull/45548) — open
-
 ### `Krishnachaitanyakc`
 
 - profile: [github.com/Krishnachaitanyakc](https://github.com/Krishnachaitanyakc)
@@ -1911,29 +1914,6 @@ Example artifacts:
 - [PR #45043: [Bugfix] Use sys.modules.get() to avoid KeyError in modeling_utils](https://github.com/huggingface/transformers/pull/45043) — closed
 - [PR #45039: [Bugfix] Propagate interpolate_pos_encoding through Pixio model](https://github.com/huggingface/transformers/pull/45039) — closed
 
-### `onel`
-
-- profile: [github.com/onel](https://github.com/onel)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aonel)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aonel)
-- repo first seen: `2026-02-26T22:44:41Z`
-- repo last seen: `2026-02-27T00:02:49Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **5050 days**
-- recent public PR activity: **15 PRs** (7 merged / 6 closed-unmerged / 2 open; merged rate **47%**, closed-unmerged rate **40%**, open rate **13%**)
-- public orgs: `code4romania`, `peermetrics`
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs**
-
-Example artifacts:
-- [PR #44311: Add species bias documentation to model cards and docs](https://github.com/huggingface/transformers/pull/44311) — closed
-- [PR #44310: docs: Add Pruna AI integration documentation](https://github.com/huggingface/transformers/pull/44310) — closed
-- [PR #44309: Add SkyPilot deployment documentation to DeepSpeed guide](https://github.com/huggingface/transformers/pull/44309) — closed
-
 ### `saivedant169`
 
 - profile: [github.com/saivedant169](https://github.com/saivedant169)
@@ -2174,6 +2154,29 @@ Example artifacts:
 - [PR #43781: fix: Load model with co-located adapter from local path (Granite Speech)](https://github.com/huggingface/transformers/pull/43781) — closed, merged
 - [Issue #43746: [GraniteSpeechForConditionalGeneration] Models with PEFT adapters won't load from local checkpoints (from_pretrained)](https://github.com/huggingface/transformers/issues/43746) — closed
 
+### `onel`
+
+- profile: [github.com/onel](https://github.com/onel)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aonel)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aonel)
+- repo first seen: `2026-02-26T22:44:41Z`
+- repo last seen: `2026-02-27T00:02:49Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **5050 days**
+- recent public PR activity: **15 PRs** (7 merged / 6 closed-unmerged / 2 open; merged rate **47%**, closed-unmerged rate **40%**, open rate **13%**)
+- public orgs: `code4romania`, `peermetrics`
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs**
+
+Example artifacts:
+- [PR #44311: Add species bias documentation to model cards and docs](https://github.com/huggingface/transformers/pull/44311) — closed
+- [PR #44310: docs: Add Pruna AI integration documentation](https://github.com/huggingface/transformers/pull/44310) — closed
+- [PR #44309: Add SkyPilot deployment documentation to DeepSpeed guide](https://github.com/huggingface/transformers/pull/44309) — closed
+
 ### `vkuzo`
 
 - profile: [github.com/vkuzo](https://github.com/vkuzo)
@@ -3752,6 +3755,29 @@ Example artifacts:
 - [Issue #35905: Convert RT-DETR model to coreml](https://github.com/huggingface/transformers/issues/35905) — closed
 - [Issue #30725: Support for Multiple Datasets and Domain-Specific Loss Calculation in Trainer](https://github.com/huggingface/transformers/issues/30725) — open
 
+### `jamesbraza`
+
+- profile: [github.com/jamesbraza](https://github.com/jamesbraza)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajamesbraza)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajamesbraza)
+- repo first seen: `2026-04-23T00:37:54Z`
+- repo last seen: `2026-04-27T20:55:50Z`
+- 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 / 0 reviews / 0 review comments**
+- account age: **4221 days**
+- recent public PR activity: **36 PRs** (32 merged / 2 closed-unmerged / 2 open; merged rate **89%**, closed-unmerged rate **6%**, open rate **6%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume**
+
+Example artifacts:
+- [PR #45589: Fix `AttributeError` on `s_aux=None` in `flash_attention_forward`](https://github.com/huggingface/transformers/pull/45589) — closed, merged
+- [Issue #45663: Gemma-4 training with FSDP2 raises `KeyError` in `Gemma4TextAttention.forward` because `shared_kv_states` is rebuilt per-layer](https://github.com/huggingface/transformers/issues/45663) — open
+- [Issue #45588: `integrations/flash_attention.py` crashes with `AttributeError` on `s_aux=None` for sink-less models](https://github.com/huggingface/transformers/issues/45588) — closed
+
 ### `m-matthias`
 
 - profile: [github.com/m-matthias](https://github.com/m-matthias)
@@ -3951,7 +3977,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #44984: Fix `maybe_autocast` crashing on meta device tensors](https://github.com/huggingface/transformers/pull/44984) — closed, merged
-- [Issue #44995: [Bug] GlmMoeDsa crashes on second forward pass — stale indexer cache](https://github.com/huggingface/transformers/issues/44995) — open
+- [Issue #44995: [Bug] GlmMoeDsa crashes on second forward pass — stale indexer cache](https://github.com/huggingface/transformers/issues/44995) — closed
 
 ### `caiovicentino`
 
@@ -4239,28 +4265,6 @@ Example artifacts:
 - [PR #44872: Fix: Update outdated sampler comment in generation/utils.py](https://github.com/huggingface/transformers/pull/44872) — open
 - [Issue #44871: [Gemma-3] Inconsistent eos_token_id configuration: tokenizer has single value (1) but model.config has list [1, 106]](https://github.com/huggingface/transformers/issues/44871) — closed
 
-### `jamesbraza`
-
-- profile: [github.com/jamesbraza](https://github.com/jamesbraza)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajamesbraza)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajamesbraza)
-- repo first seen: `2026-04-23T00:37:54Z`
-- repo last seen: `2026-04-23T08:42:54Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **4221 days**
-- recent public PR activity: **36 PRs** (32 merged / 2 closed-unmerged / 2 open; merged rate **89%**, closed-unmerged rate **6%**, open rate **6%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume**
-
-Example artifacts:
-- [PR #45589: Fix `AttributeError` on `s_aux=None` in `flash_attention_forward`](https://github.com/huggingface/transformers/pull/45589) — closed, merged
-- [Issue #45588: `integrations/flash_attention.py` crashes with `AttributeError` on `s_aux=None` for sink-less models](https://github.com/huggingface/transformers/issues/45588) — closed
-
 ### `jesperschlegel`
 
 - profile: [github.com/jesperschlegel](https://github.com/jesperschlegel)
@@ -6046,27 +6050,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45129: fix(config): annotate PreTrainedConfig.dtype as Any to fix pydantic schema generation (#45070)](https://github.com/huggingface/transformers/pull/45129) — closed
 
-### `imstevenpmwork`
-
-- profile: [github.com/imstevenpmwork](https://github.com/imstevenpmwork)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aimstevenpmwork)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aimstevenpmwork)
-- repo first seen: `2026-02-26T20:09:20Z`
-- repo last seen: `2026-03-27T15:57:50Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 1 reviews / 1 review comments**
-- account age: **2320 days**
-- recent public PR activity: **68 PRs** (58 merged / 7 closed-unmerged / 3 open; merged rate **85%**, closed-unmerged rate **10%**, open rate **4%**)
-- 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 #44307: fix(modeling_attn_mask_utils): remove FutureWarning from logger.warning_once()](https://github.com/huggingface/transformers/pull/44307) — closed, merged
-
 ### `jagwar`
 
 - profile: [github.com/jagwar](https://github.com/jagwar)
@@ -6614,6 +6597,27 @@ Example artifacts:
 Example artifacts:
 - [PR #44708: Add Configurable Generation Scheduler and State Machine for `generate()`](https://github.com/huggingface/transformers/pull/44708) — closed, draft
 
+### `lucaspirola`
+
+- profile: [github.com/lucaspirola](https://github.com/lucaspirola)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alucaspirola)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alucaspirola)
+- repo first seen: `2026-04-27T23:02:07Z`
+- repo last seen: `2026-04-27T23:02:07Z`
+- first seen in snapshot: **yes**
+- 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: **4682 days**
+- recent public PR activity: **20 PRs** (0 merged / 7 closed-unmerged / 13 open; merged rate **0%**, closed-unmerged rate **35%**, open rate **65%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45668: [GGUF] Add support for Qwen3.5 MoE (qwen35moe arch)](https://github.com/huggingface/transformers/pull/45668) — open
+
 ### `lucianommartins`
 
 - profile: [github.com/lucianommartins](https://github.com/lucianommartins)
@@ -6887,6 +6891,27 @@ Example artifacts:
 Example artifacts:
 - [PR #44591: Add MPS SDPA workarounds for value head dim and bidirectional attention](https://github.com/huggingface/transformers/pull/44591) — closed
 
+### `moonbogi`
+
+- profile: [github.com/moonbogi](https://github.com/moonbogi)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amoonbogi)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amoonbogi)
+- repo first seen: `2026-04-27T22:45:13Z`
+- repo last seen: `2026-04-27T22:45:13Z`
+- first seen in snapshot: **yes**
+- 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: **3943 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 #45667: chore(typing): add ty type checking for 3 pipeline files](https://github.com/huggingface/transformers/pull/45667) — open
+
 ### `mrutkows`
 
 - profile: [github.com/mrutkows](https://github.com/mrutkows)
@@ -7475,6 +7500,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45389: Require input_ids for repetition penalty](https://github.com/huggingface/transformers/pull/45389) — open
 
+### `ruixiang63`
+
+- profile: [github.com/ruixiang63](https://github.com/ruixiang63)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aruixiang63)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aruixiang63)
+- repo first seen: `2026-04-27T21:19:22Z`
+- repo last seen: `2026-04-27T21:19:22Z`
+- first seen in snapshot: **yes**
+- 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: **3277 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 #45665: Fix pageable H2D copies in Gated DeltaNet PyTorch fallback](https://github.com/huggingface/transformers/pull/45665) — open
+
 ### `ryota-komatsu`
 
 - profile: [github.com/ryota-komatsu](https://github.com/ryota-komatsu)
@@ -8147,6 +8193,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45098: fix: incomplete string literal causes syntax error in config docstring checker](https://github.com/huggingface/transformers/pull/45098) — closed
 
+### `zeoses`
+
+- profile: [github.com/zeoses](https://github.com/zeoses)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azeoses)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azeoses)
+- repo first seen: `2026-04-27T20:58:17Z`
+- repo last seen: `2026-04-27T20:58:17Z`
+- first seen in snapshot: **yes**
+- 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: **3843 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 #45664: Doc translate to Persian(farsi) ](https://github.com/huggingface/transformers/pull/45664) — open
+
 ### `zFlux`
 
 - profile: [github.com/zFlux](https://github.com/zFlux)

new_contributors.parquet

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-            "src/transformers/modeling_gguf_pytorch_utils.py"
+            "src/transformers/modeling_gguf_pytorch_utils.py",
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           ],
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             "src/transformers/integrations",
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@@ -881,12 +907,12 @@
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@@ -898,65 +924,59 @@
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+            "src/transformers/integrations/ggml.py",
+            "src/transformers/modeling_gguf_pytorch_utils.py",
+            "tests/quantization/ggml/test_ggml.py"
           ],
           "shared_directories": [
+            "src/transformers/integrations",
+            "tests/quantization/ggml",
             "src/transformers",
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+            "tests/quantization",
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+          "concentration_similarity": 0.709,
           "shared_filenames": [
+            "src/transformers/integrations/ggml.py",
             "src/transformers/modeling_gguf_pytorch_utils.py"
           ],
           "shared_directories": [
+            "src/transformers/integrations",
             "src/transformers",
             "src"
           ]
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         {
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           "shared_filenames": [
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             "src/transformers/modeling_gguf_pytorch_utils.py"
           ],
           "shared_directories": [
+            "src/transformers/integrations",
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             "src"
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@@ -1037,7 +1057,7 @@
         {
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@@ -1054,7 +1074,7 @@
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@@ -1087,6 +1107,142 @@
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       ]
     },
+    {
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+      "pr_numbers": [
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+        45421,
+        45635,
+        45661
+      ],
+      "representative_pr_number": 45635,
+      "average_similarity": 0.515,
+      "summary": "4 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `tests/utils/test_core_model_loading.py`, `tests/test_modeling_common.py`; representative PR #45635.",
+      "shared_filenames": [
+        "src/transformers/core_model_loading.py",
+        "tests/utils/test_core_model_loading.py",
+        "tests/test_modeling_common.py"
+      ],
+      "shared_directories": [
+        "src/transformers",
+        "tests",
+        "src",
+        "tests/utils",
+        "src/transformers/integrations"
+      ],
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+          "concentration_similarity": 0.945,
+          "shared_filenames": [
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+          "shared_directories": [
+            "src/transformers",
+            "tests/utils",
+            "src",
+            "tests"
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+        {
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+          "shared_filenames": [
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+          "shared_directories": [
+            "src/transformers",
+            "tests/utils",
+            "src",
+            "tests"
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+        {
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+          "concentration_similarity": 0.828,
+          "shared_filenames": [
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+          "shared_directories": [
+            "src/transformers/integrations",
+            "src/transformers",
+            "tests/utils",
+            "src",
+            "tests"
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+          "concentration_similarity": 0.602,
+          "shared_filenames": [
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+          "shared_directories": [
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+            "src",
+            "tests"
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+        },
+        {
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+          "size_similarity": 0.735,
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+          "concentration_similarity": 0.657,
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+        {
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+          "shared_filenames": [
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+            "tests"
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@@ -1096,7 +1252,7 @@
         45655
       ],
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+      "average_similarity": 0.475,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45342.",
       "shared_filenames": [
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@@ -1109,8 +1265,8 @@
         {
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@@ -1125,8 +1281,8 @@
         {
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@@ -1141,8 +1297,8 @@
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@@ -1158,7 +1314,7 @@
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@@ -1190,7 +1346,7 @@
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@@ -1251,8 +1407,8 @@
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@@ -1286,7 +1442,7 @@
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@@ -1304,7 +1460,7 @@
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@@ -1322,7 +1478,7 @@
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@@ -1562,7 +1718,7 @@
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@@ -1578,84 +1734,6 @@
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-        45635
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-      "summary": "3 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `tests/utils/test_core_model_loading.py`, `tests/test_modeling_common.py`; representative PR #45635.",
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@@ -1804,7 +1882,7 @@
         {
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@@ -1885,7 +1963,7 @@
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@@ -1903,8 +1981,8 @@
         {
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@@ -1943,8 +2021,8 @@
         {
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-          "similarity": 0.538,
-          "content_similarity": 0.452,
+          "similarity": 0.539,
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@@ -1960,7 +2038,7 @@
         {
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           "right_pr_number": 44872,
-          "similarity": 0.447,
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           "size_similarity": 0.273,
           "breadth_similarity": 1.0,
@@ -1978,7 +2056,7 @@
           "left_pr_number": 39683,
           "right_pr_number": 44872,
           "similarity": 0.433,
-          "content_similarity": 0.376,
+          "content_similarity": 0.377,
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           "breadth_similarity": 1.0,
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@@ -2001,7 +2079,7 @@
         44547
       ],
       "representative_pr_number": 43549,
-      "average_similarity": 0.461,
+      "average_similarity": 0.462,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_flash_attention_utils.py`; representative PR #43549.",
       "shared_filenames": [
         "src/transformers/modeling_flash_attention_utils.py"
@@ -2014,7 +2092,7 @@
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           "breadth_similarity": 1.0,
@@ -2030,8 +2108,8 @@
         {
           "left_pr_number": 43549,
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-          "similarity": 0.435,
-          "content_similarity": 0.35,
+          "similarity": 0.436,
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@@ -2098,7 +2176,7 @@
         {
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-          "similarity": 0.423,
+          "similarity": 0.424,
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           "size_similarity": 0.222,
           "breadth_similarity": 1.0,
@@ -2114,7 +2192,7 @@
         {
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           "right_pr_number": 45317,
-          "similarity": 0.358,
+          "similarity": 0.359,
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           "breadth_similarity": 0.5,
@@ -2137,7 +2215,7 @@
         45524
       ],
       "representative_pr_number": 44615,
-      "average_similarity": 0.406,
+      "average_similarity": 0.407,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
       "shared_filenames": [
         "src/transformers/utils/import_utils.py"
@@ -2151,8 +2229,8 @@
         {
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@@ -2169,7 +2247,7 @@
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