Refresh transformers dataset snapshot 20260428T180033Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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@@ -18217,12 +18228,12 @@
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@@ -21073,63 +21084,6 @@
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@@ -21759,6 +21713,63 @@
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new-contributors-report.md

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260428T120019Z`
-- Generated: `2026-04-28T12:02:13Z`
+- Snapshot: `20260428T180033Z`
+- Generated: `2026-04-28T18:02:30Z`
 - Activity window: `60d`
 - Contributors: `358`
 
@@ -15,14 +15,13 @@
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 70 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 65 | 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` | 50 | 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 |
+| `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 43 | 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` | 40 | 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 |
+| `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 40 | 1 | mixed | low | low | 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` | 28 | 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` | 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 |
 | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 20 | 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 |
@@ -127,13 +126,13 @@
 | `saslifat-gif` | [profile](https://github.com/saslifat-gif) | no | CONTRIBUTOR | 229d | `2026-04-02T14:08:15Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `sdharani91` | [profile](https://github.com/sdharani91) | no | FIRST_TIME_CONTRIBUTOR | 3365d | `2026-03-18T05:45:40Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `sharziki` | [profile](https://github.com/sharziki) | no | CONTRIBUTOR | 1559d | `2026-04-11T02:31:44Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
-| `tonglei19961121` | [profile](https://github.com/tonglei19961121) | no | NONE | 2272d | `2026-02-27T11:44:01Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `tyler-romero` | [profile](https://github.com/tyler-romero) | no | CONTRIBUTOR | 3479d | `2026-02-10T18:34:03Z` | 2 | 0 | mixed | high | low | broad repo spread |
 | `umbilnm` | [profile](https://github.com/umbilnm) | no | CONTRIBUTOR | 1637d | `2026-03-08T19:38:32Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `UsamaKenway` | [profile](https://github.com/UsamaKenway) | no | CONTRIBUTOR | 2385d | `2026-04-07T18:39:33Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `wilnn` | [profile](https://github.com/wilnn) | no | CONTRIBUTOR | 1758d | `2026-03-10T22:37:36Z` | 2 | 0 | strong | low | low | targets high-star repos |
 | `yunhaoli24` | [profile](https://github.com/yunhaoli24) | no | NONE | 2225d | `2026-03-12T04:46:19Z` | 2 | 0 | weak | moderate | low | targets high-star repos |
 | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3697d | `2025-08-10T08:43:09Z` | 24 | 0 | mixed | moderate | low | extremely high recent PR volume |
+| `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 |
 | `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 |
 | `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 563d | `2025-06-12T08:51:40Z` | 6 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `JaredforReal` | [profile](https://github.com/JaredforReal) | no | CONTRIBUTOR | 977d | `2026-01-19T05:05:55Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
@@ -147,7 +146,6 @@
 | `leopold-tzafon` | [profile](https://github.com/leopold-tzafon) | no | CONTRIBUTOR | 451d | `2026-02-19T15:45:13Z` | 2 | 0 | strong | low | low | targets high-star repos |
 | `nuxlear` | [profile](https://github.com/nuxlear) | no | CONTRIBUTOR | 3757d | `2026-01-02T07:29:46Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `thakoreh` | [profile](https://github.com/thakoreh) | no | NONE | 2947d | `2026-02-23T21:27:09Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `tysoncung` | [profile](https://github.com/tysoncung) | no | CONTRIBUTOR | 2698d | `2026-02-17T02:03:30Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `vasanthrpjan1-boop` | [profile](https://github.com/vasanthrpjan1-boop) | no | CONTRIBUTOR | 254d | `2026-02-08T14:25:35Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `artem-spector` | [profile](https://github.com/artem-spector) | no | FIRST_TIME_CONTRIBUTOR | 4093d | `2026-04-13T13:31:01Z` | 1 | 2 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
@@ -155,8 +153,10 @@
 | `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 |
+| `nurpax` | [profile](https://github.com/nurpax) | no | FIRST_TIME_CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 1 | 2 | weak | low | low | high open PR share; 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 |
+| `softguy777` | [profile](https://github.com/softguy777) | no | FIRST_TIMER | 955d | `2026-04-28T08:23:48Z` | 1 | 2 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `abhijeet-dhumal` | [profile](https://github.com/abhijeet-dhumal) | no | CONTRIBUTOR | 1789d | `2026-03-06T07:07:19Z` | 1 | 1 | mixed | high | low | high recent PR volume; broad repo spread; no visible non-self stars |
 | `ambroiseodt` | [profile](https://github.com/ambroiseodt) | no | CONTRIBUTOR | 2181d | `2026-04-14T13:45:51Z` | 1 | 1 | strong | low | low | targets high-star repos |
 | `Anakintano` | [profile](https://github.com/Anakintano) | no | FIRST_TIME_CONTRIBUTOR | 1146d | `2026-03-09T07:54:58Z` | 1 | 1 | mixed | moderate | low | — |
@@ -180,7 +180,6 @@
 | `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 |
-| `linfeng-du` | [profile](https://github.com/linfeng-du) | no | CONTRIBUTOR | 3031d | `2026-02-27T02:57:03Z` | 1 | 1 | strong | low | low | targets high-star repos |
 | `mango766` | [profile](https://github.com/mango766) | no | CONTRIBUTOR | 1772d | `2026-03-16T04:08:09Z` | 1 | 1 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `masoudpz` | [profile](https://github.com/masoudpz) | no | FIRST_TIME_CONTRIBUTOR | 4678d | `2026-04-02T00:31:07Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `medhakimbedhief` | [profile](https://github.com/medhakimbedhief) | no | CONTRIBUTOR | 2241d | `2026-03-03T03:19:25Z` | 1 | 1 | strong | low | low | targets high-star repos |
@@ -250,6 +249,7 @@
 | `gaurav0107` | [profile](https://github.com/gaurav0107) | no | CONTRIBUTOR | 3970d | `2026-04-23T19:12:43Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `giulio-leone` | [profile](https://github.com/giulio-leone) | no | NONE | 4423d | `2026-02-28T06:22:19Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `glegendre01` | [profile](https://github.com/glegendre01) | no | MEMBER | 1282d | `2026-04-21T12:37:31Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
+| `GuaiZai233` | [profile](https://github.com/GuaiZai233) | yes | CONTRIBUTOR | 821d | `2026-04-28T15:36:03Z` | 1 | 0 | strong | low | low | — |
 | `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 2974d | `2026-04-10T11:59:37Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
 | `hardikmeisheri` | [profile](https://github.com/hardikmeisheri) | no | FIRST_TIMER | 3948d | `2026-02-28T16:49:27Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `HelloAnner` | [profile](https://github.com/HelloAnner) | no | NONE | 1658d | `2026-04-11T06:22:52Z` | 1 | 0 | mixed | low | low | — |
@@ -271,7 +271,7 @@
 | `JiauZhang` | [profile](https://github.com/JiauZhang) | no | CONTRIBUTOR | 2918d | `2026-04-15T14:00:11Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `JiwaniZakir` | [profile](https://github.com/JiwaniZakir) | no | CONTRIBUTOR | 1386d | `2026-03-17T05:11:16Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
 | `jjjamie` | [profile](https://github.com/jjjamie) | no | FIRST_TIME_CONTRIBUTOR | 4994d | `2026-04-21T15:57:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `joerowell` | [profile](https://github.com/joerowell) | yes | CONTRIBUTOR | 3394d | `2026-04-28T08:24:28Z` | 1 | 0 | strong | low | low | targets high-star repos |
+| `joerowell` | [profile](https://github.com/joerowell) | no | CONTRIBUTOR | 3394d | `2026-04-28T08:24:28Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `JokeYoonic` | [profile](https://github.com/JokeYoonic) | no | FIRST_TIME_CONTRIBUTOR | 770d | `2026-03-13T16:28:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `jonghwanhyeon` | [profile](https://github.com/jonghwanhyeon) | no | CONTRIBUTOR | 5135d | `2026-04-21T11:42:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `JonusClapshaw` | [profile](https://github.com/JonusClapshaw) | no | NONE | 2428d | `2026-02-24T22:09:56Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share; no visible non-self stars |
@@ -315,7 +315,6 @@
 | `omyaaa1` | [profile](https://github.com/omyaaa1) | no | NONE | 519d | `2026-03-19T04:48:58Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Oneirag` | [profile](https://github.com/Oneirag) | no | FIRST_TIME_CONTRIBUTOR | 4233d | `2026-04-24T04:00:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `orbisai0security` | [profile](https://github.com/orbisai0security) | no | NONE | 160d | `2026-03-30T15:02:06Z` | 1 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `overcastbulb` | [profile](https://github.com/overcastbulb) | no | NONE | 1530d | `2026-02-27T14:37:19Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs |
 | `owwll` | [profile](https://github.com/owwll) | no | NONE | 636d | `2026-04-10T21:13:32Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `partacc` | [profile](https://github.com/partacc) | no | NONE | 282d | `2026-04-07T20:07:02Z` | 1 | 0 | n/a | low | low | young account; no visible non-self stars |
 | `pdufour` | [profile](https://github.com/pdufour) | no | FIRST_TIME_CONTRIBUTOR | 5247d | `2026-04-04T00:15:04Z` | 1 | 0 | weak | moderate | low | high open PR share |
@@ -327,6 +326,7 @@
 | `pratapyash` | [profile](https://github.com/pratapyash) | no | NONE | 3227d | `2026-04-24T07:14:52Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `rain-1` | [profile](https://github.com/rain-1) | no | CONTRIBUTOR | 3706d | `2026-03-10T07:09:07Z` | 1 | 0 | weak | low | low | high open PR share |
 | `RicardoLee510520` | [profile](https://github.com/RicardoLee510520) | no | FIRST_TIMER | 168d | `2026-03-19T06:30:53Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
+| `rigen1048` | [profile](https://github.com/rigen1048) | yes | FIRST_TIME_CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 1 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Rohang2005` | [profile](https://github.com/Rohang2005) | no | NONE | 817d | `2026-03-04T08:13:38Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `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 |
@@ -399,12 +399,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
 - repo first seen: `2026-01-21T16:52:29Z`
-- repo last seen: `2026-04-28T08:51:01Z`
+- repo last seen: `2026-04-28T13:17:59Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **88**
 - snapshot authored PRs/issues: **82 PRs / 6 issues**
-- snapshot discussion activity: **156 comments / 181 reviews / 170 review comments**
+- snapshot discussion activity: **158 comments / 181 reviews / 170 review comments**
 - account age: **5839 days**
 - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
 - public orgs: `AFPy`, `faitmain`, `circus-tent`
@@ -425,12 +425,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
 - repo first seen: `2025-03-31T13:54:54Z`
-- repo last seen: `2026-04-28T08:49:56Z`
+- repo last seen: `2026-04-28T17:16:46Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **75**
 - snapshot authored PRs/issues: **75 PRs / 0 issues**
-- snapshot discussion activity: **92 comments / 173 reviews / 131 review comments**
+- snapshot discussion activity: **102 comments / 180 reviews / 135 review comments**
 - account age: **4938 days**
 - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
 - public orgs: none visible
@@ -448,12 +448,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
 - repo first seen: `2024-09-26T09:23:39Z`
-- repo last seen: `2026-04-28T10:52:25Z`
+- repo last seen: `2026-04-28T14:21:03Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **70**
 - snapshot authored PRs/issues: **70 PRs / 0 issues**
-- snapshot discussion activity: **472 comments / 678 reviews / 1652 review comments**
+- snapshot discussion activity: **472 comments / 679 reviews / 1653 review comments**
 - account age: **1508 days**
 - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
 - public orgs: `huggingface`, `deeppavlov`
@@ -471,12 +471,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
 - repo first seen: `2025-06-20T09:58:55Z`
-- repo last seen: `2026-04-28T09:53:08Z`
+- repo last seen: `2026-04-28T13:58:48Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **69**
 - snapshot authored PRs/issues: **65 PRs / 4 issues**
-- snapshot discussion activity: **56 comments / 48 reviews / 47 review comments**
+- snapshot discussion activity: **57 comments / 48 reviews / 47 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
@@ -522,12 +522,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc)
 - repo first seen: `2024-09-02T13:41:47Z`
-- repo last seen: `2026-04-24T17:04:53Z`
+- repo last seen: `2026-04-28T17:06:04Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **43**
-- snapshot authored PRs/issues: **41 PRs / 2 issues**
-- snapshot discussion activity: **167 comments / 279 reviews / 411 review comments**
+- repo primary artifacts: **45**
+- snapshot authored PRs/issues: **43 PRs / 2 issues**
+- snapshot discussion activity: **171 comments / 279 reviews / 411 review comments**
 - account age: **2360 days**
 - recent public PR activity: **35 PRs** (28 merged / 3 closed-unmerged / 4 open; merged rate **80%**, closed-unmerged rate **9%**, open rate **11%**)
 - public orgs: `huggingface`
@@ -535,9 +535,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #45691: [serve] cb error ](https://github.com/huggingface/transformers/pull/45691) — open
+- [PR #45690: [serve] Support for reasoning ](https://github.com/huggingface/transformers/pull/45690) — open
 - [PR #45640: [Trainer] default to FSDP2, simplify API around fsdp + fsdp_config](https://github.com/huggingface/transformers/pull/45640) — open
-- [PR #45485: [serve] Update tool call to switch to `parse_response`](https://github.com/huggingface/transformers/pull/45485) — closed, merged
-- [PR #45480: Update quants tests ](https://github.com/huggingface/transformers/pull/45480) — open
 - [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
 
@@ -547,12 +547,12 @@ Example artifacts:
 - 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`
+- repo last seen: `2026-04-28T16:03:44Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **41**
 - snapshot authored PRs/issues: **40 PRs / 1 issues**
-- snapshot discussion activity: **25 comments / 110 reviews / 185 review comments**
+- snapshot discussion activity: **25 comments / 113 reviews / 192 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`
@@ -560,8 +560,8 @@ Example artifacts:
 - 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 #45659: [docs] dtype](https://github.com/huggingface/transformers/pull/45659) — open
+- [PR #45660: [docs] cpu offloading](https://github.com/huggingface/transformers/pull/45660) — closed, merged
+- [PR #45659: [docs] dtype](https://github.com/huggingface/transformers/pull/45659) — closed, merged
 - [PR #45612: [docs] update model cards](https://github.com/huggingface/transformers/pull/45612) — open
 - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
 
@@ -571,12 +571,12 @@ Example artifacts:
 - 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: `2026-04-28T11:41:04Z`
+- repo last seen: `2026-04-28T17:27:43Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **40**
-- snapshot authored PRs/issues: **39 PRs / 1 issues**
-- snapshot discussion activity: **476 comments / 802 reviews / 3424 review comments**
+- repo primary artifacts: **41**
+- snapshot authored PRs/issues: **40 PRs / 1 issues**
+- snapshot discussion activity: **476 comments / 804 reviews / 3425 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
@@ -584,9 +584,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #45689: fixing more typos](https://github.com/huggingface/transformers/pull/45689) — closed, merged
 - [PR #45583: Update dev version](https://github.com/huggingface/transformers/pull/45583) — closed, merged
 - [PR #45580: [`Privacy Filter`] Add model](https://github.com/huggingface/transformers/pull/45580) — closed, merged
-- [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
 
 ### `Rocketknight1`
@@ -657,7 +657,7 @@ Example artifacts:
 - heuristic read: **no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #45680: change got reverted](https://github.com/huggingface/transformers/pull/45680) — open
+- [PR #45680: change got reverted](https://github.com/huggingface/transformers/pull/45680) — closed, merged
 - [PR #45435: do not index past decoded chars with special tokens](https://github.com/huggingface/transformers/pull/45435) — closed, merged
 - [PR #45133: Add sarvam model](https://github.com/huggingface/transformers/pull/45133) — open, draft
 
@@ -684,29 +684,6 @@ Example artifacts:
 - [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
 
-### `ManasVardhan`
-
-- profile: [github.com/ManasVardhan](https://github.com/ManasVardhan)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AManasVardhan)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AManasVardhan)
-- repo first seen: `2026-02-15T11:10:48Z`
-- repo last seen: `2026-03-01T17:07:35Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **22**
-- snapshot authored PRs/issues: **22 PRs / 0 issues**
-- snapshot discussion activity: **15 comments / 0 reviews / 0 review comments**
-- account age: **2488 days**
-- recent public PR activity: **53 PRs** (15 merged / 38 closed-unmerged / 0 open; merged rate **28%**, closed-unmerged rate **72%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
-- heuristic read: **high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #44374: Fix incorrect position_ids docstring in modeling_flash_attention_utils.py](https://github.com/huggingface/transformers/pull/44374) — closed
-- [PR #44335: Refactor RoFormer output tracing with @capture_outputs and @can_return_tuple](https://github.com/huggingface/transformers/pull/44335) — closed
-- [PR #44333: Refactor ALBERT to use named attributes and remove redundant return_dict=True](https://github.com/huggingface/transformers/pull/44333) — closed
-
 ### `remi-or`
 
 - profile: [github.com/remi-or](https://github.com/remi-or)
@@ -834,12 +811,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
 - repo first seen: `2025-07-04T08:41:29Z`
-- repo last seen: `2026-04-26T10:45:07Z`
+- repo last seen: `2026-04-28T17:51:25Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **20**
 - snapshot authored PRs/issues: **17 PRs / 3 issues**
-- snapshot discussion activity: **45 comments / 168 reviews / 145 review comments**
+- snapshot discussion activity: **48 comments / 168 reviews / 145 review comments**
 - account age: **2354 days**
 - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
 - public orgs: `huggingface`, `Chouafa`
@@ -907,12 +884,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqgallouedec)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqgallouedec)
 - repo first seen: `2024-12-13T13:39:10Z`
-- repo last seen: `2026-04-24T23:22:28Z`
+- repo last seen: `2026-04-28T17:32:03Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **28**
 - snapshot authored PRs/issues: **15 PRs / 13 issues**
-- snapshot discussion activity: **33 comments / 45 reviews / 44 review comments**
+- snapshot discussion activity: **33 comments / 46 reviews / 44 review comments**
 - account age: **2692 days**
 - recent public PR activity: **128 PRs** (102 merged / 5 closed-unmerged / 21 open; merged rate **80%**, closed-unmerged rate **4%**, open rate **16%**)
 - public orgs: `huggingface`
@@ -1122,12 +1099,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acasinca)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acasinca)
 - repo first seen: `2025-12-10T12:31:18Z`
-- repo last seen: `2026-04-28T11:59:45Z`
+- repo last seen: `2026-04-28T17:39:50Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **10**
 - snapshot authored PRs/issues: **8 PRs / 2 issues**
-- snapshot discussion activity: **14 comments / 22 reviews / 22 review comments**
+- snapshot discussion activity: **15 comments / 26 reviews / 26 review comments**
 - account age: **2626 days**
 - recent public PR activity: **22 PRs** (17 merged / 1 closed-unmerged / 4 open; merged rate **77%**, closed-unmerged rate **5%**, open rate **18%**)
 - public orgs: none visible
@@ -1987,12 +1964,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
 - repo first seen: `2025-07-25T12:59:52Z`
-- repo last seen: `2026-04-24T19:04:02Z`
+- repo last seen: `2026-04-28T13:33:35Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **9**
 - snapshot authored PRs/issues: **9 PRs / 0 issues**
-- snapshot discussion activity: **60 comments / 198 reviews / 660 review comments**
+- snapshot discussion activity: **60 comments / 202 reviews / 664 review comments**
 - account age: **4683 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: `LCAV`
@@ -3102,28 +3079,6 @@ Example artifacts:
 - [PR #45369: fix(generation): handle CUDA multinomial limit in beam search sampling](https://github.com/huggingface/transformers/pull/45369) — closed
 - [PR #45368: fix(serving): resolve rust tokenizer from ProcessorMixin in streaming generation](https://github.com/huggingface/transformers/pull/45368) — closed, merged
 
-### `tonglei19961121`
-
-- profile: [github.com/tonglei19961121](https://github.com/tonglei19961121)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atonglei19961121)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atonglei19961121)
-- repo first seen: `2026-02-27T11:44:01Z`
-- repo last seen: `2026-02-27T12:29:06Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **2272 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 #44324: docs: Add document-question-answering example to pipeline tutorial](https://github.com/huggingface/transformers/pull/44324) — closed
-- [PR #44323: docs: Add document-question-answering example to pipeline tutorial](https://github.com/huggingface/transformers/pull/44323) — closed
-
 ### `tyler-romero`
 
 - profile: [github.com/tyler-romero](https://github.com/tyler-romero)
@@ -3257,6 +3212,29 @@ Example artifacts:
 - [PR #44123: Avoid device sync in training loss accumulation](https://github.com/huggingface/transformers/pull/44123) — open
 - [PR #44069: Use torch.isfinite](https://github.com/huggingface/transformers/pull/44069) — closed, merged
 
+### `ManasVardhan`
+
+- profile: [github.com/ManasVardhan](https://github.com/ManasVardhan)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AManasVardhan)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AManasVardhan)
+- repo first seen: `2026-02-15T11:10:48Z`
+- repo last seen: `2026-03-01T17:07:35Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **22**
+- snapshot authored PRs/issues: **22 PRs / 0 issues**
+- snapshot discussion activity: **15 comments / 0 reviews / 0 review comments**
+- account age: **2488 days**
+- recent public PR activity: **53 PRs** (15 merged / 38 closed-unmerged / 0 open; merged rate **28%**, closed-unmerged rate **72%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
+- heuristic read: **high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #44374: Fix incorrect position_ids docstring in modeling_flash_attention_utils.py](https://github.com/huggingface/transformers/pull/44374) — closed
+- [PR #44335: Refactor RoFormer output tracing with @capture_outputs and @can_return_tuple](https://github.com/huggingface/transformers/pull/44335) — closed
+- [PR #44333: Refactor ALBERT to use named attributes and remove redundant return_dict=True](https://github.com/huggingface/transformers/pull/44333) — closed
+
 ### `jashshah999`
 
 - profile: [github.com/jashshah999](https://github.com/jashshah999)
@@ -3401,12 +3379,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Athisisiron)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Athisisiron)
 - repo first seen: `2025-08-20T15:17:54Z`
-- repo last seen: `2026-04-25T14:35:17Z`
+- repo last seen: `2026-04-28T14:48:50Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **5 comments / 27 reviews / 27 review comments**
+- snapshot discussion activity: **5 comments / 29 reviews / 29 review comments**
 - account age: **3447 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: `ai-rush-2019`, `bcaitech1`, `ml-zip`
@@ -3550,28 +3528,6 @@ Example artifacts:
 - [PR #44429: Fix ANSI codes emitted in loading_report when stdout is not a TTY](https://github.com/huggingface/transformers/pull/44429) — closed
 - [PR #44243: fix: add load balancing loss when output_router_logits=False](https://github.com/huggingface/transformers/pull/44243) — closed
 
-### `tysoncung`
-
-- profile: [github.com/tysoncung](https://github.com/tysoncung)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atysoncung)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atysoncung)
-- repo first seen: `2026-02-17T02:03:30Z`
-- repo last seen: `2026-02-27T16:11:46Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **2698 days**
-- recent public PR activity: **149 PRs** (34 merged / 74 closed-unmerged / 41 open; merged rate **23%**, closed-unmerged rate **50%**, open rate **28%**)
-- 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 #44332: Fix typos in comments and docstrings](https://github.com/huggingface/transformers/pull/44332) — closed, merged
-- [PR #44065: Refactor CTRL model output tracing with capture_outputs and can_return_tuple](https://github.com/huggingface/transformers/pull/44065) — closed
-
 ### `vasanthrpjan1-boop`
 
 - profile: [github.com/vasanthrpjan1-boop](https://github.com/vasanthrpjan1-boop)
@@ -3732,6 +3688,29 @@ Example artifacts:
 - [Issue #45593: D-FINE not using any auxiliary losses when denoising is turned off](https://github.com/huggingface/transformers/issues/45593) — closed
 - [Issue #44857: LwDetrImageLoss crashes when using float16 AMP and Cuda](https://github.com/huggingface/transformers/issues/44857) — closed
 
+### `nurpax`
+
+- profile: [github.com/nurpax](https://github.com/nurpax)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anurpax)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anurpax)
+- repo first seen: `2026-04-24T14:04:02Z`
+- repo last seen: `2026-04-28T14:13:20Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **1 PRs / 2 issues**
+- snapshot discussion activity: **4 comments / 1 reviews / 1 review comments**
+- account age: **5805 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 #45686: Fix custom-module copies inheriting read-only permissions](https://github.com/huggingface/transformers/pull/45686) — open
+- [Issue #45684: save_pretrained` (with `register_for_auto_class`) propagates read-only permissions from custom-model source files](https://github.com/huggingface/transformers/issues/45684) — open
+- [Issue #45632: `trust_remote_code` cache path collides for local models sharing a leaf directory name](https://github.com/huggingface/transformers/issues/45632) — open
+
 ### `oleksii-tumanov`
 
 - profile: [github.com/oleksii-tumanov](https://github.com/oleksii-tumanov)
@@ -3778,6 +3757,29 @@ Example artifacts:
 - [Issue #44928: [Bug] Catastrophic gradient explosion (NaN) in RLHF with Qwen3.5 due to 3D position_ids forcing SDPA Math fallback and BF16 collapse](https://github.com/huggingface/transformers/issues/44928) — open
 - [Issue #44910: [Bug] Flash Attention crashes with illegal memory access on Qwen3.5 due to 3D position_ids being misinterpreted as packed sequence](https://github.com/huggingface/transformers/issues/44910) — closed
 
+### `softguy777`
+
+- profile: [github.com/softguy777](https://github.com/softguy777)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asoftguy777)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asoftguy777)
+- repo first seen: `2026-04-28T08:23:48Z`
+- repo last seen: `2026-04-28T13:02:44Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIMER**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **1 PRs / 2 issues**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- account age: **955 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 #45683: Exclude audio modules from conversion process](https://github.com/huggingface/transformers/pull/45683) — open
+- [Issue #45674: [BitsAndBytesConfig] Providing llm_int8_skip_modules clears the default lm_head exclusion, causing AssertionError in 4-bit inference](https://github.com/huggingface/transformers/issues/45674) — open
+- [Issue #45672: [Gemma4] torch.finfo() TypeError on uint8 weights in audio modules during 4-bit (NF4) inference](https://github.com/huggingface/transformers/issues/45672) — open
+
 ### `abhijeet-dhumal`
 
 - profile: [github.com/abhijeet-dhumal](https://github.com/abhijeet-dhumal)
@@ -4284,28 +4286,6 @@ Example artifacts:
 - [PR #45519: [Trainer] Add ddp_static_graph option](https://github.com/huggingface/transformers/pull/45519) — closed, merged
 - [Issue #45518: Expose static_graph DDP flag via TrainingArguments](https://github.com/huggingface/transformers/issues/45518) — closed
 
-### `linfeng-du`
-
-- profile: [github.com/linfeng-du](https://github.com/linfeng-du)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alinfeng-du)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alinfeng-du)
-- repo first seen: `2026-02-27T02:57:03Z`
-- repo last seen: `2026-02-27T21:48:17Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
-- account age: **3031 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 #44329: Enable Liger Kernel when doing hyperparameter search.](https://github.com/huggingface/transformers/pull/44329) — closed, merged
-- [Issue #44315: Liger Kernel is not applied when creating the model with `model_init`](https://github.com/huggingface/transformers/issues/44315) — closed
-
 ### `mango766`
 
 - profile: [github.com/mango766](https://github.com/mango766)
@@ -5772,6 +5752,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45550: Add runner selection for mi325 GPU type](https://github.com/huggingface/transformers/pull/45550) — open, draft
 
+### `GuaiZai233`
+
+- profile: [github.com/GuaiZai233](https://github.com/GuaiZai233)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AGuaiZai233)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AGuaiZai233)
+- repo first seen: `2026-04-28T15:36:03Z`
+- repo last seen: `2026-04-28T15:52:18Z`
+- first seen in snapshot: **yes**
+- 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: **821 days**
+- recent public PR activity: **9 PRs** (9 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 #45688: docs(README_zh-hans): clarify conditions for not using Transformers](https://github.com/huggingface/transformers/pull/45688) — closed, merged
+
 ### `hanouticelina`
 
 - profile: [github.com/hanouticelina](https://github.com/hanouticelina)
@@ -6094,12 +6095,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJeevang1-epic)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJeevang1-epic)
 - repo first seen: `2026-04-24T19:22:05Z`
-- repo last seen: `2026-04-25T17:22:29Z`
+- repo last seen: `2026-04-28T16:17:27Z`
 - 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 / 1 reviews / 1 review comments**
+- snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
 - account age: **207 days**
 - recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -6221,7 +6222,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajoerowell)
 - repo first seen: `2026-04-28T08:24:28Z`
 - repo last seen: `2026-04-28T08:24:28Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -7138,27 +7139,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45121: fix: remove unsafe exec() in serve.py](https://github.com/huggingface/transformers/pull/45121) — closed
 
-### `overcastbulb`
-
-- profile: [github.com/overcastbulb](https://github.com/overcastbulb)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aovercastbulb)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aovercastbulb)
-- repo first seen: `2026-02-27T14:37:19Z`
-- repo last seen: `2026-02-27T14:37:19Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1530 days**
-- recent public PR activity: **9 PRs** (4 merged / 5 closed-unmerged / 0 open; merged rate **44%**, closed-unmerged rate **56%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs**
-
-Example artifacts:
-- [PR #44326: docs: Add zero-shot-classification example to pipeline tutorial](https://github.com/huggingface/transformers/pull/44326) — closed
-
 ### `owwll`
 
 - profile: [github.com/owwll](https://github.com/owwll)
@@ -7390,6 +7370,27 @@ Example artifacts:
 Example artifacts:
 - [PR #44846: [Docs] Update DeiT model card to new format](https://github.com/huggingface/transformers/pull/44846) — closed
 
+### `rigen1048`
+
+- profile: [github.com/rigen1048](https://github.com/rigen1048)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arigen1048)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arigen1048)
+- repo first seen: `2026-04-28T15:23:48Z`
+- repo last seen: `2026-04-28T15:23:48Z`
+- 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: **92 days**
+- recent public PR activity: **5 PRs** (0 merged / 3 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **60%**, open rate **40%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
+- heuristic read: **young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45687: fix: Made histc_input robust for broader hardware](https://github.com/huggingface/transformers/pull/45687) — open
+
 ### `Rohang2005`
 
 - profile: [github.com/Rohang2005](https://github.com/Rohang2005)

new_contributors.parquet

@@ -1,3 +1,3 @@
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-size 63839
+oid sha256:f1140a1ba63548441f9ec3e26d0f61ad14e27bdf0ddb00e845a175d584b3f7d9
+size 63681

pr-scope-clusters.json

@@ -1,8 +1,8 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260428T120019Z",
-  "generated_at": "2026-04-28T12:02:10Z",
-  "cluster_count": 45,
+  "snapshot_id": "20260428T180033Z",
+  "generated_at": "2026-04-28T18:02:11Z",
+  "cluster_count": 47,
   "pr_scope_clusters": [
     {
       "cluster_id": "pr-scope-43636-10",
@@ -48,8 +48,8 @@
         {
           "left_pr_number": 43663,
           "right_pr_number": 45067,
-          "similarity": 0.626,
-          "content_similarity": 0.466,
+          "similarity": 0.625,
+          "content_similarity": 0.465,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -81,7 +81,7 @@
           "left_pr_number": 43651,
           "right_pr_number": 45067,
           "similarity": 0.523,
-          "content_similarity": 0.379,
+          "content_similarity": 0.378,
           "size_similarity": 0.72,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -96,7 +96,7 @@
         {
           "left_pr_number": 43663,
           "right_pr_number": 44123,
-          "similarity": 0.509,
+          "similarity": 0.508,
           "content_similarity": 0.415,
           "size_similarity": 0.455,
           "breadth_similarity": 1.0,
@@ -112,7 +112,7 @@
         {
           "left_pr_number": 44257,
           "right_pr_number": 44660,
-          "similarity": 0.497,
+          "similarity": 0.496,
           "content_similarity": 0.281,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
@@ -145,7 +145,7 @@
           "left_pr_number": 43663,
           "right_pr_number": 44660,
           "similarity": 0.473,
-          "content_similarity": 0.411,
+          "content_similarity": 0.41,
           "size_similarity": 0.24,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -176,8 +176,8 @@
         {
           "left_pr_number": 43636,
           "right_pr_number": 43663,
-          "similarity": 0.469,
-          "content_similarity": 0.361,
+          "similarity": 0.468,
+          "content_similarity": 0.36,
           "size_similarity": 0.44,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -192,8 +192,8 @@
         {
           "left_pr_number": 43663,
           "right_pr_number": 44189,
-          "similarity": 0.452,
-          "content_similarity": 0.397,
+          "similarity": 0.451,
+          "content_similarity": 0.396,
           "size_similarity": 0.16,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -206,11 +206,11 @@
           ]
         },
         {
-          "left_pr_number": 44189,
-          "right_pr_number": 45055,
-          "similarity": 0.448,
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@@ -1390,8 +1240,8 @@
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+  "next_since": "2026-04-28T18:00:33Z",
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-  "snapshot_dir": "snapshots/20260428T120019Z"
+  "snapshot_dir": "snapshots/20260428T180033Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-04-28T06:00:15Z",
-  "last_successful_snapshot_id": "20260428T120019Z",
-  "next_since": "2026-04-28T12:00:19Z",
+  "effective_since": "2026-04-28T12:00:19Z",
+  "last_successful_snapshot_id": "20260428T180033Z",
+  "next_since": "2026-04-28T18:00:33Z",
   "repo": "huggingface/transformers",
-  "updated_at": "2026-04-28T12:00:19Z"
+  "updated_at": "2026-04-28T18:00:33Z"
 }