Refresh transformers dataset snapshot 20260506T180045Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260506T120019Z`
+- latest snapshot: `20260506T180045Z`
 - raw data only; no labels or moderation decisions
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new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260506T120019Z`
-- Generated: `2026-05-06T12:01:32Z`
+- Snapshot: `20260506T180045Z`
+- Generated: `2026-05-06T18:02:11Z`
 - Activity window: `60d`
-- Contributors: `361`
+- Contributors: `362`
 
 ## Summary
 
@@ -12,12 +12,12 @@
 | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 85 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 85 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 77 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
-| `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 73 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 74 | 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 |
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 44 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; 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 |
-| `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 42 | 1 | mixed | low | low | targets high-star repos |
+| `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 43 | 1 | mixed | low | low | targets high-star repos |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 39 | 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` | 29 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
@@ -80,6 +80,7 @@
 | `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 |
 | `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 |
+| `Abineshabee` | [profile](https://github.com/Abineshabee) | no | CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 2 | 1 | mixed | moderate | low | many recent closed-unmerged PRs; 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 |
 | `Milan-Bhimani` | [profile](https://github.com/Milan-Bhimani) | no | FIRST_TIME_CONTRIBUTOR | 823d | `2026-04-30T06:10:00Z` | 2 | 1 | mixed | low | low | many recent closed-unmerged PRs |
 | `Aftabbs` | [profile](https://github.com/Aftabbs) | no | NONE | 1318d | `2026-04-12T08:48:26Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
@@ -109,6 +110,7 @@
 | `KetanP1618` | [profile](https://github.com/KetanP1618) | no | FIRST_TIME_CONTRIBUTOR | 1632d | `2026-04-06T17:41:14Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `kmbhattt-aws` | [profile](https://github.com/kmbhattt-aws) | no | FIRST_TIME_CONTRIBUTOR | 37d | `2026-03-11T01:01:18Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `knQzx` | [profile](https://github.com/knQzx) | no | FIRST_TIME_CONTRIBUTOR | 1956d | `2026-03-28T16:37:49Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
+| `lgeiger` | [profile](https://github.com/lgeiger) | no | CONTRIBUTOR | 3947d | `2026-04-30T12:35:42Z` | 2 | 0 | mixed | moderate | low | — |
 | `louzongzhi` | [profile](https://github.com/louzongzhi) | no | CONTRIBUTOR | 1325d | `2026-04-14T05:14:08Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `matdou` | [profile](https://github.com/matdou) | no | FIRST_TIME_CONTRIBUTOR | 1502d | `2026-03-26T23:00:35Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `maxsloef-goodfire` | [profile](https://github.com/maxsloef-goodfire) | no | CONTRIBUTOR | 315d | `2026-03-21T20:25:51Z` | 2 | 0 | mixed | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -132,7 +134,6 @@
 | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3697d | `2025-08-10T08:43:09Z` | 24 | 0 | mixed | moderate | low | extremely high recent PR volume |
 | `CodersAcademy006` | [profile](https://github.com/CodersAcademy006) | no | CONTRIBUTOR | 1448d | `2025-10-15T09:44:53Z` | 6 | 0 | weak | moderate | low | 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 |
-| `math-hiyoko` | [profile](https://github.com/math-hiyoko) | no | CONTRIBUTOR | 2390d | `2026-02-08T01:31:10Z` | 4 | 7 | strong | low | low | 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 |
 | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 4 | 0 | weak | low | low | high open PR share; 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 |
@@ -159,7 +160,6 @@
 | `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 |
-| `Abineshabee` | [profile](https://github.com/Abineshabee) | no | CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 1 | 1 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `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 | — |
 | `andylizf` | [profile](https://github.com/andylizf) | no | FIRST_TIME_CONTRIBUTOR | 3277d | `2026-03-24T04:53:11Z` | 1 | 1 | strong | moderate | low | targets high-star repos |
@@ -247,8 +247,9 @@
 | `evalstate` | [profile](https://github.com/evalstate) | no | MEMBER | 5042d | `2026-04-23T11:41:51Z` | 1 | 0 | n/a | low | low | — |
 | `Exile333` | [profile](https://github.com/Exile333) | no | FIRST_TIME_CONTRIBUTOR | 3582d | `2026-04-30T16:23:49Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `fm1320` | [profile](https://github.com/fm1320) | no | FIRST_TIME_CONTRIBUTOR | 2016d | `2026-05-02T02:04:46Z` | 1 | 0 | strong | high | low | high recent PR volume; broad repo spread |
-| `fyhon` | [profile](https://github.com/fyhon) | yes | NONE | 1467d | `2026-05-06T09:12:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `fyhon` | [profile](https://github.com/fyhon) | no | NONE | 1467d | `2026-05-06T09:12:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `gagandhakrey` | [profile](https://github.com/gagandhakrey) | no | NONE | 2285d | `2026-04-05T03:45:23Z` | 1 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `GANESH-NADKARNI` | [profile](https://github.com/GANESH-NADKARNI) | yes | FIRST_TIME_CONTRIBUTOR | 631d | `2026-05-06T16:10:59Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `garybadwal` | [profile](https://github.com/garybadwal) | no | FIRST_TIME_CONTRIBUTOR | 1178d | `2026-04-21T04:38:14Z` | 1 | 0 | weak | low | low | targets high-star repos |
 | `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 |
 | `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 |
@@ -286,7 +287,6 @@
 | `kuishou68` | [profile](https://github.com/kuishou68) | no | NONE | 2457d | `2026-05-05T02:27:41Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `kulkarni-rohan` | [profile](https://github.com/kulkarni-rohan) | no | FIRST_TIME_CONTRIBUTOR | 3161d | `2026-03-14T20:01:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `layla1824` | [profile](https://github.com/layla1824) | no | FIRST_TIMER | 2241d | `2026-03-26T16:48:53Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `lgeiger` | [profile](https://github.com/lgeiger) | no | CONTRIBUTOR | 3947d | `2026-04-30T12:35:42Z` | 1 | 0 | mixed | moderate | low | — |
 | `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) | no | FIRST_TIME_CONTRIBUTOR | 4682d | `2026-04-27T23:02:07Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -329,7 +329,7 @@
 | `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 |
 | `RobTand` | [profile](https://github.com/RobTand) | no | NONE | 3405d | `2026-05-02T19:12:41Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
 | `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 |
-| `rraghavkaushik` | [profile](https://github.com/rraghavkaushik) | yes | FIRST_TIME_CONTRIBUTOR | 1057d | `2026-05-06T10:53:47Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `rraghavkaushik` | [profile](https://github.com/rraghavkaushik) | no | FIRST_TIME_CONTRIBUTOR | 1057d | `2026-05-06T10:53:47Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `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) | no | CONTRIBUTOR | 3277d | `2026-04-27T21:19:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -344,7 +344,7 @@
 | `shaealh` | [profile](https://github.com/shaealh) | no | FIRST_TIME_CONTRIBUTOR | 70d | `2026-03-13T05:05:01Z` | 1 | 0 | mixed | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `shhKnight30` | [profile](https://github.com/shhKnight30) | no | CONTRIBUTOR | 931d | `2026-04-04T10:29:57Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `Shikhar-S` | [profile](https://github.com/Shikhar-S) | no | FIRST_TIME_CONTRIBUTOR | 3763d | `2026-04-10T04:26:05Z` | 1 | 0 | weak | low | low | high open PR share |
-| `silencelamb` | [profile](https://github.com/silencelamb) | no | FIRST_TIME_CONTRIBUTOR | 4218d | `2026-05-05T09:41:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `silencelamb` | [profile](https://github.com/silencelamb) | no | CONTRIBUTOR | 4218d | `2026-05-05T09:41:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `simon-testaccount` | [profile](https://github.com/simon-testaccount) | no | NONE | 545d | `2026-05-05T09:01:04Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
 | `SindhuRaghuram97` | [profile](https://github.com/SindhuRaghuram97) | no | CONTRIBUTOR | 1319d | `2026-05-05T14:47:02Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `songyuc` | [profile](https://github.com/songyuc) | no | NONE | 3292d | `2026-04-12T12:53:49Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -354,6 +354,7 @@
 | `Talhax55z` | [profile](https://github.com/Talhax55z) | no | NONE | 79d | `2026-04-03T16:36:25Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars |
 | `tejasae-afk` | [profile](https://github.com/tejasae-afk) | no | NONE | 408d | `2026-03-13T21:22:07Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
 | `tianhaocui` | [profile](https://github.com/tianhaocui) | no | FIRST_TIME_CONTRIBUTOR | 2442d | `2026-04-19T10:27:36Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
+| `TuringTux` | [profile](https://github.com/TuringTux) | yes | FIRST_TIME_CONTRIBUTOR | 2477d | `2026-05-06T16:55:33Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `vai-minzhou` | [profile](https://github.com/vai-minzhou) | no | CONTRIBUTOR | 723d | `2026-04-23T01:47:23Z` | 1 | 0 | mixed | low | low | high open PR share |
 | `VanshikaSohal` | [profile](https://github.com/VanshikaSohal) | no | CONTRIBUTOR | 564d | `2026-03-22T18:45:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `vimal-crypto` | [profile](https://github.com/vimal-crypto) | no | FIRST_TIME_CONTRIBUTOR | 981d | `2026-03-11T12:37:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -379,12 +380,12 @@
 - 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: `2026-05-06T11:37:19Z`
+- repo last seen: `2026-05-06T13:36:08Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **91**
 - snapshot authored PRs/issues: **85 PRs / 6 issues**
-- snapshot discussion activity: **169 comments / 190 reviews / 180 review comments**
+- snapshot discussion activity: **169 comments / 191 reviews / 180 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`
@@ -394,7 +395,7 @@
 Example artifacts:
 - [PR #45775: make sure we call check_auto in CI](https://github.com/huggingface/transformers/pull/45775) — closed, merged
 - [PR #45720: chore(mlinter): implement part of rule TRF003](https://github.com/huggingface/transformers/pull/45720) — open
-- [PR #45711: refector: renamed file glob to cache to make it clearer](https://github.com/huggingface/transformers/pull/45711) — open
+- [PR #45711: refector: renamed file glob to cache to make it clearer](https://github.com/huggingface/transformers/pull/45711) — closed, merged
 - [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — closed
 - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — closed
 - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
@@ -451,12 +452,12 @@ 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: `2026-05-06T10:51:49Z`
+- repo last seen: `2026-05-06T16:11:38Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **73**
-- snapshot authored PRs/issues: **73 PRs / 0 issues**
-- snapshot discussion activity: **506 comments / 741 reviews / 1773 review comments**
+- repo primary artifacts: **74**
+- snapshot authored PRs/issues: **74 PRs / 0 issues**
+- snapshot discussion activity: **510 comments / 746 reviews / 1777 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`
@@ -464,9 +465,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #45806: Fix decorator order](https://github.com/huggingface/transformers/pull/45806) — closed, merged
 - [PR #45802: Keep deleting ](https://github.com/huggingface/transformers/pull/45802) — open
 - [PR #45783: [generation] Encode multimodal data only once](https://github.com/huggingface/transformers/pull/45783) — open
-- [PR #45702: Reorder decorators for autodoc and dataclass](https://github.com/huggingface/transformers/pull/45702) — closed, merged
 
 ### `kaixuanliu`
 
@@ -500,12 +501,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
 - repo first seen: `2023-02-24T14:13:29Z`
-- repo last seen: `2026-05-06T00:29:25Z`
+- repo last seen: `2026-05-06T15:01:36Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **52**
 - snapshot authored PRs/issues: **50 PRs / 2 issues**
-- snapshot discussion activity: **155 comments / 538 reviews / 1060 review comments**
+- snapshot discussion activity: **155 comments / 541 reviews / 1072 review comments**
 - account age: **2590 days**
 - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
 - public orgs: none visible
@@ -574,12 +575,12 @@ 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: `2026-05-05T15:47:53Z`
+- repo last seen: `2026-05-06T17:17:24Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **43**
-- snapshot authored PRs/issues: **42 PRs / 1 issues**
-- snapshot discussion activity: **508 comments / 864 reviews / 3678 review comments**
+- repo primary artifacts: **44**
+- snapshot authored PRs/issues: **43 PRs / 1 issues**
+- snapshot discussion activity: **512 comments / 875 reviews / 3701 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
@@ -587,9 +588,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #45805: [`Granite 4.1 Vision`] Fixup integration tests](https://github.com/huggingface/transformers/pull/45805) — closed, merged
 - [PR #45726: update dev](https://github.com/huggingface/transformers/pull/45726) — closed, merged
 - [PR #45725: [`OAI Privacy Filter`] Add integration test](https://github.com/huggingface/transformers/pull/45725) — closed, merged
-- [PR #45689: fixing more typos](https://github.com/huggingface/transformers/pull/45689) — closed, merged
 - [Issue #40827: [`Cache`] Proper support for Linear Attention (related) caches](https://github.com/huggingface/transformers/issues/40827) — closed
 
 ### `Rocketknight1`
@@ -670,12 +671,12 @@ 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: `2026-05-01T15:24:25Z`
+- repo last seen: `2026-05-06T18:01:42Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **26**
 - snapshot authored PRs/issues: **26 PRs / 0 issues**
-- snapshot discussion activity: **51 comments / 181 reviews / 345 review comments**
+- snapshot discussion activity: **51 comments / 184 reviews / 348 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%**)
 - public orgs: `huggingface`
@@ -1347,7 +1348,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #45792: fix: forward use_cache kwarg to attention mixer in nemotron_h](https://github.com/huggingface/transformers/pull/45792) — closed, merged
-- [PR #45791: fix: validate special token ids against attribute values](https://github.com/huggingface/transformers/pull/45791) — open
+- [PR #45791: fix: validate special token ids against attribute values](https://github.com/huggingface/transformers/pull/45791) — closed, merged
 - [PR #45757: fix: align attention_mask padding with appended eos token in clvp](https://github.com/huggingface/transformers/pull/45757) — closed
 
 ### `juliendenize`
@@ -2064,6 +2065,29 @@ Example artifacts:
 - [Issue #45206: Gemma4: PLE (Per-Layer Embeddings) implementation is underdocumented and config is misleading](https://github.com/huggingface/transformers/issues/45206) — closed
 - [Issue #45205: Gemma4: chat_template missing from tokenizer_config.json, requires manual loading from separate file](https://github.com/huggingface/transformers/issues/45205) — open
 
+### `Abineshabee`
+
+- profile: [github.com/Abineshabee](https://github.com/Abineshabee)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbineshabee)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbineshabee)
+- repo first seen: `2026-04-13T08:59:27Z`
+- repo last seen: `2026-05-06T15:57:21Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **2 PRs / 1 issues**
+- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
+- account age: **1453 days**
+- recent public PR activity: **7 PRs** (3 merged / 3 closed-unmerged / 1 open; merged rate **43%**, closed-unmerged rate **43%**, open rate **14%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #45808: [Fuyu] Remove FuyuBatchFeature subclass, use BatchFeature with skip_tensor_conversion](https://github.com/huggingface/transformers/pull/45808) — open
+- [PR #45601: fix: compute auxiliary losses when denoising is disabled in D-FINE](https://github.com/huggingface/transformers/pull/45601) — closed, merged
+- [Issue #45803: [Bug] Bare `except:` in FuyuBatchFeature.convert_to_tensors() swallows KeyboardInterrupt and hides real errors](https://github.com/huggingface/transformers/issues/45803) — open
+
 ### `ionut-anghelina`
 
 - profile: [github.com/ionut-anghelina](https://github.com/ionut-anghelina)
@@ -2704,6 +2728,28 @@ Example artifacts:
 - [PR #45088: fix audio encoder output length formula in qwen3_omni_moe](https://github.com/huggingface/transformers/pull/45088) — closed
 - [PR #45086: fix AttributeError in _patch_mistral_regex](https://github.com/huggingface/transformers/pull/45086) — open
 
+### `lgeiger`
+
+- profile: [github.com/lgeiger](https://github.com/lgeiger)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Algeiger)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Algeiger)
+- repo first seen: `2026-04-30T12:35:42Z`
+- repo last seen: `2026-05-06T13:52:44Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- account age: **3947 days**
+- recent public PR activity: **20 PRs** (16 merged / 3 closed-unmerged / 1 open; merged rate **80%**, closed-unmerged rate **15%**, open rate **5%**)
+- public orgs: `zeromq`, `prebuild`, `plumerai`, `larq`
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #45807: Cache `merged_typed_dict` to not break `validate_typed_dict` caching](https://github.com/huggingface/transformers/pull/45807) — open
+- [PR #45719: Speedup Qwen2VLImageProcessor](https://github.com/huggingface/transformers/pull/45719) — closed, merged
+
 ### `louzongzhi`
 
 - profile: [github.com/louzongzhi](https://github.com/louzongzhi)
@@ -3213,32 +3259,6 @@ Example artifacts:
 - [PR #43665: fix](https://github.com/huggingface/transformers/pull/43665) — open
 - [PR #43648: check](https://github.com/huggingface/transformers/pull/43648) — closed
 
-### `math-hiyoko`
-
-- profile: [github.com/math-hiyoko](https://github.com/math-hiyoko)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amath-hiyoko)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amath-hiyoko)
-- repo first seen: `2026-02-08T01:31:10Z`
-- repo last seen: `2026-03-14T04:24:20Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **11**
-- snapshot authored PRs/issues: **4 PRs / 7 issues**
-- snapshot discussion activity: **5 comments / 1 reviews / 1 review comments**
-- account age: **2390 days**
-- recent public PR activity: **4 PRs** (3 merged / 0 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #44513: Fix: Remove references to transformers run command](https://github.com/huggingface/transformers/pull/44513) — closed, merged
-- [PR #44510: Fix: Remove references to `text2text-generation`, `summarization` and `translation` pipeline tasks](https://github.com/huggingface/transformers/pull/44510) — closed, merged
-- [PR #43903: fix: TextClassificationPipeline docs mentioning deprecated return_all_scores](https://github.com/huggingface/transformers/pull/43903) — closed, merged
-- [Issue #44671: CamemBERT produces incorrect masked LM predictions in v5](https://github.com/huggingface/transformers/issues/44671) — closed
-- [Issue #44512: Docs still mention transformers run command which was removed in v5](https://github.com/huggingface/transformers/issues/44512) — closed
-- [Issue #44509: Docs still mention text2text-generation / summarization / translation pipeline tasks which were removed in v5](https://github.com/huggingface/transformers/issues/44509) — closed
-
 ### `JaredforReal`
 
 - profile: [github.com/JaredforReal](https://github.com/JaredforReal)
@@ -3268,12 +3288,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASangbumChoi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASangbumChoi)
 - repo first seen: `2024-06-07T00:26:26Z`
-- repo last seen: `2026-05-04T14:24:03Z`
+- repo last seen: `2026-05-06T13:45:55Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 68 reviews / 87 review comments**
+- snapshot discussion activity: **2 comments / 72 reviews / 91 review comments**
 - account age: **3079 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
@@ -3830,28 +3850,6 @@ Example artifacts:
 - [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
 
-### `Abineshabee`
-
-- profile: [github.com/Abineshabee](https://github.com/Abineshabee)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbineshabee)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbineshabee)
-- repo first seen: `2026-04-13T08:59:27Z`
-- repo last seen: `2026-05-06T11:08:23Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
-- account age: **1453 days**
-- recent public PR activity: **7 PRs** (3 merged / 3 closed-unmerged / 1 open; merged rate **43%**, closed-unmerged rate **43%**, open rate **14%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #45601: fix: compute auxiliary losses when denoising is disabled in D-FINE](https://github.com/huggingface/transformers/pull/45601) — closed, merged
-- [Issue #45803: [Bug] Bare `except:` in FuyuBatchFeature.convert_to_tensors() swallows KeyboardInterrupt and hides real errors](https://github.com/huggingface/transformers/issues/45803) — open
-
 ### `ambroiseodt`
 
 - profile: [github.com/ambroiseodt](https://github.com/ambroiseodt)
@@ -5680,12 +5678,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AExile333)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AExile333)
 - repo first seen: `2026-04-30T16:23:49Z`
-- repo last seen: `2026-04-30T18:41:32Z`
+- repo last seen: `2026-05-06T13:06:49Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 - account age: **3582 days**
 - recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
 - public orgs: none visible
@@ -5723,7 +5721,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Afyhon)
 - repo first seen: `2026-05-06T09:12:14Z`
 - repo last seen: `2026-05-06T09:12:14Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -5758,6 +5756,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45247: Fix UnboundLocalError in invert_attention_mask by adding proper shape…](https://github.com/huggingface/transformers/pull/45247) — closed
 
+### `GANESH-NADKARNI`
+
+- profile: [github.com/GANESH-NADKARNI](https://github.com/GANESH-NADKARNI)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AGANESH-NADKARNI)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AGANESH-NADKARNI)
+- repo first seen: `2026-05-06T16:10:59Z`
+- repo last seen: `2026-05-06T16:10:59Z`
+- 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: **631 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; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #45809: Improve explanation of pipelines for beginners](https://github.com/huggingface/transformers/pull/45809) — open
+
 ### `garybadwal`
 
 - profile: [github.com/garybadwal](https://github.com/garybadwal)
@@ -6535,27 +6554,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45025: Update configuration_Clarify rotary_pct reset behavior in GPTNeoXConfiggpt_neox.py](https://github.com/huggingface/transformers/pull/45025) — closed
 
-### `lgeiger`
-
-- profile: [github.com/lgeiger](https://github.com/lgeiger)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Algeiger)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Algeiger)
-- repo first seen: `2026-04-30T12:35:42Z`
-- repo last seen: `2026-04-30T14:07:43Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **3947 days**
-- recent public PR activity: **20 PRs** (16 merged / 3 closed-unmerged / 1 open; merged rate **80%**, closed-unmerged rate **15%**, open rate **5%**)
-- public orgs: `zeromq`, `prebuild`, `plumerai`, `larq`
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #45719: Speedup Qwen2VLImageProcessor](https://github.com/huggingface/transformers/pull/45719) — closed, merged
-
 ### `lowzhao`
 
 - profile: [github.com/lowzhao](https://github.com/lowzhao)
@@ -7445,7 +7443,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arraghavkaushik)
 - repo first seen: `2026-05-06T10:53:47Z`
 - repo last seen: `2026-05-06T11:49:41Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -7761,7 +7759,7 @@ Example artifacts:
 - repo first seen: `2026-05-05T09:41:39Z`
 - repo last seen: `2026-05-06T02:14:34Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- 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**
@@ -7772,7 +7770,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #45782: Fix WeightConverter regex incorrectly matching shared_experts as experts in DeepSeek V4](https://github.com/huggingface/transformers/pull/45782) — open
+- [PR #45782: Fix WeightConverter regex incorrectly matching shared_experts as experts in DeepSeek V4](https://github.com/huggingface/transformers/pull/45782) — closed, merged
 
 ### `simon-testaccount`
 
@@ -7963,6 +7961,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45514: Fix GraniteMoeHybrid _update_mamba_mask crash on attention-only models](https://github.com/huggingface/transformers/pull/45514) — open
 
+### `TuringTux`
+
+- profile: [github.com/TuringTux](https://github.com/TuringTux)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ATuringTux)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ATuringTux)
+- repo first seen: `2026-05-06T16:55:33Z`
+- repo last seen: `2026-05-06T16:55:33Z`
+- 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: **2477 days**
+- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45811: Warn about forgetting attention mask functions](https://github.com/huggingface/transformers/pull/45811) — open
+
 ### `vai-minzhou`
 
 - profile: [github.com/vai-minzhou](https://github.com/vai-minzhou)

new_contributors.parquet

@@ -1,3 +1,3 @@
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-size 63910
+oid sha256:8374fea17e31938571e746c1d7cc4ab878c6eecaf25ff5effb90e9e89c31f970
+size 63994

pr-scope-clusters.json

@@ -1,7 +1,7 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260506T120019Z",
-  "generated_at": "2026-05-06T12:01:22Z",
+  "snapshot_id": "20260506T180045Z",
+  "generated_at": "2026-05-06T18:02:03Z",
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   "pr_scope_clusters": [
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@@ -81,7 +81,7 @@
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@@ -97,7 +97,7 @@
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@@ -145,7 +145,7 @@
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@@ -258,7 +258,7 @@
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@@ -322,7 +322,7 @@
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@@ -354,7 +354,7 @@
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           "right_pr_number": 44660,
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@@ -386,7 +386,7 @@
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@@ -399,11 +399,11 @@
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@@ -415,11 +415,11 @@
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@@ -690,7 +690,7 @@
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@@ -912,6 +912,293 @@
         }
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+        45422,
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+        45807
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+      "average_similarity": 0.375,
+      "summary": "6 open PRs share weighted file overlap around `src/transformers/processing_utils.py`, `tests/test_processing_common.py`, `tests/models/auto/test_processor_auto.py`; representative PR #44543.",
+      "shared_filenames": [
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+          "concentration_similarity": 0.952,
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+            "src",
+            "tests"
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+          "right_pr_number": 45422,
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+          "size_similarity": 0.569,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 0.881,
+          "shared_filenames": [
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+      "summary": "2 open PRs share weighted file overlap around `tests/utils/test_core_model_loading.py`, `src/transformers/conversion_mapping.py`, `src/transformers/core_model_loading.py`; representative PR #45097.",
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