Refresh transformers dataset snapshot 20260430T120024Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260430T060020Z`
+- latest snapshot: `20260430T120024Z`
 - raw data only; no labels or moderation decisions
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@@ -13009,7 +13164,7 @@
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@@ -20701,63 +20799,6 @@
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@@ -21346,12 +21387,12 @@
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@@ -23676,14 +23717,14 @@
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new-contributors-report.md

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260430T060020Z`
-- Generated: `2026-04-30T06:01:22Z`
+- Snapshot: `20260430T120024Z`
+- Generated: `2026-04-30T12:01:50Z`
 - Activity window: `60d`
 - Contributors: `355`
 
@@ -10,7 +10,7 @@
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 84 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
-| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 82 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
+| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 83 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 75 | 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` | 71 | 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 |
@@ -48,6 +48,7 @@
 | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 7 | 0 | mixed | moderate | low | targets high-star repos |
 | `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3177d | `2024-08-30T13:38:48Z` | 6 | 2 | mixed | low | low | targets high-star repos |
 | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 6 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
+| `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 6 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 6 | 0 | mixed | moderate | low | targets high-star repos |
 | `kchpp940` | [profile](https://github.com/kchpp940) | no | NONE | 375d | `2026-04-18T01:12:45Z` | 6 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `Krishnachaitanyakc` | [profile](https://github.com/Krishnachaitanyakc) | no | CONTRIBUTOR | 3498d | `2026-03-25T02:14:38Z` | 5 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
@@ -56,7 +57,6 @@
 | `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5038d | `2026-03-13T14:45:22Z` | 4 | 6 | mixed | moderate | low | — |
 | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3839d | `2026-01-21T06:14:39Z` | 4 | 3 | weak | low | low | targets high-star repos |
 | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 4 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
-| `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 4 | 0 | n/a | n/a | n/a | summary unavailable |
 | `Jah-yee` | [profile](https://github.com/Jah-yee) | no | NONE | 736d | `2026-04-16T00:55:40Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 508d | `2026-03-22T17:27:20Z` | 4 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
@@ -64,7 +64,7 @@
 | `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4939d | `2026-04-15T08:26:45Z` | 4 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
 | `RudrenduPaul` | [profile](https://github.com/RudrenduPaul) | no | CONTRIBUTOR | 2913d | `2026-04-09T09:34:42Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 4 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 3 | 2 | weak | low | low | targets high-star repos |
+| `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 3 | 3 | weak | low | low | targets high-star repos |
 | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 3 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
 | `Cursx` | [profile](https://github.com/Cursx) | no | NONE | 3073d | `2026-03-31T01:44:52Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `jnMetaCode` | [profile](https://github.com/jnMetaCode) | no | CONTRIBUTOR | 4011d | `2026-03-08T09:21:22Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; targets high-star repos |
@@ -83,6 +83,7 @@
 | `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5127d | `2026-01-28T15:04:44Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
 | `w4nderlust` | [profile](https://github.com/w4nderlust) | no | CONTRIBUTOR | 5740d | `2026-04-03T04:55:51Z` | 2 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `ionut-anghelina` | [profile](https://github.com/ionut-anghelina) | no | FIRST_TIME_CONTRIBUTOR | 556d | `2026-03-30T08:23:07Z` | 2 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `Milan-Bhimani` | [profile](https://github.com/Milan-Bhimani) | yes | 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 |
 | `akhilc08` | [profile](https://github.com/akhilc08) | no | NONE | 403d | `2026-04-03T17:43:21Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `akintunero` | [profile](https://github.com/akintunero) | no | CONTRIBUTOR | 3950d | `2026-03-30T13:48:47Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -116,6 +117,7 @@
 | `MaybeSam05` | [profile](https://github.com/MaybeSam05) | no | FIRST_TIME_CONTRIBUTOR | 2114d | `2026-03-11T22:52:23Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `moonbogi` | [profile](https://github.com/moonbogi) | no | CONTRIBUTOR | 3943d | `2026-04-27T22:45:13Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `onwp` | [profile](https://github.com/onwp) | no | CONTRIBUTOR | 2575d | `2026-04-01T05:05:40Z` | 2 | 0 | mixed | high | low | broad repo spread; high open PR share; targets high-star repos |
+| `orbisai0security` | [profile](https://github.com/orbisai0security) | no | NONE | 160d | `2026-03-30T15:02:06Z` | 2 | 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 |
 | `osman-akkawi` | [profile](https://github.com/osman-akkawi) | no | NONE | 825d | `2026-03-27T17:04:14Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `philippguevorguian` | [profile](https://github.com/philippguevorguian) | no | NONE | 1996d | `2025-10-10T14:52:07Z` | 2 | 0 | mixed | low | low | — |
 | `r266-tech` | [profile](https://github.com/r266-tech) | no | CONTRIBUTOR | 206d | `2026-03-22T17:28:57Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
@@ -247,7 +249,7 @@
 | `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 |
-| `GopalGB` | [profile](https://github.com/GopalGB) | yes | FIRST_TIME_CONTRIBUTOR | 2136d | `2026-04-30T04:04:10Z` | 1 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `GopalGB` | [profile](https://github.com/GopalGB) | no | FIRST_TIME_CONTRIBUTOR | 2136d | `2026-04-30T04:04:10Z` | 1 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `GuaiZai233` | [profile](https://github.com/GuaiZai233) | no | 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 |
 | `HelloAnner` | [profile](https://github.com/HelloAnner) | no | NONE | 1658d | `2026-04-11T06:22:52Z` | 1 | 0 | mixed | low | low | — |
@@ -281,7 +283,6 @@
 | `kevinmalana` | [profile](https://github.com/kevinmalana) | no | NONE | 2248d | `2026-04-16T10:03:07Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; 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 |
-| `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 610d | `2026-03-01T07:34:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
 | `liding-nv` | [profile](https://github.com/liding-nv) | no | CONTRIBUTOR | 227d | `2026-03-02T13:22:21Z` | 1 | 0 | mixed | low | low | young account; no visible non-self stars |
 | `lowzhao` | [profile](https://github.com/lowzhao) | no | CONTRIBUTOR | 3244d | `2026-04-06T08:41:40Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `LucasMa2025` | [profile](https://github.com/LucasMa2025) | no | FIRST_TIMER | 79d | `2026-03-14T17:13:34Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -309,7 +310,6 @@
 | `NicoleRobin` | [profile](https://github.com/NicoleRobin) | no | NONE | 4096d | `2026-03-21T03:25:56Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `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 |
 | `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 |
@@ -320,7 +320,7 @@
 | `pramilajangid` | [profile](https://github.com/pramilajangid) | no | NONE | 3043d | `2026-03-24T09:57:20Z` | 1 | 0 | mixed | moderate | low | — |
 | `pranay-3108` | [profile](https://github.com/pranay-3108) | no | NONE | 350d | `2026-03-11T05:13:57Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
-| `pritishyuvraj` | [profile](https://github.com/pritishyuvraj) | yes | FIRST_TIME_CONTRIBUTOR | 3913d | `2026-04-30T04:36:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `pritishyuvraj` | [profile](https://github.com/pritishyuvraj) | no | FIRST_TIME_CONTRIBUTOR | 3913d | `2026-04-30T04:36:04Z` | 1 | 0 | weak | low | low | 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) | no | 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 |
@@ -359,7 +359,7 @@
 | `xu-song` | [profile](https://github.com/xu-song) | no | CONTRIBUTOR | 3895d | `2026-04-01T14:50:33Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `yacinemebarki` | [profile](https://github.com/yacinemebarki) | no | CONTRIBUTOR | 482d | `2026-03-30T21:18:47Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Yanis01682` | [profile](https://github.com/Yanis01682) | no | NONE | 606d | `2026-04-14T01:47:54Z` | 1 | 0 | strong | low | low | — |
-| `yileld` | [profile](https://github.com/yileld) | yes | FIRST_TIME_CONTRIBUTOR | 3958d | `2026-04-30T02:17:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `yileld` | [profile](https://github.com/yileld) | no | FIRST_TIME_CONTRIBUTOR | 3958d | `2026-04-30T02:17:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `zendy199x` | [profile](https://github.com/zendy199x) | no | NONE | 2543d | `2026-03-29T15:50:04Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
 | `zeoses` | [profile](https://github.com/zeoses) | no | FIRST_TIME_CONTRIBUTOR | 3843d | `2026-04-27T20:58:17Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `zFlux` | [profile](https://github.com/zFlux) | no | FIRST_TIME_CONTRIBUTOR | 4241d | `2026-04-12T03:38:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -396,12 +396,12 @@ 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: `2026-04-29T07:10:40Z`
+- repo last seen: `2026-04-30T07:47:00Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **88**
-- snapshot authored PRs/issues: **82 PRs / 6 issues**
-- snapshot discussion activity: **159 comments / 183 reviews / 175 review comments**
+- repo primary artifacts: **89**
+- snapshot authored PRs/issues: **83 PRs / 6 issues**
+- snapshot discussion activity: **160 comments / 184 reviews / 175 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`
@@ -409,10 +409,10 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
 
 Example artifacts:
+- [PR #45711: refector: renamed file glob to cache to make it clearer](https://github.com/huggingface/transformers/pull/45711) — open
 - [PR #45635: qa: speed up dtype regex weight load + reduce dtype tests to 3 random](https://github.com/huggingface/transformers/pull/45635) — open
 - [PR #45623: Glm5 change](https://github.com/huggingface/transformers/pull/45623) — closed
-- [PR #45599: qa: more lazy loading](https://github.com/huggingface/transformers/pull/45599) — open, draft
-- [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — open
+- [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
 
@@ -445,12 +445,12 @@ 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: `2026-04-29T17:26:32Z`
+- repo last seen: `2026-04-30T09:28:28Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **71**
 - snapshot authored PRs/issues: **71 PRs / 0 issues**
-- snapshot discussion activity: **481 comments / 688 reviews / 1698 review comments**
+- snapshot discussion activity: **483 comments / 690 reviews / 1700 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`
@@ -592,12 +592,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
 - repo first seen: `2023-02-27T14:00:41Z`
-- repo last seen: `2026-04-29T11:04:24Z`
+- repo last seen: `2026-04-30T11:35:58Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **37**
 - snapshot authored PRs/issues: **37 PRs / 0 issues**
-- snapshot discussion activity: **560 comments / 212 reviews / 121 review comments**
+- snapshot discussion activity: **564 comments / 212 reviews / 121 review comments**
 - account age: **3961 days**
 - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
 - public orgs: `huggingface`
@@ -687,12 +687,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
 - repo first seen: `2026-01-13T09:15:18Z`
-- repo last seen: `2026-04-28T02:18:28Z`
+- repo last seen: `2026-04-30T06:33:34Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **22**
 - snapshot authored PRs/issues: **22 PRs / 0 issues**
-- snapshot discussion activity: **39 comments / 125 reviews / 136 review comments**
+- snapshot discussion activity: **39 comments / 127 reviews / 138 review comments**
 - account age: **1813 days**
 - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
 - public orgs: none visible
@@ -808,12 +808,12 @@ 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: `2026-04-29T13:12:23Z`
+- repo last seen: `2026-04-30T06:51:56Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **20**
 - snapshot authored PRs/issues: **17 PRs / 3 issues**
-- snapshot discussion activity: **50 comments / 171 reviews / 148 review comments**
+- snapshot discussion activity: **51 comments / 171 reviews / 148 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`
@@ -1284,12 +1284,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAmineDiro)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAmineDiro)
 - repo first seen: `2026-04-14T15:35:56Z`
-- repo last seen: `2026-04-28T11:56:56Z`
+- repo last seen: `2026-04-30T09:57:33Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **11 comments / 10 reviews / 10 review comments**
+- snapshot discussion activity: **13 comments / 10 reviews / 10 review comments**
 - account age: **3865 days**
 - recent public PR activity: **17 PRs** (8 merged / 1 closed-unmerged / 8 open; merged rate **47%**, closed-unmerged rate **6%**, open rate **47%**)
 - public orgs: `huggingface`
@@ -1301,6 +1301,29 @@ Example artifacts:
 - [PR #45649: Fix OOM regression for FSDP2 + cpu_ram_efficient_loading on large models](https://github.com/huggingface/transformers/pull/45649) — open
 - [PR #45578: Remove attribute_map from GptOssConfig](https://github.com/huggingface/transformers/pull/45578) — open
 
+### `Charly21r`
+
+- profile: [github.com/Charly21r](https://github.com/Charly21r)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACharly21r)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACharly21r)
+- repo first seen: `2026-03-13T09:00:25Z`
+- repo last seen: `2026-04-30T09:48:32Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **6 PRs / 0 issues**
+- snapshot discussion activity: **12 comments / 8 reviews / 8 review comments**
+- account age: **359 days**
+- recent public PR activity: **6 PRs** (1 merged / 2 closed-unmerged / 3 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **young account; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45718: Fix check_auto.py wiping auto_mappings.py due to missing flush](https://github.com/huggingface/transformers/pull/45718) — open
+- [PR #45716: [Gemma4] Fix SharedKVCache identity loss under FSDP2 cast_forward_inputs](https://github.com/huggingface/transformers/pull/45716) — open
+- [PR #45438: Add Gemma4ForSequenceClassification](https://github.com/huggingface/transformers/pull/45438) — open
+
 ### `JJJYmmm`
 
 - profile: [github.com/JJJYmmm](https://github.com/JJJYmmm)
@@ -1491,29 +1514,6 @@ Example artifacts:
 - [PR #45679: TST Run fast PEFT tests in normal CI](https://github.com/huggingface/transformers/pull/45679) — open
 - [PR #44592: FIX Multiple PEFT errors after v5 transition](https://github.com/huggingface/transformers/pull/44592) — closed, merged
 
-### `Charly21r`
-
-- profile: [github.com/Charly21r](https://github.com/Charly21r)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACharly21r)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACharly21r)
-- repo first seen: `2026-03-13T09:00:25Z`
-- repo last seen: `2026-04-28T07:16:54Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **12 comments / 8 reviews / 8 review comments**
-- account age: **359 days**
-- recent public PR activity: **6 PRs** (1 merged / 2 closed-unmerged / 3 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **young account; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45438: Add Gemma4ForSequenceClassification](https://github.com/huggingface/transformers/pull/45438) — open
-- [PR #45253: Fix Gemma4 `use_cache=False` producing bad logits](https://github.com/huggingface/transformers/pull/45253) — closed
-- [PR #44949: Fix: NotebookProgressCallback crash when evaluating with the Trainer](https://github.com/huggingface/transformers/pull/44949) — closed, merged
-
 ### `hf-security-analysis[bot]`
 
 - profile: [github.com/hf-security-analysis[bot]](https://github.com/hf-security-analysis[bot])
@@ -1682,11 +1682,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajw9603)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajw9603)
 - repo first seen: `2026-03-04T00:51:26Z`
-- repo last seen: `2026-04-16T23:31:05Z`
+- repo last seen: `2026-04-30T07:47:24Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **3 PRs / 2 issues**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **3 PRs / 3 issues**
 - snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
 - account age: **2050 days**
 - recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
@@ -1698,6 +1698,7 @@ Example artifacts:
 - [PR #45486: fix: return empty tuple from import_protobuf_decode_error when protobuf is unavailable](https://github.com/huggingface/transformers/pull/45486) — closed, merged
 - [PR #44436: Fix continuous batching for multimodal models](https://github.com/huggingface/transformers/pull/44436) — closed, merged
 - [PR #44424: Fix `transformers serve --continuous-batching` for multimodal models](https://github.com/huggingface/transformers/pull/44424) — closed
+- [Issue #45712: Six leftover dummy classes in `dummy_pt_objects.py` fail `check_repo.py` and leak into `dir(transformers)` without torch](https://github.com/huggingface/transformers/issues/45712) — open
 - [Issue #45459: `except import_protobuf_decode_error()` hides real tokenizer errors when protobuf isn't installed](https://github.com/huggingface/transformers/issues/45459) — closed
 - [Issue #44423: [Bug] `transformers serve --continuous-batching` crashes with multimodal models (Qwen3.5) — AttributeError: 'str' object has no attribute 'to'](https://github.com/huggingface/transformers/issues/44423) — closed
 
@@ -1892,12 +1893,12 @@ 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: `2026-04-28T19:29:25Z`
+- repo last seen: `2026-04-30T10:56:53Z`
 - 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 / 203 reviews / 665 review comments**
+- snapshot discussion activity: **60 comments / 205 reviews / 667 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`
@@ -2127,6 +2128,29 @@ Example artifacts:
 - [PR #45111: Fix double softmax in MoE router load-balancing loss](https://github.com/huggingface/transformers/pull/45111) — closed
 - [Issue #45120: Double softmax in MoE router load-balancing loss (mixtral, qwen2_moe, qwen3_vl_moe families)](https://github.com/huggingface/transformers/issues/45120) — closed
 
+### `Milan-Bhimani`
+
+- profile: [github.com/Milan-Bhimani](https://github.com/Milan-Bhimani)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMilan-Bhimani)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMilan-Bhimani)
+- repo first seen: `2026-04-30T06:10:00Z`
+- repo last seen: `2026-04-30T08:31:20Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **2 PRs / 1 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **823 days**
+- recent public PR activity: **5 PRs** (2 merged / 2 closed-unmerged / 1 open; merged rate **40%**, closed-unmerged rate **40%**, open rate **20%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs**
+
+Example artifacts:
+- [PR #45714: fix: restore vocabulary loading in CamembertTokenizer](https://github.com/huggingface/transformers/pull/45714) — open
+- [PR #45713: fix: restore vocabulary loading in CamembertTokenizer](https://github.com/huggingface/transformers/pull/45713) — closed
+- [Issue #45710: Fix wrong repo link in Dinov2ForImageClassification doc example](https://github.com/huggingface/transformers/issues/45710) — open
+
 ### `Aftabbs`
 
 - profile: [github.com/Aftabbs](https://github.com/Aftabbs)
@@ -2828,7 +2852,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #45703: chore(typing): add ty type checking for 10 utility files](https://github.com/huggingface/transformers/pull/45703) — open
+- [PR #45703: chore(typing): add ty type checking for 10 utility files](https://github.com/huggingface/transformers/pull/45703) — closed, merged
 - [PR #45667: chore(typing): add ty type checking for 3 pipeline files](https://github.com/huggingface/transformers/pull/45667) — closed, merged
 
 ### `onwp`
@@ -2853,6 +2877,28 @@ Example artifacts:
 - [PR #45159: Add Turkish documentation: Get Started section](https://github.com/huggingface/transformers/pull/45159) — closed
 - [PR #45158: Add Turkish (tr) translation for Get Started section](https://github.com/huggingface/transformers/pull/45158) — closed, merged
 
+### `orbisai0security`
+
+- profile: [github.com/orbisai0security](https://github.com/orbisai0security)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aorbisai0security)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aorbisai0security)
+- repo first seen: `2026-03-30T15:02:06Z`
+- repo last seen: `2026-04-30T09:39:46Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **160 days**
+- recent public PR activity: **233 PRs** (15 merged / 115 closed-unmerged / 103 open; merged rate **6%**, closed-unmerged rate **49%**, open rate **44%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
+- heuristic read: **young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45717: fix: the serving api endpoints in server in server.py](https://github.com/huggingface/transformers/pull/45717) — closed
+- [PR #45121: fix: remove unsafe exec() in serve.py](https://github.com/huggingface/transformers/pull/45121) — closed
+
 ### `osman-akkawi`
 
 - profile: [github.com/osman-akkawi](https://github.com/osman-akkawi)
@@ -4235,7 +4281,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #44958: fixed import error with PILImageResampling](https://github.com/huggingface/transformers/pull/44958) — open
-- [Issue #44933: Nonexistant import from image_utils](https://github.com/huggingface/transformers/issues/44933) — open
+- [Issue #44933: Nonexistant import from image_utils](https://github.com/huggingface/transformers/issues/44933) — closed
 
 ### `KeitaW`
 
@@ -5710,7 +5756,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AGopalGB)
 - repo first seen: `2026-04-30T04:04:10Z`
 - repo last seen: `2026-04-30T04:04:10Z`
-- 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**
@@ -6418,27 +6464,6 @@ 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
 
-### `leaderofARS`
-
-- profile: [github.com/leaderofARS](https://github.com/leaderofARS)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AleaderofARS)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AleaderofARS)
-- repo first seen: `2026-03-01T07:34:43Z`
-- repo last seen: `2026-03-03T05:33:08Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **610 days**
-- recent public PR activity: **38 PRs** (36 merged / 1 closed-unmerged / 1 open; merged rate **95%**, closed-unmerged rate **3%**, open rate **3%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume**
-
-Example artifacts:
-- [PR #44369: Feature/integrations docs fix](https://github.com/huggingface/transformers/pull/44369) — open
-
 ### `liding-nv`
 
 - profile: [github.com/liding-nv](https://github.com/liding-nv)
@@ -7006,27 +7031,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45614: Add missing requests dependency to transformers[serving]](https://github.com/huggingface/transformers/pull/45614) — open
 
-### `orbisai0security`
-
-- profile: [github.com/orbisai0security](https://github.com/orbisai0security)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aorbisai0security)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aorbisai0security)
-- repo first seen: `2026-03-30T15:02:06Z`
-- repo last seen: `2026-03-30T15:02:06Z`
-- 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: **160 days**
-- recent public PR activity: **233 PRs** (15 merged / 115 closed-unmerged / 103 open; merged rate **6%**, closed-unmerged rate **49%**, open rate **44%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
-- heuristic read: **young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45121: fix: remove unsafe exec() in serve.py](https://github.com/huggingface/transformers/pull/45121) — closed
-
 ### `owwll`
 
 - profile: [github.com/owwll](https://github.com/owwll)
@@ -7244,7 +7248,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apritishyuvraj)
 - repo first seen: `2026-04-30T04:36:04Z`
 - repo last seen: `2026-04-30T04:36:04Z`
-- 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**
@@ -8063,7 +8067,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayileld)
 - repo first seen: `2026-04-30T02:17:34Z`
 - repo last seen: `2026-04-30T02:17:34Z`
-- 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**
@@ -8104,12 +8108,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azeoses)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azeoses)
 - repo first seen: `2026-04-27T20:58:17Z`
-- repo last seen: `2026-04-29T18:48:50Z`
+- repo last seen: `2026-04-30T06:26:14Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **2 comments / 1 reviews / 1 review comments**
 - account age: **3843 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible

new_contributors.parquet

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+size 63318

pr-scope-clusters.json

@@ -1,8 +1,8 @@
 {
   "repo": "huggingface/transformers",
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-  "generated_at": "2026-04-30T06:01:11Z",
-  "cluster_count": 46,
+  "snapshot_id": "20260430T120024Z",
+  "generated_at": "2026-04-30T12:01:46Z",
+  "cluster_count": 47,
   "pr_scope_clusters": [
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       "cluster_id": "pr-scope-43636-10",
@@ -49,7 +49,7 @@
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           "similarity": 0.625,
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@@ -129,7 +129,7 @@
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@@ -272,8 +272,8 @@
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           "shared_filenames": [
@@ -318,11 +318,11 @@
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           "concentration_similarity": 1.0,
@@ -382,11 +382,11 @@
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@@ -398,11 +398,11 @@
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@@ -464,7 +464,7 @@
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           "concentration_similarity": 1.0,
@@ -577,7 +577,7 @@
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@@ -590,11 +590,11 @@
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+          "similarity": 0.371,
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           "concentration_similarity": 1.0,
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@@ -606,11 +606,11 @@
           ]
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         {
-          "left_pr_number": 44660,
-          "right_pr_number": 45273,
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           "similarity": 0.37,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -625,7 +625,7 @@
           "left_pr_number": 44123,
           "right_pr_number": 44257,
           "similarity": 0.365,
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           "size_similarity": 0.109,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -672,7 +672,7 @@
         {
           "left_pr_number": 44123,
           "right_pr_number": 45055,
-          "similarity": 0.351,
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           "breadth_similarity": 1.0,
@@ -802,7 +802,7 @@
           "left_pr_number": 45546,
           "right_pr_number": 45668,
           "similarity": 0.808,
-          "content_similarity": 0.781,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.903,
@@ -867,7 +867,7 @@
         {
           "left_pr_number": 45296,
           "right_pr_number": 45668,
-          "similarity": 0.66,
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           "breadth_similarity": 1.0,
@@ -919,7 +919,7 @@
         44682
       ],
       "representative_pr_number": 43836,
-      "average_similarity": 0.559,
+      "average_similarity": 0.56,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43836.",
       "shared_filenames": [
         "src/transformers/cli/serve.py"
@@ -1034,6 +1034,154 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45568-4",
+      "pr_numbers": [
+        45568,
+        45606,
+        45607,
+        45716
+      ],
+      "representative_pr_number": 45606,
+      "average_similarity": 0.547,
+      "summary": "4 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`, `src/transformers/models/gemma4/modular_gemma4.py`; representative PR #45606.",
+      "shared_filenames": [
+        "tests/models/gemma4/test_modeling_gemma4.py",
+        "src/transformers/models/gemma4/modeling_gemma4.py",
+        "src/transformers/models/gemma4/modular_gemma4.py"
+      ],
+      "shared_directories": [
+        "tests/models/gemma4",
+        "tests/models",
+        "tests",
+        "src/transformers/models/gemma4",
+        "src/transformers/models",
+        "src/transformers",
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+      "pairwise": [
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+          "size_similarity": 0.778,
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+          "shared_filenames": [
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+          ],
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+            "tests/models/gemma4",
+            "tests/models",
+            "tests"
+          ]
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+        {
+          "left_pr_number": 45606,
+          "right_pr_number": 45716,
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+          "content_similarity": 0.489,
+          "size_similarity": 0.655,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.978,
+          "shared_filenames": [
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+            "src/transformers/models/gemma4/modular_gemma4.py",
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+          ],
+          "shared_directories": [
+            "src/transformers/models/gemma4",
+            "src/transformers/models",
+            "tests/models/gemma4",
+            "src/transformers",
+            "tests/models",
+            "src",
+            "tests"
+          ]
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+          "size_similarity": 0.945,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.915,
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+            "tests/models",
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         45655
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       "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45342.",
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-      "summary": "3 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`, `src/transformers/models/gemma4/modular_gemma4.py`; representative PR #45606.",
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@@ -1930,7 +1994,7 @@
         45438
       ],
       "representative_pr_number": 45438,
-      "average_similarity": 0.494,
+      "average_similarity": 0.49,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gemma4/modeling_gemma4.py`, `src/transformers/models/gemma4/modular_gemma4.py`, `docs/source/en/model_doc/gemma4.md`; representative PR #45438.",
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@@ -1953,8 +2017,8 @@
         {
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         {
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@@ -2098,7 +2162,7 @@
         44547
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+      "average_similarity": 0.462,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_flash_attention_utils.py`; representative PR #43549.",
       "shared_filenames": [
         "src/transformers/modeling_flash_attention_utils.py"
@@ -2166,7 +2230,7 @@
         45524
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       "summary": "3 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
       "shared_filenames": [
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@@ -2230,108 +2294,6 @@
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@@ -3484,6 +3446,61 @@
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+        45513
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+      "average_similarity": 0.452,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/qwen3_next/modular_qwen3_next.py`, `tests/models/qwen3_5/test_modeling_qwen3_5.py`, `src/transformers/models/qwen3_next/modeling_qwen3_next.py`; representative PR #45034.",
+      "shared_filenames": [
+        "src/transformers/models/qwen3_next/modular_qwen3_next.py",
+        "tests/models/qwen3_5/test_modeling_qwen3_5.py",
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+        "src/transformers/models/qwen3_5/modular_qwen3_5.py",
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+            "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
+            "src/transformers/models/qwen3_next/modular_qwen3_next.py",
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+            "src/transformers/models/qwen3_5",
+            "src/transformers/models/qwen3_next",
+            "src/transformers/models",
+            "tests/models/qwen3_5",
+            "src/transformers",
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@@ -3534,7 +3551,7 @@
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+      "average_similarity": 0.424,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #44606.",
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         "src/transformers/tokenization_utils_tokenizers.py"
@@ -3547,7 +3564,7 @@
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           "breadth_similarity": 1.0,
@@ -3601,6 +3618,47 @@
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+      "pr_numbers": [
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+        45477
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+      "average_similarity": 0.401,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/gemma3/modular_gemma3.py`, `src/transformers/models/gemma3/modeling_gemma3.py`; representative PR #44664.",
+      "shared_filenames": [
+        "src/transformers/models/gemma3/modular_gemma3.py",
+        "src/transformers/models/gemma3/modeling_gemma3.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/gemma3",
+        "src/transformers/models",
+        "src/transformers",
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+            "src/transformers/models/gemma3/modular_gemma3.py"
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+            "src/transformers/models",
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