Refresh transformers dataset snapshot 20260601T120028Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
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new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260601T060039Z`
-- Generated: `2026-06-01T06:01:25Z`
+- Snapshot: `20260601T120028Z`
+- Generated: `2026-06-01T12:02:31Z`
 - Activity window: `60d`
-- Contributors: `340`
+- Contributors: `341`
 
 ## Summary
 
@@ -12,7 +12,7 @@
 | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 102 | 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` | 92 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 87 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 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` | 87 | 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` | 81 | 0 | 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` | 59 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 52 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
@@ -29,11 +29,11 @@
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 21 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 20 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 19 | 0 | strong | moderate | low | — |
+| `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 19 | 0 | mixed | moderate | low | — |
 | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2949d | `2025-12-02T16:00:11Z` | 18 | 6 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 18 | 3 | strong | low | low | — |
 | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 18 | 0 | n/a | n/a | n/a | summary unavailable |
 | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 17 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
-| `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 17 | 0 | mixed | moderate | low | — |
 | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 16 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 | `AI-Safeter` | [profile](https://github.com/AI-Safeter) | no | NONE | 0d | `2026-05-19T04:38:35Z` | 14 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 9 | 1 | weak | moderate | low | high open PR share |
@@ -90,13 +90,14 @@
 | `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 |
 | `albertorkive` | [profile](https://github.com/albertorkive) | no | FIRST_TIME_CONTRIBUTOR | 698d | `2026-04-12T17:02:14Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars |
+| `ArjunSrivastava1` | [profile](https://github.com/ArjunSrivastava1) | no | CONTRIBUTOR | 430d | `2026-05-07T18:36:08Z` | 2 | 0 | weak | moderate | low | high open PR share |
 | `armorbreak001` | [profile](https://github.com/armorbreak001) | no | NONE | 13d | `2026-04-22T05:24:00Z` | 2 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; no visible non-self stars |
 | `avihu111` | [profile](https://github.com/avihu111) | no | CONTRIBUTOR | 2928d | `2026-04-29T11:45:47Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Brianzhengca` | [profile](https://github.com/Brianzhengca) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-04-11T21:41:32Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `catwell` | [profile](https://github.com/catwell) | no | FIRST_TIME_CONTRIBUTOR | 5907d | `2026-05-14T17:00:06Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `DatLe203` | [profile](https://github.com/DatLe203) | no | NONE | 766d | `2026-04-07T14:30:38Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `dhruv7477` | [profile](https://github.com/dhruv7477) | no | FIRST_TIME_CONTRIBUTOR | 1579d | `2026-04-29T09:34:56Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `dhruv7477` | [profile](https://github.com/dhruv7477) | no | CONTRIBUTOR | 1579d | `2026-04-29T09:34:56Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `eladsegal` | [profile](https://github.com/eladsegal) | no | CONTRIBUTOR | 3919d | `2026-04-09T05:56:31Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `fyhon` | [profile](https://github.com/fyhon) | no | FIRST_TIME_CONTRIBUTOR | 1467d | `2026-05-06T09:12:14Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -144,6 +145,7 @@
 | `oliverholworthy` | [profile](https://github.com/oliverholworthy) | no | CONTRIBUTOR | 5290d | `2026-01-26T21:42:45Z` | 2 | 2 | weak | moderate | low | high open PR share |
 | `bzantium` | [profile](https://github.com/bzantium) | no | CONTRIBUTOR | 3641d | `2025-09-24T07:07:47Z` | 2 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
 | `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 |
+| `Wauplin` | [profile](https://github.com/Wauplin) | no | MEMBER | 4075d | `2025-12-02T12:54:40Z` | 2 | 1 | strong | moderate | low | high recent PR volume |
 | `burtenshaw` | [profile](https://github.com/burtenshaw) | no | MEMBER | 3611d | `2026-03-03T11:35:13Z` | 2 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `excepshenal` | [profile](https://github.com/excepshenal) | no | FIRST_TIME_CONTRIBUTOR | 2481d | `2026-02-21T00:06:16Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ezylopx5` | [profile](https://github.com/ezylopx5) | no | FIRST_TIME_CONTRIBUTOR | 606d | `2026-04-01T19:25:12Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -207,7 +209,6 @@
 | `andrewor14` | [profile](https://github.com/andrewor14) | no | CONTRIBUTOR | 4996d | `2026-04-08T15:42:16Z` | 1 | 0 | strong | moderate | low | — |
 | `ansley` | [profile](https://github.com/ansley) | no | NONE | 2296d | `2026-04-09T14:31:40Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Apeksha23-hub` | [profile](https://github.com/Apeksha23-hub) | no | FIRST_TIME_CONTRIBUTOR | 79d | `2026-05-16T13:17:12Z` | 1 | 0 | mixed | low | low | very new account; no visible non-self stars; targets high-star repos |
-| `ArjunSrivastava1` | [profile](https://github.com/ArjunSrivastava1) | no | CONTRIBUTOR | 430d | `2026-05-07T18:36:08Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `ArkaD171717` | [profile](https://github.com/ArkaD171717) | no | FIRST_TIME_CONTRIBUTOR | 1206d | `2026-05-02T09:31:22Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `aryanp2107` | [profile](https://github.com/aryanp2107) | no | NONE | 1390d | `2026-04-25T21:44:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Ashutosh-177` | [profile](https://github.com/Ashutosh-177) | no | NONE | 978d | `2026-05-19T06:28:43Z` | 1 | 0 | mixed | moderate | low | high open PR share |
@@ -217,7 +218,7 @@
 | `Beichen-Ma` | [profile](https://github.com/Beichen-Ma) | no | FIRST_TIME_CONTRIBUTOR | 1684d | `2026-04-20T23:21:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `belamaran96-coder` | [profile](https://github.com/belamaran96-coder) | no | NONE | 288d | `2026-05-03T16:53:02Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `blipbyte` | [profile](https://github.com/blipbyte) | no | FIRST_TIME_CONTRIBUTOR | 2606d | `2026-05-20T19:46:05Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
-| `Bluear7878` | [profile](https://github.com/Bluear7878) | no | FIRST_TIME_CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 1 | 0 | mixed | low | low | — |
+| `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 1 | 0 | mixed | low | low | — |
 | `blut-agent` | [profile](https://github.com/blut-agent) | no | FIRST_TIME_CONTRIBUTOR | 23d | `2026-05-16T06:31:21Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
 | `butterwecksolutions` | [profile](https://github.com/butterwecksolutions) | no | NONE | 4479d | `2026-05-03T23:41:12Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Caromisc` | [profile](https://github.com/Caromisc) | no | CONTRIBUTOR | 2207d | `2026-05-07T11:04:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -229,7 +230,7 @@
 | `DavidSolanas` | [profile](https://github.com/DavidSolanas) | no | FIRST_TIME_CONTRIBUTOR | 2757d | `2026-04-15T08:44:00Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `ddreeselogs` | [profile](https://github.com/ddreeselogs) | no | FIRST_TIMER | 42d | `2026-04-20T23:59:40Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `devteamaegis` | [profile](https://github.com/devteamaegis) | no | NONE | 43d | `2026-05-28T21:52:17Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `dfgvaetyj3456356-hash` | [profile](https://github.com/dfgvaetyj3456356-hash) | yes | FIRST_TIME_CONTRIBUTOR | 3d | `2026-06-01T03:10:16Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
+| `dfgvaetyj3456356-hash` | [profile](https://github.com/dfgvaetyj3456356-hash) | no | FIRST_TIME_CONTRIBUTOR | 3d | `2026-06-01T03:10:16Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `Dhruv908615` | [profile](https://github.com/Dhruv908615) | no | NONE | 300d | `2026-05-03T06:02:43Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Dippp10` | [profile](https://github.com/Dippp10) | no | FIRST_TIME_CONTRIBUTOR | ?d | `2026-04-11T14:17:32Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
 | `DiwanshuG` | [profile](https://github.com/DiwanshuG) | no | NONE | 1279d | `2026-05-22T10:39:02Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -407,12 +408,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
 - repo first seen: `2025-06-20T09:58:55Z`
-- repo last seen: `2026-06-01T05:22:04Z`
+- repo last seen: `2026-06-01T09:17:00Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **91**
 - snapshot authored PRs/issues: **87 PRs / 4 issues**
-- snapshot discussion activity: **76 comments / 86 reviews / 85 review comments**
+- snapshot discussion activity: **76 comments / 88 reviews / 87 review comments**
 - account age: **3934 days**
 - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
 - public orgs: none visible
@@ -420,7 +421,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #46316: fix qwen series VL model's model parallel bug](https://github.com/huggingface/transformers/pull/46316) — open, draft
+- [PR #46316: fix qwen series VL model's model parallel bug](https://github.com/huggingface/transformers/pull/46316) — open
 - [PR #46280: fix series of bugs for model parallel beam search](https://github.com/huggingface/transformers/pull/46280) — closed, merged
 - [PR #46275: add XPU Expectations for florence2 and lfm2_vl model test](https://github.com/huggingface/transformers/pull/46275) — closed, merged
 - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
@@ -433,12 +434,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
 - repo first seen: `2025-03-31T13:54:54Z`
-- repo last seen: `2026-05-30T14:50:03Z`
+- repo last seen: `2026-06-01T11:39:53Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **85**
-- snapshot authored PRs/issues: **85 PRs / 0 issues**
-- snapshot discussion activity: **121 comments / 215 reviews / 151 review comments**
+- repo primary artifacts: **87**
+- snapshot authored PRs/issues: **87 PRs / 0 issues**
+- snapshot discussion activity: **122 comments / 215 reviews / 151 review comments**
 - account age: **4938 days**
 - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
 - public orgs: none visible
@@ -446,9 +447,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46322: Normalize CUDA OOM errors when comparing commit failures in check_bad_commit](https://github.com/huggingface/transformers/pull/46322) — closed, merged
+- [PR #46321: fix: pass GitHub token to check_bad_commit.py to avoid API rate limits](https://github.com/huggingface/transformers/pull/46321) — open
 - [PR #46301: check](https://github.com/huggingface/transformers/pull/46301) — open
-- [PR #46299: Make more tests work with read-only cache](https://github.com/huggingface/transformers/pull/46299) — closed, merged
-- [PR #46276: Fix PR CI workflow cancellation condition](https://github.com/huggingface/transformers/pull/46276) — closed, merged
 
 ### `zucchini-nlp`
 
@@ -456,12 +457,12 @@ 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: `2026-05-29T16:06:20Z`
+- repo last seen: `2026-06-01T11:44:02Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **81**
 - snapshot authored PRs/issues: **81 PRs / 0 issues**
-- snapshot discussion activity: **563 comments / 868 reviews / 1931 review comments**
+- snapshot discussion activity: **567 comments / 880 reviews / 1939 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`
@@ -470,7 +471,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46284: Delete docstring if same as in auto-doc](https://github.com/huggingface/transformers/pull/46284) — open
-- [PR #46283: [docs] fix auto-add release dates](https://github.com/huggingface/transformers/pull/46283) — open
+- [PR #46283: [docs] fix auto-add release dates](https://github.com/huggingface/transformers/pull/46283) — closed, merged
 - [PR #46258: Processor compatibility with vLLM ](https://github.com/huggingface/transformers/pull/46258) — closed, merged
 
 ### `ArthurZucker`
@@ -479,12 +480,12 @@ 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: `2026-05-29T15:31:15Z`
+- repo last seen: `2026-06-01T11:16:40Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **62**
 - snapshot authored PRs/issues: **59 PRs / 3 issues**
-- snapshot discussion activity: **189 comments / 630 reviews / 1273 review comments**
+- snapshot discussion activity: **190 comments / 633 reviews / 1273 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
@@ -699,12 +700,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
 - repo first seen: `2024-10-21T07:08:47Z`
-- repo last seen: `2026-05-28T12:41:57Z`
+- repo last seen: `2026-06-01T11:45:51Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **31**
 - snapshot authored PRs/issues: **31 PRs / 0 issues**
-- snapshot discussion activity: **51 comments / 51 reviews / 33 review comments**
+- snapshot discussion activity: **54 comments / 51 reviews / 33 review comments**
 - account age: **3139 days**
 - recent public PR activity: **20 PRs** (10 merged / 5 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
 - public orgs: none visible
@@ -771,12 +772,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqgallouedec)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqgallouedec)
 - repo first seen: `2024-12-13T13:39:10Z`
-- repo last seen: `2026-05-27T15:49:39Z`
+- repo last seen: `2026-06-01T10:15:06Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **34**
 - snapshot authored PRs/issues: **21 PRs / 13 issues**
-- snapshot discussion activity: **41 comments / 48 reviews / 48 review comments**
+- snapshot discussion activity: **42 comments / 48 reviews / 48 review comments**
 - account age: **2692 days**
 - recent public PR activity: **128 PRs** (102 merged / 5 closed-unmerged / 21 open; merged rate **80%**, closed-unmerged rate **4%**, open rate **16%**)
 - public orgs: `huggingface`
@@ -838,6 +839,29 @@ Example artifacts:
 - [PR #46213: [AMD CI] revert AMD mi325 hf-workflows ref from SHA back to @main](https://github.com/huggingface/transformers/pull/46213) — closed, merged
 - [PR #46160: [ROCm] Fix gpt_oss test suite: AITER attention fallback, SonicMoE guard, and distributed test fixes](https://github.com/huggingface/transformers/pull/46160) — open
 
+### `YangKai0616`
+
+- profile: [github.com/YangKai0616](https://github.com/YangKai0616)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYangKai0616)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYangKai0616)
+- repo first seen: `2025-12-24T11:54:53Z`
+- repo last seen: `2026-06-01T11:13:55Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **19**
+- snapshot authored PRs/issues: **19 PRs / 0 issues**
+- snapshot discussion activity: **17 comments / 54 reviews / 54 review comments**
+- account age: **1497 days**
+- recent public PR activity: **17 PRs** (8 merged / 3 closed-unmerged / 6 open; merged rate **47%**, closed-unmerged rate **18%**, open rate **35%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #46320: [RecurrentGemma] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46320) — open
+- [PR #46317: [Zamba] Support attn_implementation=sdpa dispatch](https://github.com/huggingface/transformers/pull/46317) — open
+- [PR #46199: Support XPU autocast dtype fallback for FlashAttention](https://github.com/huggingface/transformers/pull/46199) — closed, merged
+
 ### `tomaarsen`
 
 - profile: [github.com/tomaarsen](https://github.com/tomaarsen)
@@ -870,12 +894,12 @@ 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: `2026-05-29T15:29:21Z`
+- repo last seen: `2026-06-01T07:00:32Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **21**
 - snapshot authored PRs/issues: **18 PRs / 3 issues**
-- snapshot discussion activity: **61 comments / 235 reviews / 208 review comments**
+- snapshot discussion activity: **61 comments / 236 reviews / 209 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`
@@ -939,29 +963,6 @@ Example artifacts:
 - [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
 - [Issue #42738: BERT-like models with RoPE](https://github.com/huggingface/transformers/issues/42738) — open
 
-### `YangKai0616`
-
-- profile: [github.com/YangKai0616](https://github.com/YangKai0616)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYangKai0616)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYangKai0616)
-- repo first seen: `2025-12-24T11:54:53Z`
-- repo last seen: `2026-05-29T08:42:15Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **17**
-- snapshot authored PRs/issues: **17 PRs / 0 issues**
-- snapshot discussion activity: **16 comments / 52 reviews / 52 review comments**
-- account age: **1497 days**
-- recent public PR activity: **17 PRs** (8 merged / 3 closed-unmerged / 6 open; merged rate **47%**, closed-unmerged rate **18%**, open rate **35%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #46199: Support XPU autocast dtype fallback for FlashAttention](https://github.com/huggingface/transformers/pull/46199) — closed, merged
-- [PR #46196: [wav2vec2_conformer/bert][SeamlessM4T/v2] Support attn_implementation=sdpa dispatch](https://github.com/huggingface/transformers/pull/46196) — open
-- [PR #46154: [T5] Support attn_implementation=sdpa dispatch](https://github.com/huggingface/transformers/pull/46154) — open
-
 ### `kashif`
 
 - profile: [github.com/kashif](https://github.com/kashif)
@@ -1576,12 +1577,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
 - repo first seen: `2026-05-12T18:20:58Z`
-- repo last seen: `2026-05-29T10:46:00Z`
+- repo last seen: `2026-06-01T09:11:57Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **8 comments / 55 reviews / 68 review comments**
+- snapshot discussion activity: **9 comments / 59 reviews / 72 review comments**
 - account age: **2794 days**
 - recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
 - public orgs: `huggingface`
@@ -1760,12 +1761,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALysandreJik)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALysandreJik)
 - repo first seen: `2021-08-30T15:40:15Z`
-- repo last seen: `2026-05-29T08:39:55Z`
+- repo last seen: `2026-06-01T09:17:21Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **6 PRs / 2 issues**
-- snapshot discussion activity: **17 comments / 32 reviews / 51 review comments**
+- snapshot discussion activity: **17 comments / 33 reviews / 51 review comments**
 - account age: **3177 days**
 - recent public PR activity: **7 PRs** (5 merged / 1 closed-unmerged / 1 open; merged rate **71%**, closed-unmerged rate **14%**, open rate **14%**)
 - public orgs: `conda-forge`, `huggingface`, `ProjectBlackFalcon`, `PyTorch-Community-Voices`, `PyTorch-GitHub-Badge-Ecosystem-Day`, `Hugging-Face-Supporter`, `Hugging-Face-Helping-Hand`
@@ -2269,6 +2270,28 @@ Example artifacts:
 - [PR #45388: Make Gemma4ClippableLinear inherit from nn.Linear for PEFT/LoRA compatibility](https://github.com/huggingface/transformers/pull/45388) — closed
 - [PR #45387: Fix flash_attention_3 detection and import for hopper wheel installs](https://github.com/huggingface/transformers/pull/45387) — closed
 
+### `ArjunSrivastava1`
+
+- profile: [github.com/ArjunSrivastava1](https://github.com/ArjunSrivastava1)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArjunSrivastava1)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArjunSrivastava1)
+- repo first seen: `2026-05-07T18:36:08Z`
+- repo last seen: `2026-06-01T09:33:21Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **41 comments / 0 reviews / 0 review comments**
+- account age: **430 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 **moderate**, automation risk **low**
+- heuristic read: **high open PR share**
+
+Example artifacts:
+- [PR #46319: docs: customizing models.md, better comments for resnetconfig class](https://github.com/huggingface/transformers/pull/46319) — open
+- [PR #45988: docs: Fix formatting issues in weightconverter.md](https://github.com/huggingface/transformers/pull/45988) — closed, merged
+
 ### `armorbreak001`
 
 - profile: [github.com/armorbreak001](https://github.com/armorbreak001)
@@ -2297,12 +2320,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aavihu111)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aavihu111)
 - repo first seen: `2026-04-29T11:45:47Z`
-- repo last seen: `2026-05-31T11:00:46Z`
+- repo last seen: `2026-06-01T08:41:30Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 10 reviews / 10 review comments**
+- snapshot discussion activity: **2 comments / 10 reviews / 10 review comments**
 - account age: **2928 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
@@ -2310,7 +2333,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46306: fix: Enable flash_attention in Granite4Vision](https://github.com/huggingface/transformers/pull/46306) — open
+- [PR #46306: fix: Enable flash_attention in Granite4Vision](https://github.com/huggingface/transformers/pull/46306) — closed
 - [PR #46031: Support Granite Speech NAR (NLE)](https://github.com/huggingface/transformers/pull/46031) — open
 
 ### `Brianzhengca`
@@ -2409,7 +2432,7 @@ Example artifacts:
 - repo first seen: `2026-04-29T09:34:56Z`
 - repo last seen: `2026-05-03T13:55:42Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
@@ -2420,7 +2443,7 @@ Example artifacts:
 - heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #45752: Fix unhandled exception noise from background safetensors conversion thread](https://github.com/huggingface/transformers/pull/45752) — open
+- [PR #45752: Fix unhandled exception noise from background safetensors conversion thread](https://github.com/huggingface/transformers/pull/45752) — closed, merged
 - [PR #45700: Add docstrings to type validator functions](https://github.com/huggingface/transformers/pull/45700) — closed
 
 ### `eladsegal`
@@ -2795,7 +2818,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume**
 
 Example artifacts:
-- [PR #46239: fix: cache warmup `RuntimeError` on mps](https://github.com/huggingface/transformers/pull/46239) — open
+- [PR #46239: fix: cache warmup `RuntimeError` on mps](https://github.com/huggingface/transformers/pull/46239) — closed, merged
 - [PR #45439: feat: bump min safetensors version to `0.8.0-rc.0`](https://github.com/huggingface/transformers/pull/45439) — closed
 
 ### `moonbogi`
@@ -3207,12 +3230,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
 - repo first seen: `2024-06-13T14:13:17Z`
-- repo last seen: `2026-05-29T17:04:18Z`
+- repo last seen: `2026-06-01T09:11:23Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **6 PRs / 1 issues**
-- snapshot discussion activity: **30 comments / 168 reviews / 525 review comments**
+- snapshot discussion activity: **30 comments / 169 reviews / 526 review comments**
 - account age: **2914 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
@@ -3484,6 +3507,29 @@ 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
 
+### `Wauplin`
+
+- profile: [github.com/Wauplin](https://github.com/Wauplin)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AWauplin)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AWauplin)
+- repo first seen: `2025-12-02T12:54:40Z`
+- repo last seen: `2026-06-01T08:19:30Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **2 PRs / 1 issues**
+- snapshot discussion activity: **5 comments / 6 reviews / 17 review comments**
+- account age: **4075 days**
+- recent public PR activity: **93 PRs** (83 merged / 4 closed-unmerged / 6 open; merged rate **89%**, closed-unmerged rate **4%**, open rate **6%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume**
+
+Example artifacts:
+- [PR #46318: Pass library_name/version to Hub calls via a shared HfApi](https://github.com/huggingface/transformers/pull/46318) — open
+- [PR #43586: Increase default ReadTimeout in tests](https://github.com/huggingface/transformers/pull/43586) — closed, merged
+- [Issue #42556: [v5] Remove `safe_serialization` parameter](https://github.com/huggingface/transformers/issues/42556) — closed
+
 ### `burtenshaw`
 
 - profile: [github.com/burtenshaw](https://github.com/burtenshaw)
@@ -4854,27 +4900,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46004: [Image Processor] Speed up image processors by casting to array before BatchFeature](https://github.com/huggingface/transformers/pull/46004) — open
 
-### `ArjunSrivastava1`
-
-- profile: [github.com/ArjunSrivastava1](https://github.com/ArjunSrivastava1)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArjunSrivastava1)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArjunSrivastava1)
-- repo first seen: `2026-05-07T18:36:08Z`
-- repo last seen: `2026-05-31T15:17:45Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **40 comments / 0 reviews / 0 review comments**
-- account age: **430 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 **moderate**, automation risk **low**
-- heuristic read: **high open PR share**
-
-Example artifacts:
-- [PR #45988: docs: Fix formatting issues in weightconverter.md](https://github.com/huggingface/transformers/pull/45988) — closed, merged
-
 ### `ArkaD171717`
 
 - profile: [github.com/ArkaD171717](https://github.com/ArkaD171717)
@@ -5072,7 +5097,7 @@ Example artifacts:
 - repo first seen: `2026-05-29T04:39:19Z`
 - repo last seen: `2026-05-29T08:34:30Z`
 - 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: **2 comments / 1 reviews / 1 review comments**
@@ -5083,7 +5108,7 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #46277: 🚨 Fix float16 overflow in Gemma4 vision pooler](https://github.com/huggingface/transformers/pull/46277) — open
+- [PR #46277: 🚨 Fix float16 overflow in Gemma4 vision pooler](https://github.com/huggingface/transformers/pull/46277) — closed, merged
 
 ### `blut-agent`
 
@@ -5323,7 +5348,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adfgvaetyj3456356-hash)
 - repo first seen: `2026-06-01T03:10:16Z`
 - repo last seen: `2026-06-01T03:14:29Z`
-- 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**

new_contributors.parquet

@@ -1,3 +1,3 @@
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+oid sha256:e5cad26aebe895b28d0e050617c9fb432bcdd704627927d0f80c34a5ea38028d
+size 61446

pr-scope-clusters.json

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@@ -19,7 +19,7 @@
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       "summary": "10 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
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@@ -33,7 +33,7 @@
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@@ -461,11 +461,27 @@
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@@ -478,11 +494,11 @@
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       "summary": "4 open PRs share weighted file overlap around `.github/workflows/build-ci-docker-images.yml`, `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`; representative PR #46264.",
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         ".github/workflows/build-ci-docker-images.yml",
@@ -1476,9 +1225,9 @@
         ".github/workflows/build-nightly-ci-docker-images.yml",
         ".github/workflows/build-past-ci-docker-images.yml",
         ".github/workflows/release-conda.yml",
-        ".github/workflows/check_failed_tests.yml",
         ".github/workflows/check_tiny_models.yml",
-        ".github/workflows/new_model_pr_merged_notification.yml"
+        ".github/workflows/new_model_pr_merged_notification.yml",
+        ".github/workflows/release.yml"
       ],
       "shared_directories": [
         ".github/workflows",
@@ -1488,8 +1237,8 @@
         {
           "left_pr_number": 42975,
           "right_pr_number": 46264,
-          "similarity": 0.747,
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           "breadth_similarity": 0.912,
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@@ -1513,8 +1262,8 @@
         {
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@@ -1538,8 +1287,8 @@
         {
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           "right_pr_number": 46264,
-          "similarity": 0.569,
-          "content_similarity": 0.621,
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           "breadth_similarity": 0.588,
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@@ -1560,8 +1309,8 @@
         {
           "left_pr_number": 45077,
           "right_pr_number": 46264,
-          "similarity": 0.541,
-          "content_similarity": 0.5,
+          "similarity": 0.539,
+          "content_similarity": 0.498,
           "size_similarity": 0.423,
           "breadth_similarity": 0.775,
           "concentration_similarity": 1.0,
@@ -1585,8 +1334,8 @@
         {
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           "right_pr_number": 45077,
-          "similarity": 0.485,
-          "content_similarity": 0.511,
+          "similarity": 0.484,
+          "content_similarity": 0.51,
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           "breadth_similarity": 0.659,
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@@ -1605,8 +1354,8 @@
         {
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@@ -1681,7 +1430,7 @@
           "left_pr_number": 44547,
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           "similarity": 0.508,
-          "content_similarity": 0.297,
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@@ -1790,7 +1539,7 @@
           "left_pr_number": 45635,
           "right_pr_number": 45996,
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-          "content_similarity": 0.598,
+          "content_similarity": 0.597,
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           "breadth_similarity": 0.875,
           "concentration_similarity": 0.758,
@@ -1808,7 +1557,7 @@
         {
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           "right_pr_number": 45996,
-          "similarity": 0.586,
+          "similarity": 0.585,
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@@ -1888,7 +1637,7 @@
         45985
       ],
       "representative_pr_number": 45985,
-      "average_similarity": 0.514,
+      "average_similarity": 0.517,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
       "shared_filenames": [
         "src/transformers/generation/utils.py"
@@ -1902,8 +1651,8 @@
         {
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           "right_pr_number": 45985,
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@@ -1919,8 +1668,8 @@
         {
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           "right_pr_number": 45985,
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+          "similarity": 0.608,
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           "breadth_similarity": 1.0,
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@@ -1936,8 +1685,8 @@
         {
           "left_pr_number": 34667,
           "right_pr_number": 39683,
-          "similarity": 0.533,
-          "content_similarity": 0.445,
+          "similarity": 0.537,
+          "content_similarity": 0.45,
           "size_similarity": 0.478,
           "breadth_similarity": 1.0,
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@@ -1953,8 +1702,8 @@
         {
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           "right_pr_number": 45985,
-          "similarity": 0.468,
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+          "content_similarity": 0.416,
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           "breadth_similarity": 1.0,
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@@ -1970,8 +1719,8 @@
         {
           "left_pr_number": 34667,
           "right_pr_number": 44872,
-          "similarity": 0.442,
-          "content_similarity": 0.359,
+          "similarity": 0.446,
+          "content_similarity": 0.364,
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           "breadth_similarity": 1.0,
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@@ -1987,8 +1736,8 @@
         {
           "left_pr_number": 39683,
           "right_pr_number": 44872,
-          "similarity": 0.425,
-          "content_similarity": 0.365,
+          "similarity": 0.428,
+          "content_similarity": 0.37,
           "size_similarity": 0.13,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2004,116 +1753,153 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-45548-4",
+      "cluster_id": "pr-scope-45202-4",
       "pr_numbers": [
-        45548,
-        45649,
-        45655,
-        46239
+        45202,
+        45294,
+        45438,
+        45883
       ],
-      "representative_pr_number": 45649,
-      "average_similarity": 0.437,
-      "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
+      "representative_pr_number": 45438,
+      "average_similarity": 0.501,
+      "summary": "4 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.",
       "shared_filenames": [
-        "src/transformers/modeling_utils.py"
+        "src/transformers/models/gemma4/modeling_gemma4.py",
+        "src/transformers/models/gemma4/modular_gemma4.py",
+        "docs/source/en/model_doc/gemma4.md",
+        "tests/models/gemma4/test_modeling_gemma4.py",
+        "src/transformers/models/auto/modeling_auto.py"
       ],
       "shared_directories": [
+        "src/transformers/models/gemma4",
+        "src/transformers/models",
         "src/transformers",
-        "src"
+        "src",
+        "docs/source/en/model_doc",
+        "src/transformers/models/auto",
+        "tests/models/gemma4",
+        "docs/source/en"
       ],
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         {
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-          "size_similarity": 0.149,
-          "breadth_similarity": 0.75,
-          "concentration_similarity": 1.0,
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+          "right_pr_number": 45438,
+          "similarity": 0.758,
+          "content_similarity": 0.779,
+          "size_similarity": 0.42,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.989,
           "shared_filenames": [
-            "src/transformers/modeling_utils.py"
+            "docs/source/en/model_doc/gemma4.md",
+            "src/transformers/models/auto/modeling_auto.py",
+            "src/transformers/models/gemma4/modeling_gemma4.py",
+            "src/transformers/models/gemma4/modular_gemma4.py",
+            "tests/models/gemma4/test_modeling_gemma4.py"
           ],
           "shared_directories": [
+            "docs/source/en/model_doc",
+            "src/transformers/models/auto",
+            "src/transformers/models/gemma4",
+            "docs/source/en",
+            "src/transformers/models",
+            "tests/models/gemma4",
+            "docs/source",
             "src/transformers",
-            "src"
+            "tests/models",
+            "docs"
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         {
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+          "concentration_similarity": 0.908,
           "shared_filenames": [
-            "src/transformers/modeling_utils.py"
+            "src/transformers/models/gemma4/modeling_gemma4.py",
+            "src/transformers/models/gemma4/modular_gemma4.py"
           ],
           "shared_directories": [
+            "src/transformers/models/gemma4",
+            "src/transformers/models",
             "src/transformers",
             "src"
           ]
         },
         {
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+          "concentration_similarity": 0.92,
           "shared_filenames": [
-            "src/transformers/modeling_utils.py"
+            "src/transformers/models/gemma4/modeling_gemma4.py",
+            "src/transformers/models/gemma4/modular_gemma4.py"
           ],
           "shared_directories": [
+            "src/transformers/models/gemma4",
+            "src/transformers/models",
             "src/transformers",
             "src"
           ]
         },
         {
-          "left_pr_number": 45655,
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+          "size_similarity": 0.027,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
-            "src/transformers/modeling_utils.py"
+            "src/transformers/models/gemma4/modeling_gemma4.py",
+            "src/transformers/models/gemma4/modular_gemma4.py"
           ],
           "shared_directories": [
+            "src/transformers/models/gemma4",
+            "src/transformers/models",
             "src/transformers",
             "src"
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         },
         {
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-          "size_similarity": 0.191,
-          "breadth_similarity": 0.75,
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+          "size_similarity": 0.01,
+          "breadth_similarity": 0.325,
+          "concentration_similarity": 0.92,
           "shared_filenames": [
-            "src/transformers/modeling_utils.py"
+            "src/transformers/models/gemma4/modeling_gemma4.py",
+            "src/transformers/models/gemma4/modular_gemma4.py"
           ],
           "shared_directories": [
+            "src/transformers/models/gemma4",
+            "src/transformers/models",
             "src/transformers",
             "src"
           ]
         },
         {
-          "left_pr_number": 45548,
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-          "size_similarity": 0.128,
-          "breadth_similarity": 0.75,
-          "concentration_similarity": 1.0,
+          "left_pr_number": 45202,
+          "right_pr_number": 45294,
+          "similarity": 0.317,
+          "content_similarity": 0.336,
+          "size_similarity": 0.025,
+          "breadth_similarity": 0.325,
+          "concentration_similarity": 0.908,
           "shared_filenames": [
-            "src/transformers/modeling_utils.py"
+            "src/transformers/models/gemma4/modeling_gemma4.py",
+            "src/transformers/models/gemma4/modular_gemma4.py"
           ],
           "shared_directories": [
+            "src/transformers/models/gemma4",
+            "src/transformers/models",
             "src/transformers",
             "src"
           ]
@@ -2143,7 +1929,7 @@
         {
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-          "similarity": 0.613,
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           "breadth_similarity": 1.0,
@@ -2178,7 +1964,7 @@
           "left_pr_number": 44385,
           "right_pr_number": 44615,
           "similarity": 0.402,
-          "content_similarity": 0.329,
+          "content_similarity": 0.328,
           "size_similarity": 0.371,
           "breadth_similarity": 0.667,
           "concentration_similarity": 1.0,
@@ -2195,7 +1981,7 @@
           "left_pr_number": 44385,
           "right_pr_number": 46152,
           "similarity": 0.387,
-          "content_similarity": 0.34,
+          "content_similarity": 0.339,
           "size_similarity": 0.217,
           "breadth_similarity": 0.667,
           "concentration_similarity": 1.0,
@@ -2211,8 +1997,8 @@
         {
           "left_pr_number": 44615,
           "right_pr_number": 45060,
-          "similarity": 0.309,
-          "content_similarity": 0.232,
+          "similarity": 0.308,
+          "content_similarity": 0.231,
           "size_similarity": 0.614,
           "breadth_similarity": 0.333,
           "concentration_similarity": 0.421,
@@ -2229,7 +2015,7 @@
           "left_pr_number": 44385,
           "right_pr_number": 45060,
           "similarity": 0.24,
-          "content_similarity": 0.169,
+          "content_similarity": 0.168,
           "size_similarity": 0.228,
           "breadth_similarity": 0.667,
           "concentration_similarity": 0.421,
@@ -2555,7 +2341,7 @@
         46207
       ],
       "representative_pr_number": 44940,
-      "average_similarity": 0.481,
+      "average_similarity": 0.48,
       "summary": "3 open PRs share weighted file overlap around `tests/utils/test_modeling_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44940.",
       "shared_filenames": [
         "tests/utils/test_modeling_utils.py",
@@ -2571,7 +2357,7 @@
         {
           "left_pr_number": 44940,
           "right_pr_number": 46207,
-          "similarity": 0.534,
+          "similarity": 0.533,
           "content_similarity": 0.441,
           "size_similarity": 0.662,
           "breadth_similarity": 0.833,
@@ -2609,7 +2395,7 @@
           "left_pr_number": 46114,
           "right_pr_number": 46207,
           "similarity": 0.426,
-          "content_similarity": 0.41,
+          "content_similarity": 0.409,
           "size_similarity": 0.458,
           "breadth_similarity": 0.31,
           "concentration_similarity": 0.798,
@@ -2633,7 +2419,7 @@
         46091
       ],
       "representative_pr_number": 45293,
-      "average_similarity": 0.471,
+      "average_similarity": 0.472,
       "summary": "3 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`, `src/transformers/models/auto/tokenization_auto.py`; representative PR #45293.",
       "shared_filenames": [
         "tests/models/auto/test_tokenization_auto.py",
@@ -2675,7 +2461,7 @@
           "left_pr_number": 45293,
           "right_pr_number": 45317,
           "similarity": 0.492,
-          "content_similarity": 0.331,
+          "content_similarity": 0.332,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.972,
@@ -2693,8 +2479,8 @@
         {
           "left_pr_number": 45317,
           "right_pr_number": 46091,
-          "similarity": 0.419,
-          "content_similarity": 0.376,
+          "similarity": 0.42,
+          "content_similarity": 0.377,
           "size_similarity": 0.276,
           "breadth_similarity": 0.667,
           "concentration_similarity": 0.957,
@@ -2711,6 +2497,74 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45548-3",
+      "pr_numbers": [
+        45548,
+        45649,
+        45655
+      ],
+      "representative_pr_number": 45649,
+      "average_similarity": 0.452,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
+      "shared_filenames": [
+        "src/transformers/modeling_utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45548,
+          "right_pr_number": 45649,
+          "similarity": 0.508,
+          "content_similarity": 0.515,
+          "size_similarity": 0.149,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 45649,
+          "right_pr_number": 45655,
+          "similarity": 0.501,
+          "content_similarity": 0.335,
+          "size_similarity": 0.778,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 45548,
+          "right_pr_number": 45655,
+          "similarity": 0.348,
+          "content_similarity": 0.277,
+          "size_similarity": 0.191,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-43488-3",
       "pr_numbers": [
@@ -2719,7 +2573,7 @@
         46100
       ],
       "representative_pr_number": 43665,
-      "average_similarity": 0.437,
+      "average_similarity": 0.436,
       "summary": "3 open PRs share weighted file overlap around `tests/models/vit/test_modeling_vit.py`; representative PR #43665.",
       "shared_filenames": [
         "tests/models/vit/test_modeling_vit.py"
@@ -2750,8 +2604,8 @@
         {
           "left_pr_number": 43488,
           "right_pr_number": 43665,
-          "similarity": 0.382,
-          "content_similarity": 0.205,
+          "similarity": 0.381,
+          "content_similarity": 0.203,
           "size_similarity": 0.818,
           "breadth_similarity": 0.667,
           "concentration_similarity": 0.99,
@@ -2767,8 +2621,8 @@
         {
           "left_pr_number": 43488,
           "right_pr_number": 46100,
-          "similarity": 0.334,
-          "content_similarity": 0.313,
+          "similarity": 0.333,
+          "content_similarity": 0.311,
           "size_similarity": 0.364,
           "breadth_similarity": 0.333,
           "concentration_similarity": 0.545,
@@ -2901,7 +2755,7 @@
           "left_pr_number": 44907,
           "right_pr_number": 45783,
           "similarity": 0.485,
-          "content_similarity": 0.486,
+          "content_similarity": 0.487,
           "size_similarity": 0.078,
           "breadth_similarity": 0.836,
           "concentration_similarity": 0.986,
@@ -3006,7 +2860,7 @@
         44550
       ],
       "representative_pr_number": 44550,
-      "average_similarity": 0.367,
+      "average_similarity": 0.364,
       "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
       "shared_filenames": [],
       "shared_directories": [
@@ -3019,8 +2873,8 @@
         {
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           "right_pr_number": 44550,
-          "similarity": 0.391,
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           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
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@@ -3050,8 +2904,8 @@
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