Refresh transformers dataset snapshot 20260519T180042Z

README.md

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 - eval set creation
 
 Notes:
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+            "title": "Fix wrong variable in check_model_type isinstance check",
+            "url": "https://github.com/huggingface/transformers/pull/46080",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-19T17:17:53Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "shhKnight30",
       "name": "Aishwary Bhatt",

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260519T120033Z`
-- Generated: `2026-05-19T12:03:04Z`
+- Snapshot: `20260519T180042Z`
+- Generated: `2026-05-19T18:02:56Z`
 - Activity window: `60d`
-- Contributors: `357`
+- Contributors: `355`
 
 ## Summary
 
@@ -28,7 +28,7 @@
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 20 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `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 | — |
-| `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-12-16T08:22:52Z` | 17 | 1 | strong | moderate | low | targets high-star repos |
+| `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-12-16T08:22:52Z` | 18 | 1 | strong | moderate | low | targets high-star repos |
 | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 17 | 0 | n/a | n/a | n/a | summary unavailable |
 | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 16 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
 | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 16 | 0 | strong | moderate | low | — |
@@ -102,7 +102,6 @@
 | `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 |
 | `gabrielspmoreira` | [profile](https://github.com/gabrielspmoreira) | no | FIRST_TIME_CONTRIBUTOR | 5647d | `2026-05-18T23:25:12Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `GitGlimpse895` | [profile](https://github.com/GitGlimpse895) | no | NONE | 5d | `2026-04-12T10:14:58Z` | 2 | 0 | weak | moderate | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `guoyangzhen` | [profile](https://github.com/guoyangzhen) | no | NONE | 2589d | `2026-03-20T13:03:54Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `hijingsong` | [profile](https://github.com/hijingsong) | no | FIRST_TIME_CONTRIBUTOR | 24d | `2026-04-11T16:23:48Z` | 2 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `irfaan101` | [profile](https://github.com/irfaan101) | no | CONTRIBUTOR | 613d | `2026-05-16T11:43:33Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Jeevang1-epic` | [profile](https://github.com/Jeevang1-epic) | no | CONTRIBUTOR | 207d | `2026-04-24T19:22:05Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
@@ -125,6 +124,7 @@
 | `poojansatani` | [profile](https://github.com/poojansatani) | no | FIRST_TIME_CONTRIBUTOR | 1048d | `2026-05-16T15:35:41Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | NONE | 1556d | `2026-03-07T22:12:58Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `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 |
+| `rmotgi1227` | [profile](https://github.com/rmotgi1227) | no | FIRST_TIME_CONTRIBUTOR | 295d | `2026-05-12T21:21:10Z` | 2 | 0 | mixed | moderate | low | young account; targets high-star repos |
 | `saiganesh47` | [profile](https://github.com/saiganesh47) | no | NONE | 633d | `2026-04-22T15:13:44Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `saslifat-gif` | [profile](https://github.com/saslifat-gif) | no | CONTRIBUTOR | 229d | `2026-04-02T14:08:15Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `sharziki` | [profile](https://github.com/sharziki) | no | CONTRIBUTOR | 1559d | `2026-04-11T02:31:44Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -143,11 +143,12 @@
 | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2804d | `2025-11-10T23:38:23Z` | 3 | 0 | mixed | moderate | low | — |
 | `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4226d | `2025-11-26T16:41:09Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
+| `oliverholworthy` | [profile](https://github.com/oliverholworthy) | no | FIRST_TIME_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 |
 | `thisisiron` | [profile](https://github.com/thisisiron) | no | CONTRIBUTOR | 3447d | `2025-08-20T15:17:54Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `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 |
-| `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2869d | `2026-03-14T18:33:53Z` | 2 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `guoyangzhen` | [profile](https://github.com/guoyangzhen) | no | NONE | 2589d | `2026-03-20T13:03:54Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `jackcook` | [profile](https://github.com/jackcook) | no | CONTRIBUTOR | 4658d | `2026-02-13T05:15:44Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `mitre88` | [profile](https://github.com/mitre88) | no | CONTRIBUTOR | 3202d | `2026-03-04T00:42:43Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `nuxlear` | [profile](https://github.com/nuxlear) | no | CONTRIBUTOR | 3757d | `2026-01-02T07:29:46Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -161,7 +162,6 @@
 | `bigshanedogg` | [profile](https://github.com/bigshanedogg) | no | CONTRIBUTOR | 3673d | `2026-03-23T19:34:30Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `ghost` | [profile](https://github.com/ghost) | no | NONE | 6553d | `2024-05-09T10:45:25Z` | 1 | 2 | weak | low | low | high open PR share; no visible non-self stars |
 | `kndtran` | [profile](https://github.com/kndtran) | no | CONTRIBUTOR | 3650d | `2026-05-06T18:23:26Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
-| `m-matthias` | [profile](https://github.com/m-matthias) | no | CONTRIBUTOR | 3768d | `2026-03-19T12:56:22Z` | 1 | 2 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `oleksii-tumanov` | [profile](https://github.com/oleksii-tumanov) | no | FIRST_TIME_CONTRIBUTOR | 4519d | `2026-04-22T03:12:11Z` | 1 | 2 | mixed | moderate | low | high recent PR volume |
 | `ouroborosscr` | [profile](https://github.com/ouroborosscr) | no | FIRST_TIMER | 1967d | `2026-03-21T15:38:54Z` | 1 | 2 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `softguy777` | [profile](https://github.com/softguy777) | no | FIRST_TIMER | 955d | `2026-04-28T08:23:48Z` | 1 | 2 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -206,7 +206,6 @@
 | `abidlabs` | [profile](https://github.com/abidlabs) | no | MEMBER | 5075d | `2026-01-13T19:16:29Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
 | `adityachoksi2512` | [profile](https://github.com/adityachoksi2512) | no | FIRST_TIMER | 1471d | `2026-05-01T03:03:13Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `agentspan` | [profile](https://github.com/agentspan) | no | NONE | 15d | `2026-04-08T08:40:08Z` | 1 | 0 | weak | low | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `ai-man-codes` | [profile](https://github.com/ai-man-codes) | no | FIRST_TIME_CONTRIBUTOR | 560d | `2026-03-20T17:48:23Z` | 1 | 0 | mixed | moderate | low | targets high-star repos |
 | `AjAyrAo43` | [profile](https://github.com/AjAyrAo43) | no | FIRST_TIME_CONTRIBUTOR | 303d | `2026-05-10T17:28:09Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `AkshajKashyap` | [profile](https://github.com/AkshajKashyap) | no | FIRST_TIME_CONTRIBUTOR | 873d | `2026-03-25T00:11:43Z` | 1 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Akshay404error` | [profile](https://github.com/Akshay404error) | no | FIRST_TIMER | 592d | `2026-03-27T08:33:01Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -224,7 +223,7 @@
 | `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) | yes | NONE | 978d | `2026-05-19T06:28:43Z` | 1 | 0 | mixed | moderate | low | high open PR share |
+| `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 |
 | `avarga1` | [profile](https://github.com/avarga1) | no | NONE | 2176d | `2026-04-07T02:22:26Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
 | `avasis-ai` | [profile](https://github.com/avasis-ai) | no | CONTRIBUTOR | 30d | `2026-04-18T21:48:22Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share |
 | `avihu111` | [profile](https://github.com/avihu111) | no | CONTRIBUTOR | 2928d | `2026-04-29T11:45:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -326,9 +325,7 @@
 | `ranjithchinnanan` | [profile](https://github.com/ranjithchinnanan) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-05-05T12:03:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 1 | 0 | mixed | low | low | — |
 | `Ratwood98` | [profile](https://github.com/Ratwood98) | no | CONTRIBUTOR | 1899d | `2026-05-07T23:30:45Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `rmotgi1227` | [profile](https://github.com/rmotgi1227) | no | NONE | 295d | `2026-05-12T21:21:10Z` | 1 | 0 | mixed | moderate | low | young account; targets high-star repos |
 | `RobTand` | [profile](https://github.com/RobTand) | no | NONE | 3405d | `2026-05-02T19:12:41Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
-| `roycho96` | [profile](https://github.com/roycho96) | no | FIRST_TIME_CONTRIBUTOR | 2160d | `2026-03-20T15:08:32Z` | 1 | 0 | mixed | moderate | low | high open PR share |
 | `rraghavkaushik` | [profile](https://github.com/rraghavkaushik) | no | CONTRIBUTOR | 1057d | `2026-05-06T10:53:47Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `ruben-aghayan` | [profile](https://github.com/ruben-aghayan) | no | CONTRIBUTOR | 3216d | `2026-04-13T03:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ruixiang63` | [profile](https://github.com/ruixiang63) | no | CONTRIBUTOR | 3277d | `2026-04-27T21:19:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -339,6 +336,7 @@
 | `SAY-5` | [profile](https://github.com/SAY-5) | no | FIRST_TIME_CONTRIBUTOR | 172d | `2026-04-20T05:44:53Z` | 1 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
 | `SeaL773` | [profile](https://github.com/SeaL773) | no | FIRST_TIME_CONTRIBUTOR | 3075d | `2026-05-04T06:26:53Z` | 1 | 0 | mixed | moderate | low | — |
 | `sebastianvlad1` | [profile](https://github.com/sebastianvlad1) | no | CONTRIBUTOR | 3207d | `2026-04-30T16:48:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `SebTardif` | [profile](https://github.com/SebTardif) | yes | FIRST_TIME_CONTRIBUTOR | 5216d | `2026-05-19T17:17:53Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `shhKnight30` | [profile](https://github.com/shhKnight30) | no | CONTRIBUTOR | 931d | `2026-04-04T10:29:57Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `Shikhar-S` | [profile](https://github.com/Shikhar-S) | no | FIRST_TIME_CONTRIBUTOR | 3763d | `2026-04-10T04:26:05Z` | 1 | 0 | weak | low | low | high open PR share |
 | `silencelamb` | [profile](https://github.com/silencelamb) | no | CONTRIBUTOR | 4218d | `2026-05-05T09:41:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -547,12 +545,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
 - repo first seen: `2025-08-26T12:13:50Z`
-- repo last seen: `2026-05-19T11:43:16Z`
+- repo last seen: `2026-05-19T17:45:01Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **46**
 - snapshot authored PRs/issues: **45 PRs / 1 issues**
-- snapshot discussion activity: **543 comments / 965 reviews / 4127 review comments**
+- snapshot discussion activity: **551 comments / 978 reviews / 4208 review comments**
 - account age: **1991 days**
 - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
 - public orgs: none visible
@@ -571,12 +569,12 @@ 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: `2026-05-19T11:30:24Z`
+- repo last seen: `2026-05-19T15:10:26Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **45**
 - snapshot authored PRs/issues: **45 PRs / 0 issues**
-- snapshot discussion activity: **652 comments / 230 reviews / 127 review comments**
+- snapshot discussion activity: **653 comments / 232 reviews / 129 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`
@@ -668,12 +666,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayonigozlan)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayonigozlan)
 - repo first seen: `2025-10-03T15:26:01Z`
-- repo last seen: `2026-05-19T00:47:50Z`
+- repo last seen: `2026-05-19T16:50:39Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **30**
 - snapshot authored PRs/issues: **30 PRs / 0 issues**
-- snapshot discussion activity: **61 comments / 193 reviews / 379 review comments**
+- snapshot discussion activity: **62 comments / 194 reviews / 380 review comments**
 - account age: **1978 days**
 - recent public PR activity: **15 PRs** (11 merged / 0 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
 - public orgs: `huggingface`
@@ -841,12 +839,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asywangyi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asywangyi)
 - repo first seen: `2025-12-16T08:22:52Z`
-- repo last seen: `2026-05-18T01:15:21Z`
+- repo last seen: `2026-05-19T12:06:42Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **18**
-- snapshot authored PRs/issues: **17 PRs / 1 issues**
-- snapshot discussion activity: **21 comments / 16 reviews / 16 review comments**
+- repo primary artifacts: **19**
+- snapshot authored PRs/issues: **18 PRs / 1 issues**
+- snapshot discussion activity: **22 comments / 16 reviews / 16 review comments**
 - account age: **2996 days**
 - recent public PR activity: **16 PRs** (12 merged / 0 closed-unmerged / 4 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
 - public orgs: none visible
@@ -854,9 +852,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #46076: add flash base test and fix the incorrect and crash issue during enab…](https://github.com/huggingface/transformers/pull/46076) — open
 - [PR #45880: add DeepSeek-V4-Flash-Base support, also add the testcase(dequantize=…](https://github.com/huggingface/transformers/pull/45880) — open
 - [PR #45526: xpu output align with cuda in test case](https://github.com/huggingface/transformers/pull/45526) — closed, merged
-- [PR #45279: add expert parallelism for gemma-4-26B-A4B-it](https://github.com/huggingface/transformers/pull/45279) — closed, merged
 - [Issue #42890: tests/models/sam_hq/test_modeling_sam_hq.py::SamHQModelIntegrationTest may fail since a lot of cases are lack of set_seed()](https://github.com/huggingface/transformers/issues/42890) — closed
 
 ### `hf-security-analysis[bot]`
@@ -1044,7 +1042,7 @@ Example artifacts:
 Example artifacts:
 - [PR #45409: from_pretrained orchestration + distributed save/load](https://github.com/huggingface/transformers/pull/45409) — closed, merged
 - [PR #45408: MoE expert parallelism + sequence parallelism](https://github.com/huggingface/transformers/pull/45408) — closed, merged
-- [PR #45028: FSDP + TP & native save/load distributed](https://github.com/huggingface/transformers/pull/45028) — open
+- [PR #45028: FSDP + TP & native save/load distributed](https://github.com/huggingface/transformers/pull/45028) — closed, merged
 
 ### `YangKai0616`
 
@@ -1098,12 +1096,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acasinca)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acasinca)
 - repo first seen: `2025-12-10T12:31:18Z`
-- repo last seen: `2026-05-05T16:21:02Z`
+- repo last seen: `2026-05-19T16:12:58Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **10**
 - snapshot authored PRs/issues: **8 PRs / 2 issues**
-- snapshot discussion activity: **18 comments / 31 reviews / 31 review comments**
+- snapshot discussion activity: **19 comments / 31 reviews / 31 review comments**
 - account age: **2626 days**
 - recent public PR activity: **22 PRs** (17 merged / 1 closed-unmerged / 4 open; merged rate **77%**, closed-unmerged rate **5%**, open rate **18%**)
 - public orgs: none visible
@@ -1146,12 +1144,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJJJYmmm)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJJJYmmm)
 - repo first seen: `2026-01-27T10:34:17Z`
-- repo last seen: `2026-05-19T10:22:50Z`
+- repo last seen: `2026-05-19T12:53:09Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **8 PRs / 0 issues**
-- snapshot discussion activity: **20 comments / 51 reviews / 51 review comments**
+- snapshot discussion activity: **20 comments / 58 reviews / 58 review comments**
 - account age: **1648 days**
 - recent public PR activity: **11 PRs** (9 merged / 2 closed-unmerged / 0 open; merged rate **82%**, closed-unmerged rate **18%**, open rate **0%**)
 - public orgs: none visible
@@ -1192,12 +1190,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azhang-prog)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azhang-prog)
 - repo first seen: `2025-12-23T11:18:14Z`
-- repo last seen: `2026-05-12T10:50:19Z`
+- repo last seen: `2026-05-19T12:24:32Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **8 PRs / 0 issues**
-- snapshot discussion activity: **38 comments / 362 reviews / 363 review comments**
+- snapshot discussion activity: **38 comments / 363 reviews / 364 review comments**
 - account age: **2074 days**
 - recent public PR activity: **19 PRs** (16 merged / 2 closed-unmerged / 1 open; merged rate **84%**, closed-unmerged rate **11%**, open rate **5%**)
 - public orgs: none visible
@@ -1205,7 +1203,7 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #45838: [Model] Add PP-OCRv6 Models Support](https://github.com/huggingface/transformers/pull/45838) — open
+- [PR #45838: [Model] Add PP-OCRv6 Models Support](https://github.com/huggingface/transformers/pull/45838) — closed, merged
 - [PR #45626: [Model] Add PP-FormulaNet Model Support](https://github.com/huggingface/transformers/pull/45626) — closed, merged
 - [PR #45562: Updated the image cache for Paddle models according to the latest API](https://github.com/huggingface/transformers/pull/45562) — closed, merged
 
@@ -2547,28 +2545,6 @@ Example artifacts:
 - [PR #45510: cache_utils: fix QuantizedLayer to correctly propagate reorder_cache, crop, and batch ops to quantized buffers](https://github.com/huggingface/transformers/pull/45510) — closed
 - [PR #45384: generation/stopping_criteria: short-circuit StoppingCriteriaList when all sequences are done](https://github.com/huggingface/transformers/pull/45384) — closed
 
-### `guoyangzhen`
-
-- profile: [github.com/guoyangzhen](https://github.com/guoyangzhen)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguoyangzhen)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguoyangzhen)
-- repo first seen: `2026-03-20T13:03:54Z`
-- repo last seen: `2026-03-20T22:08:49Z`
-- 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: **2589 days**
-- recent public PR activity: **135 PRs** (11 merged / 45 closed-unmerged / 79 open; merged rate **8%**, closed-unmerged rate **33%**, open rate **59%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
-- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #44902: fix: Whisper word timestamp OOB access on trailing replacement char](https://github.com/huggingface/transformers/pull/44902) — closed
-- [PR #44885: fix: prevent IndexError in Whisper word timestamp decode](https://github.com/huggingface/transformers/pull/44885) — closed
-
 ### `hijingsong`
 
 - profile: [github.com/hijingsong](https://github.com/hijingsong)
@@ -3053,6 +3029,28 @@ Example artifacts:
 - [PR #44932: Fix: Pass scheduler_specific_kwargs to inverse_sqrt scheduler](https://github.com/huggingface/transformers/pull/44932) — closed
 - [PR #44931: fix(camembert): add tie_word_embeddings=True to CamembertConfig](https://github.com/huggingface/transformers/pull/44931) — closed, merged
 
+### `rmotgi1227`
+
+- profile: [github.com/rmotgi1227](https://github.com/rmotgi1227)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Armotgi1227)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Armotgi1227)
+- repo first seen: `2026-05-12T21:21:10Z`
+- repo last seen: `2026-05-19T17:59:32Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **295 days**
+- recent public PR activity: **14 PRs** (6 merged / 3 closed-unmerged / 5 open; merged rate **43%**, closed-unmerged rate **21%**, open rate **36%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **young account; targets high-star repos**
+
+Example artifacts:
+- [PR #46081: fix(cache): StaticLayer.get_seq_length() should return int not Tensor](https://github.com/huggingface/transformers/pull/46081) — open
+- [PR #45924: Fix AutoTokenizer using wrong tokenizer class for olmo2, granite, granitemoehybrid, hyperclovax, and ernie models](https://github.com/huggingface/transformers/pull/45924) — closed
+
 ### `saiganesh47`
 
 - profile: [github.com/saiganesh47](https://github.com/saiganesh47)
@@ -3400,12 +3398,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASangbumChoi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASangbumChoi)
 - repo first seen: `2024-06-07T00:26:26Z`
-- repo last seen: `2026-05-18T23:48:19Z`
+- repo last seen: `2026-05-19T14:28:43Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 76 reviews / 95 review comments**
+- snapshot discussion activity: **2 comments / 81 reviews / 100 review comments**
 - account age: **3079 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -3463,6 +3461,30 @@ Example artifacts:
 - [PR #44146: Ensure final evaluation runs with step-based evaluation strategy](https://github.com/huggingface/transformers/pull/44146) — closed, merged
 - [PR #42428: logic to select tf32 API as per Pytorch version](https://github.com/huggingface/transformers/pull/42428) — closed, merged
 
+### `oliverholworthy`
+
+- profile: [github.com/oliverholworthy](https://github.com/oliverholworthy)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aoliverholworthy)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aoliverholworthy)
+- repo first seen: `2026-01-26T21:42:45Z`
+- repo last seen: `2026-05-19T17:01:20Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **2 PRs / 2 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **5290 days**
+- recent public PR activity: **20 PRs** (5 merged / 6 closed-unmerged / 9 open; merged rate **25%**, closed-unmerged rate **30%**, open rate **45%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share**
+
+Example artifacts:
+- [PR #46079: Fix Gemma4 use_bidirectional_attention="all" mask behavior](https://github.com/huggingface/transformers/pull/46079) — open
+- [PR #43509: Guard torch.is_autocast_enabled(device_type) for torch<2.4](https://github.com/huggingface/transformers/pull/43509) — closed
+- [Issue #46077: Gemma4 `use_bidirectional_attention="all"` still builds causal attention masks](https://github.com/huggingface/transformers/issues/46077) — open
+- [Issue #43508: Transformers 5.0.0 calls torch.is_autocast_enabled(device_type) breaking compatibility with torch<2.4](https://github.com/huggingface/transformers/issues/43508) — closed
+
 ### `bzantium`
 
 - profile: [github.com/bzantium](https://github.com/bzantium)
@@ -3492,12 +3514,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Athisisiron)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Athisisiron)
 - repo first seen: `2025-08-20T15:17:54Z`
-- repo last seen: `2026-04-30T14:06:09Z`
+- repo last seen: `2026-05-19T15:43:38Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **7 comments / 30 reviews / 30 review comments**
+- snapshot discussion activity: **8 comments / 30 reviews / 30 review comments**
 - account age: **3447 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: `ai-rush-2019`, `bcaitech1`, `ml-zip`
@@ -3553,27 +3575,27 @@ Example artifacts:
 - [PR #45273: fix: liger unnecessarily materializes logits in VRAM during eval, causing OOM](https://github.com/huggingface/transformers/pull/45273) — open
 - [PR #44189: fix: don't move model to device under other dist train backends](https://github.com/huggingface/transformers/pull/44189) — open
 
-### `he-yufeng`
+### `guoyangzhen`
 
-- profile: [github.com/he-yufeng](https://github.com/he-yufeng)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahe-yufeng)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahe-yufeng)
-- repo first seen: `2026-03-14T18:33:53Z`
-- repo last seen: `2026-03-24T13:30:38Z`
+- profile: [github.com/guoyangzhen](https://github.com/guoyangzhen)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguoyangzhen)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguoyangzhen)
+- repo first seen: `2026-03-20T13:03:54Z`
+- repo last seen: `2026-03-20T22:08:49Z`
 - first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 2 reviews / 2 review comments**
-- account age: **2869 days**
-- recent public PR activity: **114 PRs** (41 merged / 19 closed-unmerged / 54 open; merged rate **36%**, closed-unmerged rate **17%**, open rate **47%**)
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **2589 days**
+- recent public PR activity: **135 PRs** (11 merged / 45 closed-unmerged / 79 open; merged rate **8%**, closed-unmerged rate **33%**, open rate **59%**)
 - public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
 - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #44892: Fix AutoImageProcessor.from_pretrained failing on URL input](https://github.com/huggingface/transformers/pull/44892) — closed
-- [PR #44710: Fix AutoProcessor.from_pretrained silently dropping hub kwargs](https://github.com/huggingface/transformers/pull/44710) — closed, merged
+- [PR #44902: fix: Whisper word timestamp OOB access on trailing replacement char](https://github.com/huggingface/transformers/pull/44902) — closed
+- [PR #44885: fix: prevent IndexError in Whisper word timestamp decode](https://github.com/huggingface/transformers/pull/44885) — closed
 
 ### `jackcook`
 
@@ -3866,29 +3888,6 @@ Example artifacts:
 - [Issue #45920: AutoTokenizer produces wrong token IDs for OLMo2, HyperClovaX, DeepSeek-R1-Distill-Llama, Yi, and others (v5 regression)](https://github.com/huggingface/transformers/issues/45920) — open
 - [Issue #45812: `AutoTokenizer` produces wrong token IDs for all Granite models (silent v4→v5 regression)](https://github.com/huggingface/transformers/issues/45812) — closed
 
-### `m-matthias`
-
-- profile: [github.com/m-matthias](https://github.com/m-matthias)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Am-matthias)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Am-matthias)
-- repo first seen: `2026-03-19T12:56:22Z`
-- repo last seen: `2026-04-23T13:55:22Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **1 PRs / 2 issues**
-- snapshot discussion activity: **4 comments / 2 reviews / 2 review comments**
-- account age: **3768 days**
-- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #44886: LwDetrImageLoss: Fix dtype casting to prevent crash when using amp on cuda device](https://github.com/huggingface/transformers/pull/44886) — closed, merged
-- [Issue #45593: D-FINE not using any auxiliary losses when denoising is turned off](https://github.com/huggingface/transformers/issues/45593) — closed
-- [Issue #44857: LwDetrImageLoss crashes when using float16 AMP and Cuda](https://github.com/huggingface/transformers/issues/44857) — closed
-
 ### `oleksii-tumanov`
 
 - profile: [github.com/oleksii-tumanov](https://github.com/oleksii-tumanov)
@@ -4850,27 +4849,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45309: Fix KeyError in apply_chat_template when message has no content (#45290)](https://github.com/huggingface/transformers/pull/45309) — closed
 
-### `ai-man-codes`
-
-- profile: [github.com/ai-man-codes](https://github.com/ai-man-codes)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aai-man-codes)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aai-man-codes)
-- repo first seen: `2026-03-20T17:48:23Z`
-- repo last seen: `2026-03-20T18:08:10Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **560 days**
-- recent public PR activity: **6 PRs** (4 merged / 0 closed-unmerged / 2 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #44893: add `StaticLayer.crop()` to match `DynamicLayer` API](https://github.com/huggingface/transformers/pull/44893) — open
-
 ### `AjAyrAo43`
 
 - profile: [github.com/AjAyrAo43](https://github.com/AjAyrAo43)
@@ -5235,7 +5213,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAshutosh-177)
 - repo first seen: `2026-05-19T06:28:43Z`
 - repo last seen: `2026-05-19T08:00:52Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -7371,27 +7349,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45833: Add Qwen3.5 support for token classification](https://github.com/huggingface/transformers/pull/45833) — closed, merged
 
-### `rmotgi1227`
-
-- profile: [github.com/rmotgi1227](https://github.com/rmotgi1227)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Armotgi1227)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Armotgi1227)
-- repo first seen: `2026-05-12T21:21:10Z`
-- repo last seen: `2026-05-12T21:21:10Z`
-- 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: **295 days**
-- recent public PR activity: **14 PRs** (6 merged / 3 closed-unmerged / 5 open; merged rate **43%**, closed-unmerged rate **21%**, open rate **36%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **young account; targets high-star repos**
-
-Example artifacts:
-- [PR #45924: Fix AutoTokenizer using wrong tokenizer class for olmo2, granite, granitemoehybrid, hyperclovax, and ernie models](https://github.com/huggingface/transformers/pull/45924) — closed
-
 ### `RobTand`
 
 - profile: [github.com/RobTand](https://github.com/RobTand)
@@ -7413,27 +7370,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45748: Optimize Qwen3 RoPE: precompute cos/sin cache for static rope_type](https://github.com/huggingface/transformers/pull/45748) — closed, draft
 
-### `roycho96`
-
-- profile: [github.com/roycho96](https://github.com/roycho96)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aroycho96)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aroycho96)
-- repo first seen: `2026-03-20T15:08:32Z`
-- repo last seen: `2026-03-20T15:08:32Z`
-- 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: **0 comments / 0 reviews / 0 review comments**
-- account age: **2160 days**
-- recent public PR activity: **11 PRs** (6 merged / 0 closed-unmerged / 5 open; merged rate **55%**, closed-unmerged rate **0%**, open rate **45%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share**
-
-Example artifacts:
-- [PR #44889: [DeepSpeed] Fix evaluate()/predict() before train()](https://github.com/huggingface/transformers/pull/44889) — open
-
 ### `rraghavkaushik`
 
 - profile: [github.com/rraghavkaushik](https://github.com/rraghavkaushik)
@@ -7644,6 +7580,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45729: fix: AutoConfig reloads wrong class after save_pretrained + local register](https://github.com/huggingface/transformers/pull/45729) — open
 
+### `SebTardif`
+
+- profile: [github.com/SebTardif](https://github.com/SebTardif)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASebTardif)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASebTardif)
+- repo first seen: `2026-05-19T17:17:53Z`
+- repo last seen: `2026-05-19T17:17:53Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **5216 days**
+- recent public PR activity: **206 PRs** (55 merged / 59 closed-unmerged / 92 open; merged rate **27%**, closed-unmerged rate **29%**, open rate **45%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
+- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46080: Fix wrong variable in check_model_type isinstance check](https://github.com/huggingface/transformers/pull/46080) — open
+
 ### `shhKnight30`
 
 - profile: [github.com/shhKnight30](https://github.com/shhKnight30)

new_contributors.parquet

@@ -1,3 +1,3 @@
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-oid sha256:f4c8dc0c770a737e23c3640fc754aba92e558cf9446a292ad041c2e0ee081093
-size 63410
+oid sha256:63fd972ccd869c36855ab5a1756dc8cc4b3dcba2f8e8bf4b80e0c832e0c8c093
+size 63301

pr-scope-clusters.json

@@ -1,8 +1,8 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260519T120033Z",
-  "generated_at": "2026-05-19T12:02:58Z",
-  "cluster_count": 49,
+  "snapshot_id": "20260519T180042Z",
+  "generated_at": "2026-05-19T18:02:33Z",
+  "cluster_count": 51,
   "pr_scope_clusters": [
     {
       "cluster_id": "pr-scope-43636-11",
@@ -20,7 +20,7 @@
         45994
       ],
       "representative_pr_number": 45067,
-      "average_similarity": 0.418,
+      "average_similarity": 0.421,
       "summary": "11 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
       "shared_filenames": [
         "src/transformers/trainer.py"
@@ -33,8 +33,8 @@
         {
           "left_pr_number": 44189,
           "right_pr_number": 45067,
-          "similarity": 0.773,
-          "content_similarity": 0.856,
+          "similarity": 0.774,
+          "content_similarity": 0.857,
           "size_similarity": 0.16,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -49,8 +49,8 @@
         {
           "left_pr_number": 43663,
           "right_pr_number": 45067,
-          "similarity": 0.611,
-          "content_similarity": 0.444,
+          "similarity": 0.615,
+          "content_similarity": 0.45,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -65,8 +65,8 @@
         {
           "left_pr_number": 43651,
           "right_pr_number": 43663,
-          "similarity": 0.537,
-          "content_similarity": 0.399,
+          "similarity": 0.541,
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+          "size_similarity": 0.573,
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+          "concentration_similarity": 0.828,
           "shared_filenames": [
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           "shared_directories": [
-            "tests/models/gemma4",
-            "tests/models",
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+          "right_pr_number": 46067,
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+          "content_similarity": 0.144,
+          "size_similarity": 0.709,
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           "shared_filenames": [
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+            "src/transformers/core_model_loading.py"
           ],
           "shared_directories": [
-            "tests/models/gemma4",
-            "tests/models",
+            "src/transformers",
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@@ -1657,7 +1852,7 @@
         45985
       ],
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+      "average_similarity": 0.519,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
       "shared_filenames": [
         "src/transformers/generation/utils.py"
@@ -1671,8 +1866,8 @@
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@@ -1688,7 +1883,7 @@
         {
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@@ -1722,8 +1917,8 @@
         {
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           "right_pr_number": 45985,
-          "similarity": 0.471,
-          "content_similarity": 0.416,
+          "similarity": 0.476,
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           "breadth_similarity": 1.0,
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@@ -1739,8 +1934,8 @@
         {
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@@ -1756,8 +1951,8 @@
         {
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-          "similarity": 0.428,
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@@ -2196,7 +2391,7 @@
           "left_pr_number": 43656,
           "right_pr_number": 43842,
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+          "content_similarity": 0.559,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2245,6 +2440,101 @@
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       ]
     },
+    {
+      "cluster_id": "pr-scope-45634-3",
+      "pr_numbers": [
+        45634,
+        45880,
+        46076
+      ],
+      "representative_pr_number": 45880,
+      "average_similarity": 0.451,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/quantizers/quantizer_finegrained_fp8.py`, `src/transformers/integrations/finegrained_fp8.py`, `src/transformers/models/deepseek_v4/configuration_deepseek_v4.py`; representative PR #45880.",
+      "shared_filenames": [
+        "src/transformers/quantizers/quantizer_finegrained_fp8.py",
+        "src/transformers/integrations/finegrained_fp8.py",
+        "src/transformers/models/deepseek_v4/configuration_deepseek_v4.py",
+        "tests/models/deepseek_v4/test_modeling_deepseek_v4.py"
+      ],
+      "shared_directories": [
+        "src/transformers/quantizers",
+        "src/transformers/integrations",
+        "src/transformers",
+        "tests",
+        "src",
+        "src/transformers/models/deepseek_v4",
+        "tests/models/deepseek_v4",
+        "src/transformers/models"
+      ],
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+        {
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+          "concentration_similarity": 0.908,
+          "shared_filenames": [
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+            "src/transformers/quantizers/quantizer_finegrained_fp8.py",
+            "tests/models/deepseek_v4/test_modeling_deepseek_v4.py"
+          ],
+          "shared_directories": [
+            "src/transformers/integrations",
+            "src/transformers/quantizers",
+            "tests/models/deepseek_v4",
+            "src/transformers",
+            "tests/models",
+            "src",
+            "tests"
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+          ],
+          "shared_directories": [
+            "src/transformers/integrations",
+            "src/transformers/quantizers",
+            "src/transformers",
+            "src",
+            "tests"
+          ]
+        },
+        {
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+          "content_similarity": 0.327,
+          "size_similarity": 0.049,
+          "breadth_similarity": 0.487,
+          "concentration_similarity": 0.793,
+          "shared_filenames": [
+            "src/transformers/integrations/finegrained_fp8.py",
+            "src/transformers/models/deepseek_v4/configuration_deepseek_v4.py",
+            "src/transformers/quantizers/quantizer_finegrained_fp8.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/deepseek_v4",
+            "src/transformers/integrations",
+            "src/transformers/models",
+            "src/transformers/quantizers",
+            "src/transformers",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
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@@ -2253,7 +2543,7 @@
         45827
       ],
       "representative_pr_number": 45783,
-      "average_similarity": 0.428,
+      "average_similarity": 0.429,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/models/glm46v/modeling_glm46v.py`, `src/transformers/models/glm4v/modeling_glm4v.py`, `src/transformers/models/glm_ocr/modeling_glm_ocr.py`; representative PR #45783.",
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         "src/transformers/models/glm46v/modeling_glm46v.py",
@@ -2261,9 +2551,9 @@
         "src/transformers/models/glm_ocr/modeling_glm_ocr.py",
         "src/transformers/models/paddleocr_vl/modular_paddleocr_vl.py",
         "src/transformers/models/qwen3_vl/modeling_qwen3_vl.py",
+        "src/transformers/models/glm4v/modular_glm4v.py",
         "src/transformers/models/paddleocr_vl/modeling_paddleocr_vl.py",
-        "src/transformers/models/qwen2_5_vl/modeling_qwen2_5_vl.py",
-        "src/transformers/models/qwen2_vl/modeling_qwen2_vl.py"
+        "src/transformers/models/qwen2_5_vl/modeling_qwen2_5_vl.py"
       ],
       "shared_directories": [
         "src/transformers/models/glm_ocr",
@@ -2279,8 +2569,8 @@
         {
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@@ -2312,8 +2602,8 @@
         {
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-          "similarity": 0.432,
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           "concentration_similarity": 0.926,
@@ -2345,8 +2635,8 @@
         {
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           "right_pr_number": 45827,
-          "similarity": 0.368,
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           "breadth_similarity": 0.368,
           "concentration_similarity": 0.912,
@@ -2377,74 +2667,6 @@
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-        45649,
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-      "representative_pr_number": 45649,
-      "average_similarity": 0.422,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
-      "shared_filenames": [
-        "src/transformers/modeling_utils.py"
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       "cluster_id": "pr-scope-44375-3",
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@@ -2453,7 +2675,7 @@
         46041
       ],
       "representative_pr_number": 44375,
-      "average_similarity": 0.405,
+      "average_similarity": 0.428,
       "summary": "3 open PRs share weighted file overlap around `docs/source/en/model_doc/rf_detr.md`, `src/transformers/models/rf_detr/modular_rf_detr.py`, `src/transformers/models/rf_detr/modeling_rf_detr.py`; representative PR #44375.",
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@@ -2479,11 +2701,11 @@
         {
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-          "breadth_similarity": 0.437,
-          "concentration_similarity": 0.847,
+          "similarity": 0.516,
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+          "size_similarity": 0.219,
+          "breadth_similarity": 0.54,
+          "concentration_similarity": 0.973,
           "shared_filenames": [
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             "src/transformers/models/auto/image_processing_auto.py",
@@ -2510,7 +2732,7 @@
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           "concentration_similarity": 0.855,
@@ -2527,31 +2749,99 @@
             "src/transformers/models",
             "docs/source",
             "src/transformers",
-            "docs",
+            "docs",
+            "src"
+          ]
+        },
+        {
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+          "right_pr_number": 46041,
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+          "size_similarity": 0.017,
+          "breadth_similarity": 0.382,
+          "concentration_similarity": 0.882,
+          "shared_filenames": [
+            "docs/source/en/model_doc/rf_detr.md",
+            "src/transformers/models/rf_detr/modeling_rf_detr.py",
+            "src/transformers/models/rf_detr/modular_rf_detr.py"
+          ],
+          "shared_directories": [
+            "docs/source/en/model_doc",
+            "src/transformers/models/rf_detr",
+            "docs/source/en",
+            "src/transformers/models",
+            "docs/source",
+            "src/transformers",
+            "docs",
+            "src"
+          ]
+        }
+      ]
+    },
+    {
+      "cluster_id": "pr-scope-45548-3",
+      "pr_numbers": [
+        45548,
+        45649,
+        45655
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+      "representative_pr_number": 45649,
+      "average_similarity": 0.418,
+      "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"
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+          "size_similarity": 0.778,
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+          "shared_filenames": [
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+            "src"
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+        {
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+          "content_similarity": 0.35,
+          "size_similarity": 0.149,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
             "src"
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+          "right_pr_number": 45655,
+          "similarity": 0.35,
+          "content_similarity": 0.281,
+          "size_similarity": 0.191,
+          "breadth_similarity": 0.75,
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-            "src/transformers/models/rf_detr/modeling_rf_detr.py",
-            "src/transformers/models/rf_detr/modular_rf_detr.py"
+            "src/transformers/modeling_utils.py"
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           "shared_directories": [
-            "docs/source/en/model_doc",
-            "src/transformers/models/rf_detr",
-            "docs/source/en",
-            "src/transformers/models",
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-          "content_similarity": 0.25,
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@@ -2637,7 +2927,7 @@
         44550
       ],
       "representative_pr_number": 44550,
-      "average_similarity": 0.366,
+      "average_similarity": 0.367,
       "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
       "shared_filenames": [],
       "shared_directories": [
@@ -2650,8 +2940,8 @@
         {
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           "right_pr_number": 44550,
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           "right_pr_number": 44550,
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@@ -2718,8 +3008,8 @@
         {
           "left_pr_number": 44889,
           "right_pr_number": 44981,
-          "similarity": 0.398,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.812,
@@ -3025,6 +3315,41 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-44893-2",
+      "pr_numbers": [
+        44893,
+        46081
+      ],
+      "representative_pr_number": 44893,
+      "average_similarity": 0.848,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/cache_utils.py`; representative PR #44893.",
+      "shared_filenames": [
+        "src/transformers/cache_utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 44893,
+          "right_pr_number": 46081,
+          "similarity": 0.848,
+          "content_similarity": 0.973,
+          "size_similarity": 0.111,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/cache_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-43543-2",
       "pr_numbers": [
@@ -3033,21 +3358,21 @@
       ],
       "representative_pr_number": 43543,
       "average_similarity": 0.82,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/jetmoe/modeling_jetmoe.py`, `src/transformers/models/dbrx/modeling_dbrx.py`, `src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py`; representative PR #43543.",
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/dbrx/modeling_dbrx.py`, `src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py`, `src/transformers/models/jamba/modeling_jamba.py`; representative PR #43543.",
       "shared_filenames": [
-        "src/transformers/models/jetmoe/modeling_jetmoe.py",
         "src/transformers/models/dbrx/modeling_dbrx.py",
         "src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py",
         "src/transformers/models/jamba/modeling_jamba.py",
+        "src/transformers/models/jetmoe/modeling_jetmoe.py",
         "src/transformers/models/minimax_m2/modeling_minimax_m2.py",
         "src/transformers/models/phimoe/modeling_phimoe.py",
         "src/transformers/models/flex_olmo/modeling_flex_olmo.py",
         "src/transformers/models/mixtral/modeling_mixtral.py"
       ],
       "shared_directories": [
-        "src/transformers/models/jetmoe",
         "src/transformers/models/dbrx",
         "src/transformers/models/ernie4_5_moe",
+        "src/transformers/models/jetmoe",
         "src/transformers/models/minimax_m2",
         "src/transformers/models/phimoe",
         "src/transformers/models/flex_olmo",
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           "breadth_similarity": 0.5,
           "concentration_similarity": 0.893,
@@ -3164,7 +3489,7 @@
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@@ -3312,7 +3637,7 @@
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@@ -3550,7 +3875,7 @@
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@@ -3578,17 +3903,17 @@
         45720
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-      "average_similarity": 0.508,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/data2vec/modeling_data2vec_audio.py`, `src/transformers/models/hubert/modeling_hubert.py`, `src/transformers/models/sew_d/modeling_sew_d.py`; representative PR #44114.",
+      "average_similarity": 0.515,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/data2vec/modeling_data2vec_audio.py`, `src/transformers/models/hubert/modeling_hubert.py`, `src/transformers/models/unispeech/modeling_unispeech.py`; representative PR #44114.",
       "shared_filenames": [
         "src/transformers/models/data2vec/modeling_data2vec_audio.py",
         "src/transformers/models/hubert/modeling_hubert.py",
-        "src/transformers/models/sew_d/modeling_sew_d.py",
         "src/transformers/models/unispeech/modeling_unispeech.py",
         "src/transformers/models/unispeech_sat/modeling_unispeech_sat.py",
         "src/transformers/models/wav2vec2/modeling_wav2vec2.py",
         "src/transformers/models/wav2vec2_conformer/modeling_wav2vec2_conformer.py",
-        "src/transformers/models/wavlm/modeling_wavlm.py"
+        "src/transformers/models/wavlm/modeling_wavlm.py",
+        "src/transformers/models/sew/modeling_sew.py"
       ],
       "shared_directories": [
         "src/transformers/models/unispeech",
@@ -3597,15 +3922,15 @@
         "src/transformers/models/wav2vec2_conformer",
         "src/transformers/models/wavlm",
         "src/transformers/models/hubert",
-        "src/transformers/models/sew_d",
-        "src/transformers/models/wav2vec2_bert"
+        "src/transformers/models/wav2vec2_bert",
+        "src/transformers/models/data2vec"
       ],
       "pairwise": [
         {
           "left_pr_number": 44114,
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-          "similarity": 0.508,
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           "breadth_similarity": 0.727,
           "concentration_similarity": 0.999,
@@ -3636,6 +3961,45 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45709-2",
+      "pr_numbers": [
+        45709,
+        45742
+      ],
+      "representative_pr_number": 45709,
+      "average_similarity": 0.503,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/llama/modeling_llama.py`; representative PR #45709.",
+      "shared_filenames": [
+        "src/transformers/models/llama/modeling_llama.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/llama",
+        "src/transformers/models",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
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+          "right_pr_number": 45742,
+          "similarity": 0.503,
+          "content_similarity": 0.381,
+          "size_similarity": 0.782,
+          "breadth_similarity": 0.833,
+          "concentration_similarity": 0.72,
+          "shared_filenames": [
+            "src/transformers/models/llama/modeling_llama.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/llama",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-45293-2",
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@@ -3714,45 +4078,6 @@
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-      "pr_numbers": [
-        45709,
-        45742
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-      "average_similarity": 0.493,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/llama/modeling_llama.py`; representative PR #45709.",
-      "shared_filenames": [
-        "src/transformers/models/llama/modeling_llama.py"
-      ],
-      "shared_directories": [
-        "src/transformers/models/llama",
-        "src/transformers/models",
-        "src/transformers",
-        "src"
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-            "src/transformers/models/llama",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
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     {
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@@ -3809,7 +4134,7 @@
         45868
       ],
       "representative_pr_number": 45540,
-      "average_similarity": 0.485,
+      "average_similarity": 0.488,
       "summary": "2 open PRs share weighted file overlap around `tests/models/t5gemma2/test_modeling_t5gemma2.py`, `src/transformers/models/t5gemma2/modular_t5gemma2.py`, `src/transformers/models/t5gemma2/modeling_t5gemma2.py`; representative PR #45540.",
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         "tests/models/t5gemma2/test_modeling_t5gemma2.py",
@@ -3829,8 +4154,8 @@
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.936,
@@ -3851,6 +4176,43 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-43826-2",
+      "pr_numbers": [
+        43826,
+        46080
+      ],
+      "representative_pr_number": 43826,
+      "average_similarity": 0.475,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/pipelines/base.py`; representative PR #43826.",
+      "shared_filenames": [
+        "src/transformers/pipelines/base.py"
+      ],
+      "shared_directories": [
+        "src/transformers/pipelines",
+        "src/transformers",
+        "src"
+      ],
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+        {
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+          "size_similarity": 0.5,
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+            "src/transformers/pipelines/base.py"
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+            "src/transformers/pipelines",
+            "src/transformers",
+            "src"
+          ]
+        }
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     {
       "cluster_id": "pr-scope-40755-2",
       "pr_numbers": [
@@ -3900,6 +4262,49 @@
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+    {
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+      "pr_numbers": [
+        44680,
+        45666
+      ],
+      "representative_pr_number": 44680,
+      "average_similarity": 0.466,
+      "summary": "2 open PRs share weighted file overlap around `tests/kernels/test_kernels.py`, `src/transformers/integrations/hub_kernels.py`; representative PR #44680.",
+      "shared_filenames": [
+        "tests/kernels/test_kernels.py",
+        "src/transformers/integrations/hub_kernels.py"
+      ],
+      "shared_directories": [
+        "src/transformers/integrations",
+        "tests/kernels",
+        "src/transformers",
+        "tests",
+        "src"
+      ],
+      "pairwise": [
+        {
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+          "right_pr_number": 45666,
+          "similarity": 0.466,
+          "content_similarity": 0.553,
+          "size_similarity": 0.052,
+          "breadth_similarity": 0.417,
+          "concentration_similarity": 0.589,
+          "shared_filenames": [
+            "src/transformers/integrations/hub_kernels.py",
+            "tests/kernels/test_kernels.py"
+          ],
+          "shared_directories": [
+            "src/transformers/integrations",
+            "src/transformers",
+            "tests/kernels",
+            "src",
+            "tests"
+          ]
+        }
+      ]
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     {
       "cluster_id": "pr-scope-41356-2",
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@@ -3959,90 +4364,6 @@
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-      "pr_numbers": [
-        45634,
-        45880
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-      "average_similarity": 0.445,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/quantizers/quantizer_finegrained_fp8.py`, `src/transformers/integrations/finegrained_fp8.py`; representative PR #45634.",
-      "shared_filenames": [
-        "src/transformers/quantizers/quantizer_finegrained_fp8.py",
-        "src/transformers/integrations/finegrained_fp8.py"
-      ],
-      "shared_directories": [
-        "src/transformers/quantizers",
-        "src/transformers/integrations",
-        "src/transformers",
-        "tests",
-        "src"
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-            "src/transformers/integrations",
-            "src/transformers/quantizers",
-            "src/transformers",
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-      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`; representative PR #45202.",
-      "shared_filenames": [
-        "src/transformers/models/gemma4/modular_gemma4.py",
-        "src/transformers/models/gemma4/modeling_gemma4.py"
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-            "src/transformers/models/gemma4",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
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@@ -4050,7 +4371,7 @@
         45413
       ],
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+      "average_similarity": 0.422,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
       "shared_filenames": [
         "src/transformers/generation/logits_process.py",
@@ -4067,7 +4388,7 @@
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@@ -4128,7 +4449,7 @@
         45618
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-      "average_similarity": 0.374,
+      "average_similarity": 0.376,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #42655.",
       "shared_filenames": [
         "src/transformers/generation/utils.py"
@@ -4144,8 +4465,8 @@
         {
           "left_pr_number": 42655,
           "right_pr_number": 45618,
-          "similarity": 0.374,
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@@ -4169,7 +4490,7 @@
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-      "average_similarity": 0.354,
+      "average_similarity": 0.355,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #44642.",
       "shared_filenames": [
         "src/transformers/utils/auto_docstring.py"
@@ -4183,7 +4504,7 @@
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