Refresh transformers dataset snapshot 20260630T180022Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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+- latest snapshot: `20260630T180022Z`
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@@ -14532,63 +14465,6 @@
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@@ -15351,7 +15227,7 @@
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@@ -15383,7 +15259,7 @@
             "number": 46973,
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             "url": "https://github.com/huggingface/transformers/pull/46973",
-            "state": "open",
+            "state": "closed",
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             "created_at": "2026-06-30T04:02:20Z"
@@ -16202,14 +16078,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AButterfingrz",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AButterfingrz",
       "repo_first_seen_at": "2026-06-29T14:31:31Z",
-      "repo_last_seen_at": "2026-06-29T14:31:31Z",
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@@ -17339,6 +17215,63 @@
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+    {
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+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AEdoardoMosca",
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       "name": "Esa Fazal",
@@ -21322,13 +21255,13 @@
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       "account_age_days": 1039,
       "young_account": false,
       "follow_through_score": "strong",
@@ -21354,7 +21287,7 @@
             "number": 46975,
             "title": "Fix typos in Gemma 4 Assistant documentation",
             "url": "https://github.com/huggingface/transformers/pull/46975",
-            "state": "open",
+            "state": "closed",
             "merged": true,
             "draft": false,
             "created_at": "2026-06-30T07:35:47Z"

new-contributors-report.md

@@ -1,16 +1,16 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260630T120021Z`
-- Generated: `2026-06-30T12:01:51Z`
+- Snapshot: `20260630T180022Z`
+- Generated: `2026-06-30T18:02:43Z`
 - Activity window: `60d`
-- Contributors: `348`
+- Contributors: `347`
 
 ## Summary
 
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 130 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
-| `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 110 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 111 | 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` | 100 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 99 | 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` | 99 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
@@ -18,7 +18,7 @@
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 56 | 2 | mixed | low | low | targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 50 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
-| `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 46 | 0 | strong | low | low | targets high-star repos |
+| `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 47 | 0 | strong | low | low | targets high-star repos |
 | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 45 | 1 | strong | low | low | targets high-star repos |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 40 | 1 | strong | moderate | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 37 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
@@ -163,7 +163,6 @@
 | `lucianommartins` | [profile](https://github.com/lucianommartins) | no | CONTRIBUTOR | 3503d | `2026-04-05T22:07:53Z` | 2 | 0 | weak | low | low | no visible non-self stars; 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 |
 | `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | CONTRIBUTOR | 1796d | `2026-04-06T18:01:42Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
-| `voodoovampire` | [profile](https://github.com/voodoovampire) | no | FIRST_TIME_CONTRIBUTOR | 512d | `2026-04-25T19:30:01Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `zRzRzRzRzRzRzR` | [profile](https://github.com/zRzRzRzRzRzRzR) | no | CONTRIBUTOR | 1671d | `2026-01-21T13:37:27Z` | 2 | 0 | strong | moderate | low | targets high-star repos |
 | `ir2718` | [profile](https://github.com/ir2718) | no | CONTRIBUTOR | 1648d | `2026-05-21T13:18:46Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `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 |
@@ -196,7 +195,6 @@
 | `abderahmane-ai` | [profile](https://github.com/abderahmane-ai) | no | NONE | 294d | `2026-06-18T22:40:41Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `adhavan18` | [profile](https://github.com/adhavan18) | no | NONE | 1585d | `2026-06-15T11:44:11Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `Aditya-ad48` | [profile](https://github.com/Aditya-ad48) | no | FIRST_TIME_CONTRIBUTOR | 705d | `2026-05-24T09:20:39Z` | 1 | 0 | weak | moderate | low | high open PR share |
-| `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 |
 | `adityasingh2400` | [profile](https://github.com/adityasingh2400) | no | NONE | 2313d | `2026-05-21T11:23:35Z` | 1 | 0 | weak | high | medium | extremely high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `agesf` | [profile](https://github.com/agesf) | no | CONTRIBUTOR | 1259d | `2026-06-01T12:58:11Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Ahwar` | [profile](https://github.com/Ahwar) | no | FIRST_TIME_CONTRIBUTOR | 3615d | `2026-06-05T15:26:06Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -210,7 +208,7 @@
 | `andreay99` | [profile](https://github.com/andreay99) | no | NONE | 1374d | `2026-05-09T02:34:44Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `AndriyVohar` | [profile](https://github.com/AndriyVohar) | no | FIRST_TIME_CONTRIBUTOR | 1197d | `2026-06-06T15:59:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `andylin-hao` | [profile](https://github.com/andylin-hao) | no | CONTRIBUTOR | 3162d | `2026-06-04T03:53:20Z` | 1 | 0 | strong | moderate | low | — |
-| `aoright` | [profile](https://github.com/aoright) | no | FIRST_TIME_CONTRIBUTOR | 1548d | `2026-06-30T04:02:20Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share; targets high-star repos |
+| `aoright` | [profile](https://github.com/aoright) | no | NONE | 1548d | `2026-06-30T04:02:20Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share; 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 |
 | `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 |
 | `arnav-144p` | [profile](https://github.com/arnav-144p) | no | NONE | 634d | `2026-06-02T18:52:53Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -245,6 +243,7 @@
 | `dfgvaetyj3456356-hash` | [profile](https://github.com/dfgvaetyj3456356-hash) | no | NONE | 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 |
 | `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 |
+| `EdoardoMosca` | [profile](https://github.com/EdoardoMosca) | yes | NONE | 2778d | `2026-06-30T12:56:34Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `efazal` | [profile](https://github.com/efazal) | no | CONTRIBUTOR | 475d | `2026-06-22T22:56:50Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `fm1320` | [profile](https://github.com/fm1320) | no | FIRST_TIME_CONTRIBUTOR | 2016d | `2026-05-02T02:04:46Z` | 1 | 0 | strong | high | low | high recent PR volume; broad repo spread |
 | `fullyz` | [profile](https://github.com/fullyz) | no | CONTRIBUTOR | 2564d | `2026-05-11T13:43:45Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -314,7 +313,7 @@
 | `ramkumar27072006` | [profile](https://github.com/ramkumar27072006) | no | CONTRIBUTOR | 543d | `2026-06-07T03:16:30Z` | 1 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Ramshankar07` | [profile](https://github.com/Ramshankar07) | no | CONTRIBUTOR | 1761d | `2026-05-19T19:06:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `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 |
-| `RaunaqDavidNath` | [profile](https://github.com/RaunaqDavidNath) | yes | FIRST_TIME_CONTRIBUTOR | 1039d | `2026-06-30T07:35:47Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
+| `RaunaqDavidNath` | [profile](https://github.com/RaunaqDavidNath) | no | CONTRIBUTOR | 1039d | `2026-06-30T07:35:47Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `rishiarora123` | [profile](https://github.com/rishiarora123) | no | NONE | 1872d | `2026-05-22T18:19:48Z` | 1 | 0 | weak | moderate | low | high recent PR volume; many recent closed-unmerged PRs; no visible non-self stars |
 | `RithwikSharma` | [profile](https://github.com/RithwikSharma) | no | NONE | 2171d | `2026-06-20T02:29:20Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; 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 |
@@ -389,11 +388,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
 - repo first seen: `2025-03-19T10:58:02Z`
-- repo last seen: `2026-06-29T09:10:28Z`
+- repo last seen: `2026-06-30T12:10:07Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **110**
-- snapshot authored PRs/issues: **110 PRs / 0 issues**
+- repo primary artifacts: **111**
+- snapshot authored PRs/issues: **111 PRs / 0 issues**
 - snapshot discussion activity: **263 comments / 378 reviews / 564 review comments**
 - account age: **2036 days**
 - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
@@ -402,9 +401,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46978: Fix accelerate hooks for all models using linear attention](https://github.com/huggingface/transformers/pull/46978) — open
 - [PR #46955: Remove some unnecessary generate warnings](https://github.com/huggingface/transformers/pull/46955) — closed, merged
 - [PR #46953: Remove default dtype in FusedRMSNormGated modules](https://github.com/huggingface/transformers/pull/46953) — closed, merged
-- [PR #46914: Fix flash attention with StaticCache](https://github.com/huggingface/transformers/pull/46914) — closed, merged
 
 ### `zucchini-nlp`
 
@@ -412,12 +411,12 @@ 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: `2026-06-30T10:02:34Z`
+- repo last seen: `2026-06-30T15:22:57Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **100**
 - snapshot authored PRs/issues: **100 PRs / 0 issues**
-- snapshot discussion activity: **684 comments / 1069 reviews / 2308 review comments**
+- snapshot discussion activity: **684 comments / 1070 reviews / 2313 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`
@@ -538,12 +537,12 @@ 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: `2026-06-30T08:14:23Z`
+- repo last seen: `2026-06-30T17:52:42Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **58**
 - snapshot authored PRs/issues: **56 PRs / 2 issues**
-- snapshot discussion activity: **735 comments / 1369 reviews / 5563 review comments**
+- snapshot discussion activity: **739 comments / 1379 reviews / 5632 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
@@ -563,12 +562,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc)
 - repo first seen: `2024-09-02T13:41:47Z`
-- repo last seen: `2026-06-29T15:56:52Z`
+- repo last seen: `2026-06-30T16:20:10Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **52**
 - snapshot authored PRs/issues: **50 PRs / 2 issues**
-- snapshot discussion activity: **192 comments / 351 reviews / 472 review comments**
+- snapshot discussion activity: **192 comments / 357 reviews / 487 review comments**
 - account age: **2360 days**
 - recent public PR activity: **35 PRs** (28 merged / 3 closed-unmerged / 4 open; merged rate **80%**, closed-unmerged rate **9%**, open rate **11%**)
 - public orgs: `huggingface`
@@ -588,12 +587,12 @@ 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: `2026-06-30T11:47:04Z`
+- repo last seen: `2026-06-30T17:35:10Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **46**
-- snapshot authored PRs/issues: **46 PRs / 0 issues**
-- snapshot discussion activity: **843 comments / 327 reviews / 217 review comments**
+- repo primary artifacts: **47**
+- snapshot authored PRs/issues: **47 PRs / 0 issues**
+- snapshot discussion activity: **845 comments / 345 reviews / 235 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`
@@ -601,9 +600,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #46980: Raise a loud error for missing prefix](https://github.com/huggingface/transformers/pull/46980) — open
 - [PR #46419: Port ESMC and ESMFold2 to Transformers](https://github.com/huggingface/transformers/pull/46419) — open
 - [PR #46036: Widen tols for float16/bfloat16](https://github.com/huggingface/transformers/pull/46036) — open
-- [PR #46030: Init the actual tensor, not a copy](https://github.com/huggingface/transformers/pull/46030) — closed, merged
 
 ### `remi-or`
 
@@ -803,12 +802,12 @@ 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: `2026-06-27T17:45:52Z`
+- repo last seen: `2026-06-30T17:54:08Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **41**
 - snapshot authored PRs/issues: **27 PRs / 14 issues**
-- snapshot discussion activity: **46 comments / 53 reviews / 53 review comments**
+- snapshot discussion activity: **47 comments / 53 reviews / 53 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`
@@ -877,12 +876,12 @@ 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: `2026-06-30T10:59:32Z`
+- repo last seen: `2026-06-30T16:40:00Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **29**
 - snapshot authored PRs/issues: **25 PRs / 4 issues**
-- snapshot discussion activity: **79 comments / 436 reviews / 401 review comments**
+- snapshot discussion activity: **79 comments / 443 reviews / 408 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`
@@ -1020,12 +1019,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALinZiyuu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALinZiyuu)
 - repo first seen: `2026-05-13T14:52:41Z`
-- repo last seen: `2026-06-29T14:07:59Z`
+- repo last seen: `2026-06-30T12:51:04Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **17**
 - snapshot authored PRs/issues: **16 PRs / 1 issues**
-- snapshot discussion activity: **19 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **20 comments / 0 reviews / 0 review comments**
 - account age: **1483 days**
 - recent public PR activity: **9 PRs** (1 merged / 1 closed-unmerged / 7 open; merged rate **11%**, closed-unmerged rate **11%**, open rate **78%**)
 - public orgs: none visible
@@ -1090,12 +1089,12 @@ 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: `2026-06-30T08:16:28Z`
+- repo last seen: `2026-06-30T15:23:10Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **13**
 - snapshot authored PRs/issues: **12 PRs / 1 issues**
-- snapshot discussion activity: **50 comments / 240 reviews / 673 review comments**
+- snapshot discussion activity: **51 comments / 242 reviews / 677 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
@@ -1114,12 +1113,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
 - repo first seen: `2025-07-25T12:59:52Z`
-- repo last seen: `2026-06-30T11:04:13Z`
+- repo last seen: `2026-06-30T16:36:41Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **12**
 - snapshot authored PRs/issues: **12 PRs / 0 issues**
-- snapshot discussion activity: **79 comments / 353 reviews / 958 review comments**
+- snapshot discussion activity: **80 comments / 354 reviews / 959 review comments**
 - account age: **4714 days**
 - recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: `LCAV`
@@ -1150,7 +1149,7 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46546: Fix Moonshine streaming right window boundary](https://github.com/huggingface/transformers/pull/46546) — open
+- [PR #46546: Fix Moonshine streaming right window boundary](https://github.com/huggingface/transformers/pull/46546) — closed
 - [PR #46522: Fix StopStringCriteria byte fragment matching](https://github.com/huggingface/transformers/pull/46522) — closed
 - [PR #46481: Fix static cache max length config](https://github.com/huggingface/transformers/pull/46481) — closed
 
@@ -1370,12 +1369,12 @@ 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: `2026-06-30T11:49:50Z`
+- repo last seen: `2026-06-30T13:11:58Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **7 PRs / 0 issues**
-- snapshot discussion activity: **35 comments / 136 reviews / 175 review comments**
+- snapshot discussion activity: **37 comments / 140 reviews / 179 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`
@@ -1416,12 +1415,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akylesayrs)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akylesayrs)
 - repo first seen: `2025-07-28T19:40:18Z`
-- repo last seen: `2026-06-29T18:11:17Z`
+- repo last seen: `2026-06-30T14:41:43Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **7 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 5 reviews / 8 review comments**
+- snapshot discussion activity: **4 comments / 8 reviews / 11 review comments**
 - account age: **3784 days**
 - recent public PR activity: **65 PRs** (35 merged / 2 closed-unmerged / 28 open; merged rate **54%**, closed-unmerged rate **3%**, open rate **43%**)
 - public orgs: none visible
@@ -1486,12 +1485,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AleaderofARS)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AleaderofARS)
 - repo first seen: `2025-12-04T12:38:46Z`
-- repo last seen: `2026-06-26T09:45:42Z`
+- repo last seen: `2026-06-30T15:41:17Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 1 reviews / 1 review comments**
+- snapshot discussion activity: **6 comments / 2 reviews / 2 review comments**
 - account age: **660 days**
 - recent public PR activity: **19 PRs** (18 merged / 0 closed-unmerged / 1 open; merged rate **95%**, closed-unmerged rate **0%**, open rate **5%**)
 - public orgs: none visible
@@ -2280,12 +2279,12 @@ 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: `2026-06-26T11:37:07Z`
+- repo last seen: `2026-06-30T16:09:09Z`
 - 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 / 65 reviews / 65 review comments**
+- snapshot discussion activity: **21 comments / 65 reviews / 65 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
@@ -3938,28 +3937,6 @@ Example artifacts:
 - [PR #46141: Fix FSDP2 and distributed checkpointing imports for older PyTorch versions](https://github.com/huggingface/transformers/pull/46141) — closed, merged
 - [PR #45269: Fix typos in src/transformers/utils/output_capturing.py](https://github.com/huggingface/transformers/pull/45269) — closed, merged
 
-### `voodoovampire`
-
-- profile: [github.com/voodoovampire](https://github.com/voodoovampire)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avoodoovampire)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avoodoovampire)
-- repo first seen: `2026-04-25T19:30:01Z`
-- repo last seen: `2026-05-01T17:15:19Z`
-- 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: **7 comments / 0 reviews / 0 review comments**
-- account age: **512 days**
-- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45737: Add regression test for MusicgenMelody audio conditioning (GH #45647)](https://github.com/huggingface/transformers/pull/45737) — open
-- [PR #45648: Fix SDPA inference tolerances for MPS backend](https://github.com/huggingface/transformers/pull/45648) — closed
-
 ### `zRzRzRzRzRzRzR`
 
 - profile: [github.com/zRzRzRzRzRzRzR](https://github.com/zRzRzRzRzRzRzR)
@@ -4660,27 +4637,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46177: Tighten exception handling in find_sentencepiece_model_file](https://github.com/huggingface/transformers/pull/46177) — open
 
-### `adityachoksi2512`
-
-- profile: [github.com/adityachoksi2512](https://github.com/adityachoksi2512)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aadityachoksi2512)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aadityachoksi2512)
-- repo first seen: `2026-05-01T03:03:13Z`
-- repo last seen: `2026-05-01T17:10:32Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIMER**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
-- account age: **1471 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #45738: fix(musicgen_melody): use DynamicCache instead of EncoderDecoderCache](https://github.com/huggingface/transformers/pull/45738) — open
-
 ### `adityasingh2400`
 
 - profile: [github.com/adityasingh2400](https://github.com/adityasingh2400)
@@ -4962,7 +4918,7 @@ Example artifacts:
 - repo first seen: `2026-06-30T04:02:20Z`
 - repo last seen: `2026-06-30T04:02:20Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- 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**
@@ -4973,7 +4929,7 @@ Example artifacts:
 - heuristic read: **broad repo spread; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46973: Fix AttributeError when window_size is set in TimesFm2_5ModelForPrediction](https://github.com/huggingface/transformers/pull/46973) — open
+- [PR #46973: Fix AttributeError when window_size is set in TimesFm2_5ModelForPrediction](https://github.com/huggingface/transformers/pull/46973) — closed
 
 ### `Apeksha23-hub`
 
@@ -5275,12 +5231,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AButterfingrz)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AButterfingrz)
 - repo first seen: `2026-06-29T14:31:31Z`
-- repo last seen: `2026-06-29T14:31:31Z`
+- repo last seen: `2026-06-30T13:17:34Z`
 - 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**
+- snapshot discussion activity: **1 comments / 3 reviews / 3 review comments**
 - account age: **1134 days**
 - recent public PR activity: **10 PRs** (5 merged / 1 closed-unmerged / 4 open; merged rate **50%**, closed-unmerged rate **10%**, open rate **40%**)
 - public orgs: none visible
@@ -5689,6 +5645,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46158: Add beginner-friendly RAG example](https://github.com/huggingface/transformers/pull/46158) — closed
 
+### `EdoardoMosca`
+
+- profile: [github.com/EdoardoMosca](https://github.com/EdoardoMosca)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AEdoardoMosca)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AEdoardoMosca)
+- repo first seen: `2026-06-30T12:56:34Z`
+- repo last seen: `2026-06-30T12:56:34Z`
+- first seen in snapshot: **yes**
+- 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: **2778 days**
+- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #46979: Lfm2 bidirectiona](https://github.com/huggingface/transformers/pull/46979) — closed
+
 ### `efazal`
 
 - profile: [github.com/efazal](https://github.com/efazal)
@@ -7145,8 +7122,8 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARaunaqDavidNath)
 - repo first seen: `2026-06-30T07:35:47Z`
 - repo last seen: `2026-06-30T07:35:47Z`
-- first seen in snapshot: **yes**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -7157,7 +7134,7 @@ Example artifacts:
 - heuristic read: **no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46975: Fix typos in Gemma 4 Assistant documentation](https://github.com/huggingface/transformers/pull/46975) — open, merged
+- [PR #46975: Fix typos in Gemma 4 Assistant documentation](https://github.com/huggingface/transformers/pull/46975) — closed, merged
 
 ### `rishiarora123`
 

new_contributors.parquet

@@ -1,3 +1,3 @@
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+          "concentration_similarity": 0.581,
+          "shared_filenames": [
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+          "shared_directories": [
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+        },
+        {
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+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
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+    },
     {
       "cluster_id": "pr-scope-44385-4",
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@@ -2559,7 +2682,7 @@
         46152
       ],
       "representative_pr_number": 46152,
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+      "average_similarity": 0.403,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #46152.",
       "shared_filenames": [
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           "breadth_similarity": 0.667,
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@@ -2659,7 +2782,7 @@
           "left_pr_number": 44385,
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         {
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           "breadth_similarity": 0.5,
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@@ -2739,8 +2862,8 @@
         {
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@@ -2759,8 +2882,8 @@
         {
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@@ -2779,8 +2902,8 @@
         {
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           "right_pr_number": 45979,
-          "similarity": 0.323,
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           "breadth_similarity": 0.633,
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@@ -2796,8 +2919,8 @@
         {
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@@ -2900,24 +3023,24 @@
         46780
       ],
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+      "average_similarity": 0.722,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/vit_mae/modeling_vit_mae.py`, `src/transformers/models/vit_mae/modular_vit_mae.py`, `src/transformers/models/pp_doclayout_v2/modeling_pp_doclayout_v2.py`; representative PR #46780.",
       "shared_filenames": [
         "src/transformers/models/vit_mae/modeling_vit_mae.py",
         "src/transformers/models/vit_mae/modular_vit_mae.py",
+        "src/transformers/models/pp_doclayout_v2/modeling_pp_doclayout_v2.py",
         "src/transformers/models/aimv2/modeling_aimv2.py",
         "src/transformers/models/deimv2/modeling_deimv2.py",
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         "src/transformers/models/rt_detr/modeling_rt_detr.py"
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         "src/transformers/models/vit_mae",
         "src/transformers/models/deimv2",
+        "src/transformers/models/pp_doclayout_v2",
         "src/transformers/models/aimv2",
         "src/transformers/models/d_fine",
-        "src/transformers/models/pp_doclayout_v2",
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@@ -2990,8 +3113,8 @@
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@@ -3317,167 +3440,35 @@
       ]
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     {
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+      "cluster_id": "pr-scope-46127-3",
       "pr_numbers": [
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+        46965
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-      "average_similarity": 0.523,
-      "summary": "3 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.",
+      "representative_pr_number": 46965,
+      "average_similarity": 0.521,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/deepseek_v4/modeling_deepseek_v4.py`; representative PR #46965.",
       "shared_filenames": [
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-            "src/transformers/models/unispeech/modeling_unispeech.py",
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-            "src/transformers/models/wav2vec2/modeling_wav2vec2.py",
-            "src/transformers/models/wav2vec2_bert/modeling_wav2vec2_bert.py",
-            "src/transformers/models/wav2vec2_conformer/modeling_wav2vec2_conformer.py",
-            "src/transformers/models/wavlm/modeling_wavlm.py"
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-          "shared_directories": [
-            "src/transformers/models/data2vec",
-            "src/transformers/models/hubert",
-            "src/transformers/models/sew",
-            "src/transformers/models/sew_d",
-            "src/transformers/models/unispeech",
-            "src/transformers/models/unispeech_sat",
-            "src/transformers/models/wav2vec2",
-            "src/transformers/models/wav2vec2_bert",
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-            "src/transformers/models/wavlm"
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-      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/deepseek_v4/modeling_deepseek_v4.py`; representative PR #46965.",
-      "shared_filenames": [
-        "src/transformers/models/deepseek_v4/modeling_deepseek_v4.py"
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-      "shared_directories": [
-        "src/transformers/models/deepseek_v4",
-        "src/transformers/models",
-        "src/transformers",
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-            "src/transformers/models/deepseek_v4/modeling_deepseek_v4.py"
+            "src/transformers/models/deepseek_v4/modeling_deepseek_v4.py"
           ],
           "shared_directories": [
             "src/transformers/models/deepseek_v4",
@@ -3525,241 +3516,133 @@
       ]
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     {
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-      "summary": "3 open PRs share weighted file overlap around `tests/kernels/test_kernels.py`, `src/transformers/integrations/hub_kernels.py`; representative PR #46848.",
-      "shared_filenames": [
-        "tests/kernels/test_kernels.py",
-        "src/transformers/integrations/hub_kernels.py"
-      ],
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-            "src/transformers/integrations",
-            "src/transformers",
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-    {
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+      "cluster_id": "pr-scope-44114-3",
       "pr_numbers": [
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-        46942,
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-      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/timesfm2_5/modular_timesfm2_5.py`, `src/transformers/models/timesfm2_5/modeling_timesfm2_5.py`; representative PR #46834.",
+      "representative_pr_number": 44114,
+      "average_similarity": 0.52,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/sew_d/modeling_sew_d.py`, `src/transformers/models/data2vec/modeling_data2vec_audio.py`, `src/transformers/models/hubert/modeling_hubert.py`; representative PR #44114.",
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-        "src/transformers/models/timesfm2_5/modeling_timesfm2_5.py"
+        "src/transformers/models/sew_d/modeling_sew_d.py",
+        "src/transformers/models/data2vec/modeling_data2vec_audio.py",
+        "src/transformers/models/hubert/modeling_hubert.py",
+        "src/transformers/models/sew/modeling_sew.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_bert/modeling_wav2vec2_bert.py"
       ],
       "shared_directories": [
-        "src/transformers/models/timesfm2_5",
-        "src/transformers/models",
-        "src/transformers",
-        "src"
+        "src/transformers/models/sew_d",
+        "src/transformers/models/unispeech",
+        "src/transformers/models/unispeech_sat",
+        "src/transformers/models/wavlm",
+        "src/transformers/models/data2vec",
+        "src/transformers/models/hubert",
+        "src/transformers/models/sew",
+        "src/transformers/models/wav2vec2"
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+            "src/transformers/models/hubert/modeling_hubert.py",
+            "src/transformers/models/hubert/modular_hubert.py",
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+            "src/transformers/models/sew_d/modeling_sew_d.py",
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-            "src/transformers/models",
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+            "src/transformers/models/data2vec",
+            "src/transformers/models/hubert",
+            "src/transformers/models/patchtsmixer",
+            "src/transformers/models/patchtst",
+            "src/transformers/models/sew",
+            "src/transformers/models/sew_d",
+            "src/transformers/models/unispeech",
+            "src/transformers/models/unispeech_sat",
+            "src/transformers/models/wav2vec2",
+            "src/transformers/models/wav2vec2_bert"
           ]
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-          "breadth_similarity": 0.583,
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-          "shared_directories": [
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-            "src/transformers/models",
-            "src/transformers",
-            "src"
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-        },
-        {
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-          "shared_filenames": [
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-            "src/transformers/models/timesfm2_5/modular_timesfm2_5.py"
-          ],
-          "shared_directories": [
-            "src/transformers/models/timesfm2_5",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
-    {
-      "cluster_id": "pr-scope-44940-3",
-      "pr_numbers": [
-        44940,
-        46890,
-        46960
-      ],
-      "representative_pr_number": 46890,
-      "average_similarity": 0.503,
-      "summary": "3 open PRs share weighted file overlap around `tests/utils/test_modeling_utils.py`, `src/transformers/modeling_utils.py`; representative PR #46890.",
-      "shared_filenames": [
-        "tests/utils/test_modeling_utils.py",
-        "src/transformers/modeling_utils.py"
-      ],
-      "shared_directories": [
-        "tests/utils",
-        "src/transformers",
-        "tests",
-        "src"
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-          "breadth_similarity": 0.833,
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+          "content_similarity": 0.425,
+          "size_similarity": 0.549,
+          "breadth_similarity": 0.727,
+          "concentration_similarity": 0.999,
           "shared_filenames": [
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-            "tests/utils/test_modeling_utils.py"
+            "src/transformers/models/data2vec/modeling_data2vec_audio.py",
+            "src/transformers/models/hubert/modeling_hubert.py",
+            "src/transformers/models/sew/modeling_sew.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_bert/modeling_wav2vec2_bert.py",
+            "src/transformers/models/wav2vec2_conformer/modeling_wav2vec2_conformer.py",
+            "src/transformers/models/wavlm/modeling_wavlm.py"
           ],
           "shared_directories": [
-            "src/transformers",
-            "tests/utils",
-            "src",
-            "tests"
+            "src/transformers/models/data2vec",
+            "src/transformers/models/hubert",
+            "src/transformers/models/sew",
+            "src/transformers/models/sew_d",
+            "src/transformers/models/unispeech",
+            "src/transformers/models/unispeech_sat",
+            "src/transformers/models/wav2vec2",
+            "src/transformers/models/wav2vec2_bert",
+            "src/transformers/models/wav2vec2_conformer",
+            "src/transformers/models/wavlm"
           ]
         },
         {
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-          "similarity": 0.508,
-          "content_similarity": 0.438,
-          "size_similarity": 0.345,
-          "breadth_similarity": 1.0,
+          "left_pr_number": 45720,
+          "right_pr_number": 46196,
+          "similarity": 0.385,
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+          "size_similarity": 0.237,
+          "breadth_similarity": 0.798,
           "concentration_similarity": 0.993,
           "shared_filenames": [
-            "tests/utils/test_modeling_utils.py"
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-          "shared_directories": [
-            "src/transformers",
-            "tests/utils",
-            "src",
-            "tests"
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-          "content_similarity": 0.411,
-          "size_similarity": 0.203,
-          "breadth_similarity": 0.833,
-          "concentration_similarity": 0.964,
-          "shared_filenames": [
-            "tests/utils/test_modeling_utils.py"
+            "src/transformers/models/data2vec/modeling_data2vec_audio.py",
+            "src/transformers/models/hubert/modeling_hubert.py",
+            "src/transformers/models/sew/modeling_sew.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_bert/modeling_wav2vec2_bert.py",
+            "src/transformers/models/wav2vec2_conformer/modeling_wav2vec2_conformer.py",
+            "src/transformers/models/wavlm/modeling_wavlm.py"
           ],
           "shared_directories": [
-            "src/transformers",
-            "tests/utils",
-            "src",
-            "tests"
+            "src/transformers/models/data2vec",
+            "src/transformers/models/hubert",
+            "src/transformers/models/sew",
+            "src/transformers/models/sew_d",
+            "src/transformers/models/unispeech",
+            "src/transformers/models/unispeech_sat",
+            "src/transformers/models/wav2vec2",
+            "src/transformers/models/wav2vec2_bert",
+            "src/transformers/models/wav2vec2_conformer",
+            "src/transformers/models/wavlm"
           ]
         }
       ]
@@ -3772,7 +3655,7 @@
         44682
       ],
       "representative_pr_number": 43656,
-      "average_similarity": 0.475,
+      "average_similarity": 0.474,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43656.",
       "shared_filenames": [
         "src/transformers/cli/serve.py"
@@ -3786,8 +3669,8 @@
         {
           "left_pr_number": 43656,
           "right_pr_number": 43842,
-          "similarity": 0.579,
-          "content_similarity": 0.566,
+          "similarity": 0.578,
+          "content_similarity": 0.564,
           "size_similarity": 0.222,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3803,8 +3686,8 @@
         {
           "left_pr_number": 43656,
           "right_pr_number": 44682,
-          "similarity": 0.44,
-          "content_similarity": 0.489,
+          "similarity": 0.439,
+          "content_similarity": 0.487,
           "size_similarity": 0.048,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.802,
@@ -3820,8 +3703,8 @@
         {
           "left_pr_number": 43842,
           "right_pr_number": 44682,
-          "similarity": 0.406,
-          "content_similarity": 0.448,
+          "similarity": 0.404,
+          "content_similarity": 0.447,
           "size_similarity": 0.011,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.802,
@@ -3901,13 +3784,91 @@
           "content_similarity": 0.376,
           "size_similarity": 0.404,
           "breadth_similarity": 0.833,
-          "concentration_similarity": 0.67,
+          "concentration_similarity": 0.67,
+          "shared_filenames": [
+            "tests/trainer/test_trainer.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/trainer",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
+    {
+      "cluster_id": "pr-scope-44940-3",
+      "pr_numbers": [
+        44940,
+        46890,
+        46960
+      ],
+      "representative_pr_number": 46890,
+      "average_similarity": 0.463,
+      "summary": "3 open PRs share weighted file overlap around `tests/utils/test_modeling_utils.py`, `src/transformers/modeling_utils.py`; representative PR #46890.",
+      "shared_filenames": [
+        "tests/utils/test_modeling_utils.py",
+        "src/transformers/modeling_utils.py"
+      ],
+      "shared_directories": [
+        "tests/utils",
+        "src/transformers",
+        "tests",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 44940,
+          "right_pr_number": 46890,
+          "similarity": 0.535,
+          "content_similarity": 0.48,
+          "size_similarity": 0.473,
+          "breadth_similarity": 0.833,
+          "concentration_similarity": 0.906,
+          "shared_filenames": [
+            "src/transformers/modeling_utils.py",
+            "tests/utils/test_modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/utils",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 46890,
+          "right_pr_number": 46960,
+          "similarity": 0.461,
+          "content_similarity": 0.361,
+          "size_similarity": 0.471,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.749,
+          "shared_filenames": [
+            "tests/utils/test_modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/utils",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 44940,
+          "right_pr_number": 46960,
+          "similarity": 0.392,
+          "content_similarity": 0.333,
+          "size_similarity": 0.223,
+          "breadth_similarity": 0.833,
+          "concentration_similarity": 0.843,
           "shared_filenames": [
-            "tests/trainer/test_trainer.py"
+            "tests/utils/test_modeling_utils.py"
           ],
           "shared_directories": [
             "src/transformers",
-            "tests/trainer",
+            "tests/utils",
             "src",
             "tests"
           ]
@@ -3933,12 +3894,12 @@
       ],
       "pairwise": [
         {
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-          "right_pr_number": 45655,
-          "similarity": 0.511,
-          "content_similarity": 0.348,
-          "size_similarity": 0.778,
-          "breadth_similarity": 1.0,
+          "left_pr_number": 45548,
+          "right_pr_number": 45649,
+          "similarity": 0.51,
+          "content_similarity": 0.518,
+          "size_similarity": 0.149,
+          "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
           "shared_filenames": [
             "src/transformers/modeling_utils.py"
@@ -3949,12 +3910,12 @@
           ]
         },
         {
-          "left_pr_number": 45548,
-          "right_pr_number": 45649,
+          "left_pr_number": 45649,
+          "right_pr_number": 45655,
           "similarity": 0.51,
-          "content_similarity": 0.518,
-          "size_similarity": 0.149,
-          "breadth_similarity": 0.75,
+          "content_similarity": 0.348,
+          "size_similarity": 0.778,
+          "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
             "src/transformers/modeling_utils.py"
@@ -3990,7 +3951,7 @@
         46766
       ],
       "representative_pr_number": 45682,
-      "average_similarity": 0.453,
+      "average_similarity": 0.452,
       "summary": "3 open PRs share weighted file overlap around `tests/peft_integration/test_peft_integration.py`, `src/transformers/integrations/peft.py`; representative PR #45682.",
       "shared_filenames": [
         "tests/peft_integration/test_peft_integration.py",
@@ -4007,7 +3968,7 @@
         {
           "left_pr_number": 45682,
           "right_pr_number": 46442,
-          "similarity": 0.603,
+          "similarity": 0.602,
           "content_similarity": 0.668,
           "size_similarity": 0.435,
           "breadth_similarity": 0.31,
@@ -4074,7 +4035,7 @@
         46831
       ],
       "representative_pr_number": 46831,
-      "average_similarity": 0.438,
+      "average_similarity": 0.434,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/models/qwen3_next/modular_qwen3_next.py`, `src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py`, `src/transformers/models/qwen3_next/modeling_qwen3_next.py`; representative PR #46831.",
       "shared_filenames": [
         "src/transformers/models/qwen3_next/modular_qwen3_next.py",
@@ -4097,8 +4058,8 @@
         {
           "left_pr_number": 45513,
           "right_pr_number": 46831,
-          "similarity": 0.491,
-          "content_similarity": 0.568,
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+          "content_similarity": 0.572,
           "size_similarity": 0.043,
           "breadth_similarity": 0.464,
           "concentration_similarity": 0.812,
@@ -4121,8 +4082,8 @@
         {
           "left_pr_number": 46148,
           "right_pr_number": 46831,
-          "similarity": 0.439,
-          "content_similarity": 0.39,
+          "similarity": 0.428,
+          "content_similarity": 0.374,
           "size_similarity": 0.188,
           "breadth_similarity": 0.875,
           "concentration_similarity": 1.0,
@@ -4144,8 +4105,8 @@
         {
           "left_pr_number": 45513,
           "right_pr_number": 46148,
-          "similarity": 0.385,
-          "content_similarity": 0.366,
+          "similarity": 0.38,
+          "content_similarity": 0.359,
           "size_similarity": 0.229,
           "breadth_similarity": 0.536,
           "concentration_similarity": 0.812,
@@ -4259,7 +4220,7 @@
         46917
       ],
       "representative_pr_number": 46917,
-      "average_similarity": 0.413,
+      "average_similarity": 0.412,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/image_processing_backends.py`; representative PR #46917.",
       "shared_filenames": [
         "src/transformers/image_processing_backends.py"
@@ -4475,7 +4436,7 @@
         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": [
@@ -4488,8 +4449,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44550,
-          "similarity": 0.389,
-          "content_similarity": 0.127,
+          "similarity": 0.39,
+          "content_similarity": 0.128,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4505,7 +4466,7 @@
           "left_pr_number": 44407,
           "right_pr_number": 44550,
           "similarity": 0.36,
-          "content_similarity": 0.094,
+          "content_similarity": 0.095,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4684,7 +4645,7 @@
           "left_pr_number": 46895,
           "right_pr_number": 46958,
           "similarity": 0.887,
-          "content_similarity": 0.911,
+          "content_similarity": 0.91,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.744,
@@ -4793,43 +4754,6 @@
         }
       ]
     },
-    {
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-      "pr_numbers": [
-        46950,
-        46971
-      ],
-      "representative_pr_number": 46950,
-      "average_similarity": 0.8,
-      "summary": "2 open PRs share weighted file overlap around `tests/models/mamba2/test_modeling_mamba2.py`; representative PR #46950.",
-      "shared_filenames": [
-        "tests/models/mamba2/test_modeling_mamba2.py"
-      ],
-      "shared_directories": [
-        "tests/models/mamba2",
-        "tests/models",
-        "tests"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 46950,
-          "right_pr_number": 46971,
-          "similarity": 0.8,
-          "content_similarity": 0.855,
-          "size_similarity": 0.75,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.778,
-          "shared_filenames": [
-            "tests/models/mamba2/test_modeling_mamba2.py"
-          ],
-          "shared_directories": [
-            "tests/models/mamba2",
-            "tests/models",
-            "tests"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-44438-2",
       "pr_numbers": [
@@ -4881,6 +4805,43 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46950-2",
+      "pr_numbers": [
+        46950,
+        46971
+      ],
+      "representative_pr_number": 46950,
+      "average_similarity": 0.797,
+      "summary": "2 open PRs share weighted file overlap around `tests/models/mamba2/test_modeling_mamba2.py`; representative PR #46950.",
+      "shared_filenames": [
+        "tests/models/mamba2/test_modeling_mamba2.py"
+      ],
+      "shared_directories": [
+        "tests/models/mamba2",
+        "tests/models",
+        "tests"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46950,
+          "right_pr_number": 46971,
+          "similarity": 0.797,
+          "content_similarity": 0.851,
+          "size_similarity": 0.75,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.778,
+          "shared_filenames": [
+            "tests/models/mamba2/test_modeling_mamba2.py"
+          ],
+          "shared_directories": [
+            "tests/models/mamba2",
+            "tests/models",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-43543-2",
       "pr_numbers": [
@@ -4888,7 +4849,7 @@
         43775
       ],
       "representative_pr_number": 43543,
-      "average_similarity": 0.774,
+      "average_similarity": 0.775,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/jetmoe/modeling_jetmoe.py`, `src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py`, `src/transformers/models/minimax_m2/modeling_minimax_m2.py`; representative PR #43543.",
       "shared_filenames": [
         "src/transformers/models/jetmoe/modeling_jetmoe.py",
@@ -4898,7 +4859,7 @@
         "src/transformers/models/dbrx/modeling_dbrx.py",
         "src/transformers/models/flex_olmo/modeling_flex_olmo.py",
         "src/transformers/models/gpt_oss/modeling_gpt_oss.py",
-        "src/transformers/models/mixtral/modeling_mixtral.py"
+        "src/transformers/models/jamba/modeling_jamba.py"
       ],
       "shared_directories": [
         "src/transformers/models/jetmoe",
@@ -4907,15 +4868,15 @@
         "src/transformers/models/dbrx",
         "src/transformers/models/flex_olmo",
         "src/transformers/models/minimax_m2",
-        "src/transformers/models/mixtral",
-        "src/transformers/models/qwen2_moe"
+        "src/transformers/models/jamba",
+        "src/transformers/models/mixtral"
       ],
       "pairwise": [
         {
           "left_pr_number": 43543,
           "right_pr_number": 43775,
-          "similarity": 0.774,
-          "content_similarity": 0.878,
+          "similarity": 0.775,
+          "content_similarity": 0.879,
           "size_similarity": 0.191,
           "breadth_similarity": 0.811,
           "concentration_similarity": 0.996,
@@ -4968,7 +4929,7 @@
           "left_pr_number": 45606,
           "right_pr_number": 45607,
           "similarity": 0.77,
-          "content_similarity": 0.819,
+          "content_similarity": 0.818,
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           "breadth_similarity": 0.417,
           "concentration_similarity": 0.778,
@@ -4983,41 +4944,6 @@
         }
       ]
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-    {
-      "cluster_id": "pr-scope-44893-2",
-      "pr_numbers": [
-        44893,
-        46173
-      ],
-      "representative_pr_number": 44893,
-      "average_similarity": 0.731,
-      "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"
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-            "src/transformers",
-            "src"
-          ]
-        }
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     {
       "cluster_id": "pr-scope-42824-2",
       "pr_numbers": [
@@ -5196,71 +5122,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-41992-2",
-      "pr_numbers": [
-        41992,
-        46738
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-      "representative_pr_number": 41992,
-      "average_similarity": 0.671,
-      "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/hyperclovax.md`, `docs/source/en/model_doc/pe_audio.md`, `docs/source/en/model_doc/pe_audio_video.md`; representative PR #41992.",
-      "shared_filenames": [
-        "docs/source/en/model_doc/hyperclovax.md",
-        "docs/source/en/model_doc/pe_audio.md",
-        "docs/source/en/model_doc/pe_audio_video.md",
-        "docs/source/en/model_doc/pe_video.md",
-        "src/transformers/models/bamba/configuration_bamba.py",
-        "src/transformers/models/bart/modeling_bart.py",
-        "src/transformers/models/big_bird/modeling_big_bird.py",
-        "src/transformers/models/bigbird_pegasus/modeling_bigbird_pegasus.py"
-      ],
-      "shared_directories": [
-        "src/transformers/models/granite_speech_plus",
-        "src/transformers/models/videoprism",
-        "src/transformers/models/big_bird",
-        "src/transformers/models/bigbird_pegasus",
-        "src/transformers/models/canine",
-        "src/transformers/models/moshi",
-        "src/transformers/models/plbart",
-        "src/transformers/models/prophetnet"
-      ],
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-          "concentration_similarity": 0.782,
-          "shared_filenames": [
-            "docs/source/en/model_doc/hyperclovax.md",
-            "docs/source/en/model_doc/pe_audio.md",
-            "docs/source/en/model_doc/pe_audio_video.md",
-            "docs/source/en/model_doc/pe_video.md",
-            "docs/source/en/model_doc/qwen3_5.md",
-            "src/transformers/cache_utils.py",
-            "src/transformers/configuration_utils.py",
-            "src/transformers/conversion_mapping.py",
-            "src/transformers/masking_utils.py",
-            "src/transformers/models/afmoe/modeling_afmoe.py"
-          ],
-          "shared_directories": [
-            "docs/source/en/model_doc",
-            "src/transformers/models/afmoe",
-            "src/transformers/models/bamba",
-            "src/transformers/models/bart",
-            "src/transformers/models/big_bird",
-            "src/transformers/models/bigbird_pegasus",
-            "src/transformers/models/blt",
-            "src/transformers/models/bros",
-            "src/transformers/models/canine",
-            "src/transformers/models/clap"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-43779-2",
       "pr_numbers": [
@@ -5298,47 +5159,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-43875-2",
-      "pr_numbers": [
-        43875,
-        46781
-      ],
-      "representative_pr_number": 43875,
-      "average_similarity": 0.635,
-      "summary": "2 open PRs share weighted file overlap around `tests/utils/test_cache_utils.py`, `src/transformers/cache_utils.py`; representative PR #43875.",
-      "shared_filenames": [
-        "tests/utils/test_cache_utils.py",
-        "src/transformers/cache_utils.py"
-      ],
-      "shared_directories": [
-        "tests/utils",
-        "src/transformers",
-        "tests",
-        "src"
-      ],
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-        {
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-          "similarity": 0.635,
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-          "size_similarity": 0.756,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.971,
-          "shared_filenames": [
-            "src/transformers/cache_utils.py",
-            "tests/utils/test_cache_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "tests/utils",
-            "src",
-            "tests"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-45332-2",
       "pr_numbers": [
@@ -5346,7 +5166,7 @@
         45333
       ],
       "representative_pr_number": 45332,
-      "average_similarity": 0.613,
+      "average_similarity": 0.612,
       "summary": "2 open PRs share weighted file overlap around `docs/source/en/heterogeneous_configurations.md`, `src/transformers/integrations/heterogeneity/__init__.py`, `src/transformers/integrations/heterogeneity/configuration_utils.py`; representative PR #45332.",
       "shared_filenames": [
         "docs/source/en/heterogeneous_configurations.md",
@@ -5371,8 +5191,8 @@
         {
           "left_pr_number": 45332,
           "right_pr_number": 45333,
-          "similarity": 0.613,
-          "content_similarity": 0.651,
+          "similarity": 0.612,
+          "content_similarity": 0.649,
           "size_similarity": 0.348,
           "breadth_similarity": 0.594,
           "concentration_similarity": 0.921,
@@ -5399,6 +5219,47 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46834-2",
+      "pr_numbers": [
+        46834,
+        46942
+      ],
+      "representative_pr_number": 46834,
+      "average_similarity": 0.611,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/timesfm2_5/modular_timesfm2_5.py`, `src/transformers/models/timesfm2_5/modeling_timesfm2_5.py`; representative PR #46834.",
+      "shared_filenames": [
+        "src/transformers/models/timesfm2_5/modular_timesfm2_5.py",
+        "src/transformers/models/timesfm2_5/modeling_timesfm2_5.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/timesfm2_5",
+        "src/transformers/models",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46834,
+          "right_pr_number": 46942,
+          "similarity": 0.611,
+          "content_similarity": 0.492,
+          "size_similarity": 0.778,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/models/timesfm2_5/modeling_timesfm2_5.py",
+            "src/transformers/models/timesfm2_5/modular_timesfm2_5.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/timesfm2_5",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-45638-2",
       "pr_numbers": [
@@ -5406,7 +5267,7 @@
         46229
       ],
       "representative_pr_number": 45638,
-      "average_similarity": 0.572,
+      "average_similarity": 0.568,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/mtp.py`; representative PR #45638.",
       "shared_filenames": [
         "src/transformers/generation/mtp.py"
@@ -5421,8 +5282,8 @@
         {
           "left_pr_number": 45638,
           "right_pr_number": 46229,
-          "similarity": 0.572,
-          "content_similarity": 0.582,
+          "similarity": 0.568,
+          "content_similarity": 0.575,
           "size_similarity": 0.612,
           "breadth_similarity": 0.396,
           "concentration_similarity": 0.67,
@@ -5445,7 +5306,7 @@
         46957
       ],
       "representative_pr_number": 46413,
-      "average_similarity": 0.565,
+      "average_similarity": 0.564,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/finegrained_fp8.py`; representative PR #46413.",
       "shared_filenames": [
         "src/transformers/integrations/finegrained_fp8.py"
@@ -5459,7 +5320,7 @@
         {
           "left_pr_number": 46413,
           "right_pr_number": 46957,
-          "similarity": 0.565,
+          "similarity": 0.564,
           "content_similarity": 0.696,
           "size_similarity": 0.055,
           "breadth_similarity": 0.292,
@@ -5560,7 +5421,7 @@
         46936
       ],
       "representative_pr_number": 46124,
-      "average_similarity": 0.544,
+      "average_similarity": 0.543,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/candidate_generator.py`; representative PR #46124.",
       "shared_filenames": [
         "src/transformers/generation/candidate_generator.py"
@@ -5574,8 +5435,8 @@
         {
           "left_pr_number": 46124,
           "right_pr_number": 46936,
-          "similarity": 0.544,
-          "content_similarity": 0.644,
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+          "content_similarity": 0.643,
           "size_similarity": 0.036,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.75,
@@ -5600,26 +5461,85 @@
       "average_similarity": 0.535,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_base.py`; representative PR #45541.",
       "shared_filenames": [
-        "src/transformers/tokenization_utils_base.py"
+        "src/transformers/tokenization_utils_base.py"
+      ],
+      "shared_directories": [
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45541,
+          "right_pr_number": 46177,
+          "similarity": 0.535,
+          "content_similarity": 0.439,
+          "size_similarity": 0.519,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/tokenization_utils_base.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
+    {
+      "cluster_id": "pr-scope-46267-2",
+      "pr_numbers": [
+        46267,
+        46980
+      ],
+      "representative_pr_number": 46267,
+      "average_similarity": 0.509,
+      "summary": "2 open PRs share weighted file overlap around `docs/source/en/chat_response_parsing.md`, `src/transformers/utils/chat_parsing/response_parser.py`, `tests/utils/test_chat_parsing.py`; representative PR #46267.",
+      "shared_filenames": [
+        "docs/source/en/chat_response_parsing.md",
+        "src/transformers/utils/chat_parsing/response_parser.py",
+        "tests/utils/test_chat_parsing.py",
+        "src/transformers/cli/serving/utils.py",
+        "src/transformers/tokenization_utils_base.py",
+        "src/transformers/processing_utils.py"
       ],
       "shared_directories": [
-        "src/transformers",
-        "src"
+        "src/transformers/utils/chat_parsing",
+        "src/transformers/cli/serving",
+        "src/transformers/cli",
+        "src/transformers/utils",
+        "docs/source/en",
+        "tests/utils",
+        "docs/source",
+        "src/transformers"
       ],
       "pairwise": [
         {
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-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
+          "left_pr_number": 46267,
+          "right_pr_number": 46980,
+          "similarity": 0.509,
+          "content_similarity": 0.613,
+          "size_similarity": 0.036,
+          "breadth_similarity": 0.436,
+          "concentration_similarity": 0.627,
           "shared_filenames": [
-            "src/transformers/tokenization_utils_base.py"
+            "docs/source/en/chat_response_parsing.md",
+            "src/transformers/cli/serving/utils.py",
+            "src/transformers/processing_utils.py",
+            "src/transformers/tokenization_utils_base.py",
+            "src/transformers/utils/chat_parsing/response_parser.py",
+            "tests/utils/test_chat_parsing.py"
           ],
           "shared_directories": [
+            "src/transformers/cli/serving",
+            "src/transformers/utils/chat_parsing",
+            "docs/source/en",
+            "src/transformers/cli",
+            "src/transformers/utils",
+            "docs/source",
             "src/transformers",
+            "tests/utils",
+            "docs",
             "src"
           ]
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@@ -5647,7 +5567,7 @@
           "left_pr_number": 45056,
           "right_pr_number": 45128,
           "similarity": 0.506,
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           "breadth_similarity": 0.875,
           "concentration_similarity": 0.724,
@@ -5812,42 +5732,50 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-46310-2",
+      "cluster_id": "pr-scope-45540-2",
       "pr_numbers": [
-        46310,
-        46546
+        45540,
+        45868
       ],
-      "representative_pr_number": 46310,
+      "representative_pr_number": 45540,
       "average_similarity": 0.489,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py`, `src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py`; representative PR #46310.",
+      "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.",
       "shared_filenames": [
-        "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py",
-        "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py"
+        "tests/models/t5gemma2/test_modeling_t5gemma2.py",
+        "src/transformers/models/t5gemma2/modular_t5gemma2.py",
+        "src/transformers/models/t5gemma2/modeling_t5gemma2.py"
       ],
       "shared_directories": [
-        "src/transformers/models/moonshine_streaming",
+        "src/transformers/models/t5gemma2",
+        "tests/models/t5gemma2",
         "src/transformers/models",
+        "tests/models",
         "src/transformers",
+        "tests",
         "src"
       ],
       "pairwise": [
         {
-          "left_pr_number": 46310,
-          "right_pr_number": 46546,
+          "left_pr_number": 45540,
+          "right_pr_number": 45868,
           "similarity": 0.489,
-          "content_similarity": 0.538,
-          "size_similarity": 0.286,
-          "breadth_similarity": 0.417,
-          "concentration_similarity": 0.571,
+          "content_similarity": 0.362,
+          "size_similarity": 0.593,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.936,
           "shared_filenames": [
-            "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py",
-            "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py"
+            "src/transformers/models/t5gemma2/modeling_t5gemma2.py",
+            "src/transformers/models/t5gemma2/modular_t5gemma2.py",
+            "tests/models/t5gemma2/test_modeling_t5gemma2.py"
           ],
           "shared_directories": [
-            "src/transformers/models/moonshine_streaming",
+            "src/transformers/models/t5gemma2",
             "src/transformers/models",
+            "tests/models/t5gemma2",
             "src/transformers",
-            "src"
+            "tests/models",
+            "src",
+            "tests"
           ]
         }
       ]
@@ -5887,55 +5815,6 @@
         }
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-    {
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-      "pr_numbers": [
-        45540,
-        45868
-      ],
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-      "average_similarity": 0.486,
-      "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.",
-      "shared_filenames": [
-        "tests/models/t5gemma2/test_modeling_t5gemma2.py",
-        "src/transformers/models/t5gemma2/modular_t5gemma2.py",
-        "src/transformers/models/t5gemma2/modeling_t5gemma2.py"
-      ],
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-        "src/transformers/models/t5gemma2",
-        "tests/models/t5gemma2",
-        "src/transformers/models",
-        "tests/models",
-        "src/transformers",
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-          "shared_filenames": [
-            "src/transformers/models/t5gemma2/modeling_t5gemma2.py",
-            "src/transformers/models/t5gemma2/modular_t5gemma2.py",
-            "tests/models/t5gemma2/test_modeling_t5gemma2.py"
-          ],
-          "shared_directories": [
-            "src/transformers/models/t5gemma2",
-            "src/transformers/models",
-            "tests/models/t5gemma2",
-            "src/transformers",
-            "tests/models",
-            "src",
-            "tests"
-          ]
-        }
-      ]
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     {
       "cluster_id": "pr-scope-40755-2",
       "pr_numbers": [
@@ -5943,12 +5822,12 @@
         45233
       ],
       "representative_pr_number": 40755,
-      "average_similarity": 0.473,
-      "summary": "2 open PRs share weighted file overlap around `tests/models/timesfm/test_modeling_timesfm.py`, `src/transformers/models/timesfm/modeling_timesfm.py`, `src/transformers/models/timesfm/modular_timesfm.py`; representative PR #40755.",
+      "average_similarity": 0.484,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/timesfm/modeling_timesfm.py`, `src/transformers/models/timesfm/modular_timesfm.py`, `tests/models/timesfm/test_modeling_timesfm.py`; representative PR #40755.",
       "shared_filenames": [
-        "tests/models/timesfm/test_modeling_timesfm.py",
         "src/transformers/models/timesfm/modeling_timesfm.py",
-        "src/transformers/models/timesfm/modular_timesfm.py"
+        "src/transformers/models/timesfm/modular_timesfm.py",
+        "tests/models/timesfm/test_modeling_timesfm.py"
       ],
       "shared_directories": [
         "src/transformers/models/timesfm",
@@ -5963,8 +5842,8 @@
         {
           "left_pr_number": 40755,
           "right_pr_number": 45233,
-          "similarity": 0.473,
-          "content_similarity": 0.439,
+          "similarity": 0.484,
+          "content_similarity": 0.455,
           "size_similarity": 0.266,
           "breadth_similarity": 0.792,
           "concentration_similarity": 0.928,
@@ -6029,7 +5908,7 @@
         46556
       ],
       "representative_pr_number": 46404,
-      "average_similarity": 0.465,
+      "average_similarity": 0.466,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/deepseek_vl/modular_deepseek_vl.py`, `src/transformers/models/emu3/processing_emu3.py`, `src/transformers/models/florence2/processing_florence2.py`; representative PR #46404.",
       "shared_filenames": [
         "src/transformers/models/deepseek_vl/modular_deepseek_vl.py",
@@ -6042,21 +5921,21 @@
         "src/transformers/models/qianfan_ocr/modular_qianfan_ocr.py"
       ],
       "shared_directories": [
+        "src/transformers/models/minicpmv4_6",
         "src/transformers/models/qianfan_ocr",
         "src/transformers/models/florence2",
-        "src/transformers/models/minicpmv4_6",
+        "src/transformers/models/video_llava",
         "src/transformers/models/granite4_vision",
         "src/transformers/models/kosmos2",
         "src/transformers/models/lighton_ocr",
-        "src/transformers/models/llava_next",
-        "src/transformers/models/cohere2_vision"
+        "src/transformers/models/llava_next"
       ],
       "pairwise": [
         {
           "left_pr_number": 46404,
           "right_pr_number": 46556,
-          "similarity": 0.465,
-          "content_similarity": 0.473,
+          "similarity": 0.466,
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           "size_similarity": 0.298,
           "breadth_similarity": 0.46,
           "concentration_similarity": 0.86,
@@ -6087,6 +5966,43 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46848-2",
+      "pr_numbers": [
+        46848,
+        46926
+      ],
+      "representative_pr_number": 46848,
+      "average_similarity": 0.465,
+      "summary": "2 open PRs share weighted file overlap around `tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py`; representative PR #46848.",
+      "shared_filenames": [
+        "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py"
+      ],
+      "shared_directories": [
+        "tests/models/minimax_m3_vl",
+        "tests/models",
+        "tests"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46848,
+          "right_pr_number": 46926,
+          "similarity": 0.465,
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+          "size_similarity": 0.007,
+          "breadth_similarity": 0.333,
+          "concentration_similarity": 0.521,
+          "shared_filenames": [
+            "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py"
+          ],
+          "shared_directories": [
+            "tests/models/minimax_m3_vl",
+            "tests/models",
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