Refresh transformers dataset snapshot 20260528T120029Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AShanmuk4622",
+      "repo_first_seen_at": "2026-05-28T06:31:56Z",
+      "repo_last_seen_at": "2026-05-28T10:57:59Z",
+      "repo_primary_artifact_count": 1,
+      "repo_artifact_count": 4,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 1,
+      "snapshot_comment_count": 3,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "NONE",
+      "new_to_repo": true,
+      "first_seen_in_snapshot": true,
+      "known_via_prior_merged_pr": false,
+      "report_reason": "first_seen_in_snapshot",
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 948,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 2,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 2,
+        "open_pr_count": 0,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 1.0,
+        "still_open_pr_rate": 0.0,
+        "distinct_repos_with_authored_prs": 2,
+        "distinct_repos_with_open_prs": 0
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46253,
+            "title": "Optimize Parakeet feature extraction on GPU",
+            "url": "https://github.com/huggingface/transformers/pull/46253",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-28T09:00:16Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "Shashank-Tripathi-07",
       "name": "Rocky",

new-contributors-report.md

@@ -1,29 +1,29 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260528T060028Z`
-- Generated: `2026-05-28T06:01:32Z`
+- Snapshot: `20260528T120029Z`
+- Generated: `2026-05-28T12:02:46Z`
 - Activity window: `60d`
-- Contributors: `348`
+- Contributors: `351`
 
 ## Summary
 
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 102 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
-| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 89 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
+| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 91 | 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` | 83 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 81 | 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` | 78 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 82 | 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` | 79 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 58 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 52 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 47 | 2 | mixed | low | low | targets high-star repos |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 45 | 0 | strong | low | low | targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 44 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
-| `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 36 | 1 | strong | moderate | low | targets high-star repos |
+| `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 37 | 1 | strong | moderate | low | targets high-star repos |
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 32 | 20 | strong | low | low | targets high-star repos |
+| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 32 | 0 | strong | low | low | targets high-star repos |
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 31 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
-| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 31 | 0 | strong | low | low | targets high-star repos |
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 25 | 4 | strong | moderate | low | high recent PR volume |
 | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 22 | 0 | strong | low | low | targets high-star repos |
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 21 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
@@ -81,7 +81,9 @@
 | `nurpax` | [profile](https://github.com/nurpax) | no | CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 2 | 3 | weak | low | low | high open PR share; targets high-star repos |
 | `w4nderlust` | [profile](https://github.com/w4nderlust) | no | CONTRIBUTOR | 5740d | `2026-04-03T04:55:51Z` | 2 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `ionut-anghelina` | [profile](https://github.com/ionut-anghelina) | no | FIRST_TIME_CONTRIBUTOR | 556d | `2026-03-30T08:23:07Z` | 2 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `J3r3myPerera` | [profile](https://github.com/J3r3myPerera) | no | CONTRIBUTOR | 1323d | `2026-05-20T14:37:39Z` | 2 | 1 | mixed | moderate | low | no visible non-self stars |
 | `Milan-Bhimani` | [profile](https://github.com/Milan-Bhimani) | no | FIRST_TIME_CONTRIBUTOR | 823d | `2026-04-30T06:10:00Z` | 2 | 1 | mixed | low | low | many recent closed-unmerged PRs |
+| `pcuenca` | [profile](https://github.com/pcuenca) | no | MEMBER | 5316d | `2024-04-23T13:23:10Z` | 2 | 1 | mixed | high | low | high recent PR volume; broad repo spread |
 | `qflen` | [profile](https://github.com/qflen) | no | CONTRIBUTOR | 479d | `2026-04-25T02:09:42Z` | 2 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `Ace3Z` | [profile](https://github.com/Ace3Z) | no | FIRST_TIME_CONTRIBUTOR | 2598d | `2026-05-24T21:47:03Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Aftabbs` | [profile](https://github.com/Aftabbs) | no | NONE | 1318d | `2026-04-12T08:48:26Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
@@ -174,7 +176,6 @@
 | `earino` | [profile](https://github.com/earino) | no | CONTRIBUTOR | 6609d | `2026-04-20T10:22:03Z` | 1 | 1 | strong | moderate | low | — |
 | `florian6973` | [profile](https://github.com/florian6973) | no | CONTRIBUTOR | 2050d | `2026-04-07T23:31:43Z` | 1 | 1 | strong | low | low | targets high-star repos |
 | `HallerPatrick` | [profile](https://github.com/HallerPatrick) | no | CONTRIBUTOR | 3474d | `2026-03-31T14:44:05Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `J3r3myPerera` | [profile](https://github.com/J3r3myPerera) | no | CONTRIBUTOR | 1323d | `2026-05-20T14:37:39Z` | 1 | 1 | mixed | moderate | low | no visible non-self stars |
 | `jesperschlegel` | [profile](https://github.com/jesperschlegel) | no | FIRST_TIME_CONTRIBUTOR | 3705d | `2026-04-07T17:51:38Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `karnakarreddi` | [profile](https://github.com/karnakarreddi) | no | NONE | 3847d | `2026-05-20T05:12:29Z` | 1 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share |
 | `kasakh` | [profile](https://github.com/kasakh) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-05-10T06:09:08Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -183,7 +184,7 @@
 | `LauraGPT` | [profile](https://github.com/LauraGPT) | no | FIRST_TIME_CONTRIBUTOR | 3699d | `2026-05-24T11:07:04Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `masoudpz` | [profile](https://github.com/masoudpz) | no | FIRST_TIME_CONTRIBUTOR | 4678d | `2026-04-02T00:31:07Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `nealwu` | [profile](https://github.com/nealwu) | no | CONTRIBUTOR | 5508d | `2026-05-12T03:11:36Z` | 1 | 1 | strong | low | low | — |
-| `nunq` | [profile](https://github.com/nunq) | no | FIRST_TIME_CONTRIBUTOR | 2694d | `2026-05-08T00:29:00Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `nunq` | [profile](https://github.com/nunq) | no | CONTRIBUTOR | 2694d | `2026-05-08T00:29:00Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `Regata3010` | [profile](https://github.com/Regata3010) | no | CONTRIBUTOR | 1431d | `2026-04-08T04:07:37Z` | 1 | 1 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `ronansgd` | [profile](https://github.com/ronansgd) | no | FIRST_TIME_CONTRIBUTOR | 2195d | `2026-04-22T08:50:02Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `rpathade` | [profile](https://github.com/rpathade) | no | FIRST_TIME_CONTRIBUTOR | 2005d | `2026-03-29T22:46:13Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -230,6 +231,7 @@
 | `cloudyun888` | [profile](https://github.com/cloudyun888) | no | NONE | 45d | `2026-04-15T13:18:36Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
 | `code-runner77` | [profile](https://github.com/code-runner77) | no | FIRST_TIMER | 194d | `2026-03-29T17:28:59Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `damodharg6` | [profile](https://github.com/damodharg6) | no | FIRST_TIME_CONTRIBUTOR | 407d | `2026-05-15T03:01:55Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `Danish08654` | [profile](https://github.com/Danish08654) | yes | NONE | 561d | `2026-05-28T09:15:36Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `danyalahmed1995` | [profile](https://github.com/danyalahmed1995) | no | FIRST_TIME_CONTRIBUTOR | 2355d | `2026-05-26T00:41:01Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `DavidSolanas` | [profile](https://github.com/DavidSolanas) | no | FIRST_TIME_CONTRIBUTOR | 2757d | `2026-04-15T08:44:00Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `ddreeselogs` | [profile](https://github.com/ddreeselogs) | no | FIRST_TIMER | 42d | `2026-04-20T23:59:40Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
@@ -328,6 +330,7 @@
 | `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 |
 | `shadeMe` | [profile](https://github.com/shadeMe) | no | FIRST_TIME_CONTRIBUTOR | 5922d | `2026-05-20T09:24:48Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `Shanmuk4622` | [profile](https://github.com/Shanmuk4622) | yes | NONE | 948d | `2026-05-28T06:31:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Shashank-Tripathi-07` | [profile](https://github.com/Shashank-Tripathi-07) | no | NONE | 644d | `2026-05-20T15:18:30Z` | 1 | 0 | mixed | moderate | low | high recent PR volume; 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 |
@@ -389,12 +392,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
 - repo first seen: `2026-01-21T16:52:29Z`
-- repo last seen: `2026-05-27T12:36:39Z`
+- repo last seen: `2026-05-28T11:50:39Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **95**
-- snapshot authored PRs/issues: **89 PRs / 6 issues**
-- snapshot discussion activity: **173 comments / 199 reviews / 188 review comments**
+- repo primary artifacts: **97**
+- snapshot authored PRs/issues: **91 PRs / 6 issues**
+- snapshot discussion activity: **173 comments / 200 reviews / 188 review comments**
 - account age: **5839 days**
 - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
 - public orgs: `AFPy`, `faitmain`, `circus-tent`
@@ -402,9 +405,9 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
 
 Example artifacts:
+- [PR #46260: Add TRF017 modeling rule](https://github.com/huggingface/transformers/pull/46260) — open
+- [PR #46259: Add TRF018 modeling rule](https://github.com/huggingface/transformers/pull/46259) — open
 - [PR #46023: chore(linter): fix for rules 16-17-18](https://github.com/huggingface/transformers/pull/46023) — open
-- [PR #45983: bugfix(ci): avoid E2BIG in pr_slow_ci_suggestion ](https://github.com/huggingface/transformers/pull/45983) — closed, merged
-- [PR #45933: pass the otel secrets](https://github.com/huggingface/transformers/pull/45933) — closed, merged
 - [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — closed
 - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — closed
 - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
@@ -441,12 +444,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
 - repo first seen: `2025-03-31T13:54:54Z`
-- repo last seen: `2026-05-27T13:27:10Z`
+- repo last seen: `2026-05-28T09:59:37Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **81**
-- snapshot authored PRs/issues: **81 PRs / 0 issues**
-- snapshot discussion activity: **112 comments / 209 reviews / 148 review comments**
+- repo primary artifacts: **82**
+- snapshot authored PRs/issues: **82 PRs / 0 issues**
+- snapshot discussion activity: **118 comments / 210 reviews / 148 review comments**
 - account age: **4938 days**
 - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
 - public orgs: none visible
@@ -454,9 +457,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46250: Update a test to avoid writing to the default xet cache](https://github.com/huggingface/transformers/pull/46250) — closed, merged
 - [PR #46241: Use `main` instead of commit SHA for now](https://github.com/huggingface/transformers/pull/46241) — closed, merged
 - [PR #46240: Enable push event (to main) for PR CI workflow](https://github.com/huggingface/transformers/pull/46240) — closed, merged
-- [PR #46114: [DON"T MERGE] Forked pr to test migration - check OTEL](https://github.com/huggingface/transformers/pull/46114) — open
 
 ### `zucchini-nlp`
 
@@ -464,12 +467,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
 - repo first seen: `2024-09-26T09:23:39Z`
-- repo last seen: `2026-05-27T15:59:40Z`
+- repo last seen: `2026-05-28T11:54:50Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **78**
-- snapshot authored PRs/issues: **78 PRs / 0 issues**
-- snapshot discussion activity: **555 comments / 841 reviews / 1884 review comments**
+- repo primary artifacts: **79**
+- snapshot authored PRs/issues: **79 PRs / 0 issues**
+- snapshot discussion activity: **559 comments / 844 reviews / 1887 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`
@@ -477,9 +480,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46258: Processor compatibility with vLLM ](https://github.com/huggingface/transformers/pull/46258) — open
 - [PR #46092: Clean up new models after release](https://github.com/huggingface/transformers/pull/46092) — open
 - [PR #46046: Add the other processors to auto-mappings](https://github.com/huggingface/transformers/pull/46046) — open
-- [PR #45827: Delete dead code in qwen-vl series](https://github.com/huggingface/transformers/pull/45827) — open
 
 ### `ArthurZucker`
 
@@ -487,12 +490,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
 - repo first seen: `2023-02-24T14:13:29Z`
-- repo last seen: `2026-05-27T13:40:14Z`
+- repo last seen: `2026-05-28T11:47:15Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **61**
 - snapshot authored PRs/issues: **58 PRs / 3 issues**
-- snapshot discussion activity: **183 comments / 621 reviews / 1230 review comments**
+- snapshot discussion activity: **185 comments / 621 reviews / 1230 review comments**
 - account age: **2590 days**
 - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
 - public orgs: none visible
@@ -551,7 +554,7 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #46246: [`Revert`] FSDP+Dtensor refactor related changes](https://github.com/huggingface/transformers/pull/46246) — open
+- [PR #46246: [`Revert`] FSDP+Dtensor refactor related changes](https://github.com/huggingface/transformers/pull/46246) — closed, merged
 - [PR #46220: [`Configs`] Fix layer type validation to include its mlp counterpart](https://github.com/huggingface/transformers/pull/46220) — closed, merged
 - [PR #46039: [`Kernels`] Sync and add SwigluMLP + CausalLMLoss](https://github.com/huggingface/transformers/pull/46039) — open, draft
 - [Issue #46245: [`Layer Types`] Split keys across MLP and Attentions](https://github.com/huggingface/transformers/issues/46245) — open
@@ -611,12 +614,12 @@ 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: `2025-10-14T03:02:06Z`
-- repo last seen: `2026-05-22T04:59:16Z`
+- repo last seen: `2026-05-28T08:10:11Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **37**
-- snapshot authored PRs/issues: **36 PRs / 1 issues**
-- snapshot discussion activity: **24 comments / 23 reviews / 23 review comments**
+- repo primary artifacts: **38**
+- snapshot authored PRs/issues: **37 PRs / 1 issues**
+- snapshot discussion activity: **25 comments / 23 reviews / 23 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
@@ -624,9 +627,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #46252: find pytest launch error in torch 2.13.0.dev20260526](https://github.com/huggingface/transformers/pull/46252) — closed, merged
 - [PR #46149: Fix caching allocator warmup byte estimation for EP model loading](https://github.com/huggingface/transformers/pull/46149) — closed, merged
 - [PR #46086: update xpu expectation for falcon mamba](https://github.com/huggingface/transformers/pull/46086) — closed, merged
-- [PR #46076: add flash base test and fix the incorrect and crash issue during enab…](https://github.com/huggingface/transformers/pull/46076) — open
 - [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
 
 ### `harshaljanjani`
@@ -655,6 +658,29 @@ Example artifacts:
 - [Issue #45072: [BUG][CI] SwitchTransformers and TimmWrapperModel dtype mismatches in bfloat16 inference](https://github.com/huggingface/transformers/issues/45072) — closed
 - [Issue #44898: [BUG] Perceiver image classification (non-default res) fails even with interpolate_pos_encoding=True](https://github.com/huggingface/transformers/issues/44898) — closed
 
+### `remi-or`
+
+- profile: [github.com/remi-or](https://github.com/remi-or)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
+- repo first seen: `2026-01-13T09:15:18Z`
+- repo last seen: `2026-05-28T06:38:56Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **32**
+- snapshot authored PRs/issues: **32 PRs / 0 issues**
+- snapshot discussion activity: **50 comments / 146 reviews / 157 review comments**
+- account age: **1813 days**
+- recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #46251: [CB] Fix crashes when fork is not possible](https://github.com/huggingface/transformers/pull/46251) — open
+- [PR #46242: [Distributed] Reformat tensor parallel](https://github.com/huggingface/transformers/pull/46242) — open, draft
+- [PR #46116: [Fix] Stranded params](https://github.com/huggingface/transformers/pull/46116) — closed
+
 ### `yonigozlan`
 
 - profile: [github.com/yonigozlan](https://github.com/yonigozlan)
@@ -701,29 +727,6 @@ Example artifacts:
 - [PR #45936: Fix models for which we don't have a dedicated tokenizer class, and the listed one is incorrect](https://github.com/huggingface/transformers/pull/45936) — open
 - [PR #45741: deepseek r1 distilled tokenizer fix for qwen2 mapping](https://github.com/huggingface/transformers/pull/45741) — closed, merged
 
-### `remi-or`
-
-- profile: [github.com/remi-or](https://github.com/remi-or)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
-- repo first seen: `2026-01-13T09:15:18Z`
-- repo last seen: `2026-05-28T03:26:36Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **31**
-- snapshot authored PRs/issues: **31 PRs / 0 issues**
-- snapshot discussion activity: **50 comments / 145 reviews / 156 review comments**
-- account age: **1813 days**
-- recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #46242: [Distributed] Reformat tensor parallel](https://github.com/huggingface/transformers/pull/46242) — open, draft
-- [PR #46116: [Fix] Stranded params](https://github.com/huggingface/transformers/pull/46116) — closed
-- [PR #46103: [Fix] Remove calls to unsupported functions in TP](https://github.com/huggingface/transformers/pull/46103) — closed, merged
-
 ### `jiqing-feng`
 
 - profile: [github.com/jiqing-feng](https://github.com/jiqing-feng)
@@ -831,12 +834,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
 - repo first seen: `2025-07-04T08:41:29Z`
-- repo last seen: `2026-05-26T09:50:17Z`
+- repo last seen: `2026-05-28T06:43:40Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **21**
 - snapshot authored PRs/issues: **18 PRs / 3 issues**
-- snapshot discussion activity: **61 comments / 231 reviews / 205 review comments**
+- snapshot discussion activity: **61 comments / 232 reviews / 205 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`
@@ -904,12 +907,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahmellor)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahmellor)
 - repo first seen: `2025-08-14T10:03:14Z`
-- repo last seen: `2026-05-27T14:56:30Z`
+- repo last seen: `2026-05-28T10:53:42Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **19**
 - snapshot authored PRs/issues: **17 PRs / 2 issues**
-- snapshot discussion activity: **26 comments / 55 reviews / 27 review comments**
+- snapshot discussion activity: **27 comments / 55 reviews / 27 review comments**
 - account age: **3592 days**
 - recent public PR activity: **79 PRs** (72 merged / 3 closed-unmerged / 4 open; merged rate **91%**, closed-unmerged rate **4%**, open rate **5%**)
 - public orgs: `huggingface`, `vllm-project`
@@ -999,12 +1002,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amichaelbenayoun)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amichaelbenayoun)
 - repo first seen: `2024-10-24T15:39:49Z`
-- repo last seen: `2026-05-26T14:32:04Z`
+- repo last seen: `2026-05-28T09:25:07Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **15**
 - snapshot authored PRs/issues: **15 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 9 reviews / 10 review comments**
+- snapshot discussion activity: **5 comments / 9 reviews / 10 review comments**
 - account age: **3365 days**
 - recent public PR activity: **21 PRs** (18 merged / 0 closed-unmerged / 3 open; merged rate **86%**, closed-unmerged rate **0%**, open rate **14%**)
 - public orgs: `huggingface`
@@ -1363,7 +1366,7 @@ Example artifacts:
 - heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46098: Fix Mamba2Mixer: use_cache with seq_len > 1 silently produces incorrect results (both CPU and GPU paths) (#46032)](https://github.com/huggingface/transformers/pull/46098) — open
+- [PR #46098: Fix Mamba2Mixer: use_cache with seq_len > 1 silently produces incorrect results (both CPU and GPU paths) (#46032)](https://github.com/huggingface/transformers/pull/46098) — closed
 - [PR #45506: Add full GGUF loading support for GPT‑OSS (fixes #43366, supersedes #43757) latest](https://github.com/huggingface/transformers/pull/45506) — closed, merged
 - [PR #45500: Add full GGUF loading support for GPT‑OSS (fixes #43366, supersedes #43757) latest](https://github.com/huggingface/transformers/pull/45500) — closed, draft
 
@@ -1373,12 +1376,12 @@ 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: `2026-05-27T10:44:31Z`
+- repo last seen: `2026-05-28T07:01:25Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **4 PRs / 1 issues**
-- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **6 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
@@ -1504,7 +1507,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46211: fix(llama): allow explicit head_dim when hidden_size not divisible by num_attention_heads](https://github.com/huggingface/transformers/pull/46211) — open
-- [PR #46176: [Gemma4] Replace one-hot matmul with F.embedding in position embeddings](https://github.com/huggingface/transformers/pull/46176) — open
+- [PR #46176: [Gemma4] Replace one-hot matmul with F.embedding in position embeddings](https://github.com/huggingface/transformers/pull/46176) — closed, merged
 - [PR #46044: Fix remaining RAG doc examples that crash on current transformers](https://github.com/huggingface/transformers/pull/46044) — closed, merged
 
 ### `TheShreyanshiDwivedi`
@@ -1630,12 +1633,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
 - repo first seen: `2026-05-12T18:20:58Z`
-- repo last seen: `2026-05-27T17:19:07Z`
+- repo last seen: `2026-05-28T10:56:35Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **7 comments / 42 reviews / 45 review comments**
+- snapshot discussion activity: **7 comments / 46 reviews / 49 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`
@@ -1722,12 +1725,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arigen1048)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arigen1048)
 - repo first seen: `2026-04-28T15:23:48Z`
-- repo last seen: `2026-05-27T09:31:22Z`
+- repo last seen: `2026-05-28T09:59:53Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **11 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **13 comments / 0 reviews / 0 review comments**
 - account age: **92 days**
 - recent public PR activity: **5 PRs** (0 merged / 3 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **60%**, open rate **40%**)
 - public orgs: none visible
@@ -2076,6 +2079,29 @@ Example artifacts:
 - [PR #45111: Fix double softmax in MoE router load-balancing loss](https://github.com/huggingface/transformers/pull/45111) — closed
 - [Issue #45120: Double softmax in MoE router load-balancing loss (mixtral, qwen2_moe, qwen3_vl_moe families)](https://github.com/huggingface/transformers/issues/45120) — closed
 
+### `J3r3myPerera`
+
+- profile: [github.com/J3r3myPerera](https://github.com/J3r3myPerera)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJ3r3myPerera)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJ3r3myPerera)
+- repo first seen: `2026-05-20T14:37:39Z`
+- repo last seen: `2026-05-28T10:30:42Z`
+- 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 / 3 reviews / 2 review comments**
+- account age: **1323 days**
+- recent public PR activity: **19 PRs** (15 merged / 2 closed-unmerged / 2 open; merged rate **79%**, closed-unmerged rate **11%**, open rate **11%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **no visible non-self stars**
+
+Example artifacts:
+- [PR #46256: Fix/video classification pipeline video processor](https://github.com/huggingface/transformers/pull/46256) — open
+- [PR #46136: Fix is_last off-by-one in MaskGenerationPipeline for partial batches](https://github.com/huggingface/transformers/pull/46136) — closed, merged
+- [Issue #46123: MaskGenerationPipeline: is_last never True on final partial batch, silently dropping results](https://github.com/huggingface/transformers/issues/46123) — closed
+
 ### `Milan-Bhimani`
 
 - profile: [github.com/Milan-Bhimani](https://github.com/Milan-Bhimani)
@@ -2099,6 +2125,29 @@ Example artifacts:
 - [PR #45713: fix: restore vocabulary loading in CamembertTokenizer](https://github.com/huggingface/transformers/pull/45713) — closed
 - [Issue #45710: Fix wrong repo link in Dinov2ForImageClassification doc example](https://github.com/huggingface/transformers/issues/45710) — closed
 
+### `pcuenca`
+
+- profile: [github.com/pcuenca](https://github.com/pcuenca)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apcuenca)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apcuenca)
+- repo first seen: `2024-04-23T13:23:10Z`
+- repo last seen: `2026-05-28T10:35:57Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **2 PRs / 1 issues**
+- snapshot discussion activity: **7 comments / 21 reviews / 35 review comments**
+- account age: **5316 days**
+- recent public PR activity: **31 PRs** (20 merged / 3 closed-unmerged / 8 open; merged rate **65%**, closed-unmerged rate **10%**, open rate **26%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
+- heuristic read: **high recent PR volume; broad repo spread**
+
+Example artifacts:
+- [PR #46257: Update deepseek v4 snippet: model id, quant config](https://github.com/huggingface/transformers/pull/46257) — open
+- [PR #46255: Rename liger_kernels -> liger-kernels](https://github.com/huggingface/transformers/pull/46255) — open
+- [Issue #30430: Remove `mps` workaround for `isin()`](https://github.com/huggingface/transformers/issues/30430) — closed
+
 ### `qflen`
 
 - profile: [github.com/qflen](https://github.com/qflen)
@@ -2767,12 +2816,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMcPatate)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMcPatate)
 - repo first seen: `2025-11-10T16:50:33Z`
-- repo last seen: `2026-05-28T05:49:22Z`
+- repo last seen: `2026-05-28T06:19:53Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 8 reviews / 7 review comments**
+- snapshot discussion activity: **1 comments / 10 reviews / 9 review comments**
 - account age: **4207 days**
 - recent public PR activity: **26 PRs** (19 merged / 1 closed-unmerged / 6 open; merged rate **73%**, closed-unmerged rate **4%**, open rate **23%**)
 - public orgs: `huggingface`
@@ -3470,12 +3519,12 @@ Example artifacts:
 - 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: `2026-05-27T19:03:56Z`
+- repo last seen: `2026-05-28T08:55:23Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 2 reviews / 2 review comments**
+- snapshot discussion activity: **6 comments / 2 reviews / 2 review comments**
 - account age: **2909 days**
 - recent public PR activity: **326 PRs** (56 merged / 72 closed-unmerged / 198 open; merged rate **17%**, closed-unmerged rate **22%**, open rate **61%**)
 - public orgs: none visible
@@ -4158,28 +4207,6 @@ Example artifacts:
 - [PR #45148: Allow for all layers in Qwen3.5 architecture to be Gated Deltanet.](https://github.com/huggingface/transformers/pull/45148) — closed
 - [Issue #45146: Allow for "pure" linear attention based Qwen3.5 models](https://github.com/huggingface/transformers/issues/45146) — closed
 
-### `J3r3myPerera`
-
-- profile: [github.com/J3r3myPerera](https://github.com/J3r3myPerera)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJ3r3myPerera)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJ3r3myPerera)
-- repo first seen: `2026-05-20T14:37:39Z`
-- repo last seen: `2026-05-27T12:59:48Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **6 comments / 3 reviews / 2 review comments**
-- account age: **1323 days**
-- recent public PR activity: **19 PRs** (15 merged / 2 closed-unmerged / 2 open; merged rate **79%**, closed-unmerged rate **11%**, open rate **11%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **no visible non-self stars**
-
-Example artifacts:
-- [PR #46136: Fix is_last off-by-one in MaskGenerationPipeline for partial batches](https://github.com/huggingface/transformers/pull/46136) — closed, merged
-- [Issue #46123: MaskGenerationPipeline: is_last never True on final partial batch, silently dropping results](https://github.com/huggingface/transformers/issues/46123) — closed
-
 ### `jesperschlegel`
 
 - profile: [github.com/jesperschlegel](https://github.com/jesperschlegel)
@@ -4364,7 +4391,7 @@ Example artifacts:
 - repo first seen: `2026-05-08T00:29:00Z`
 - repo last seen: `2026-05-22T13:01:17Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
@@ -4375,8 +4402,8 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #45835: fix: kosmos2.5: properly expand embeddings table](https://github.com/huggingface/transformers/pull/45835) — open
-- [Issue #45834: Kosmos2.5: index error on long ocr input](https://github.com/huggingface/transformers/issues/45834) — open
+- [PR #45835: fix: kosmos2.5: properly expand embeddings table](https://github.com/huggingface/transformers/pull/45835) — closed, merged
+- [Issue #45834: Kosmos2.5: index error on long ocr input](https://github.com/huggingface/transformers/issues/45834) — closed
 
 ### `Regata3010`
 
@@ -5350,6 +5377,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45985: Fix decoder_attention_mask None handling in generation utils](https://github.com/huggingface/transformers/pull/45985) — open
 
+### `Danish08654`
+
+- profile: [github.com/Danish08654](https://github.com/Danish08654)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADanish08654)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADanish08654)
+- repo first seen: `2026-05-28T09:15:36Z`
+- repo last seen: `2026-05-28T09:15:36Z`
+- 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: **561 days**
+- recent public PR activity: **5 PRs** (0 merged / 4 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **80%**, open rate **20%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #46254: improve README clarity and readability](https://github.com/huggingface/transformers/pull/46254) — closed
+
 ### `danyalahmed1995`
 
 - profile: [github.com/danyalahmed1995](https://github.com/danyalahmed1995)
@@ -7409,6 +7457,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46112: feat: Add support for JetBrains' `Mellum` v2 code generation model](https://github.com/huggingface/transformers/pull/46112) — open
 
+### `Shanmuk4622`
+
+- profile: [github.com/Shanmuk4622](https://github.com/Shanmuk4622)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AShanmuk4622)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AShanmuk4622)
+- repo first seen: `2026-05-28T06:31:56Z`
+- repo last seen: `2026-05-28T10:57:59Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- account age: **948 days**
+- recent public PR activity: **2 PRs** (0 merged / 2 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 #46253: Optimize Parakeet feature extraction on GPU](https://github.com/huggingface/transformers/pull/46253) — closed
+
 ### `Shashank-Tripathi-07`
 
 - profile: [github.com/Shashank-Tripathi-07](https://github.com/Shashank-Tripathi-07)

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+            "src/transformers/models/gemma4/modeling_gemma4.py",
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         46195
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       "summary": "4 open PRs share weighted file overlap around `tests/test_processing_common.py`, `src/transformers/processing_utils.py`; representative PR #41606.",
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           "shared_filenames": [
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@@ -2273,12 +2196,12 @@
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         {
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@@ -2339,8 +2262,8 @@
         {
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           "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
@@ -2434,6 +2357,120 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46023-3",
+      "pr_numbers": [
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+        46259,
+        46260
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+      "representative_pr_number": 46259,
+      "average_similarity": 0.658,
+      "summary": "3 open PRs share weighted file overlap around `docs/source/en/modeling_rules.md`, `utils/rules.toml`, `src/transformers/dependency_versions_table.py`; representative PR #46259.",
+      "shared_filenames": [
+        "docs/source/en/modeling_rules.md",
+        "utils/rules.toml",
+        "src/transformers/dependency_versions_table.py",
+        "setup.py",
+        "src/transformers/models/autoformer/modeling_autoformer.py",
+        "src/transformers/models/colmodernvbert/modeling_colmodernvbert.py",
+        "src/transformers/models/dinov2/modeling_dinov2.py",
+        "src/transformers/models/fastspeech2_conformer/modeling_fastspeech2_conformer.py"
+      ],
+      "shared_directories": [
+        "docs/source/en",
+        "src/transformers/models",
+        "docs/source",
+        "src/transformers",
+        "utils",
+        "docs",
+        "src",
+        "src/transformers/models/autoformer"
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+            "src/transformers/models/albert/modeling_albert.py",
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+            "src/transformers/models/autoformer/modeling_autoformer.py",
+            "src/transformers/models/bit/modeling_bit.py",
+            "src/transformers/models/bridgetower/modeling_bridgetower.py",
+            "src/transformers/models/clap/modeling_clap.py",
+            "src/transformers/models/clip/modeling_clip.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/albert",
+            "src/transformers/models/align",
+            "src/transformers/models/autoformer",
+            "src/transformers/models/bit",
+            "src/transformers/models/bridgetower",
+            "src/transformers/models/clap",
+            "src/transformers/models/clip",
+            "src/transformers/models/clvp",
+            "src/transformers/models/colmodernvbert",
+            "src/transformers/models/colpali"
+          ]
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+        {
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+          "shared_filenames": [
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+            "src/transformers/dependency_versions_table.py",
+            "utils/rules.toml"
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+          "shared_directories": [
+            "docs/source/en",
+            "src/transformers/models",
+            "docs/source",
+            "src/transformers",
+            "docs",
+            "src",
+            "utils"
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+        },
+        {
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+          "size_similarity": 0.522,
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+          "shared_filenames": [
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+            "setup.py",
+            "src/transformers/dependency_versions_table.py",
+            "utils/rules.toml"
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+          "shared_directories": [
+            "docs/source/en",
+            "src/transformers/models",
+            "docs/source",
+            "src/transformers",
+            "docs",
+            "src",
+            "utils"
+          ]
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+      ]
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@@ -2442,7 +2479,7 @@
         46161
       ],
       "representative_pr_number": 45627,
-      "average_similarity": 0.635,
+      "average_similarity": 0.634,
       "summary": "3 open PRs share weighted file overlap around `tests/models/auto/test_processor_auto.py`, `src/transformers/processing_utils.py`; representative PR #45627.",
       "shared_filenames": [
         "tests/models/auto/test_processor_auto.py",
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         {
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@@ -2499,8 +2536,8 @@
         {
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@@ -2594,7 +2631,7 @@
         44676
       ],
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-      "average_similarity": 0.567,
+      "average_similarity": 0.562,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gpt2/modeling_gpt2.py`; representative PR #44059.",
       "shared_filenames": [
         "src/transformers/models/gpt2/modeling_gpt2.py"
@@ -2609,8 +2646,8 @@
         {
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@@ -2627,8 +2664,8 @@
         {
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@@ -2645,8 +2682,8 @@
         {
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@@ -2817,34 +2854,34 @@
         45827
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-      "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.",
+      "average_similarity": 0.426,
+      "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/glm4v/modular_glm4v.py`; representative PR #45783.",
       "shared_filenames": [
         "src/transformers/models/glm46v/modeling_glm46v.py",
         "src/transformers/models/glm4v/modeling_glm4v.py",
+        "src/transformers/models/glm4v/modular_glm4v.py",
         "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",
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         "src/transformers/models/qwen2_5_vl/modeling_qwen2_5_vl.py"
       ],
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-        "src/transformers/models/glm46v",
         "src/transformers/models/glm_ocr",
+        "src/transformers/models/glm46v",
         "src/transformers/models/glm4v",
         "src/transformers/models/qwen2_5_omni",
-        "src/transformers/models/qwen3_vl",
         "src/transformers/models/glm4v_moe",
         "src/transformers/models/paddleocr_vl",
-        "src/transformers/models/qwen2_5_vl"
+        "src/transformers/models/qwen2_5_vl",
+        "src/transformers/models/qwen3_5_moe"
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@@ -2876,11 +2913,11 @@
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             "src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py",
@@ -2894,49 +2931,117 @@
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-            "src/transformers/models/glm_image",
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-            "src/transformers/models/minicpmv4_6",
-            "src/transformers/models/paddleocr_vl",
-            "src/transformers/models/qwen2_5_omni"
+            "src/transformers/models/ernie4_5_vl_moe",
+            "src/transformers/models/exaone4_5",
+            "src/transformers/models/glm46v",
+            "src/transformers/models/glm4v",
+            "src/transformers/models/glm4v_moe",
+            "src/transformers/models/glm_image",
+            "src/transformers/models/glm_ocr",
+            "src/transformers/models/minicpmv4_6",
+            "src/transformers/models/paddleocr_vl",
+            "src/transformers/models/qwen2_5_omni"
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+            "src/transformers/models/glm46v/modeling_glm46v.py",
+            "src/transformers/models/glm4v/modeling_glm4v.py",
+            "src/transformers/models/glm4v/modular_glm4v.py",
+            "src/transformers/models/glm4v_moe/modeling_glm4v_moe.py",
+            "src/transformers/models/glm_ocr/modeling_glm_ocr.py",
+            "src/transformers/models/paddleocr_vl/modeling_paddleocr_vl.py",
+            "src/transformers/models/paddleocr_vl/modular_paddleocr_vl.py",
+            "src/transformers/models/qwen2_5_omni/modeling_qwen2_5_omni.py",
+            "src/transformers/models/qwen2_5_omni/modular_qwen2_5_omni.py"
+          ],
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+            "src/transformers/models/ernie4_5_vl_moe",
+            "src/transformers/models/glm46v",
+            "src/transformers/models/glm4v",
+            "src/transformers/models/glm4v_moe",
+            "src/transformers/models/glm_ocr",
+            "src/transformers/models/paddleocr_vl",
+            "src/transformers/models/qwen2_5_omni",
+            "src/transformers/models/qwen2_5_vl",
+            "src/transformers/models/qwen2_vl",
+            "src/transformers/models/qwen3_5"
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+      "representative_pr_number": 45086,
+      "average_similarity": 0.421,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #45086.",
+      "shared_filenames": [
+        "src/transformers/tokenization_utils_tokenizers.py"
+      ],
+      "shared_directories": [
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45086,
+          "right_pr_number": 45317,
+          "similarity": 0.485,
+          "content_similarity": 0.518,
+          "size_similarity": 0.222,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.778,
+          "shared_filenames": [
+            "src/transformers/tokenization_utils_tokenizers.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 44606,
+          "right_pr_number": 45086,
+          "similarity": 0.417,
+          "content_similarity": 0.334,
+          "size_similarity": 0.222,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/tokenization_utils_tokenizers.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
           ]
         },
         {
-          "left_pr_number": 44907,
-          "right_pr_number": 45827,
-          "similarity": 0.365,
-          "content_similarity": 0.305,
-          "size_similarity": 0.472,
-          "breadth_similarity": 0.354,
-          "concentration_similarity": 0.915,
+          "left_pr_number": 44606,
+          "right_pr_number": 45317,
+          "similarity": 0.36,
+          "content_similarity": 0.173,
+          "size_similarity": 1.0,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.778,
           "shared_filenames": [
-            "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
-            "src/transformers/models/glm46v/modeling_glm46v.py",
-            "src/transformers/models/glm4v/modeling_glm4v.py",
-            "src/transformers/models/glm4v/modular_glm4v.py",
-            "src/transformers/models/glm4v_moe/modeling_glm4v_moe.py",
-            "src/transformers/models/glm_ocr/modeling_glm_ocr.py",
-            "src/transformers/models/paddleocr_vl/modeling_paddleocr_vl.py",
-            "src/transformers/models/paddleocr_vl/modular_paddleocr_vl.py",
-            "src/transformers/models/qwen2_5_omni/modeling_qwen2_5_omni.py",
-            "src/transformers/models/qwen2_5_omni/modular_qwen2_5_omni.py"
+            "src/transformers/tokenization_utils_tokenizers.py"
           ],
           "shared_directories": [
-            "src/transformers/models/ernie4_5_vl_moe",
-            "src/transformers/models/glm46v",
-            "src/transformers/models/glm4v",
-            "src/transformers/models/glm4v_moe",
-            "src/transformers/models/glm_ocr",
-            "src/transformers/models/paddleocr_vl",
-            "src/transformers/models/qwen2_5_omni",
-            "src/transformers/models/qwen2_5_vl",
-            "src/transformers/models/qwen2_vl",
-            "src/transformers/models/qwen3_5"
+            "src/transformers",
+            "src"
           ]
         }
       ]
@@ -2949,7 +3054,7 @@
         46211
       ],
       "representative_pr_number": 45742,
-      "average_similarity": 0.416,
+      "average_similarity": 0.417,
       "summary": "3 open PRs share weighted file overlap around `tests/models/llama/test_modeling_llama.py`, `src/transformers/models/llama/configuration_llama.py`, `src/transformers/models/llama/modeling_llama.py`; representative PR #45742.",
       "shared_filenames": [
         "tests/models/llama/test_modeling_llama.py",
@@ -2969,8 +3074,8 @@
         {
           "left_pr_number": 45742,
           "right_pr_number": 46211,
-          "similarity": 0.555,
-          "content_similarity": 0.489,
+          "similarity": 0.548,
+          "content_similarity": 0.48,
           "size_similarity": 0.963,
           "breadth_similarity": 0.25,
           "concentration_similarity": 0.852,
@@ -2991,8 +3096,8 @@
         {
           "left_pr_number": 45709,
           "right_pr_number": 45742,
-          "similarity": 0.499,
-          "content_similarity": 0.376,
+          "similarity": 0.51,
+          "content_similarity": 0.39,
           "size_similarity": 0.782,
           "breadth_similarity": 0.833,
           "concentration_similarity": 0.72,
@@ -3047,8 +3152,8 @@
         {
           "left_pr_number": 44889,
           "right_pr_number": 44981,
-          "similarity": 0.402,
-          "content_similarity": 0.161,
+          "similarity": 0.403,
+          "content_similarity": 0.163,
           "size_similarity": 0.991,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.812,
@@ -3317,21 +3422,21 @@
       ],
       "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/phimoe",
         "src/transformers/models/flex_olmo",
         "src/transformers/models/jamba",
@@ -3381,7 +3486,7 @@
         45645
       ],
       "representative_pr_number": 45639,
-      "average_similarity": 0.784,
+      "average_similarity": 0.785,
       "summary": "2 open PRs share weighted file overlap around `tests/utils/test_testing_utils.py`, `src/transformers/testing_utils.py`; representative PR #45639.",
       "shared_filenames": [
         "tests/utils/test_testing_utils.py",
@@ -3397,7 +3502,7 @@
         {
           "left_pr_number": 45639,
           "right_pr_number": 45645,
-          "similarity": 0.784,
+          "similarity": 0.785,
           "content_similarity": 0.847,
           "size_similarity": 0.646,
           "breadth_similarity": 0.5,
@@ -3422,7 +3527,7 @@
         45607
       ],
       "representative_pr_number": 45606,
-      "average_similarity": 0.765,
+      "average_similarity": 0.763,
       "summary": "2 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`; representative PR #45606.",
       "shared_filenames": [
         "tests/models/gemma4/test_modeling_gemma4.py"
@@ -3436,8 +3541,8 @@
         {
           "left_pr_number": 45606,
           "right_pr_number": 45607,
-          "similarity": 0.765,
-          "content_similarity": 0.812,
+          "similarity": 0.763,
+          "content_similarity": 0.809,
           "size_similarity": 0.778,
           "breadth_similarity": 0.417,
           "concentration_similarity": 0.778,
@@ -3552,53 +3657,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-46084-2",
-      "pr_numbers": [
-        46084,
-        46098
-      ],
-      "representative_pr_number": 46084,
-      "average_similarity": 0.714,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/mamba2/modeling_mamba2.py`, `tests/models/mamba2/test_modeling_mamba2.py`; representative PR #46084.",
-      "shared_filenames": [
-        "src/transformers/models/mamba2/modeling_mamba2.py",
-        "tests/models/mamba2/test_modeling_mamba2.py"
-      ],
-      "shared_directories": [
-        "src/transformers/models/mamba2",
-        "tests/models/mamba2",
-        "src/transformers/models",
-        "tests/models",
-        "src/transformers",
-        "tests",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 46084,
-          "right_pr_number": 46098,
-          "similarity": 0.714,
-          "content_similarity": 0.756,
-          "size_similarity": 0.48,
-          "breadth_similarity": 0.667,
-          "concentration_similarity": 0.915,
-          "shared_filenames": [
-            "src/transformers/models/mamba2/modeling_mamba2.py",
-            "tests/models/mamba2/test_modeling_mamba2.py"
-          ],
-          "shared_directories": [
-            "src/transformers/models/mamba2",
-            "src/transformers/models",
-            "tests/models/mamba2",
-            "src/transformers",
-            "tests/models",
-            "src",
-            "tests"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-43747-2",
       "pr_numbers": [
@@ -3733,7 +3791,7 @@
           "left_pr_number": 45682,
           "right_pr_number": 46145,
           "similarity": 0.63,
-          "content_similarity": 0.6,
+          "content_similarity": 0.601,
           "size_similarity": 0.404,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.981,
@@ -3775,7 +3833,7 @@
           "left_pr_number": 45974,
           "right_pr_number": 45975,
           "similarity": 0.614,
-          "content_similarity": 0.567,
+          "content_similarity": 0.568,
           "size_similarity": 0.451,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.975,
@@ -3799,7 +3857,7 @@
         46174
       ],
       "representative_pr_number": 45932,
-      "average_similarity": 0.596,
+      "average_similarity": 0.593,
       "summary": "2 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/aimv2/modeling_aimv2.py`; representative PR #45932.",
       "shared_filenames": [
         "src/transformers/models/vit_mae/modeling_vit_mae.py",
@@ -3825,8 +3883,8 @@
         {
           "left_pr_number": 45932,
           "right_pr_number": 46174,
-          "similarity": 0.596,
-          "content_similarity": 0.636,
+          "similarity": 0.593,
+          "content_similarity": 0.632,
           "size_similarity": 0.248,
           "breadth_similarity": 0.679,
           "concentration_similarity": 0.916,
@@ -3902,7 +3960,7 @@
         46207
       ],
       "representative_pr_number": 44940,
-      "average_similarity": 0.54,
+      "average_similarity": 0.544,
       "summary": "2 open PRs share weighted file overlap around `tests/utils/test_modeling_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44940.",
       "shared_filenames": [
         "tests/utils/test_modeling_utils.py",
@@ -3918,8 +3976,8 @@
         {
           "left_pr_number": 44940,
           "right_pr_number": 46207,
-          "similarity": 0.54,
-          "content_similarity": 0.451,
+          "similarity": 0.544,
+          "content_similarity": 0.457,
           "size_similarity": 0.662,
           "breadth_similarity": 0.833,
           "concentration_similarity": 0.839,
@@ -3978,17 +4036,17 @@
         45720
       ],
       "representative_pr_number": 44114,
-      "average_similarity": 0.51,
-      "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": 0.516,
+      "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",
@@ -3997,15 +4055,15 @@
         "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,
           "right_pr_number": 45720,
-          "similarity": 0.51,
-          "content_similarity": 0.435,
+          "similarity": 0.516,
+          "content_similarity": 0.444,
           "size_similarity": 0.549,
           "breadth_similarity": 0.727,
           "concentration_similarity": 0.999,
@@ -4085,6 +4143,43 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-41458-2",
+      "pr_numbers": [
+        41458,
+        46255
+      ],
+      "representative_pr_number": 41458,
+      "average_similarity": 0.503,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/hub_kernels.py`; representative PR #41458.",
+      "shared_filenames": [
+        "src/transformers/integrations/hub_kernels.py"
+      ],
+      "shared_directories": [
+        "src/transformers/integrations",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 41458,
+          "right_pr_number": 46255,
+          "similarity": 0.503,
+          "content_similarity": 0.445,
+          "size_similarity": 0.667,
+          "breadth_similarity": 0.45,
+          "concentration_similarity": 0.933,
+          "shared_filenames": [
+            "src/transformers/integrations/hub_kernels.py"
+          ],
+          "shared_directories": [
+            "src/transformers/integrations",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-45110-2",
       "pr_numbers": [
@@ -4190,7 +4285,7 @@
         45333
       ],
       "representative_pr_number": 45332,
-      "average_similarity": 0.492,
+      "average_similarity": 0.491,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/heterogeneity/__init__.py`, `src/transformers/heterogeneity/configuration_utils.py`, `tests/heterogeneity/__init__.py`; representative PR #45332.",
       "shared_filenames": [
         "src/transformers/heterogeneity/__init__.py",
@@ -4210,7 +4305,7 @@
         {
           "left_pr_number": 45332,
           "right_pr_number": 45333,
-          "similarity": 0.492,
+          "similarity": 0.491,
           "content_similarity": 0.521,
           "size_similarity": 0.203,
           "breadth_similarity": 0.479,
@@ -4232,47 +4327,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-45293-2",
-      "pr_numbers": [
-        45293,
-        45317
-      ],
-      "representative_pr_number": 45293,
-      "average_similarity": 0.491,
-      "summary": "2 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`; representative PR #45293.",
-      "shared_filenames": [
-        "tests/models/auto/test_tokenization_auto.py"
-      ],
-      "shared_directories": [
-        "tests/models/auto",
-        "tests/models",
-        "src/transformers",
-        "tests",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 45293,
-          "right_pr_number": 45317,
-          "similarity": 0.491,
-          "content_similarity": 0.33,
-          "size_similarity": 0.741,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.972,
-          "shared_filenames": [
-            "tests/models/auto/test_tokenization_auto.py"
-          ],
-          "shared_directories": [
-            "tests/models/auto",
-            "src/transformers",
-            "tests/models",
-            "src",
-            "tests"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-45540-2",
       "pr_numbers": [
@@ -4280,7 +4334,7 @@
         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.",
       "shared_filenames": [
         "tests/models/t5gemma2/test_modeling_t5gemma2.py",
@@ -4300,8 +4354,8 @@
         {
           "left_pr_number": 45540,
           "right_pr_number": 45868,
-          "similarity": 0.485,
-          "content_similarity": 0.356,
+          "similarity": 0.488,
+          "content_similarity": 0.36,
           "size_similarity": 0.593,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.936,
@@ -4322,6 +4376,43 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46113-2",
+      "pr_numbers": [
+        46113,
+        46126
+      ],
+      "representative_pr_number": 46113,
+      "average_similarity": 0.472,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/distributed/utils.py`; representative PR #46113.",
+      "shared_filenames": [
+        "src/transformers/distributed/utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers/distributed",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46113,
+          "right_pr_number": 46126,
+          "similarity": 0.472,
+          "content_similarity": 0.525,
+          "size_similarity": 0.302,
+          "breadth_similarity": 0.292,
+          "concentration_similarity": 0.603,
+          "shared_filenames": [
+            "src/transformers/distributed/utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/distributed",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-46090-2",
       "pr_numbers": [
@@ -4415,7 +4506,7 @@
         45666
       ],
       "representative_pr_number": 44680,
-      "average_similarity": 0.464,
+      "average_similarity": 0.463,
       "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",
@@ -4432,8 +4523,8 @@
         {
           "left_pr_number": 44680,
           "right_pr_number": 45666,
-          "similarity": 0.464,
-          "content_similarity": 0.549,
+          "similarity": 0.463,
+          "content_similarity": 0.548,
           "size_similarity": 0.042,
           "breadth_similarity": 0.417,
           "concentration_similarity": 0.632,
@@ -4452,73 +4543,38 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-45835-2",
-      "pr_numbers": [
-        45835,
-        46135
-      ],
-      "representative_pr_number": 45835,
-      "average_similarity": 0.464,
-      "summary": "2 open PRs share weighted file overlap around `tests/models/kosmos2_5/test_modeling_kosmos2_5.py`; representative PR #45835.",
-      "shared_filenames": [
-        "tests/models/kosmos2_5/test_modeling_kosmos2_5.py"
-      ],
-      "shared_directories": [
-        "tests/models/kosmos2_5",
-        "tests/models",
-        "tests"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 45835,
-          "right_pr_number": 46135,
-          "similarity": 0.464,
-          "content_similarity": 0.485,
-          "size_similarity": 0.308,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.571,
-          "shared_filenames": [
-            "tests/models/kosmos2_5/test_modeling_kosmos2_5.py"
-          ],
-          "shared_directories": [
-            "tests/models/kosmos2_5",
-            "tests/models",
-            "tests"
-          ]
-        }
-      ]
-    },
-    {
-      "cluster_id": "pr-scope-46113-2",
+      "cluster_id": "pr-scope-46127-2",
       "pr_numbers": [
-        46113,
-        46126
+        46127,
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