Refresh transformers dataset snapshot 20260602T120030Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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+- latest snapshot: `20260602T120030Z`
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+      "repo_last_seen_at": "2026-06-02T08:54:32Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 47,
+      "repo_artifact_count": 48,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 2,
+      "snapshot_comment_count": 3,
       "snapshot_review_count": 22,
       "snapshot_review_comment_count": 22,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
@@ -22570,7 +22503,7 @@
       "snapshot_comment_count": 0,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "repo_association": "NONE",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -22602,7 +22535,7 @@
             "number": 46302,
             "title": "docs: add docstrings to create_sinusoidal_embeddings in DistilBERT",
             "url": "https://github.com/huggingface/transformers/pull/46302",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-05-30T19:38:14Z"

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260602T060026Z`
-- Generated: `2026-06-02T06:01:15Z`
+- Snapshot: `20260602T120030Z`
+- Generated: `2026-06-02T12:02:08Z`
 - Activity window: `60d`
-- Contributors: `343`
+- Contributors: `342`
 
 ## Summary
 
@@ -11,8 +11,8 @@
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 102 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 92 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
-| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 88 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
-| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 87 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 89 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 88 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 81 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 60 | 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` | 55 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
@@ -34,6 +34,7 @@
 | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 18 | 0 | n/a | n/a | n/a | summary unavailable |
 | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 17 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
 | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 16 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
+| `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 16 | 0 | strong | moderate | low | targets high-star repos |
 | `AI-Safeter` | [profile](https://github.com/AI-Safeter) | no | NONE | 0d | `2026-05-19T04:38:35Z` | 14 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 9 | 1 | weak | moderate | low | high open PR share |
 | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 9 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
@@ -64,16 +65,15 @@
 | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 3 | 0 | mixed | low | low | — |
 | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 3 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; 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 |
-| `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 15 | 0 | strong | moderate | low | targets high-star repos |
 | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
 | `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3177d | `2021-08-30T15:40:15Z` | 6 | 2 | mixed | low | low | targets high-star repos |
 | `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | 5413d | `2025-03-12T07:35:51Z` | 6 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 5 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 5 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 5 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 4 | 3 | weak | low | low | targets high-star repos |
 | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3839d | `2026-01-21T06:14:39Z` | 4 | 3 | weak | low | low | targets high-star repos |
 | `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2500d | `2025-10-30T12:45:06Z` | 4 | 1 | mixed | moderate | low | — |
-| `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 4 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 4 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 3 | 0 | n/a | n/a | n/a | summary unavailable |
 | `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | CONTRIBUTOR | 1082d | `2026-03-28T12:13:57Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
@@ -152,7 +152,6 @@
 | `jackcook` | [profile](https://github.com/jackcook) | no | CONTRIBUTOR | 4658d | `2026-02-13T05:15:44Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `kallewoof` | [profile](https://github.com/kallewoof) | no | CONTRIBUTOR | 5838d | `2026-03-24T23:50:07Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Kash6` | [profile](https://github.com/Kash6) | no | CONTRIBUTOR | 2226d | `2026-04-01T18:07:49Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
-| `matdou` | [profile](https://github.com/matdou) | no | FIRST_TIME_CONTRIBUTOR | 1502d | `2026-03-26T23:00:35Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `mitre88` | [profile](https://github.com/mitre88) | no | CONTRIBUTOR | 3202d | `2026-03-04T00:42:43Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `nuxlear` | [profile](https://github.com/nuxlear) | no | CONTRIBUTOR | 3757d | `2026-01-02T07:29:46Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `orbisai0security` | [profile](https://github.com/orbisai0security) | no | NONE | 160d | `2026-03-30T15:02:06Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -223,7 +222,7 @@
 | `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 1 | 0 | mixed | low | low | — |
 | `blut-agent` | [profile](https://github.com/blut-agent) | no | FIRST_TIME_CONTRIBUTOR | 23d | `2026-05-16T06:31:21Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
 | `butterwecksolutions` | [profile](https://github.com/butterwecksolutions) | no | NONE | 4479d | `2026-05-03T23:41:12Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
-| `calliec-1223` | [profile](https://github.com/calliec-1223) | yes | FIRST_TIME_CONTRIBUTOR | 68d | `2026-06-02T02:20:39Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
+| `calliec-1223` | [profile](https://github.com/calliec-1223) | no | FIRST_TIME_CONTRIBUTOR | 68d | `2026-06-02T02:20:39Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Caromisc` | [profile](https://github.com/Caromisc) | no | CONTRIBUTOR | 2207d | `2026-05-07T11:04:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `chirag-gupta-07` | [profile](https://github.com/chirag-gupta-07) | no | FIRST_TIMER | 276d | `2026-05-11T05:43:53Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
@@ -233,13 +232,13 @@
 | `DavidSolanas` | [profile](https://github.com/DavidSolanas) | no | FIRST_TIME_CONTRIBUTOR | 2757d | `2026-04-15T08:44:00Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `ddreeselogs` | [profile](https://github.com/ddreeselogs) | no | FIRST_TIMER | 42d | `2026-04-20T23:59:40Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `devteamaegis` | [profile](https://github.com/devteamaegis) | no | NONE | 43d | `2026-05-28T21:52:17Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `dfgvaetyj3456356-hash` | [profile](https://github.com/dfgvaetyj3456356-hash) | no | FIRST_TIME_CONTRIBUTOR | 3d | `2026-06-01T03:10:16Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
+| `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 |
 | `Dippp10` | [profile](https://github.com/Dippp10) | no | FIRST_TIME_CONTRIBUTOR | ?d | `2026-04-11T14:17:32Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
 | `DiwanshuG` | [profile](https://github.com/DiwanshuG) | no | NONE | 1279d | `2026-05-22T10:39:02Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `Dovis01` | [profile](https://github.com/Dovis01) | yes | FIRST_TIME_CONTRIBUTOR | 2009d | `2026-06-02T09:04:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `duyhv-qualgo` | [profile](https://github.com/duyhv-qualgo) | no | FIRST_TIME_CONTRIBUTOR | 34d | `2026-04-20T05:20:19Z` | 1 | 0 | strong | moderate | low | very new account |
 | `EhteshamSid` | [profile](https://github.com/EhteshamSid) | no | NONE | 1668d | `2026-04-07T18:40:05Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars |
-| `ENg-122` | [profile](https://github.com/ENg-122) | no | NONE | 1764d | `2026-04-03T09:08:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `evalstate` | [profile](https://github.com/evalstate) | no | MEMBER | 5042d | `2026-04-23T11:41:51Z` | 1 | 0 | n/a | low | low | — |
 | `Exile333` | [profile](https://github.com/Exile333) | no | FIRST_TIME_CONTRIBUTOR | 3582d | `2026-04-30T16:23:49Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `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 |
@@ -262,7 +261,7 @@
 | `igordertigor` | [profile](https://github.com/igordertigor) | no | CONTRIBUTOR | 5665d | `2026-05-12T19:17:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 1 | 0 | strong | low | low | high recent PR volume |
 | `ishan-1010` | [profile](https://github.com/ishan-1010) | no | FIRST_TIME_CONTRIBUTOR | 1588d | `2026-06-01T06:07:21Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `jacopopper` | [profile](https://github.com/jacopopper) | no | FIRST_TIME_CONTRIBUTOR | 1686d | `2026-05-31T20:04:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `jacopopper` | [profile](https://github.com/jacopopper) | no | NONE | 1686d | `2026-05-31T20:04:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `JAE0Y2N` | [profile](https://github.com/JAE0Y2N) | no | NONE | 877d | `2026-05-20T11:02:07Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `jagwar` | [profile](https://github.com/jagwar) | no | MEMBER | 3691d | `2026-04-07T21:35:38Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `jankipatel20` | [profile](https://github.com/jankipatel20) | no | NONE | 1001d | `2026-05-25T08:25:28Z` | 1 | 0 | strong | low | low | — |
@@ -279,7 +278,7 @@
 | `kfojcik-intel` | [profile](https://github.com/kfojcik-intel) | no | FIRST_TIME_CONTRIBUTOR | 1976d | `2026-05-18T08:12:12Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `kiankyars` | [profile](https://github.com/kiankyars) | no | NONE | 2112d | `2026-05-23T05:32:32Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share |
 | `kiwigitops` | [profile](https://github.com/kiwigitops) | no | CONTRIBUTOR | 81d | `2026-05-18T23:18:34Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
-| `kpal002` | [profile](https://github.com/kpal002) | no | FIRST_TIME_CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
+| `kpal002` | [profile](https://github.com/kpal002) | no | CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
 | `kuishou68` | [profile](https://github.com/kuishou68) | no | NONE | 2457d | `2026-05-05T02:27:41Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `lalitha2410` | [profile](https://github.com/lalitha2410) | no | FIRST_TIMER | 1043d | `2026-05-17T13:42:37Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `lianakoleva` | [profile](https://github.com/lianakoleva) | no | NONE | 2780d | `2026-05-13T17:04:37Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
@@ -340,7 +339,7 @@
 | `trducng` | [profile](https://github.com/trducng) | no | FIRST_TIME_CONTRIBUTOR | 3050d | `2026-05-18T04:44:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `TuringTux` | [profile](https://github.com/TuringTux) | no | CONTRIBUTOR | 2477d | `2026-05-06T16:55:33Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `vai-minzhou` | [profile](https://github.com/vai-minzhou) | no | CONTRIBUTOR | 723d | `2026-04-23T01:47:23Z` | 1 | 0 | mixed | low | low | high open PR share |
-| `Vanshajrawat` | [profile](https://github.com/Vanshajrawat) | no | FIRST_TIME_CONTRIBUTOR | 1600d | `2026-05-30T19:38:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `Vanshajrawat` | [profile](https://github.com/Vanshajrawat) | no | NONE | 1600d | `2026-05-30T19:38:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `xodn348` | [profile](https://github.com/xodn348) | no | NONE | 2352d | `2026-05-01T07:27:40Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `Yanis01682` | [profile](https://github.com/Yanis01682) | no | NONE | 606d | `2026-04-14T01:47:54Z` | 1 | 0 | strong | low | low | — |
 | `Yeuvoir` | [profile](https://github.com/Yeuvoir) | no | NONE | 639d | `2026-05-13T05:45:38Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
@@ -410,12 +409,12 @@ 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: `2026-06-01T14:15:01Z`
+- repo last seen: `2026-06-02T10:25:58Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **88**
-- snapshot authored PRs/issues: **88 PRs / 0 issues**
-- snapshot discussion activity: **124 comments / 217 reviews / 153 review comments**
+- repo primary artifacts: **89**
+- snapshot authored PRs/issues: **89 PRs / 0 issues**
+- snapshot discussion activity: **126 comments / 217 reviews / 153 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
@@ -423,9 +422,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46340: Fix TestAppRoutes test failures caused by deprecated asyncio.get_event_loop() on Python 3.10+](https://github.com/huggingface/transformers/pull/46340) — closed, merged
 - [PR #46327: fix: remove dynamic per-actor Slack ID lookup in ssh-runner workflow](https://github.com/huggingface/transformers/pull/46327) — open
 - [PR #46322: Normalize CUDA OOM errors when comparing commit failures in check_bad_commit](https://github.com/huggingface/transformers/pull/46322) — closed, merged
-- [PR #46321: fix: harden check_bad_commit.py against GitHub API rate limits and error responses](https://github.com/huggingface/transformers/pull/46321) — closed, merged
 
 ### `kaixuanliu`
 
@@ -433,11 +432,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
 - repo first seen: `2025-06-20T09:58:55Z`
-- repo last seen: `2026-06-02T05:56:38Z`
+- repo last seen: `2026-06-02T07:32:38Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **91**
-- snapshot authored PRs/issues: **87 PRs / 4 issues**
+- repo primary artifacts: **92**
+- snapshot authored PRs/issues: **88 PRs / 4 issues**
 - snapshot discussion activity: **76 comments / 91 reviews / 90 review comments**
 - account age: **3934 days**
 - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
@@ -446,9 +445,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46337: cohere2_moe: skip invalid test cases](https://github.com/huggingface/transformers/pull/46337) — open
 - [PR #46316: fix qwen series VL model's model parallel bug](https://github.com/huggingface/transformers/pull/46316) — open
 - [PR #46280: fix series of bugs for model parallel beam search](https://github.com/huggingface/transformers/pull/46280) — closed, merged
-- [PR #46275: add XPU Expectations for florence2 and lfm2_vl model test](https://github.com/huggingface/transformers/pull/46275) — closed, merged
 - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
 - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
 - [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
@@ -459,12 +458,12 @@ 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: `2026-06-01T15:32:01Z`
+- repo last seen: `2026-06-02T11:11:55Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **81**
 - snapshot authored PRs/issues: **81 PRs / 0 issues**
-- snapshot discussion activity: **567 comments / 881 reviews / 1940 review comments**
+- snapshot discussion activity: **571 comments / 885 reviews / 1944 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`
@@ -482,12 +481,12 @@ 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: `2026-06-01T15:59:05Z`
+- repo last seen: `2026-06-02T10:08:29Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **63**
 - snapshot authored PRs/issues: **60 PRs / 3 issues**
-- snapshot discussion activity: **190 comments / 638 reviews / 1288 review comments**
+- snapshot discussion activity: **190 comments / 639 reviews / 1288 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
@@ -558,12 +557,12 @@ 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: `2026-05-29T14:55:30Z`
+- repo last seen: `2026-06-02T11:30:59Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **48**
 - snapshot authored PRs/issues: **46 PRs / 2 issues**
-- snapshot discussion activity: **186 comments / 308 reviews / 436 review comments**
+- snapshot discussion activity: **186 comments / 310 reviews / 436 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`
@@ -583,12 +582,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
 - repo first seen: `2023-02-27T14:00:41Z`
-- repo last seen: `2026-05-29T12:09:21Z`
+- repo last seen: `2026-06-02T12:00:14Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **45**
 - snapshot authored PRs/issues: **45 PRs / 0 issues**
-- snapshot discussion activity: **708 comments / 245 reviews / 135 review comments**
+- snapshot discussion activity: **710 comments / 246 reviews / 135 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`
@@ -699,12 +698,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
 - repo first seen: `2024-03-21T04:37:45Z`
-- repo last seen: `2026-06-02T01:35:02Z`
+- repo last seen: `2026-06-02T06:23:35Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **29**
 - snapshot authored PRs/issues: **25 PRs / 4 issues**
-- snapshot discussion activity: **50 comments / 38 reviews / 38 review comments**
+- snapshot discussion activity: **51 comments / 38 reviews / 38 review comments**
 - account age: **1396 days**
 - recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
 - public orgs: none visible
@@ -748,12 +747,12 @@ 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: `2026-06-01T10:15:06Z`
+- repo last seen: `2026-06-02T11:25:46Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **34**
 - snapshot authored PRs/issues: **21 PRs / 13 issues**
-- snapshot discussion activity: **42 comments / 48 reviews / 48 review comments**
+- snapshot discussion activity: **42 comments / 49 reviews / 48 review comments**
 - account age: **2692 days**
 - recent public PR activity: **128 PRs** (102 merged / 5 closed-unmerged / 21 open; merged rate **80%**, closed-unmerged rate **4%**, open rate **16%**)
 - public orgs: `huggingface`
@@ -835,7 +834,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46320: [RecurrentGemma] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46320) — open
-- [PR #46317: [Zamba] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46317) — open
+- [PR #46317: [Zamba] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46317) — closed, merged
 - [PR #46199: Support XPU autocast dtype fallback for FlashAttention](https://github.com/huggingface/transformers/pull/46199) — closed, merged
 
 ### `tomaarsen`
@@ -870,12 +869,12 @@ 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: `2026-06-01T14:42:09Z`
+- repo last seen: `2026-06-02T08:28:43Z`
 - 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 / 237 reviews / 210 review comments**
+- snapshot discussion activity: **61 comments / 242 reviews / 215 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`
@@ -962,6 +961,29 @@ Example artifacts:
 - [PR #45513: [Qwen3.5] Fix GDN linear attention multi-token cached forward](https://github.com/huggingface/transformers/pull/45513) — open
 - [PR #45490: Add ctsm model](https://github.com/huggingface/transformers/pull/45490) — open
 
+### `michaelbenayoun`
+
+- profile: [github.com/michaelbenayoun](https://github.com/michaelbenayoun)
+- 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: `2026-06-02T09:21:36Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **16**
+- snapshot authored PRs/issues: **16 PRs / 0 issues**
+- 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`
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #46339: Extended & simplified n-to-1 kernel fusion via KernelConfig](https://github.com/huggingface/transformers/pull/46339) — open
+- [PR #45666: Extended n-to-1 kernel fusion via `KernelConfig` ](https://github.com/huggingface/transformers/pull/45666) — open
+- [PR #45363: n-to-1 kernel fusion via `KernelConfig`](https://github.com/huggingface/transformers/pull/45363) — open, draft
+
 ### `AI-Safeter`
 
 - profile: [github.com/AI-Safeter](https://github.com/AI-Safeter)
@@ -1665,29 +1687,6 @@ 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
 
-### `michaelbenayoun`
-
-- profile: [github.com/michaelbenayoun](https://github.com/michaelbenayoun)
-- 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: `2026-05-28T09:25:07Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **15**
-- snapshot authored PRs/issues: **15 PRs / 0 issues**
-- snapshot discussion activity: **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`
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #45666: Extended n-to-1 kernel fusion via `KernelConfig` ](https://github.com/huggingface/transformers/pull/45666) — open
-- [PR #45363: n-to-1 kernel fusion via `KernelConfig`](https://github.com/huggingface/transformers/pull/45363) — open, draft
-- [PR #45155: Load adapter with TP](https://github.com/huggingface/transformers/pull/45155) — closed, merged
-
 ### `JJJYmmm`
 
 - profile: [github.com/JJJYmmm](https://github.com/JJJYmmm)
@@ -1759,6 +1758,29 @@ Example artifacts:
 - [PR #45328: Update Gemma4 weight conversion script](https://github.com/huggingface/transformers/pull/45328) — closed, merged
 - [PR #45192: casually dropping the most capable open weights on the planet](https://github.com/huggingface/transformers/pull/45192) — closed, merged
 
+### `BenjaminBossan`
+
+- profile: [github.com/BenjaminBossan](https://github.com/BenjaminBossan)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
+- repo first seen: `2024-10-17T11:56:32Z`
+- repo last seen: `2026-06-02T10:19:51Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **5 PRs / 0 issues**
+- snapshot discussion activity: **27 comments / 11 reviews / 14 review comments**
+- account age: **4501 days**
+- recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #45682: FIX Restore LoRA hotswapping functionality](https://github.com/huggingface/transformers/pull/45682) — open
+- [PR #45679: TST Run fast PEFT tests in normal CI](https://github.com/huggingface/transformers/pull/45679) — open
+- [PR #44592: FIX Multiple PEFT errors after v5 transition](https://github.com/huggingface/transformers/pull/44592) — closed, merged
+
 ### `juliendenize`
 
 - profile: [github.com/juliendenize](https://github.com/juliendenize)
@@ -1881,29 +1903,6 @@ Example artifacts:
 - [PR #43915: add PaddleOCR-VL conversion](https://github.com/huggingface/transformers/pull/43915) — open
 - [Issue #41950: video-classification pipeline looks for image processors](https://github.com/huggingface/transformers/issues/41950) — open
 
-### `BenjaminBossan`
-
-- profile: [github.com/BenjaminBossan](https://github.com/BenjaminBossan)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
-- repo first seen: `2024-10-17T11:56:32Z`
-- repo last seen: `2026-05-29T12:51:37Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **26 comments / 11 reviews / 14 review comments**
-- account age: **4501 days**
-- recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
-- public orgs: `huggingface`
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #45682: FIX Restore LoRA hotswapping functionality](https://github.com/huggingface/transformers/pull/45682) — open
-- [PR #45679: TST Run fast PEFT tests in normal CI](https://github.com/huggingface/transformers/pull/45679) — open
-- [PR #44592: FIX Multiple PEFT errors after v5 transition](https://github.com/huggingface/transformers/pull/44592) — closed, merged
-
 ### `sergiopaniego`
 
 - profile: [github.com/sergiopaniego](https://github.com/sergiopaniego)
@@ -2231,12 +2230,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArjunSrivastava1)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArjunSrivastava1)
 - repo first seen: `2026-05-07T18:36:08Z`
-- repo last seen: `2026-06-01T09:33:21Z`
+- repo last seen: `2026-06-02T08:48:42Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **41 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **44 comments / 0 reviews / 0 review comments**
 - account age: **430 days**
 - recent public PR activity: **6 PRs** (1 merged / 2 closed-unmerged / 3 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**)
 - public orgs: none visible
@@ -2870,12 +2869,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aranjithchinnanan)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aranjithchinnanan)
 - repo first seen: `2026-05-05T12:03:53Z`
-- repo last seen: `2026-06-01T16:29:25Z`
+- repo last seen: `2026-06-02T11:29:05Z`
 - 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: **1 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 - account age: **1911 days**
 - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -3664,28 +3663,6 @@ Example artifacts:
 - [PR #45330: Fix Qwen2.5-VL temporal RoPE scaling applied to still images](https://github.com/huggingface/transformers/pull/45330) — closed, merged
 - [PR #45171: Fix Sam3Processor missing input_boxes_labels for padded None entries](https://github.com/huggingface/transformers/pull/45171) — closed, merged
 
-### `matdou`
-
-- profile: [github.com/matdou](https://github.com/matdou)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amatdou)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amatdou)
-- repo first seen: `2026-03-26T23:00:35Z`
-- repo last seen: `2026-05-31T08:09:01Z`
-- 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: **5 comments / 0 reviews / 0 review comments**
-- account age: **1502 days**
-- recent public PR activity: **6 PRs** (0 merged / 3 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
-- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45211: [Qwen3MoE] Fix wrong return type annotation in Qwen3MoeSparseMoeBlock.forward](https://github.com/huggingface/transformers/pull/45211) — closed
-- [PR #45036: [fix] BC for legacy configs with top-level rope_theta when rope_parameters is set via rope_scaling](https://github.com/huggingface/transformers/pull/45036) — closed
-
 ### `mitre88`
 
 - profile: [github.com/mitre88](https://github.com/mitre88)
@@ -5119,12 +5096,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ablipbyte)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ablipbyte)
 - repo first seen: `2026-05-20T19:46:05Z`
-- repo last seen: `2026-05-30T15:27:18Z`
+- repo last seen: `2026-06-02T08:37:26Z`
 - 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: **3 comments / 3 reviews / 3 review comments**
+- snapshot discussion activity: **3 comments / 4 reviews / 4 review comments**
 - account age: **2606 days**
 - recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
 - public orgs: none visible
@@ -5204,7 +5181,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acalliec-1223)
 - repo first seen: `2026-06-02T02:20:39Z`
 - repo last seen: `2026-06-02T02:20:39Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -5415,7 +5392,7 @@ Example artifacts:
 - repo first seen: `2026-06-01T03:10:16Z`
 - repo last seen: `2026-06-01T03:14:29Z`
 - 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: **1 comments / 0 reviews / 0 review comments**
@@ -5426,7 +5403,7 @@ Example artifacts:
 - heuristic read: **very new account; high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46314: Validate Bark speaker embedding save paths](https://github.com/huggingface/transformers/pull/46314) — open
+- [PR #46314: Validate Bark speaker embedding save paths](https://github.com/huggingface/transformers/pull/46314) — closed
 
 ### `Dhruv908615`
 
@@ -5492,6 +5469,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46158: Add beginner-friendly RAG example](https://github.com/huggingface/transformers/pull/46158) — closed
 
+### `Dovis01`
+
+- profile: [github.com/Dovis01](https://github.com/Dovis01)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADovis01)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADovis01)
+- repo first seen: `2026-06-02T09:04:53Z`
+- repo last seen: `2026-06-02T09:04:53Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **2009 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; targets high-star repos**
+
+Example artifacts:
+- [PR #46338: Fix incorrect attribute mapping relationships in GLM MoE DSA Config](https://github.com/huggingface/transformers/pull/46338) — open
+
 ### `duyhv-qualgo`
 
 - profile: [github.com/duyhv-qualgo](https://github.com/duyhv-qualgo)
@@ -5534,27 +5532,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45297: Fix mutable default arguments in quantization config classes](https://github.com/huggingface/transformers/pull/45297) — closed
 
-### `ENg-122`
-
-- profile: [github.com/ENg-122](https://github.com/ENg-122)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AENg-122)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AENg-122)
-- repo first seen: `2026-04-03T09:08:28Z`
-- repo last seen: `2026-04-03T09:08:28Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1764 days**
-- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45215: [Qwen3_5]Remove unnecessary masked_fill_ in torch_chunk_gated_delta_rule attention computation: "attn = (q_i @ k_i.transpose(-1, -2) * decay_mask[:, :, i]).masked_fill_(mask, 0)"](https://github.com/huggingface/transformers/pull/45215) — closed, merged
-
 ### `evalstate`
 
 - profile: [github.com/evalstate](https://github.com/evalstate)
@@ -6025,7 +6002,7 @@ Example artifacts:
 - repo first seen: `2026-05-31T20:04:47Z`
 - repo last seen: `2026-05-31T20:04:47Z`
 - 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**
@@ -6036,7 +6013,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46311: feat(generation): add GenerationActivations utility for stacking hidden states from generate()](https://github.com/huggingface/transformers/pull/46311) — open
+- [PR #46311: feat(generation): add GenerationActivations utility for stacking hidden states from generate()](https://github.com/huggingface/transformers/pull/46311) — closed
 
 ### `JAE0Y2N`
 
@@ -6382,7 +6359,7 @@ Example artifacts:
 - repo first seen: `2026-05-30T07:56:05Z`
 - repo last seen: `2026-05-30T07:56:05Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -6393,7 +6370,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume**
 
 Example artifacts:
-- [PR #46296: [Qwen3VL] Fix video token placeholder: use self.video_token instead of hardcoded "<|placeholder|>"](https://github.com/huggingface/transformers/pull/46296) — open
+- [PR #46296: [Qwen3VL] Fix video token placeholder: use self.video_token instead of hardcoded "<|placeholder|>"](https://github.com/huggingface/transformers/pull/46296) — closed, merged
 
 ### `kuishou68`
 
@@ -6527,12 +6504,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMaciejBalaNV)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMaciejBalaNV)
 - repo first seen: `2026-05-21T19:47:46Z`
-- repo last seen: `2026-06-01T13:15:09Z`
+- repo last seen: `2026-06-02T08:54:32Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 22 reviews / 22 review comments**
+- snapshot discussion activity: **3 comments / 22 reviews / 22 review comments**
 - account age: **717 days**
 - recent public PR activity: **6 PRs** (0 merged / 0 closed-unmerged / 6 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -7663,7 +7640,7 @@ Example artifacts:
 - repo first seen: `2026-05-30T19:38:14Z`
 - repo last seen: `2026-05-30T19:38:14Z`
 - 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**
@@ -7674,7 +7651,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46302: docs: add docstrings to create_sinusoidal_embeddings in DistilBERT](https://github.com/huggingface/transformers/pull/46302) — open
+- [PR #46302: docs: add docstrings to create_sinusoidal_embeddings in DistilBERT](https://github.com/huggingface/transformers/pull/46302) — closed
 
 ### `xodn348`
 

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+      "summary": "3 open PRs share weighted file overlap around `tests/kernels/test_kernels.py`, `src/transformers/integrations/hub_kernels.py`, `fused_qwen_example.py`; representative PR #45666.",
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       "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
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-          "content_similarity": 0.336,
+          "similarity": 0.501,
+          "content_similarity": 0.335,
           "size_similarity": 0.778,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2551,7 +2641,7 @@
           "left_pr_number": 45548,
           "right_pr_number": 45655,
           "similarity": 0.348,
-          "content_similarity": 0.278,
+          "content_similarity": 0.277,
           "size_similarity": 0.191,
           "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
@@ -2705,7 +2795,7 @@
         {
           "left_pr_number": 45709,
           "right_pr_number": 46211,
-          "similarity": 0.195,
+          "similarity": 0.196,
           "content_similarity": 0.049,
           "size_similarity": 0.753,
           "breadth_similarity": 0.2,
@@ -2754,7 +2844,7 @@
         {
           "left_pr_number": 44907,
           "right_pr_number": 45783,
-          "similarity": 0.485,
+          "similarity": 0.486,
           "content_similarity": 0.487,
           "size_similarity": 0.078,
           "breadth_similarity": 0.836,
@@ -2821,7 +2911,7 @@
           "left_pr_number": 43446,
           "right_pr_number": 44907,
           "similarity": 0.334,
-          "content_similarity": 0.32,
+          "content_similarity": 0.319,
           "size_similarity": 0.219,
           "breadth_similarity": 0.322,
           "concentration_similarity": 0.899,
@@ -2860,7 +2950,7 @@
         44550
       ],
       "representative_pr_number": 44550,
-      "average_similarity": 0.364,
+      "average_similarity": 0.365,
       "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
       "shared_filenames": [],
       "shared_directories": [
@@ -2874,7 +2964,7 @@
           "left_pr_number": 33686,
           "right_pr_number": 44550,
           "similarity": 0.387,
-          "content_similarity": 0.124,
+          "content_similarity": 0.125,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2889,8 +2979,8 @@
         {
           "left_pr_number": 44407,
           "right_pr_number": 44550,
-          "similarity": 0.358,
-          "content_similarity": 0.092,
+          "similarity": 0.359,
+          "content_similarity": 0.093,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2904,8 +2994,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44407,
-          "similarity": 0.348,
-          "content_similarity": 0.078,
+          "similarity": 0.349,
+          "content_similarity": 0.079,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3381,7 +3471,7 @@
         45607
       ],
       "representative_pr_number": 45606,
-      "average_similarity": 0.765,
+      "average_similarity": 0.766,
       "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"
@@ -3395,7 +3485,7 @@
         {
           "left_pr_number": 45606,
           "right_pr_number": 45607,
-          "similarity": 0.765,
+          "similarity": 0.766,
           "content_similarity": 0.812,
           "size_similarity": 0.778,
           "breadth_similarity": 0.417,
@@ -3446,53 +3536,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-46237-2",
-      "pr_numbers": [
-        46237,
-        46314
-      ],
-      "representative_pr_number": 46237,
-      "average_similarity": 0.738,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/bark/processing_bark.py`, `tests/models/bark/test_processing_bark.py`; representative PR #46237.",
-      "shared_filenames": [
-        "src/transformers/models/bark/processing_bark.py",
-        "tests/models/bark/test_processing_bark.py"
-      ],
-      "shared_directories": [
-        "src/transformers/models/bark",
-        "tests/models/bark",
-        "src/transformers/models",
-        "tests/models",
-        "src/transformers",
-        "tests",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 46237,
-          "right_pr_number": 46314,
-          "similarity": 0.738,
-          "content_similarity": 0.754,
-          "size_similarity": 0.444,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.881,
-          "shared_filenames": [
-            "src/transformers/models/bark/processing_bark.py",
-            "tests/models/bark/test_processing_bark.py"
-          ],
-          "shared_directories": [
-            "src/transformers/models/bark",
-            "src/transformers/models",
-            "tests/models/bark",
-            "src/transformers",
-            "tests/models",
-            "src",
-            "tests"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-44794-2",
       "pr_numbers": [
@@ -3563,7 +3606,7 @@
         46334
       ],
       "representative_pr_number": 46019,
-      "average_similarity": 0.721,
+      "average_similarity": 0.722,
       "summary": "2 open PRs share weighted file overlap around `docs/source/en/continuous_batching.md`; representative PR #46019.",
       "shared_filenames": [
         "docs/source/en/continuous_batching.md"
@@ -3577,7 +3620,7 @@
         {
           "left_pr_number": 46019,
           "right_pr_number": 46334,
-          "similarity": 0.721,
+          "similarity": 0.722,
           "content_similarity": 0.758,
           "size_similarity": 0.273,
           "breadth_similarity": 1.0,
@@ -3600,7 +3643,7 @@
         45523
       ],
       "representative_pr_number": 41901,
-      "average_similarity": 0.719,
+      "average_similarity": 0.718,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/executorch.py`; representative PR #41901.",
       "shared_filenames": [
         "src/transformers/integrations/executorch.py"
@@ -3614,7 +3657,7 @@
         {
           "left_pr_number": 41901,
           "right_pr_number": 45523,
-          "similarity": 0.719,
+          "similarity": 0.718,
           "content_similarity": 0.778,
           "size_similarity": 0.158,
           "breadth_similarity": 1.0,
@@ -3630,45 +3673,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-45267-2",
-      "pr_numbers": [
-        45267,
-        46302
-      ],
-      "representative_pr_number": 45267,
-      "average_similarity": 0.718,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/distilbert/modeling_distilbert.py`; representative PR #45267.",
-      "shared_filenames": [
-        "src/transformers/models/distilbert/modeling_distilbert.py"
-      ],
-      "shared_directories": [
-        "src/transformers/models/distilbert",
-        "src/transformers/models",
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 45267,
-          "right_pr_number": 46302,
-          "similarity": 0.718,
-          "content_similarity": 0.762,
-          "size_similarity": 0.231,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/models/distilbert/modeling_distilbert.py"
-          ],
-          "shared_directories": [
-            "src/transformers/models/distilbert",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-43747-2",
       "pr_numbers": [
@@ -3748,7 +3752,7 @@
         43816
       ],
       "representative_pr_number": 43779,
-      "average_similarity": 0.668,
+      "average_similarity": 0.667,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/integration_utils.py`; representative PR #43779.",
       "shared_filenames": [
         "src/transformers/integrations/integration_utils.py"
@@ -3762,7 +3766,7 @@
         {
           "left_pr_number": 43779,
           "right_pr_number": 43816,
-          "similarity": 0.668,
+          "similarity": 0.667,
           "content_similarity": 0.686,
           "size_similarity": 0.25,
           "breadth_similarity": 1.0,
@@ -3881,6 +3885,45 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-44228-2",
+      "pr_numbers": [
+        44228,
+        46324
+      ],
+      "representative_pr_number": 44228,
+      "average_similarity": 0.569,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/quantizers/quantizers_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44228.",
+      "shared_filenames": [
+        "src/transformers/quantizers/quantizers_utils.py",
+        "src/transformers/modeling_utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers/quantizers",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 44228,
+          "right_pr_number": 46324,
+          "similarity": 0.569,
+          "content_similarity": 0.607,
+          "size_similarity": 0.259,
+          "breadth_similarity": 0.583,
+          "concentration_similarity": 0.926,
+          "shared_filenames": [
+            "src/transformers/modeling_utils.py",
+            "src/transformers/quantizers/quantizers_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/quantizers",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-44101-2",
       "pr_numbers": [
@@ -3927,7 +3970,7 @@
         46177
       ],
       "representative_pr_number": 45541,
-      "average_similarity": 0.534,
+      "average_similarity": 0.533,
       "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"
@@ -3940,7 +3983,7 @@
         {
           "left_pr_number": 45541,
           "right_pr_number": 46177,
-          "similarity": 0.534,
+          "similarity": 0.533,
           "content_similarity": 0.437,
           "size_similarity": 0.519,
           "breadth_similarity": 1.0,
@@ -3962,7 +4005,7 @@
         46293
       ],
       "representative_pr_number": 41458,
-      "average_similarity": 0.518,
+      "average_similarity": 0.515,
       "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"
@@ -3976,8 +4019,8 @@
         {
           "left_pr_number": 41458,
           "right_pr_number": 46293,
-          "similarity": 0.518,
-          "content_similarity": 0.545,
+          "similarity": 0.515,
+          "content_similarity": 0.541,
           "size_similarity": 0.536,
           "breadth_similarity": 0.225,
           "concentration_similarity": 0.667,
@@ -3999,16 +4042,16 @@
         45720
       ],
       "representative_pr_number": 44114,
-      "average_similarity": 0.508,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/data2vec/modeling_data2vec_audio.py`, `src/transformers/models/hubert/modeling_hubert.py`, `src/transformers/models/sew_d/modeling_sew_d.py`; representative PR #44114.",
+      "average_similarity": 0.509,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/data2vec/modeling_data2vec_audio.py`, `src/transformers/models/wavlm/modeling_wavlm.py`, `src/transformers/models/hubert/modeling_hubert.py`; representative PR #44114.",
       "shared_filenames": [
         "src/transformers/models/data2vec/modeling_data2vec_audio.py",
+        "src/transformers/models/wavlm/modeling_wavlm.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/wavlm/modeling_wavlm.py",
         "src/transformers/models/sew/modeling_sew.py"
       ],
       "shared_directories": [
@@ -4025,8 +4068,8 @@
         {
           "left_pr_number": 44114,
           "right_pr_number": 45720,
-          "similarity": 0.508,
-          "content_similarity": 0.433,
+          "similarity": 0.509,
+          "content_similarity": 0.434,
           "size_similarity": 0.549,
           "breadth_similarity": 0.727,
           "concentration_similarity": 0.999,
@@ -4064,7 +4107,7 @@
         43649
       ],
       "representative_pr_number": 43532,
-      "average_similarity": 0.507,
+      "average_similarity": 0.506,
       "summary": "2 open PRs share weighted file overlap around `utils/notification_service.py`, `.github/workflows/self-comment-ci.yml`, `.github/workflows/self-scheduled.yml`; representative PR #43532.",
       "shared_filenames": [
         "utils/notification_service.py",
@@ -4084,7 +4127,7 @@
         {
           "left_pr_number": 43532,
           "right_pr_number": 43649,
-          "similarity": 0.507,
+          "similarity": 0.506,
           "content_similarity": 0.45,
           "size_similarity": 0.395,
           "breadth_similarity": 0.875,
@@ -4176,7 +4219,7 @@
           "left_pr_number": 45110,
           "right_pr_number": 46128,
           "similarity": 0.5,
-          "content_similarity": 0.438,
+          "content_similarity": 0.439,
           "size_similarity": 0.443,
           "breadth_similarity": 0.84,
           "concentration_similarity": 0.86,
@@ -4309,7 +4352,7 @@
         46126
       ],
       "representative_pr_number": 46113,
-      "average_similarity": 0.473,
+      "average_similarity": 0.474,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/distributed/utils.py`; representative PR #46113.",
       "shared_filenames": [
         "src/transformers/distributed/utils.py"
@@ -4323,7 +4366,7 @@
         {
           "left_pr_number": 46113,
           "right_pr_number": 46126,
-          "similarity": 0.473,
+          "similarity": 0.474,
           "content_similarity": 0.527,
           "size_similarity": 0.302,
           "breadth_similarity": 0.292,
@@ -4388,49 +4431,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-44680-2",
-      "pr_numbers": [
-        44680,
-        45666
-      ],
-      "representative_pr_number": 44680,
-      "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",
-        "src/transformers/integrations/hub_kernels.py"
-      ],
-      "shared_directories": [
-        "src/transformers/integrations",
-        "tests/kernels",
-        "src/transformers",
-        "tests",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 44680,
-          "right_pr_number": 45666,
-          "similarity": 0.463,
-          "content_similarity": 0.548,
-          "size_similarity": 0.042,
-          "breadth_similarity": 0.417,
-          "concentration_similarity": 0.632,
-          "shared_filenames": [
-            "src/transformers/integrations/hub_kernels.py",
-            "tests/kernels/test_kernels.py"
-          ],
-          "shared_directories": [
-            "src/transformers/integrations",
-            "src/transformers",
-            "tests/kernels",
-            "src",
-            "tests"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-41855-2",
       "pr_numbers": [
@@ -4477,7 +4477,7 @@
         46257
       ],
       "representative_pr_number": 46127,
-      "average_similarity": 0.448,
+      "average_similarity": 0.447,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/deepseek_v4/modeling_deepseek_v4.py`; representative PR #46127.",
       "shared_filenames": [
         "src/transformers/models/deepseek_v4/modeling_deepseek_v4.py"
@@ -4492,8 +4492,8 @@
         {
           "left_pr_number": 46127,
           "right_pr_number": 46257,
-          "similarity": 0.448,
-          "content_similarity": 0.45,
+          "similarity": 0.447,
+          "content_similarity": 0.449,
           "size_similarity": 0.053,
           "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
@@ -4575,7 +4575,7 @@
         45413
       ],
       "representative_pr_number": 42112,
-      "average_similarity": 0.422,
+      "average_similarity": 0.423,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
       "shared_filenames": [
         "src/transformers/generation/logits_process.py",
@@ -4592,8 +4592,8 @@
         {
           "left_pr_number": 42112,
           "right_pr_number": 45413,
-          "similarity": 0.422,
-          "content_similarity": 0.463,
+          "similarity": 0.423,
+          "content_similarity": 0.465,
           "size_similarity": 0.017,
           "breadth_similarity": 0.458,
           "concentration_similarity": 0.981,
@@ -4611,41 +4611,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-44606-2",
-      "pr_numbers": [
-        44606,
-        45086
-      ],
-      "representative_pr_number": 44606,
-      "average_similarity": 0.411,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #44606.",
-      "shared_filenames": [
-        "src/transformers/tokenization_utils_tokenizers.py"
-      ],
-      "shared_directories": [
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 44606,
-          "right_pr_number": 45086,
-          "similarity": 0.411,
-          "content_similarity": 0.325,
-          "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"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-46099-2",
       "pr_numbers": [
@@ -4711,6 +4676,41 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-44606-2",
+      "pr_numbers": [
+        44606,
+        45086
+      ],
+      "representative_pr_number": 44606,
+      "average_similarity": 0.41,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #44606.",
+      "shared_filenames": [
+        "src/transformers/tokenization_utils_tokenizers.py"
+      ],
+      "shared_directories": [
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 44606,
+          "right_pr_number": 45086,
+          "similarity": 0.41,
+          "content_similarity": 0.324,
+          "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"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-42655-2",
       "pr_numbers": [
@@ -4718,7 +4718,7 @@
         46124
       ],
       "representative_pr_number": 42655,
-      "average_similarity": 0.407,
+      "average_similarity": 0.409,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/candidate_generator.py`, `tests/generation/test_utils.py`; representative PR #42655.",
       "shared_filenames": [
         "src/transformers/generation/candidate_generator.py",
@@ -4735,8 +4735,8 @@
         {
           "left_pr_number": 42655,
           "right_pr_number": 46124,
-          "similarity": 0.407,
-          "content_similarity": 0.46,
+          "similarity": 0.409,
+          "content_similarity": 0.462,
           "size_similarity": 0.038,
           "breadth_similarity": 0.417,
           "concentration_similarity": 0.753,
@@ -4754,43 +4754,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-46090-2",
-      "pr_numbers": [
-        46090,
-        46324
-      ],
-      "representative_pr_number": 46090,
-      "average_similarity": 0.404,
-      "summary": "2 open PRs share weighted file overlap around `tests/quantization/finegrained_fp8/test_fp8.py`; representative PR #46090.",
-      "shared_filenames": [
-        "tests/quantization/finegrained_fp8/test_fp8.py"
-      ],
-      "shared_directories": [
-        "tests/quantization/finegrained_fp8",
-        "tests/quantization",
-        "tests"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 46090,
-          "right_pr_number": 46324,
-          "similarity": 0.404,
-          "content_similarity": 0.489,
-          "size_similarity": 0.031,
-          "breadth_similarity": 0.292,
-          "concentration_similarity": 0.555,
-          "shared_filenames": [
-            "tests/quantization/finegrained_fp8/test_fp8.py"
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