Refresh transformers dataset snapshot 20260526T180028Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260526T120027Z`
+- latest snapshot: `20260526T180028Z`
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-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ANathanHB",
-      "repo_first_seen_at": "2026-03-27T13:02:59Z",
-      "repo_last_seen_at": "2026-03-27T15:17:14Z",
-      "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 2,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 1,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "MEMBER",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": true,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 3182,
-      "young_account": false,
-      "follow_through_score": "strong",
-      "breadth_score": "moderate",
-      "automation_risk_signal": "low",
-      "heuristic_note": "\u2014",
-      "public_orgs": [
-        "huggingface"
-      ],
-      "activity": {
-        "visible_authored_pr_count": 14,
-        "merged_pr_count": 11,
-        "closed_unmerged_pr_count": 1,
-        "open_pr_count": 2,
-        "merged_pr_rate": 0.7857,
-        "closed_unmerged_pr_rate": 0.0714,
-        "still_open_pr_rate": 0.1429,
-        "distinct_repos_with_authored_prs": 5,
-        "distinct_repos_with_open_prs": 2
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45057,
-            "title": "[serving] Fix continuous batching JSON response serialization",
-            "url": "https://github.com/huggingface/transformers/pull/45057",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-03-27T13:02:59Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "Oneirag",
       "name": "Oscar Neira",
@@ -21023,7 +20965,7 @@
       "snapshot_comment_count": 0,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -21055,8 +20997,8 @@
             "number": 46203,
             "title": "Fix Gemma4 Array Mask Indexing",
             "url": "https://github.com/huggingface/transformers/pull/46203",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-05-25T19:01:18Z"
           }
@@ -22051,7 +21993,7 @@
       "snapshot_comment_count": 3,
       "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,
@@ -22083,8 +22025,8 @@
             "number": 45524,
             "title": "utils: handle flash_attn missing from importlib packages_distributions without crashing",
             "url": "https://github.com/huggingface/transformers/pull/45524",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-04-20T05:44:53Z"
           }
@@ -22271,14 +22213,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AshadeMe",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AshadeMe",
       "repo_first_seen_at": "2026-05-20T09:24:48Z",
-      "repo_last_seen_at": "2026-05-26T08:46:30Z",
+      "repo_last_seen_at": "2026-05-26T12:12:43Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 7,
+      "repo_artifact_count": 9,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
       "snapshot_comment_count": 0,
-      "snapshot_review_count": 3,
-      "snapshot_review_comment_count": 3,
+      "snapshot_review_count": 4,
+      "snapshot_review_comment_count": 4,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -22841,12 +22783,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atengomucho",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atengomucho",
       "repo_first_seen_at": "2026-04-29T09:26:52Z",
-      "repo_last_seen_at": "2026-05-12T14:58:11Z",
+      "repo_last_seen_at": "2026-05-26T12:11:30Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 2,
+      "repo_artifact_count": 3,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 1,
+      "snapshot_comment_count": 2,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "MEMBER",

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260526T120027Z`
-- Generated: `2026-05-26T12:02:11Z`
+- Snapshot: `20260526T180028Z`
+- Generated: `2026-05-26T18:02:52Z`
 - Activity window: `60d`
-- Contributors: `355`
+- Contributors: `354`
 
 ## Summary
 
@@ -11,12 +11,12 @@
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 101 | 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 |
-| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 81 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 82 | 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` | 79 | 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 |
 | `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` | 45 | 1 | mixed | low | low | targets high-star repos |
+| `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 46 | 1 | 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 |
@@ -97,7 +97,6 @@
 | `DatLe203` | [profile](https://github.com/DatLe203) | no | NONE | 766d | `2026-04-07T14:30:38Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `dhruv7477` | [profile](https://github.com/dhruv7477) | no | FIRST_TIME_CONTRIBUTOR | 1579d | `2026-04-29T09:34:56Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `eladsegal` | [profile](https://github.com/eladsegal) | no | CONTRIBUTOR | 3919d | `2026-04-09T05:56:31Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `ErenAta16` | [profile](https://github.com/ErenAta16) | no | FIRST_TIME_CONTRIBUTOR | 899d | `2026-03-27T13:43:38Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `ezylopx5` | [profile](https://github.com/ezylopx5) | no | FIRST_TIME_CONTRIBUTOR | 606d | `2026-04-01T19:25:12Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `FaizanImran-blip` | [profile](https://github.com/FaizanImran-blip) | no | FIRST_TIME_CONTRIBUTOR | 393d | `2026-03-30T19:10:48Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `fyhon` | [profile](https://github.com/fyhon) | no | FIRST_TIME_CONTRIBUTOR | 1467d | `2026-05-06T09:12:14Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -118,7 +117,6 @@
 | `nileshpatil6` | [profile](https://github.com/nileshpatil6) | no | CONTRIBUTOR | 1148d | `2026-05-16T14:53:41Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `onwp` | [profile](https://github.com/onwp) | no | CONTRIBUTOR | 2575d | `2026-04-01T05:05:40Z` | 2 | 0 | mixed | high | low | broad repo spread; 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 |
-| `osman-akkawi` | [profile](https://github.com/osman-akkawi) | no | NONE | 825d | `2026-03-27T17:04:14Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `poojansatani` | [profile](https://github.com/poojansatani) | no | FIRST_TIME_CONTRIBUTOR | 1048d | `2026-05-16T15:35:41Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `rmotgi1227` | [profile](https://github.com/rmotgi1227) | no | NONE | 295d | `2026-05-12T21:21:10Z` | 2 | 0 | mixed | moderate | low | young account; targets high-star repos |
 | `rohanbalsaraf` | [profile](https://github.com/rohanbalsaraf) | no | FIRST_TIME_CONTRIBUTOR | 1145d | `2026-05-20T11:01:54Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -131,7 +129,6 @@
 | `voodoovampire` | [profile](https://github.com/voodoovampire) | no | FIRST_TIME_CONTRIBUTOR | 512d | `2026-04-25T19:30:01Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3697d | `2025-08-10T08:43:09Z` | 25 | 0 | mixed | moderate | low | extremely high recent PR volume |
 | `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2888d | `2025-12-12T17:57:18Z` | 15 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
-| `Sai-Suraj-27` | [profile](https://github.com/Sai-Suraj-27) | no | CONTRIBUTOR | 1745d | `2026-01-23T17:10:04Z` | 14 | 0 | strong | low | low | targets high-star repos |
 | `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 10 | 0 | mixed | low | low | high open PR share |
 | `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 596d | `2025-06-12T08:51:40Z` | 7 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `CodersAcademy006` | [profile](https://github.com/CodersAcademy006) | no | CONTRIBUTOR | 1448d | `2025-10-15T09:44:53Z` | 6 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -141,6 +138,7 @@
 | `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
 | `ghost` | [profile](https://github.com/ghost) | no | NONE | 6553d | `2024-05-09T10:45:25Z` | 4 | 2 | weak | low | low | high open PR share; no visible non-self stars |
 | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2500d | `2025-10-30T12:45:06Z` | 3 | 1 | mixed | moderate | low | — |
 | `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2804d | `2025-11-10T23:38:23Z` | 3 | 0 | mixed | moderate | low | — |
 | `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4226d | `2025-11-26T16:41:09Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `oliverholworthy` | [profile](https://github.com/oliverholworthy) | no | CONTRIBUTOR | 5290d | `2026-01-26T21:42:45Z` | 2 | 2 | weak | moderate | low | high open PR share |
@@ -155,6 +153,7 @@
 | `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 |
+| `osman-akkawi` | [profile](https://github.com/osman-akkawi) | no | NONE | 825d | `2026-03-27T17:04:14Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `wilnn` | [profile](https://github.com/wilnn) | no | CONTRIBUTOR | 1758d | `2026-03-10T22:37:36Z` | 2 | 0 | strong | low | low | targets high-star repos |
 | `zRzRzRzRzRzRzR` | [profile](https://github.com/zRzRzRzRzRzRzR) | no | CONTRIBUTOR | 1671d | `2026-01-21T13:37:27Z` | 2 | 0 | strong | moderate | low | targets high-star repos |
 | `zvik` | [profile](https://github.com/zvik) | no | FIRST_TIME_CONTRIBUTOR | 4383d | `2026-03-03T07:50:39Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
@@ -269,6 +268,7 @@
 | `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 |
 | `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 |
+| `Jaeyo314` | [profile](https://github.com/Jaeyo314) | yes | FIRST_TIMER | 289d | `2026-05-26T16:18:11Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `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 | — |
 | `jIab-b` | [profile](https://github.com/jIab-b) | no | NONE | 580d | `2026-04-07T09:11:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -306,13 +306,12 @@
 | `mohdfaour03` | [profile](https://github.com/mohdfaour03) | no | FIRST_TIME_CONTRIBUTOR | 1152d | `2026-04-08T13:38:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `mrutkows` | [profile](https://github.com/mrutkows) | no | NONE | 4332d | `2026-04-09T17:46:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `MukundaKatta` | [profile](https://github.com/MukundaKatta) | no | NONE | 1527d | `2026-04-15T08:33:29Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
-| `NathanHB` | [profile](https://github.com/NathanHB) | no | MEMBER | 3182d | `2026-03-27T13:02:59Z` | 1 | 0 | strong | moderate | low | — |
 | `Oneirag` | [profile](https://github.com/Oneirag) | no | FIRST_TIME_CONTRIBUTOR | 4233d | `2026-04-24T04:00:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `otjdiepluong` | [profile](https://github.com/otjdiepluong) | no | NONE | 32d | `2026-05-14T03:52:29Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `owwll` | [profile](https://github.com/owwll) | no | NONE | 636d | `2026-04-10T21:13:32Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `partacc` | [profile](https://github.com/partacc) | no | NONE | 282d | `2026-04-07T20:07:02Z` | 1 | 0 | n/a | low | low | young account; no visible non-self stars |
 | `pdufour` | [profile](https://github.com/pdufour) | no | FIRST_TIME_CONTRIBUTOR | 5247d | `2026-04-04T00:15:04Z` | 1 | 0 | weak | moderate | low | high open PR share |
-| `petecao` | [profile](https://github.com/petecao) | no | FIRST_TIME_CONTRIBUTOR | 2982d | `2026-05-25T19:01:18Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `petecao` | [profile](https://github.com/petecao) | no | CONTRIBUTOR | 2982d | `2026-05-25T19:01:18Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `PHclaw` | [profile](https://github.com/PHclaw) | no | NONE | 26d | `2026-04-29T02:08:23Z` | 1 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
 | `pratapyash` | [profile](https://github.com/pratapyash) | no | NONE | 3227d | `2026-04-24T07:14:52Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `pritishyuvraj` | [profile](https://github.com/pritishyuvraj) | no | FIRST_TIME_CONTRIBUTOR | 3913d | `2026-04-30T04:36:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -330,7 +329,7 @@
 | `sachinkumarsingh092` | [profile](https://github.com/sachinkumarsingh092) | no | FIRST_TIME_CONTRIBUTOR | 3282d | `2026-03-30T18:54:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `sahildando` | [profile](https://github.com/sahildando) | no | NONE | 1241d | `2026-04-07T21:12:29Z` | 1 | 0 | mixed | high | medium | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `Sanjays2402` | [profile](https://github.com/Sanjays2402) | no | FIRST_TIME_CONTRIBUTOR | 2554d | `2026-05-23T19:26:01Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `SAY-5` | [profile](https://github.com/SAY-5) | no | FIRST_TIME_CONTRIBUTOR | 172d | `2026-04-20T05:44:53Z` | 1 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
+| `SAY-5` | [profile](https://github.com/SAY-5) | no | NONE | 172d | `2026-04-20T05:44:53Z` | 1 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
 | `SeaL773` | [profile](https://github.com/SeaL773) | no | FIRST_TIME_CONTRIBUTOR | 3075d | `2026-05-04T06:26:53Z` | 1 | 0 | mixed | moderate | low | — |
 | `sebastianvlad1` | [profile](https://github.com/sebastianvlad1) | no | CONTRIBUTOR | 3207d | `2026-04-30T16:48:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `SebTardif` | [profile](https://github.com/SebTardif) | no | CONTRIBUTOR | 5216d | `2026-05-19T17:17:53Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
@@ -422,12 +421,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
 - repo first seen: `2025-06-20T09:58:55Z`
-- repo last seen: `2026-05-26T09:41:04Z`
+- repo last seen: `2026-05-26T14:42:16Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **85**
-- snapshot authored PRs/issues: **81 PRs / 4 issues**
-- snapshot discussion activity: **69 comments / 75 reviews / 74 review comments**
+- repo primary artifacts: **86**
+- snapshot authored PRs/issues: **82 PRs / 4 issues**
+- snapshot discussion activity: **70 comments / 76 reviews / 75 review comments**
 - account age: **3934 days**
 - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
 - public orgs: none visible
@@ -435,9 +434,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46221: fix model parallel device mismatch issue in `create_bidirectional_mask`](https://github.com/huggingface/transformers/pull/46221) — closed, merged
 - [PR #46214: fix(hrm_text): Add XPU Expectations for tests](https://github.com/huggingface/transformers/pull/46214) — open, draft
 - [PR #46210: Fix bnb 4bit/8bit quantization drop chunked tensors bug](https://github.com/huggingface/transformers/pull/46210) — open
-- [PR #46162: add XPU Expectations for florence2 and lfm2_vl model test](https://github.com/huggingface/transformers/pull/46162) — open, draft
 - [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
@@ -545,12 +544,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
 - repo first seen: `2025-08-26T12:13:50Z`
-- repo last seen: `2026-05-26T12:00:35Z`
+- repo last seen: `2026-05-26T18:02:12Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **46**
-- snapshot authored PRs/issues: **45 PRs / 1 issues**
-- snapshot discussion activity: **562 comments / 1007 reviews / 4270 review comments**
+- repo primary artifacts: **47**
+- snapshot authored PRs/issues: **46 PRs / 1 issues**
+- snapshot discussion activity: **574 comments / 1027 reviews / 4289 review comments**
 - account age: **1991 days**
 - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
 - public orgs: none visible
@@ -558,9 +557,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #46220: [`Configs`] Fix layer type validation to include its mlp counterpart](https://github.com/huggingface/transformers/pull/46220) — open
 - [PR #46039: [`Kernels`] Sync and add SwigluMLP + CausalLMLoss](https://github.com/huggingface/transformers/pull/46039) — open, draft
 - [PR #46033: [`HRM Text`] Add integration tests](https://github.com/huggingface/transformers/pull/46033) — closed, merged
-- [PR #45805: [`Granite 4.1 Vision`] Fixup integration tests](https://github.com/huggingface/transformers/pull/45805) — closed, merged
 - [Issue #40827: [`Cache`] Proper support for Linear Attention (related) caches](https://github.com/huggingface/transformers/issues/40827) — closed
 
 ### `Rocketknight1`
@@ -569,12 +568,12 @@ 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: `2026-05-26T11:59:19Z`
+- repo last seen: `2026-05-26T14:27:56Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **45**
 - snapshot authored PRs/issues: **45 PRs / 0 issues**
-- snapshot discussion activity: **701 comments / 239 reviews / 132 review comments**
+- snapshot discussion activity: **703 comments / 241 reviews / 134 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`
@@ -713,12 +712,12 @@ Example artifacts:
 - 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: `2026-05-25T04:19:13Z`
+- repo last seen: `2026-05-26T15:10:02Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **30**
 - snapshot authored PRs/issues: **30 PRs / 0 issues**
-- snapshot discussion activity: **45 comments / 140 reviews / 151 review comments**
+- snapshot discussion activity: **48 comments / 140 reviews / 151 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
@@ -726,7 +725,7 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #46116: [Fix] Stranded params](https://github.com/huggingface/transformers/pull/46116) — open
+- [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
 - [PR #46070: [CB] [Major] Rework manager to have clearer control flow + handle TP](https://github.com/huggingface/transformers/pull/46070) — open
 
@@ -762,12 +761,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
 - repo first seen: `2025-01-20T12:27:19Z`
-- repo last seen: `2026-05-21T19:12:35Z`
+- repo last seen: `2026-05-26T15:09:08Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **22**
 - snapshot authored PRs/issues: **22 PRs / 0 issues**
-- snapshot discussion activity: **38 comments / 155 reviews / 292 review comments**
+- snapshot discussion activity: **39 comments / 157 reviews / 298 review comments**
 - account age: **1607 days**
 - recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
 - public orgs: none visible
@@ -876,7 +875,7 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #46213: [AMD CI] revert AMD mi325 hf-workflows ref from SHA back to @main](https://github.com/huggingface/transformers/pull/46213) — open
+- [PR #46213: [AMD CI] revert AMD mi325 hf-workflows ref from SHA back to @main](https://github.com/huggingface/transformers/pull/46213) — closed, merged
 - [PR #46160: [ROCm] Fix gpt_oss test suite: AITER attention fallback, SonicMoE guard, and distributed test fixes](https://github.com/huggingface/transformers/pull/46160) — open
 - [PR #45913: [CI] AMD docker: bump to ROCm 7.2.2 / PyTorch 2.10 + prebuilt FA wheel](https://github.com/huggingface/transformers/pull/45913) — closed, merged
 
@@ -935,12 +934,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYangKai0616)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYangKai0616)
 - repo first seen: `2025-12-24T11:54:53Z`
-- repo last seen: `2026-05-26T07:06:42Z`
+- repo last seen: `2026-05-26T14:05:49Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **17**
 - snapshot authored PRs/issues: **17 PRs / 0 issues**
-- snapshot discussion activity: **14 comments / 28 reviews / 28 review comments**
+- snapshot discussion activity: **14 comments / 31 reviews / 31 review comments**
 - account age: **1497 days**
 - recent public PR activity: **17 PRs** (8 merged / 3 closed-unmerged / 6 open; merged rate **47%**, closed-unmerged rate **18%**, open rate **35%**)
 - public orgs: none visible
@@ -958,12 +957,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
 - repo first seen: `2025-11-26T16:58:10Z`
-- repo last seen: `2026-05-25T06:32:28Z`
+- repo last seen: `2026-05-26T17:57:47Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **17**
 - snapshot authored PRs/issues: **16 PRs / 1 issues**
-- snapshot discussion activity: **29 comments / 93 reviews / 96 review comments**
+- snapshot discussion activity: **29 comments / 96 reviews / 99 review comments**
 - account age: **2625 days**
 - recent public PR activity: **9 PRs** (4 merged / 0 closed-unmerged / 5 open; merged rate **44%**, closed-unmerged rate **0%**, open rate **56%**)
 - public orgs: `huggingface`
@@ -972,9 +971,9 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46104: add inference mode for TP](https://github.com/huggingface/transformers/pull/46104) — open
-- [PR #46102: clean + fix fsdp tied weights](https://github.com/huggingface/transformers/pull/46102) — open
+- [PR #46102: init FSDP through from_pretrained](https://github.com/huggingface/transformers/pull/46102) — open
 - [PR #46099: Sequence Parallel injection as a class](https://github.com/huggingface/transformers/pull/46099) — open
-- [Issue #46187: cohere2_moe fails training + tensor parallel tests](https://github.com/huggingface/transformers/issues/46187) — open
+- [Issue #46187: cohere2_moe fails training + tensor parallel tests](https://github.com/huggingface/transformers/issues/46187) — closed
 
 ### `kashif`
 
@@ -1005,12 +1004,12 @@ 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: `2026-05-18T12:31:36Z`
+- repo last seen: `2026-05-26T14:32:04Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **15**
 - snapshot authored PRs/issues: **15 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 9 reviews / 10 review comments**
+- snapshot discussion activity: **4 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`
@@ -1066,7 +1065,7 @@ Example artifacts:
 Example artifacts:
 - [PR #46126: EP + Trainer integration on top of DistributedConfig (#45028)](https://github.com/huggingface/transformers/pull/46126) — open
 - [PR #46113: clip_grad_norm avoid O(global_params) replication](https://github.com/huggingface/transformers/pull/46113) — open
-- [PR #45994: Trainer.compute_loss: fix loss over-counting under TP and EP-as-TP](https://github.com/huggingface/transformers/pull/45994) — open
+- [PR #45994: Trainer.compute_loss: fix loss over-counting under TP and EP-as-TP](https://github.com/huggingface/transformers/pull/45994) — closed, merged
 
 ### `winglian`
 
@@ -1145,12 +1144,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJJJYmmm)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJJJYmmm)
 - repo first seen: `2026-01-27T10:34:17Z`
-- repo last seen: `2026-05-26T09:53:33Z`
+- repo last seen: `2026-05-26T17:18:14Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **8 PRs / 0 issues**
-- snapshot discussion activity: **20 comments / 61 reviews / 61 review comments**
+- snapshot discussion activity: **20 comments / 62 reviews / 62 review comments**
 - account age: **1648 days**
 - recent public PR activity: **11 PRs** (9 merged / 2 closed-unmerged / 0 open; merged rate **82%**, closed-unmerged rate **18%**, open rate **0%**)
 - public orgs: none visible
@@ -1402,12 +1401,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apaulinebm)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apaulinebm)
 - repo first seen: `2026-03-25T14:55:10Z`
-- repo last seen: `2026-05-07T12:24:16Z`
+- repo last seen: `2026-05-26T14:10:36Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **4 PRs / 1 issues**
-- snapshot discussion activity: **0 comments / 2 reviews / 1 review comments**
+- snapshot discussion activity: **0 comments / 3 reviews / 1 review comments**
 - account age: **830 days**
 - recent public PR activity: **159 PRs** (156 merged / 2 closed-unmerged / 1 open; merged rate **98%**, closed-unmerged rate **1%**, open rate **1%**)
 - public orgs: none visible
@@ -1566,12 +1565,12 @@ 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: `2026-05-26T03:06:42Z`
+- repo last seen: `2026-05-26T12:25:01Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **3 PRs / 1 issues**
-- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **5 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
@@ -1659,12 +1658,12 @@ 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: `2026-05-25T08:48:02Z`
+- repo last seen: `2026-05-26T16:25:55Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 28 reviews / 28 review comments**
+- snapshot discussion activity: **6 comments / 28 reviews / 28 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`
@@ -1949,12 +1948,12 @@ Example artifacts:
 - 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: `2026-05-19T02:14:52Z`
+- repo last seen: `2026-05-26T12:44:14Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **25 comments / 9 reviews / 12 review comments**
+- snapshot discussion activity: **25 comments / 10 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`
@@ -2440,28 +2439,6 @@ Example artifacts:
 - [PR #45333: Add heterogeneous config support (per-layer configuration)](https://github.com/huggingface/transformers/pull/45333) — open
 - [PR #45332: Add heterogeneous model support (per-layer config and modeling)](https://github.com/huggingface/transformers/pull/45332) — open
 
-### `ErenAta16`
-
-- profile: [github.com/ErenAta16](https://github.com/ErenAta16)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AErenAta16)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AErenAta16)
-- repo first seen: `2026-03-27T13:43:38Z`
-- repo last seen: `2026-03-27T15:23:38Z`
-- 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**
-- account age: **899 days**
-- recent public PR activity: **4 PRs** (1 merged / 2 closed-unmerged / 1 open; merged rate **25%**, closed-unmerged rate **50%**, open rate **25%**)
-- 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 #45062: Add regression test for ByteLevel added-token Unicode decode corruption](https://github.com/huggingface/transformers/pull/45062) — closed
-- [PR #45060: Fix PIL backend fallback when torchvision is unavailable](https://github.com/huggingface/transformers/pull/45060) — open
-
 ### `ezylopx5`
 
 - profile: [github.com/ezylopx5](https://github.com/ezylopx5)
@@ -2658,7 +2635,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #45751: Add Conformer model](https://github.com/huggingface/transformers/pull/45751) — open
+- [PR #45751: Add nvidia Conformer-CTC](https://github.com/huggingface/transformers/pull/45751) — open
 - [PR #45549: fix: apply channel averaging correctly in audio feature extractors](https://github.com/huggingface/transformers/pull/45549) — open
 
 ### `Kash6`
@@ -2903,28 +2880,6 @@ Example artifacts:
 - [PR #45717: fix: the serving api endpoints in server in server.py](https://github.com/huggingface/transformers/pull/45717) — closed
 - [PR #45121: fix: remove unsafe exec() in serve.py](https://github.com/huggingface/transformers/pull/45121) — closed
 
-### `osman-akkawi`
-
-- profile: [github.com/osman-akkawi](https://github.com/osman-akkawi)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aosman-akkawi)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aosman-akkawi)
-- repo first seen: `2026-03-27T17:04:14Z`
-- repo last seen: `2026-03-27T20:31:59Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **825 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; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #45076: Osman-Level Innovations: Hardware-Aware Advisor & Selective Weight Surgery CLI](https://github.com/huggingface/transformers/pull/45076) — closed
-- [PR #45066: [PR] Unique Enhancement: Transformers Model Advisor & Legacy Cleanup](https://github.com/huggingface/transformers/pull/45066) — closed
-
 ### `poojansatani`
 
 - profile: [github.com/poojansatani](https://github.com/poojansatani)
@@ -3010,7 +2965,7 @@ Example artifacts:
 - heuristic read: **no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46141: Fix FSDP2 and distributed checkpointing imports for older PyTorch versions](https://github.com/huggingface/transformers/pull/46141) — open
+- [PR #46141: Fix FSDP2 and distributed checkpointing imports for older PyTorch versions](https://github.com/huggingface/transformers/pull/46141) — closed, merged
 - [PR #45269: Fix typos in src/transformers/utils/output_capturing.py](https://github.com/huggingface/transformers/pull/45269) — closed, merged
 
 ### `saiganesh47`
@@ -3191,29 +3146,6 @@ Example artifacts:
 - [PR #44030: refactor output tracing in `dpr`](https://github.com/huggingface/transformers/pull/44030) — open
 - [PR #44029: refactor output tracing in `rwkv`](https://github.com/huggingface/transformers/pull/44029) — open
 
-### `Sai-Suraj-27`
-
-- profile: [github.com/Sai-Suraj-27](https://github.com/Sai-Suraj-27)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASai-Suraj-27)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASai-Suraj-27)
-- repo first seen: `2026-01-23T17:10:04Z`
-- repo last seen: `2026-04-13T11:05:10Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **14**
-- snapshot authored PRs/issues: **14 PRs / 0 issues**
-- snapshot discussion activity: **21 comments / 26 reviews / 26 review comments**
-- account age: **1745 days**
-- recent public PR activity: **12 PRs** (11 merged / 1 closed-unmerged / 0 open; merged rate **92%**, closed-unmerged rate **8%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #45065: Remove unused TensorFlow env var](https://github.com/huggingface/transformers/pull/45065) — closed, merged
-- [PR #45053: Fix failing `XCLIPModelIntegrationTest`](https://github.com/huggingface/transformers/pull/45053) — closed
-- [PR #45048: Fix failing `SmolLM3IntegrationTest`](https://github.com/huggingface/transformers/pull/45048) — closed, merged
-
 ### `ebezzam`
 
 - profile: [github.com/ebezzam](https://github.com/ebezzam)
@@ -3426,6 +3358,30 @@ Example artifacts:
 - [PR #43451: Add Molmo2](https://github.com/huggingface/transformers/pull/43451) — open
 - [PR #43448: Add Molmo](https://github.com/huggingface/transformers/pull/43448) — open
 
+### `merveenoyan`
+
+- profile: [github.com/merveenoyan](https://github.com/merveenoyan)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amerveenoyan)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amerveenoyan)
+- repo first seen: `2025-10-30T12:45:06Z`
+- repo last seen: `2026-05-26T13:15:24Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **3 PRs / 1 issues**
+- snapshot discussion activity: **1 comments / 3 reviews / 19 review comments**
+- account age: **2500 days**
+- recent public PR activity: **14 PRs** (9 merged / 2 closed-unmerged / 3 open; merged rate **64%**, closed-unmerged rate **14%**, open rate **21%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #46219: revamp cv docs and fix rf-detr](https://github.com/huggingface/transformers/pull/46219) — open
+- [PR #43915: add PaddleOCR-VL conversion](https://github.com/huggingface/transformers/pull/43915) — open
+- [PR #43442: add trackio to training notebooks](https://github.com/huggingface/transformers/pull/43442) — closed, merged
+- [Issue #41950: video-classification pipeline looks for image processors](https://github.com/huggingface/transformers/issues/41950) — open
+
 ### `Aravind-11`
 
 - profile: [github.com/Aravind-11](https://github.com/Aravind-11)
@@ -3525,12 +3481,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Athisisiron)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Athisisiron)
 - repo first seen: `2025-08-20T15:17:54Z`
-- repo last seen: `2026-05-22T15:45:56Z`
+- repo last seen: `2026-05-26T12:04:14Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **9 comments / 30 reviews / 30 review comments**
+- snapshot discussion activity: **9 comments / 31 reviews / 31 review comments**
 - account age: **3447 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: `ai-rush-2019`, `bcaitech1`, `ml-zip`
@@ -3741,6 +3697,28 @@ Example artifacts:
 - [PR #45471: Add EXAONE 4.5 implementations](https://github.com/huggingface/transformers/pull/45471) — closed, merged
 - [PR #43080: Add EXAONE-MoE implementations](https://github.com/huggingface/transformers/pull/43080) — closed, merged
 
+### `osman-akkawi`
+
+- profile: [github.com/osman-akkawi](https://github.com/osman-akkawi)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aosman-akkawi)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aosman-akkawi)
+- repo first seen: `2026-03-27T17:04:14Z`
+- repo last seen: `2026-03-27T20:31:59Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **825 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; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #45076: Osman-Level Innovations: Hardware-Aware Advisor & Selective Weight Surgery CLI](https://github.com/huggingface/transformers/pull/45076) — closed
+- [PR #45066: [PR] Unique Enhancement: Transformers Model Advisor & Legacy Cleanup](https://github.com/huggingface/transformers/pull/45066) — closed
+
 ### `wilnn`
 
 - profile: [github.com/wilnn](https://github.com/wilnn)
@@ -5177,12 +5155,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aavihu111)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aavihu111)
 - repo first seen: `2026-04-29T11:45:47Z`
-- repo last seen: `2026-05-18T12:52:13Z`
+- repo last seen: `2026-05-26T17:57:43Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 2 reviews / 2 review comments**
+- snapshot discussion activity: **0 comments / 6 reviews / 6 review comments**
 - account age: **2928 days**
 - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -6180,6 +6158,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46118: Defensive: validate tar members in parakeet NeMo conversion (CWE-22 / Zip Slip)](https://github.com/huggingface/transformers/pull/46118) — closed
 
+### `Jaeyo314`
+
+- profile: [github.com/Jaeyo314](https://github.com/Jaeyo314)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJaeyo314)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJaeyo314)
+- repo first seen: `2026-05-26T16:18:11Z`
+- repo last seen: `2026-05-26T16:18:11Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIMER**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **289 days**
+- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #46223: Add files via upload](https://github.com/huggingface/transformers/pull/46223) — closed
+
 ### `jagwar`
 
 - profile: [github.com/jagwar](https://github.com/jagwar)
@@ -6957,27 +6956,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45451: Fix 'seperate' typo in qwen3/glm video-model docstrings](https://github.com/huggingface/transformers/pull/45451) — closed
 
-### `NathanHB`
-
-- profile: [github.com/NathanHB](https://github.com/NathanHB)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ANathanHB)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ANathanHB)
-- repo first seen: `2026-03-27T13:02:59Z`
-- repo last seen: `2026-03-27T15:17:14Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **3182 days**
-- recent public PR activity: **14 PRs** (11 merged / 1 closed-unmerged / 2 open; merged rate **79%**, closed-unmerged rate **7%**, open rate **14%**)
-- public orgs: `huggingface`
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #45057: [serving] Fix continuous batching JSON response serialization](https://github.com/huggingface/transformers/pull/45057) — closed, merged
-
 ### `Oneirag`
 
 - profile: [github.com/Oneirag](https://github.com/Oneirag)
@@ -7091,7 +7069,7 @@ Example artifacts:
 - repo first seen: `2026-05-25T19:01:18Z`
 - repo last seen: `2026-05-25T19:01:18Z`
 - 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**
@@ -7102,7 +7080,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46203: Fix Gemma4 Array Mask Indexing](https://github.com/huggingface/transformers/pull/46203) — open
+- [PR #46203: Fix Gemma4 Array Mask Indexing](https://github.com/huggingface/transformers/pull/46203) — closed, merged
 
 ### `PHclaw`
 
@@ -7469,7 +7447,7 @@ Example artifacts:
 - repo first seen: `2026-04-20T05:44:53Z`
 - repo last seen: `2026-05-26T01:38:33Z`
 - 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: **3 comments / 0 reviews / 0 review comments**
@@ -7480,7 +7458,7 @@ Example artifacts:
 - heuristic read: **young account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars**
 
 Example artifacts:
-- [PR #45524: utils: handle flash_attn missing from importlib packages_distributions without crashing](https://github.com/huggingface/transformers/pull/45524) — open
+- [PR #45524: utils: handle flash_attn missing from importlib packages_distributions without crashing](https://github.com/huggingface/transformers/pull/45524) — closed, merged
 
 ### `SeaL773`
 
@@ -7551,12 +7529,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AshadeMe)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AshadeMe)
 - repo first seen: `2026-05-20T09:24:48Z`
-- repo last seen: `2026-05-26T08:46:30Z`
+- repo last seen: `2026-05-26T12:12:43Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 3 reviews / 3 review comments**
+- snapshot discussion activity: **0 comments / 4 reviews / 4 review comments**
 - account age: **5922 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
@@ -7761,12 +7739,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atengomucho)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atengomucho)
 - repo first seen: `2026-04-29T09:26:52Z`
-- repo last seen: `2026-05-12T14:58:11Z`
+- repo last seen: `2026-05-26T12:11:30Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 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: **4442 days**
 - recent public PR activity: **8 PRs** (5 merged / 2 closed-unmerged / 1 open; merged rate **62%**, closed-unmerged rate **25%**, open rate **12%**)
 - public orgs: none visible

new_contributors.parquet

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@@ -2936,8 +2527,8 @@
         {
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           "right_pr_number": 46152,
-          "similarity": 0.388,
-          "content_similarity": 0.341,
+          "similarity": 0.392,
+          "content_similarity": 0.347,
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           "breadth_similarity": 0.667,
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@@ -2953,8 +2544,8 @@
         {
           "left_pr_number": 44615,
           "right_pr_number": 45060,
-          "similarity": 0.309,
-          "content_similarity": 0.232,
+          "similarity": 0.312,
+          "content_similarity": 0.237,
           "size_similarity": 0.614,
           "breadth_similarity": 0.333,
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@@ -2970,8 +2561,8 @@
         {
           "left_pr_number": 44385,
           "right_pr_number": 45060,
-          "similarity": 0.24,
-          "content_similarity": 0.169,
+          "similarity": 0.243,
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           "breadth_similarity": 0.667,
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@@ -2995,7 +2586,7 @@
         46106
       ],
       "representative_pr_number": 44550,
-      "average_similarity": 0.357,
+      "average_similarity": 0.356,
       "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
       "shared_filenames": [],
       "shared_directories": [
@@ -3008,8 +2599,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44550,
-          "similarity": 0.388,
-          "content_similarity": 0.125,
+          "similarity": 0.387,
+          "content_similarity": 0.124,
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           "breadth_similarity": 1.0,
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@@ -3024,8 +2615,8 @@
         {
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           "right_pr_number": 44550,
-          "similarity": 0.359,
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+          "similarity": 0.358,
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@@ -3039,8 +2630,8 @@
         {
           "left_pr_number": 44550,
           "right_pr_number": 46106,
-          "similarity": 0.357,
-          "content_similarity": 0.15,
+          "similarity": 0.356,
+          "content_similarity": 0.148,
           "size_similarity": 0.682,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3054,8 +2645,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44407,
-          "similarity": 0.35,
-          "content_similarity": 0.081,
+          "similarity": 0.349,
+          "content_similarity": 0.08,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3069,8 +2660,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 46106,
-          "similarity": 0.343,
-          "content_similarity": 0.129,
+          "similarity": 0.342,
+          "content_similarity": 0.128,
           "size_similarity": 0.682,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3084,8 +2675,8 @@
         {
           "left_pr_number": 44407,
           "right_pr_number": 46106,
-          "similarity": 0.343,
-          "content_similarity": 0.136,
+          "similarity": 0.342,
+          "content_similarity": 0.134,
           "size_similarity": 0.652,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3316,7 +2907,7 @@
           "left_pr_number": 43997,
           "right_pr_number": 44019,
           "similarity": 0.275,
-          "content_similarity": 0.023,
+          "content_similarity": 0.024,
           "size_similarity": 0.722,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3329,78 +2920,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-46113-3",
-      "pr_numbers": [
-        46113,
-        46126,
-        46141
-      ],
-      "representative_pr_number": 46113,
-      "average_similarity": 0.486,
-      "summary": "3 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,
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-          "size_similarity": 0.333,
-          "breadth_similarity": 0.75,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
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-          "shared_directories": [
-            "src/transformers/distributed",
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 46113,
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-          "similarity": 0.473,
-          "content_similarity": 0.519,
-          "size_similarity": 0.335,
-          "breadth_similarity": 0.292,
-          "concentration_similarity": 0.603,
-          "shared_filenames": [
-            "src/transformers/distributed/utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/distributed",
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 46126,
-          "right_pr_number": 46141,
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-          "content_similarity": 0.341,
-          "size_similarity": 0.112,
-          "breadth_similarity": 0.417,
-          "concentration_similarity": 0.603,
-          "shared_filenames": [
-            "src/transformers/distributed/utils.py"
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-          "shared_directories": [
-            "src/transformers/distributed",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-43656-3",
       "pr_numbers": [
@@ -3568,6 +3087,74 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45548-3",
+      "pr_numbers": [
+        45548,
+        45649,
+        45655
+      ],
+      "representative_pr_number": 45649,
+      "average_similarity": 0.448,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
+      "shared_filenames": [
+        "src/transformers/modeling_utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45548,
+          "right_pr_number": 45649,
+          "similarity": 0.504,
+          "content_similarity": 0.509,
+          "size_similarity": 0.149,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 45649,
+          "right_pr_number": 45655,
+          "similarity": 0.497,
+          "content_similarity": 0.329,
+          "size_similarity": 0.778,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 45548,
+          "right_pr_number": 45655,
+          "similarity": 0.342,
+          "content_similarity": 0.27,
+          "size_similarity": 0.191,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-44907-3",
       "pr_numbers": [
@@ -3636,7 +3223,7 @@
           "left_pr_number": 45783,
           "right_pr_number": 45827,
           "similarity": 0.433,
-          "content_similarity": 0.475,
+          "content_similarity": 0.474,
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           "breadth_similarity": 0.304,
           "concentration_similarity": 0.926,
@@ -3668,7 +3255,7 @@
         {
           "left_pr_number": 44907,
           "right_pr_number": 45827,
-          "similarity": 0.369,
+          "similarity": 0.368,
           "content_similarity": 0.306,
           "size_similarity": 0.48,
           "breadth_similarity": 0.368,
@@ -3686,16 +3273,87 @@
             "src/transformers/models/qwen2_5_omni/modular_qwen2_5_omni.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/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"
+          ]
+        }
+      ]
+    },
+    {
+      "cluster_id": "pr-scope-46104-3",
+      "pr_numbers": [
+        46104,
+        46113,
+        46126
+      ],
+      "representative_pr_number": 46126,
+      "average_similarity": 0.426,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/distributed/utils.py`, `src/transformers/distributed/tensor_parallel.py`; representative PR #46126.",
+      "shared_filenames": [
+        "src/transformers/distributed/utils.py",
+        "src/transformers/distributed/tensor_parallel.py"
+      ],
+      "shared_directories": [
+        "src/transformers/distributed",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46104,
+          "right_pr_number": 46126,
+          "similarity": 0.556,
+          "content_similarity": 0.466,
+          "size_similarity": 0.872,
+          "breadth_similarity": 0.583,
+          "concentration_similarity": 0.808,
+          "shared_filenames": [
+            "src/transformers/distributed/tensor_parallel.py"
+          ],
+          "shared_directories": [
+            "src/transformers/distributed",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 46113,
+          "right_pr_number": 46126,
+          "similarity": 0.482,
+          "content_similarity": 0.532,
+          "size_similarity": 0.335,
+          "breadth_similarity": 0.292,
+          "concentration_similarity": 0.603,
+          "shared_filenames": [
+            "src/transformers/distributed/utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/distributed",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 46104,
+          "right_pr_number": 46113,
+          "similarity": 0.241,
+          "content_similarity": 0.134,
+          "size_similarity": 0.385,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.795,
+          "shared_filenames": [],
+          "shared_directories": [
+            "src/transformers/distributed",
+            "src/transformers",
+            "src"
           ]
         }
       ]
@@ -3806,8 +3464,8 @@
         {
           "left_pr_number": 44889,
           "right_pr_number": 44981,
-          "similarity": 0.401,
-          "content_similarity": 0.16,
+          "similarity": 0.402,
+          "content_similarity": 0.161,
           "size_similarity": 0.991,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.812,
@@ -4654,6 +4312,47 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-44940-2",
+      "pr_numbers": [
+        44940,
+        46207
+      ],
+      "representative_pr_number": 44940,
+      "average_similarity": 0.557,
+      "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",
+        "src/transformers/modeling_utils.py"
+      ],
+      "shared_directories": [
+        "tests/utils",
+        "src/transformers",
+        "tests",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 44940,
+          "right_pr_number": 46207,
+          "similarity": 0.557,
+          "content_similarity": 0.444,
+          "size_similarity": 0.838,
+          "breadth_similarity": 0.833,
+          "concentration_similarity": 0.753,
+          "shared_filenames": [
+            "src/transformers/modeling_utils.py",
+            "tests/utils/test_modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/utils",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-44101-2",
       "pr_numbers": [
@@ -4693,47 +4392,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-44940-2",
-      "pr_numbers": [
-        44940,
-        46207
-      ],
-      "representative_pr_number": 44940,
-      "average_similarity": 0.549,
-      "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",
-        "src/transformers/modeling_utils.py"
-      ],
-      "shared_directories": [
-        "tests/utils",
-        "src/transformers",
-        "tests",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 44940,
-          "right_pr_number": 46207,
-          "similarity": 0.549,
-          "content_similarity": 0.433,
-          "size_similarity": 0.838,
-          "breadth_similarity": 0.833,
-          "concentration_similarity": 0.753,
-          "shared_filenames": [
-            "src/transformers/modeling_utils.py",
-            "tests/utils/test_modeling_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "tests/utils",
-            "src",
-            "tests"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-45541-2",
       "pr_numbers": [
@@ -4841,7 +4499,7 @@
         43649
       ],
       "representative_pr_number": 43532,
-      "average_similarity": 0.507,
+      "average_similarity": 0.508,
       "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",
@@ -4861,8 +4519,8 @@
         {
           "left_pr_number": 43532,
           "right_pr_number": 43649,
-          "similarity": 0.507,
-          "content_similarity": 0.45,
+          "similarity": 0.508,
+          "content_similarity": 0.452,
           "size_similarity": 0.395,
           "breadth_similarity": 0.875,
           "concentration_similarity": 0.893,
@@ -4988,7 +4646,7 @@
         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",
@@ -5008,8 +4666,8 @@
         {
           "left_pr_number": 45332,
           "right_pr_number": 45333,
-          "similarity": 0.492,
-          "content_similarity": 0.522,
+          "similarity": 0.491,
+          "content_similarity": 0.52,
           "size_similarity": 0.203,
           "breadth_similarity": 0.479,
           "concentration_similarity": 0.976,
@@ -5120,49 +4778,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-44680-2",
-      "pr_numbers": [
-        44680,
-        45666
-      ],
-      "representative_pr_number": 44680,
-      "average_similarity": 0.467,
-      "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": 0.467,
-          "content_similarity": 0.554,
-          "size_similarity": 0.041,
-          "breadth_similarity": 0.417,
-          "concentration_similarity": 0.619,
-          "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-40755-2",
       "pr_numbers": [
@@ -5212,6 +4827,49 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-44680-2",
+      "pr_numbers": [
+        44680,
+        45666
+      ],
+      "representative_pr_number": 44680,
+      "average_similarity": 0.464,
+      "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": 0.464,
+          "content_similarity": 0.549,
+          "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-45835-2",
       "pr_numbers": [
@@ -5351,6 +5009,41 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45193-2",
+      "pr_numbers": [
+        45193,
+        46220
+      ],
+      "representative_pr_number": 45193,
+      "average_similarity": 0.418,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/configuration_utils.py`; representative PR #45193.",
+      "shared_filenames": [
+        "src/transformers/configuration_utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45193,
+          "right_pr_number": 46220,
+          "similarity": 0.418,
+          "content_similarity": 0.281,
+          "size_similarity": 0.952,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.571,
+          "shared_filenames": [
+            "src/transformers/configuration_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-44606-2",
       "pr_numbers": [
@@ -5429,86 +5122,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-45524-2",
-      "pr_numbers": [
-        45524,
-        46125
-      ],
-      "representative_pr_number": 45524,
-      "average_similarity": 0.406,
-      "summary": "2 open PRs share weighted file overlap around `tests/utils/test_import_utils.py`, `src/transformers/utils/import_utils.py`; representative PR #45524.",
-      "shared_filenames": [
-        "tests/utils/test_import_utils.py",
-        "src/transformers/utils/import_utils.py"
-      ],
-      "shared_directories": [
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