Refresh transformers dataset snapshot 20260424T120023Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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@@ -21836,6 +21846,65 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "pratapyash",
+      "name": "Yash Pratap Singh",
+      "profile_url": "https://github.com/pratapyash",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apratapyash",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apratapyash",
+      "repo_first_seen_at": "2026-04-24T07:14:52Z",
+      "repo_last_seen_at": "2026-04-24T07:14:52Z",
+      "repo_primary_artifact_count": 1,
+      "repo_artifact_count": 1,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 1,
+      "snapshot_comment_count": 0,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "NONE",
+      "new_to_repo": true,
+      "first_seen_in_snapshot": true,
+      "known_via_prior_merged_pr": false,
+      "report_reason": "first_seen_in_snapshot",
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 3227,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "medium",
+      "heuristic_note": "many recent closed-unmerged PRs; high open PR share; targets high-star repos",
+      "public_orgs": [
+        "stimuler"
+      ],
+      "activity": {
+        "visible_authored_pr_count": 2,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 1,
+        "open_pr_count": 1,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.5,
+        "still_open_pr_rate": 0.5,
+        "distinct_repos_with_authored_prs": 2,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 45620,
+            "title": "Fix TypeError in video_processor_class_from_name when torchvision is not installed",
+            "url": "https://github.com/huggingface/transformers/pull/45620",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-24T07:14:52Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "rain-1",
       "name": "rain1",

new-contributors-report.md

@@ -1,20 +1,20 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260424T060039Z`
-- Generated: `2026-04-24T06:01:31Z`
+- Snapshot: `20260424T120023Z`
+- Generated: `2026-04-24T12:02:16Z`
 - Activity window: `60d`
-- Contributors: `363`
+- Contributors: `364`
 
 ## Summary
 
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
-| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 80 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
-| `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 80 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 83 | 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` | 81 | 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` | 72 | 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` | 68 | 0 | 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` | 63 | 4 | 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` | 47 | 2 | 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` | 48 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 40 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 39 | 1 | mixed | low | low | targets high-star repos |
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 38 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
@@ -28,10 +28,10 @@
 | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 19 | 0 | strong | low | low | targets high-star repos |
 | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2949d | `2025-12-02T16:00:11Z` | 18 | 6 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `BillionClaw` | [profile](https://github.com/BillionClaw) | no | FIRST_TIME_CONTRIBUTOR | 35d | `2026-03-16T16:17:54Z` | 18 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 16 | 3 | strong | low | low | — |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-12-16T08:22:52Z` | 16 | 1 | strong | moderate | low | targets high-star repos |
 | `weiguangli-io` | [profile](https://github.com/weiguangli-io) | no | CONTRIBUTOR | 2230d | `2026-02-09T02:10:15Z` | 16 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 15 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
-| `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 15 | 3 | strong | low | low | — |
 | `NielsRogge` | [profile](https://github.com/NielsRogge) | no | MEMBER | 2598d | `2022-02-21T10:02:38Z` | 15 | 3 | mixed | moderate | low | high recent PR volume |
 | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 15 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
 | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 14 | 0 | strong | moderate | low | — |
@@ -46,11 +46,11 @@
 | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 8 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `hkc5` | [profile](https://github.com/hkc5) | no | NONE | 973d | `2026-03-19T12:33:00Z` | 7 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `Qubitium` | [profile](https://github.com/Qubitium) | no | CONTRIBUTOR | 5681d | `2025-10-03T18:23:49Z` | 7 | 0 | strong | moderate | low | extremely high recent PR volume |
+| `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 7 | 0 | mixed | moderate | low | targets high-star repos |
 | `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3177d | `2024-08-30T13:38:48Z` | 6 | 2 | mixed | low | low | targets high-star repos |
 | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 6 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 6 | 0 | mixed | moderate | low | targets high-star repos |
 | `kchpp940` | [profile](https://github.com/kchpp940) | no | NONE | 375d | `2026-04-18T01:12:45Z` | 6 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
-| `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 6 | 0 | mixed | moderate | low | targets high-star repos |
 | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 5 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `Krishnachaitanyakc` | [profile](https://github.com/Krishnachaitanyakc) | no | CONTRIBUTOR | 3498d | `2026-03-25T02:14:38Z` | 5 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `mvanhorn` | [profile](https://github.com/mvanhorn) | no | CONTRIBUTOR | 5652d | `2026-03-09T14:59:27Z` | 5 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
@@ -62,21 +62,22 @@
 | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 4 | 0 | n/a | n/a | n/a | summary unavailable |
 | `Jah-yee` | [profile](https://github.com/Jah-yee) | no | NONE | 736d | `2026-04-16T00:55:40Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 508d | `2026-03-22T17:27:20Z` | 4 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
+| `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 4 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `manavshrivastavagit` | [profile](https://github.com/manavshrivastavagit) | no | NONE | 4699d | `2026-02-24T20:35:18Z` | 4 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `RudrenduPaul` | [profile](https://github.com/RudrenduPaul) | no | CONTRIBUTOR | 2913d | `2026-04-09T09:34:42Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 4 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 3 | 2 | weak | low | low | targets high-star repos |
 | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 3 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
 | `Cursx` | [profile](https://github.com/Cursx) | no | NONE | 3073d | `2026-03-31T01:44:52Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
-| `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 508d | `2026-03-22T17:27:20Z` | 3 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `jayakumarpujar` | [profile](https://github.com/jayakumarpujar) | no | NONE | 2663d | `2026-03-01T01:47:44Z` | 3 | 0 | mixed | low | low | — |
 | `jnMetaCode` | [profile](https://github.com/jnMetaCode) | no | CONTRIBUTOR | 4011d | `2026-03-08T09:21:22Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; targets high-star repos |
-| `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 3 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3380d | `2026-03-09T09:03:10Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Lidang-Jiang` | [profile](https://github.com/Lidang-Jiang) | no | CONTRIBUTOR | 1230d | `2026-03-27T02:44:21Z` | 3 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `onel` | [profile](https://github.com/onel) | no | NONE | 5050d | `2026-02-26T22:44:41Z` | 3 | 0 | mixed | moderate | low | many recent closed-unmerged PRs |
 | `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4939d | `2026-04-15T08:26:45Z` | 3 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
 | `saivedant169` | [profile](https://github.com/saivedant169) | no | NONE | 1712d | `2026-03-14T16:47:42Z` | 3 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; targets high-star repos |
+| `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 3 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1466d | `2025-12-24T11:54:53Z` | 10 | 0 | mixed | moderate | low | targets high-star repos |
 | `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4683d | `2025-07-25T12:59:52Z` | 9 | 0 | mixed | low | low | — |
 | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -108,7 +109,7 @@
 | `haosenwang1018` | [profile](https://github.com/haosenwang1018) | no | NONE | 725d | `2026-02-26T00:58:35Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share |
 | `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2869d | `2026-03-14T18:33:53Z` | 2 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `hijingsong` | [profile](https://github.com/hijingsong) | no | FIRST_TIME_CONTRIBUTOR | 24d | `2026-04-11T16:23:48Z` | 2 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
-| `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | FIRST_TIME_CONTRIBUTOR | 1082d | `2026-03-28T12:13:57Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | CONTRIBUTOR | 1082d | `2026-03-28T12:13:57Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; 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 |
 | `KartikPawade` | [profile](https://github.com/KartikPawade) | no | CONTRIBUTOR | 1843d | `2026-03-06T18:49:59Z` | 2 | 0 | mixed | moderate | low | 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 |
@@ -129,7 +130,6 @@
 | `saiganesh47` | [profile](https://github.com/saiganesh47) | no | NONE | 633d | `2026-04-22T15:13:44Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `saslifat-gif` | [profile](https://github.com/saslifat-gif) | no | CONTRIBUTOR | 229d | `2026-04-02T14:08:15Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `sdharani91` | [profile](https://github.com/sdharani91) | no | FIRST_TIME_CONTRIBUTOR | 3365d | `2026-03-18T05:45:40Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 2 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `sharziki` | [profile](https://github.com/sharziki) | no | CONTRIBUTOR | 1559d | `2026-04-11T02:31:44Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `thakoreh` | [profile](https://github.com/thakoreh) | no | NONE | 2947d | `2026-02-23T21:27:09Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `tonglei19961121` | [profile](https://github.com/tonglei19961121) | no | NONE | 2272d | `2026-02-27T11:44:01Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -317,7 +317,7 @@
 | `neo` | [profile](https://github.com/neo) | no | CONTRIBUTOR | 4212d | `2026-03-12T19:59:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `NicoleRobin` | [profile](https://github.com/NicoleRobin) | no | NONE | 4096d | `2026-03-21T03:25:56Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `omyaaa1` | [profile](https://github.com/omyaaa1) | no | NONE | 519d | `2026-03-19T04:48:58Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `Oneirag` | [profile](https://github.com/Oneirag) | yes | FIRST_TIME_CONTRIBUTOR | 4233d | `2026-04-24T04:00:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `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 |
 | `orbisai0security` | [profile](https://github.com/orbisai0security) | no | NONE | 160d | `2026-03-30T15:02:06Z` | 1 | 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 |
 | `overcastbulb` | [profile](https://github.com/overcastbulb) | no | NONE | 1530d | `2026-02-27T14:37:19Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs |
 | `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 |
@@ -328,6 +328,7 @@
 | `prakhar-agarwal` | [profile](https://github.com/prakhar-agarwal) | no | FIRST_TIME_CONTRIBUTOR | 4776d | `2026-03-22T05:20:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `pramilajangid` | [profile](https://github.com/pramilajangid) | no | NONE | 3043d | `2026-03-24T09:57:20Z` | 1 | 0 | mixed | moderate | low | — |
 | `pranay-3108` | [profile](https://github.com/pranay-3108) | no | NONE | 350d | `2026-03-11T05:13:57Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
+| `pratapyash` | [profile](https://github.com/pratapyash) | yes | 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 |
 | `rain-1` | [profile](https://github.com/rain-1) | no | CONTRIBUTOR | 3706d | `2026-03-10T07:09:07Z` | 1 | 0 | weak | low | low | high open PR share |
 | `RicardoLee510520` | [profile](https://github.com/RicardoLee510520) | no | FIRST_TIMER | 168d | `2026-03-19T06:30:53Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
 | `RishabhMehra` | [profile](https://github.com/RishabhMehra) | no | FIRST_TIMER | 3359d | `2026-02-25T12:49:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -375,18 +376,41 @@
 
 ## Contributors
 
+### `Cyrilvallez`
+
+- profile: [github.com/Cyrilvallez](https://github.com/Cyrilvallez)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
+- repo first seen: `2025-03-19T10:58:02Z`
+- repo last seen: `2026-04-24T09:32:13Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **83**
+- snapshot authored PRs/issues: **83 PRs / 0 issues**
+- snapshot discussion activity: **216 comments / 291 reviews / 449 review comments**
+- account age: **2036 days**
+- recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #45624: Skip failing offloading tests](https://github.com/huggingface/transformers/pull/45624) — closed, merged
+- [PR #45622: Fix peft constructors](https://github.com/huggingface/transformers/pull/45622) — open
+- [PR #45619: Remove unnecessary generate warnings](https://github.com/huggingface/transformers/pull/45619) — closed, merged
+
 ### `tarekziade`
 
 - profile: [github.com/tarekziade](https://github.com/tarekziade)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
 - repo first seen: `2026-01-21T16:52:29Z`
-- repo last seen: `2026-04-23T14:41:52Z`
+- repo last seen: `2026-04-24T07:58:54Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **86**
-- snapshot authored PRs/issues: **80 PRs / 6 issues**
-- snapshot discussion activity: **151 comments / 168 reviews / 158 review comments**
+- repo primary artifacts: **87**
+- snapshot authored PRs/issues: **81 PRs / 6 issues**
+- snapshot discussion activity: **152 comments / 175 reviews / 165 review comments**
 - account age: **5839 days**
 - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
 - public orgs: `AFPy`, `faitmain`, `circus-tent`
@@ -394,48 +418,25 @@
 - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
 
 Example artifacts:
+- [PR #45623: Glm5 change](https://github.com/huggingface/transformers/pull/45623) — closed
 - [PR #45599: qa: more lazy loading](https://github.com/huggingface/transformers/pull/45599) — open, draft
 - [PR #45585: qa: bumped mlinter and allow local override](https://github.com/huggingface/transformers/pull/45585) — closed, merged
-- [PR #45544: fix table update versions](https://github.com/huggingface/transformers/pull/45544) — closed, merged
 - [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — open
 - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — open
 - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
 
-### `Cyrilvallez`
-
-- profile: [github.com/Cyrilvallez](https://github.com/Cyrilvallez)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
-- repo first seen: `2025-03-19T10:58:02Z`
-- repo last seen: `2026-04-24T05:03:58Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **80**
-- snapshot authored PRs/issues: **80 PRs / 0 issues**
-- snapshot discussion activity: **214 comments / 290 reviews / 448 review comments**
-- account age: **2036 days**
-- recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
-- public orgs: `huggingface`
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #45598: Align latest model attention function dispatch](https://github.com/huggingface/transformers/pull/45598) — closed, merged
-- [PR #45567: Move some conversion mappings to PrefixChange](https://github.com/huggingface/transformers/pull/45567) — closed, merged
-- [PR #45564: Gemma3n and Gemma4 cannot use rotary kernel](https://github.com/huggingface/transformers/pull/45564) — closed, merged
-
 ### `ydshieh`
 
 - profile: [github.com/ydshieh](https://github.com/ydshieh)
 - 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: `2026-04-23T13:20:39Z`
+- repo last seen: `2026-04-24T08:31:13Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **72**
 - snapshot authored PRs/issues: **72 PRs / 0 issues**
-- snapshot discussion activity: **92 comments / 167 reviews / 126 review comments**
+- snapshot discussion activity: **92 comments / 168 reviews / 126 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
@@ -453,12 +454,12 @@ 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: `2026-04-23T15:51:12Z`
+- repo last seen: `2026-04-24T10:38:33Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **68**
 - snapshot authored PRs/issues: **68 PRs / 0 issues**
-- snapshot discussion activity: **461 comments / 654 reviews / 1598 review comments**
+- snapshot discussion activity: **462 comments / 657 reviews / 1601 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`
@@ -467,7 +468,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #45608: Python code in model docs](https://github.com/huggingface/transformers/pull/45608) — open
-- [PR #45493: Major processing refactor](https://github.com/huggingface/transformers/pull/45493) — open
+- [PR #45493: Modularize `ProcessorMixin` into smaller components](https://github.com/huggingface/transformers/pull/45493) — open
 - [PR #45492: Fix: modular image processors](https://github.com/huggingface/transformers/pull/45492) — closed, merged
 
 ### `kaixuanliu`
@@ -502,12 +503,12 @@ 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: `2026-04-24T05:58:59Z`
+- repo last seen: `2026-04-24T08:28:02Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **49**
-- snapshot authored PRs/issues: **47 PRs / 2 issues**
-- snapshot discussion activity: **145 comments / 483 reviews / 970 review comments**
+- repo primary artifacts: **50**
+- snapshot authored PRs/issues: **48 PRs / 2 issues**
+- snapshot discussion activity: **146 comments / 487 reviews / 985 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
@@ -515,9 +516,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #45617: Add Multi-Token Prediction (MTP) inference support](https://github.com/huggingface/transformers/pull/45617) — open
+- [PR #45618: Add MTP speculative decoding via MTPCandidateGenerator](https://github.com/huggingface/transformers/pull/45618) — open
+- [PR #45617: Add Multi-Token Prediction (MTP) inference support](https://github.com/huggingface/transformers/pull/45617) — closed
 - [PR #45616: Add DeepSeek V4](https://github.com/huggingface/transformers/pull/45616) — open, draft
-- [PR #45569: Proper nemotron H and 3 and 2](https://github.com/huggingface/transformers/pull/45569) — open, draft
 - [Issue #44052: Fix skipped tests for glm_moe_dsa model](https://github.com/huggingface/transformers/issues/44052) — closed
 - [Issue #42710: Outstanding issues / PR before we can release v5](https://github.com/huggingface/transformers/issues/42710) — closed
 
@@ -600,12 +601,12 @@ 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: `2026-04-23T12:35:43Z`
+- repo last seen: `2026-04-24T11:41:52Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **37**
 - snapshot authored PRs/issues: **37 PRs / 0 issues**
-- snapshot discussion activity: **542 comments / 204 reviews / 117 review comments**
+- snapshot discussion activity: **544 comments / 207 reviews / 120 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`
@@ -718,12 +719,12 @@ 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: `2026-04-23T06:18:06Z`
+- repo last seen: `2026-04-24T07:34:36Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **20**
 - snapshot authored PRs/issues: **20 PRs / 0 issues**
-- snapshot discussion activity: **37 comments / 107 reviews / 120 review comments**
+- snapshot discussion activity: **38 comments / 107 reviews / 120 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
@@ -767,12 +768,12 @@ 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: `2026-04-23T14:43:10Z`
+- repo last seen: `2026-04-24T09:23:10Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **19**
 - snapshot authored PRs/issues: **19 PRs / 0 issues**
-- snapshot discussion activity: **32 comments / 126 reviews / 247 review comments**
+- snapshot discussion activity: **33 comments / 126 reviews / 247 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
@@ -833,6 +834,32 @@ Example artifacts:
 - [PR #44824: fix(xlnet): add device parameter to relative_positional_encoding](https://github.com/huggingface/transformers/pull/44824) — closed
 - [PR #44823: fix: AutoImageProcessor from URL loading](https://github.com/huggingface/transformers/pull/44823) — closed
 
+### `IlyasMoutawwakil`
+
+- profile: [github.com/IlyasMoutawwakil](https://github.com/IlyasMoutawwakil)
+- 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: `2026-04-24T11:25:33Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **19**
+- snapshot authored PRs/issues: **16 PRs / 3 issues**
+- snapshot discussion activity: **44 comments / 167 reviews / 144 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`
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #45621: MoE/DeepGEMM/SonicMoE refactor + better EP](https://github.com/huggingface/transformers/pull/45621) — open
+- [PR #45433: SonicMoe](https://github.com/huggingface/transformers/pull/45433) — closed, merged
+- [PR #45396: Extract dynamic vision/audio tensors into standalone pure functions](https://github.com/huggingface/transformers/pull/45396) — open
+- [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
+- [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
+- [Issue #43317: device_map=auto fails to load the dequantized model on gpu+cpu offload](https://github.com/huggingface/transformers/issues/43317) — closed
+
 ### `sywangyi`
 
 - profile: [github.com/sywangyi](https://github.com/sywangyi)
@@ -906,32 +933,6 @@ Example artifacts:
 - [Issue #45290: `apply_chat_template(tokenize=True)` crashes on assistant messages with tool calls and no content](https://github.com/huggingface/transformers/issues/45290) — closed
 - [Issue #44514: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`](https://github.com/huggingface/transformers/issues/44514) — closed
 
-### `IlyasMoutawwakil`
-
-- profile: [github.com/IlyasMoutawwakil](https://github.com/IlyasMoutawwakil)
-- 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: `2026-04-23T12:09:04Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **18**
-- snapshot authored PRs/issues: **15 PRs / 3 issues**
-- snapshot discussion activity: **40 comments / 164 reviews / 141 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`
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #45433: SonicMoe](https://github.com/huggingface/transformers/pull/45433) — closed, merged
-- [PR #45396: Extract dynamic vision/audio tensors into standalone pure functions](https://github.com/huggingface/transformers/pull/45396) — open
-- [PR #44970: Fix CPU 16 bytes alignment issue using equivalent fallback](https://github.com/huggingface/transformers/pull/44970) — closed, merged
-- [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
-- [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
-- [Issue #43317: device_map=auto fails to load the dequantized model on gpu+cpu offload](https://github.com/huggingface/transformers/issues/43317) — closed
-
 ### `NielsRogge`
 
 - profile: [github.com/NielsRogge](https://github.com/NielsRogge)
@@ -1261,6 +1262,29 @@ Example artifacts:
 - [PR #45202: Fix gemma4 has flash-attention incompatbile head-dim=512](https://github.com/huggingface/transformers/pull/45202) — open
 - [PR #45157: [WIP] PrismML Bonsai model support](https://github.com/huggingface/transformers/pull/45157) — open, draft
 
+### `zhang-prog`
+
+- profile: [github.com/zhang-prog](https://github.com/zhang-prog)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azhang-prog)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azhang-prog)
+- repo first seen: `2025-12-23T11:18:14Z`
+- repo last seen: `2026-04-24T09:25:27Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **7**
+- snapshot authored PRs/issues: **7 PRs / 0 issues**
+- snapshot discussion activity: **38 comments / 319 reviews / 320 review comments**
+- account age: **2074 days**
+- recent public PR activity: **19 PRs** (16 merged / 2 closed-unmerged / 1 open; merged rate **84%**, closed-unmerged rate **11%**, open rate **5%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #45626: [Model] Add PP-FormulaNet Model Support](https://github.com/huggingface/transformers/pull/45626) — open
+- [PR #45562: Updated the image cache for Paddle models according to the latest API](https://github.com/huggingface/transformers/pull/45562) — closed, merged
+- [PR #45532: [Model] Add SLANet Model Support](https://github.com/huggingface/transformers/pull/45532) — closed, merged
+
 ### `LysandreJik`
 
 - profile: [github.com/LysandreJik](https://github.com/LysandreJik)
@@ -1355,29 +1379,6 @@ Example artifacts:
 - [PR #45503: .4021378118068288:aafb9167aaa6b321205f754209b0cbcb_69e2f25642c82e665fe0407f.69e2f43542c82e665fe04083.69e2f435d18af355a624eac1:Trae CN.T(2026/4/18 11:02:13)](https://github.com/huggingface/transformers/pull/45503) — closed
 - [PR #45502: .4021378118068288:4da7ed27ccaa5f974fe4a552e2b67bb6_69e2eea842c82e665fe04002.69e2eec142c82e665fe04006.69e2eec18b8bd167e2faa241:Trae CN.T(2026/4/18 10:38:57)](https://github.com/huggingface/transformers/pull/45502) — closed
 
-### `zhang-prog`
-
-- profile: [github.com/zhang-prog](https://github.com/zhang-prog)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azhang-prog)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azhang-prog)
-- repo first seen: `2025-12-23T11:18:14Z`
-- repo last seen: `2026-04-22T03:59:56Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **6**
-- snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **38 comments / 319 reviews / 320 review comments**
-- account age: **2074 days**
-- recent public PR activity: **19 PRs** (16 merged / 2 closed-unmerged / 1 open; merged rate **84%**, closed-unmerged rate **11%**, open rate **5%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #45562: Updated the image cache for Paddle models according to the latest API](https://github.com/huggingface/transformers/pull/45562) — closed, merged
-- [PR #45532: [Model] Add SLANet Model Support](https://github.com/huggingface/transformers/pull/45532) — closed, merged
-- [PR #45281: Fix resize failure caused by zero-sized masks in PP-DocLayoutV3](https://github.com/huggingface/transformers/pull/45281) — closed, merged
-
 ### `albertvillanova`
 
 - profile: [github.com/albertvillanova](https://github.com/albertvillanova)
@@ -1641,6 +1642,52 @@ Example artifacts:
 - [PR #45509: Fix get_device_properties crash when CUDA is installed but no GPU](https://github.com/huggingface/transformers/pull/45509) — closed
 - [PR #45467: Fix MPS SDPA output shape when value head dim differs from query head dim](https://github.com/huggingface/transformers/pull/45467) — closed
 
+### `javierdejesusda`
+
+- profile: [github.com/javierdejesusda](https://github.com/javierdejesusda)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajavierdejesusda)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajavierdejesusda)
+- repo first seen: `2026-03-22T17:27:20Z`
+- repo last seen: `2026-04-24T10:27:17Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
+- account age: **508 days**
+- recent public PR activity: **46 PRs** (30 merged / 5 closed-unmerged / 11 open; merged rate **65%**, closed-unmerged rate **11%**, open rate **24%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
+- heuristic read: **high recent PR volume; broad repo spread**
+
+Example artifacts:
+- [PR #45627: Processing Utils: honor pre-built sub-processor kwargs in from_pretrained](https://github.com/huggingface/transformers/pull/45627) — open
+- [PR #45079: Fix resized LM head weights being overwritten by post_init](https://github.com/huggingface/transformers/pull/45079) — closed, merged
+- [PR #45019: Fix GraniteConfig type hints to accept int for multiplier fields](https://github.com/huggingface/transformers/pull/45019) — closed, merged
+
+### `juliendenize`
+
+- profile: [github.com/juliendenize](https://github.com/juliendenize)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajuliendenize)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajuliendenize)
+- repo first seen: `2026-03-13T10:24:11Z`
+- repo last seen: `2026-04-24T11:30:52Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **5 comments / 3 reviews / 3 review comments**
+- account age: **2852 days**
+- recent public PR activity: **26 PRs** (20 merged / 5 closed-unmerged / 1 open; merged rate **77%**, closed-unmerged rate **19%**, open rate **4%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #45628: [MistralCommonBackend] Soften validation mode and apply_chat_template arguments check](https://github.com/huggingface/transformers/pull/45628) — open
+- [PR #44760: Add Mistral 4](https://github.com/huggingface/transformers/pull/44760) — closed, merged
+- [PR #44747: Add apply_yarn_scaling as optional key to yarn](https://github.com/huggingface/transformers/pull/44747) — closed
+
 ### `manavshrivastavagit`
 
 - profile: [github.com/manavshrivastavagit](https://github.com/manavshrivastavagit)
@@ -1782,29 +1829,6 @@ Example artifacts:
 - [PR #45136: Fix #45127: Auto-fix diverged tie_word_embeddings config on save to prevent silent weight corruption](https://github.com/huggingface/transformers/pull/45136) — closed
 - [PR #45135: Fix model saving corruption for dynamically untied embeddings](https://github.com/huggingface/transformers/pull/45135) — closed
 
-### `javierdejesusda`
-
-- profile: [github.com/javierdejesusda](https://github.com/javierdejesusda)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajavierdejesusda)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajavierdejesusda)
-- repo first seen: `2026-03-22T17:27:20Z`
-- repo last seen: `2026-03-28T00:06:03Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
-- account age: **508 days**
-- recent public PR activity: **46 PRs** (30 merged / 5 closed-unmerged / 11 open; merged rate **65%**, closed-unmerged rate **11%**, open rate **24%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
-- heuristic read: **high recent PR volume; broad repo spread**
-
-Example artifacts:
-- [PR #45079: Fix resized LM head weights being overwritten by post_init](https://github.com/huggingface/transformers/pull/45079) — closed, merged
-- [PR #45019: Fix GraniteConfig type hints to accept int for multiplier fields](https://github.com/huggingface/transformers/pull/45019) — closed, merged
-- [PR #44930: fix: split MXFP4 dependency checks for specific error messages](https://github.com/huggingface/transformers/pull/44930) — closed, merged
-
 ### `jayakumarpujar`
 
 - profile: [github.com/jayakumarpujar](https://github.com/jayakumarpujar)
@@ -1851,29 +1875,6 @@ Example artifacts:
 - [PR #44524: Fix AssistantTracker.is_active() returning False after activation with empty lists](https://github.com/huggingface/transformers/pull/44524) — closed, merged
 - [PR #44523: Fix error message label and docstring default in load_sharded_checkpoint](https://github.com/huggingface/transformers/pull/44523) — closed, merged
 
-### `juliendenize`
-
-- profile: [github.com/juliendenize](https://github.com/juliendenize)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajuliendenize)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajuliendenize)
-- repo first seen: `2026-03-13T10:24:11Z`
-- repo last seen: `2026-04-07T20:42:59Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 3 reviews / 3 review comments**
-- account age: **2852 days**
-- recent public PR activity: **26 PRs** (20 merged / 5 closed-unmerged / 1 open; merged rate **77%**, closed-unmerged rate **19%**, open rate **4%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #44760: Add Mistral 4](https://github.com/huggingface/transformers/pull/44760) — closed, merged
-- [PR #44747: Add apply_yarn_scaling as optional key to yarn](https://github.com/huggingface/transformers/pull/44747) — closed
-- [PR #44656: [MistralCommonBackend] Upgrade mistral-common to v1.10.0](https://github.com/huggingface/transformers/pull/44656) — closed, merged
-
 ### `kmswin1`
 
 - profile: [github.com/kmswin1](https://github.com/kmswin1)
@@ -1989,6 +1990,29 @@ Example artifacts:
 - [PR #44706: Add position_ids to BloomForCausalLM forward pass](https://github.com/huggingface/transformers/pull/44706) — closed
 - [PR #44705: Add position_ids to RoFormerForCausalLM forward pass](https://github.com/huggingface/transformers/pull/44705) — closed
 
+### `sergiopaniego`
+
+- profile: [github.com/sergiopaniego](https://github.com/sergiopaniego)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergiopaniego)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergiopaniego)
+- repo first seen: `2026-03-19T10:22:40Z`
+- repo last seen: `2026-04-24T08:55:34Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **3718 days**
+- recent public PR activity: **28 PRs** (19 merged / 0 closed-unmerged / 9 open; merged rate **68%**, closed-unmerged rate **0%**, open rate **32%**)
+- public orgs: `JdeRobot`, `TheRoboticsClub`, `huggingface`
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #45625: Add `supports_gradient_checkpointing` to `NemotronHPreTrainedModel`](https://github.com/huggingface/transformers/pull/45625) — open
+- [PR #44873: Fix VL model rope_deltas batch size mismatch in online RL training](https://github.com/huggingface/transformers/pull/44873) — closed, merged
+- [PR #44853: Fix Zamba2MambaMixer ignoring use_mamba_kernels=False](https://github.com/huggingface/transformers/pull/44853) — closed, merged
+
 ### `YangKai0616`
 
 - profile: [github.com/YangKai0616](https://github.com/YangKai0616)
@@ -2018,12 +2042,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
 - repo first seen: `2025-07-25T12:59:52Z`
-- repo last seen: `2026-04-23T21:03:41Z`
+- repo last seen: `2026-04-24T10:35:54Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **9**
 - snapshot authored PRs/issues: **9 PRs / 0 issues**
-- snapshot discussion activity: **56 comments / 194 reviews / 648 review comments**
+- snapshot discussion activity: **58 comments / 194 reviews / 648 review comments**
 - account age: **4683 days**
 - recent public PR activity: **8 PRs** (4 merged / 1 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **12%**, open rate **38%**)
 - public orgs: `LCAV`
@@ -2388,12 +2412,12 @@ 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: `2026-04-23T13:48:40Z`
+- repo last seen: `2026-04-24T11:06:26Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **16 comments / 6 reviews / 6 review comments**
+- snapshot discussion activity: **17 comments / 6 reviews / 6 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`
@@ -2698,7 +2722,7 @@ Example artifacts:
 - repo first seen: `2026-03-28T12:13:57Z`
 - repo last seen: `2026-04-22T15:51:03Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
@@ -2709,7 +2733,7 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
-- [PR #45582: generate: drop stale num_return_sequences warning on continuous batching path](https://github.com/huggingface/transformers/pull/45582) — open
+- [PR #45582: generate: drop stale num_return_sequences warning on continuous batching path](https://github.com/huggingface/transformers/pull/45582) — closed, merged
 - [PR #45080: Fix PreTrainedConfig as Pydantic field type after dataclass conversion](https://github.com/huggingface/transformers/pull/45080) — closed
 
 ### `kallewoof`
@@ -2894,12 +2918,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alouzongzhi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alouzongzhi)
 - repo first seen: `2026-04-14T05:14:08Z`
-- repo last seen: `2026-04-23T14:03:31Z`
+- repo last seen: `2026-04-24T11:40:03Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 6 reviews / 6 review comments**
+- snapshot discussion activity: **5 comments / 6 reviews / 6 review comments**
 - account age: **1325 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
@@ -3152,28 +3176,6 @@ Example artifacts:
 - [PR #45034: Pass packed boundary metadata to Qwen3.5 linear-attention fast kernels from data collator](https://github.com/huggingface/transformers/pull/45034) — open
 - [PR #44867: Pass packed boundary metadata to Qwen3.5 linear-attention fast kernels](https://github.com/huggingface/transformers/pull/44867) — closed
 
-### `sergiopaniego`
-
-- profile: [github.com/sergiopaniego](https://github.com/sergiopaniego)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergiopaniego)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergiopaniego)
-- repo first seen: `2026-03-19T10:22:40Z`
-- repo last seen: `2026-04-10T12:18:45Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **3718 days**
-- recent public PR activity: **28 PRs** (19 merged / 0 closed-unmerged / 9 open; merged rate **68%**, closed-unmerged rate **0%**, open rate **32%**)
-- public orgs: `JdeRobot`, `TheRoboticsClub`, `huggingface`
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #44873: Fix VL model rope_deltas batch size mismatch in online RL training](https://github.com/huggingface/transformers/pull/44873) — closed, merged
-- [PR #44853: Fix Zamba2MambaMixer ignoring use_mamba_kernels=False](https://github.com/huggingface/transformers/pull/44853) — closed, merged
-
 ### `sharziki`
 
 - profile: [github.com/sharziki](https://github.com/sharziki)
@@ -3517,12 +3519,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Athisisiron)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Athisisiron)
 - repo first seen: `2025-08-20T15:17:54Z`
-- repo last seen: `2026-04-23T08:36:43Z`
+- repo last seen: `2026-04-24T06:39:21Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **4 comments / 21 reviews / 21 review comments**
+- snapshot discussion activity: **4 comments / 22 reviews / 22 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`
@@ -7195,7 +7197,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AOneirag)
 - repo first seen: `2026-04-24T04:00:01Z`
 - repo last seen: `2026-04-24T04:00:01Z`
-- 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**
@@ -7299,12 +7301,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apdufour)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apdufour)
 - repo first seen: `2026-04-04T00:15:04Z`
-- repo last seen: `2026-04-22T01:14:17Z`
+- repo last seen: `2026-04-24T06:48:39Z`
 - 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 / 2 reviews / 2 review comments**
+- snapshot discussion activity: **2 comments / 3 reviews / 3 review comments**
 - account age: **5247 days**
 - recent public PR activity: **6 PRs** (1 merged / 0 closed-unmerged / 5 open; merged rate **17%**, closed-unmerged rate **0%**, open rate **83%**)
 - public orgs: none visible
@@ -7419,6 +7421,27 @@ Example artifacts:
 Example artifacts:
 - [PR #44590: Fix incorrect docstring for position_ids](https://github.com/huggingface/transformers/pull/44590) — closed
 
+### `pratapyash`
+
+- profile: [github.com/pratapyash](https://github.com/pratapyash)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apratapyash)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apratapyash)
+- repo first seen: `2026-04-24T07:14:52Z`
+- repo last seen: `2026-04-24T07:14:52Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **3227 days**
+- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
+- public orgs: `stimuler`
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45620: Fix TypeError in video_processor_class_from_name when torchvision is not installed](https://github.com/huggingface/transformers/pull/45620) — closed
+
 ### `rain-1`
 
 - profile: [github.com/rain-1](https://github.com/rain-1)

new_contributors.parquet

@@ -1,3 +1,3 @@
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-size 64873
+oid sha256:c9f649526b8ff997c78429f88cda33b0a6c12893b7629c8199ea7e6208de9333
+size 65068

pr-scope-clusters.json

@@ -1,8 +1,8 @@
 {
   "repo": "huggingface/transformers",
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-  "generated_at": "2026-04-24T06:01:20Z",
-  "cluster_count": 40,
+  "snapshot_id": "20260424T120023Z",
+  "generated_at": "2026-04-24T12:02:00Z",
+  "cluster_count": 43,
   "pr_scope_clusters": [
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       "cluster_id": "pr-scope-43636-10",
@@ -48,7 +48,7 @@
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           "left_pr_number": 43663,
           "right_pr_number": 45067,
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+          "similarity": 0.635,
           "content_similarity": 0.478,
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           "breadth_similarity": 1.0,
@@ -80,8 +80,8 @@
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           "right_pr_number": 45067,
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+            ".github/workflows/build-ci-docker-images.yml",
+            ".github/workflows/build-docker-images.yml",
+            ".github/workflows/build-nightly-ci-docker-images.yml",
+            ".github/workflows/build-past-ci-docker-images.yml",
+            ".github/workflows/release-conda.yml"
+          ],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
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+          "right_pr_number": 42976,
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+          "content_similarity": 0.412,
+          "size_similarity": 0.101,
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+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            ".github/workflows/build-ci-docker-images.yml",
+            ".github/workflows/build-docker-images.yml",
+            ".github/workflows/build-nightly-ci-docker-images.yml",
+            ".github/workflows/build-past-ci-docker-images.yml",
+            ".github/workflows/check_failed_tests.yml",
+            ".github/workflows/new_model_pr_merged_notification.yml",
+            ".github/workflows/release-conda.yml"
+          ],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        }
+      ]
+    },
+    {
+      "cluster_id": "pr-scope-45202-3",
+      "pr_numbers": [
+        45202,
+        45294,
+        45438
+      ],
+      "representative_pr_number": 45438,
+      "average_similarity": 0.5,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gemma4/modeling_gemma4.py`, `src/transformers/models/gemma4/modular_gemma4.py`, `docs/source/en/model_doc/gemma4.md`; representative PR #45438.",
+      "shared_filenames": [
+        "src/transformers/models/gemma4/modeling_gemma4.py",
+        "src/transformers/models/gemma4/modular_gemma4.py",
+        "docs/source/en/model_doc/gemma4.md",
+        "tests/models/gemma4/test_modeling_gemma4.py",
+        "src/transformers/models/auto/modeling_auto.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/gemma4",
+        "src/transformers/models",
+        "src/transformers",
+        "src",
+        "docs/source/en/model_doc",
+        "src/transformers/models/auto",
+        "tests/models/gemma4",
+        "docs/source/en"
+      ],
+      "pairwise": [
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+          "right_pr_number": 45438,
+          "similarity": 0.763,
+          "content_similarity": 0.787,
+          "size_similarity": 0.42,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.989,
+          "shared_filenames": [
+            "docs/source/en/model_doc/gemma4.md",
+            "src/transformers/models/auto/modeling_auto.py",
+            "src/transformers/models/gemma4/modeling_gemma4.py",
+            "src/transformers/models/gemma4/modular_gemma4.py",
+            "tests/models/gemma4/test_modeling_gemma4.py"
+          ],
+          "shared_directories": [
+            "docs/source/en/model_doc",
+            "src/transformers/models/auto",
+            "src/transformers/models/gemma4",
+            "docs/source/en",
+            "src/transformers/models",
+            "tests/models/gemma4",
+            "docs/source",
+            "src/transformers",
+            "tests/models",
+            "docs"
+          ]
+        },
+        {
+          "left_pr_number": 45202,
+          "right_pr_number": 45438,
+          "similarity": 0.409,
+          "content_similarity": 0.469,
+          "size_similarity": 0.01,
+          "breadth_similarity": 0.325,
+          "concentration_similarity": 0.92,
+          "shared_filenames": [
+            "src/transformers/models/gemma4/modeling_gemma4.py",
+            "src/transformers/models/gemma4/modular_gemma4.py"
           ],
           "shared_directories": [
-            ".github/workflows",
-            ".github"
+            "src/transformers/models/gemma4",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
           ]
         },
         {
-          "left_pr_number": 42975,
-          "right_pr_number": 42976,
-          "similarity": 0.414,
-          "content_similarity": 0.412,
-          "size_similarity": 0.101,
-          "breadth_similarity": 0.606,
-          "concentration_similarity": 1.0,
+          "left_pr_number": 45202,
+          "right_pr_number": 45294,
+          "similarity": 0.327,
+          "content_similarity": 0.351,
+          "size_similarity": 0.025,
+          "breadth_similarity": 0.325,
+          "concentration_similarity": 0.908,
           "shared_filenames": [
-            ".github/workflows/build-ci-docker-images.yml",
-            ".github/workflows/build-docker-images.yml",
-            ".github/workflows/build-nightly-ci-docker-images.yml",
-            ".github/workflows/build-past-ci-docker-images.yml",
-            ".github/workflows/check_failed_tests.yml",
-            ".github/workflows/new_model_pr_merged_notification.yml",
-            ".github/workflows/release-conda.yml"
+            "src/transformers/models/gemma4/modeling_gemma4.py",
+            "src/transformers/models/gemma4/modular_gemma4.py"
           ],
           "shared_directories": [
-            ".github/workflows",
-            ".github"
+            "src/transformers/models/gemma4",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
           ]
         }
       ]
@@ -1702,7 +1793,7 @@
         44547
       ],
       "representative_pr_number": 43549,
-      "average_similarity": 0.472,
+      "average_similarity": 0.461,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_flash_attention_utils.py`; representative PR #43549.",
       "shared_filenames": [
         "src/transformers/modeling_flash_attention_utils.py"
@@ -1715,8 +1806,8 @@
         {
           "left_pr_number": 41097,
           "right_pr_number": 43549,
-          "similarity": 0.558,
-          "content_similarity": 0.454,
+          "similarity": 0.546,
+          "content_similarity": 0.438,
           "size_similarity": 0.6,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1731,8 +1822,8 @@
         {
           "left_pr_number": 43549,
           "right_pr_number": 44547,
-          "similarity": 0.446,
-          "content_similarity": 0.366,
+          "similarity": 0.435,
+          "content_similarity": 0.35,
           "size_similarity": 0.267,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1747,8 +1838,8 @@
         {
           "left_pr_number": 41097,
           "right_pr_number": 44547,
-          "similarity": 0.413,
-          "content_similarity": 0.342,
+          "similarity": 0.403,
+          "content_similarity": 0.327,
           "size_similarity": 0.16,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1783,8 +1874,8 @@
         {
           "left_pr_number": 45086,
           "right_pr_number": 45317,
-          "similarity": 0.468,
-          "content_similarity": 0.494,
+          "similarity": 0.469,
+          "content_similarity": 0.495,
           "size_similarity": 0.222,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.778,
@@ -1815,8 +1906,8 @@
         {
           "left_pr_number": 44606,
           "right_pr_number": 45317,
-          "similarity": 0.353,
-          "content_similarity": 0.163,
+          "similarity": 0.354,
+          "content_similarity": 0.164,
           "size_similarity": 1.0,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.778,
@@ -1886,7 +1977,7 @@
         {
           "left_pr_number": 44385,
           "right_pr_number": 45524,
-          "similarity": 0.386,
+          "similarity": 0.385,
           "content_similarity": 0.252,
           "size_similarity": 0.615,
           "breadth_similarity": 0.667,
@@ -1902,6 +1993,78 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-41855-3",
+      "pr_numbers": [
+        41855,
+        45378,
+        45628
+      ],
+      "representative_pr_number": 41855,
+      "average_similarity": 0.398,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/tokenization_mistral_common.py`, `tests/test_tokenization_mistral_common.py`; representative PR #41855.",
+      "shared_filenames": [
+        "src/transformers/tokenization_mistral_common.py",
+        "tests/test_tokenization_mistral_common.py"
+      ],
+      "shared_directories": [
+        "src/transformers",
+        "src",
+        "tests"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 41855,
+          "right_pr_number": 45628,
+          "similarity": 0.505,
+          "content_similarity": 0.37,
+          "size_similarity": 0.65,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.985,
+          "shared_filenames": [
+            "src/transformers/tokenization_mistral_common.py",
+            "tests/test_tokenization_mistral_common.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 41855,
+          "right_pr_number": 45378,
+          "similarity": 0.363,
+          "content_similarity": 0.305,
+          "size_similarity": 0.462,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.615,
+          "shared_filenames": [
+            "src/transformers/tokenization_mistral_common.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 45378,
+          "right_pr_number": 45628,
+          "similarity": 0.325,
+          "content_similarity": 0.286,
+          "size_similarity": 0.3,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.6,
+          "shared_filenames": [
+            "src/transformers/tokenization_mistral_common.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-33686-3",
       "pr_numbers": [
@@ -1923,7 +2086,7 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44550,
-          "similarity": 0.405,
+          "similarity": 0.404,
           "content_similarity": 0.149,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
@@ -1940,7 +2103,7 @@
           "left_pr_number": 44407,
           "right_pr_number": 44550,
           "similarity": 0.369,
-          "content_similarity": 0.108,
+          "content_similarity": 0.107,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2200,7 +2363,7 @@
         43775
       ],
       "representative_pr_number": 43543,
-      "average_similarity": 0.819,
+      "average_similarity": 0.82,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/dbrx/modeling_dbrx.py`, `src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py`, `src/transformers/models/jamba/modeling_jamba.py`; representative PR #43543.",
       "shared_filenames": [
         "src/transformers/models/dbrx/modeling_dbrx.py",
@@ -2226,7 +2389,7 @@
         {
           "left_pr_number": 43543,
           "right_pr_number": 43775,
-          "similarity": 0.819,
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           "size_similarity": 0.2,
           "breadth_similarity": 1.0,
@@ -2367,7 +2530,7 @@
         45144
       ],
       "representative_pr_number": 43020,
-      "average_similarity": 0.717,
+      "average_similarity": 0.716,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/mimo_v2_flash/__init__.py`, `src/transformers/models/mimo_v2_flash/configuration_mimo_v2_flash.py`, `src/transformers/models/mimo_v2_flash/convert_mimo_v2_flash_weights_to_hf.py`; representative PR #43020.",
       "shared_filenames": [
         "src/transformers/models/mimo_v2_flash/__init__.py",
@@ -2393,11 +2556,11 @@
         {
           "left_pr_number": 43020,
           "right_pr_number": 45144,
-          "similarity": 0.717,
-          "content_similarity": 0.74,
-          "size_similarity": 0.601,
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+          "size_similarity": 0.604,
           "breadth_similarity": 0.632,
-          "concentration_similarity": 0.901,
+          "concentration_similarity": 0.9,
           "shared_filenames": [
             "src/transformers/models/__init__.py",
             "src/transformers/models/auto/modeling_auto.py",
@@ -2500,7 +2663,7 @@
         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"
@@ -2514,7 +2677,7 @@
         {
           "left_pr_number": 43779,
           "right_pr_number": 43816,
-          "similarity": 0.668,
+          "similarity": 0.667,
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           "size_similarity": 0.25,
           "breadth_similarity": 1.0,
@@ -2662,7 +2825,7 @@
           "left_pr_number": 43532,
           "right_pr_number": 43649,
           "similarity": 0.517,
-          "content_similarity": 0.465,
+          "content_similarity": 0.464,
           "size_similarity": 0.395,
           "breadth_similarity": 0.875,
           "concentration_similarity": 0.893,
@@ -2683,45 +2846,6 @@
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-      "pr_numbers": [
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-        45422
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-      "average_similarity": 0.505,
-      "summary": "2 open PRs share weighted file overlap around `tests/test_processing_common.py`, `src/transformers/processing_utils.py`; representative PR #44543.",
-      "shared_filenames": [
-        "tests/test_processing_common.py",
-        "src/transformers/processing_utils.py"
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-          "shared_filenames": [
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-          "shared_directories": [
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-            "src",
-            "tests"
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     {
       "cluster_id": "pr-scope-45056-2",
       "pr_numbers": [
@@ -2809,37 +2933,49 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-45568-2",
+      "cluster_id": "pr-scope-40755-2",
       "pr_numbers": [
-        45568,
-        45607
+        40755,
+        45233
       ],
-      "representative_pr_number": 45568,
-      "average_similarity": 0.49,
-      "summary": "2 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`; representative PR #45568.",
+      "representative_pr_number": 40755,
+      "average_similarity": 0.488,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/timesfm/modeling_timesfm.py`, `src/transformers/models/timesfm/modular_timesfm.py`, `tests/models/timesfm/test_modeling_timesfm.py`; representative PR #40755.",
       "shared_filenames": [
-        "tests/models/gemma4/test_modeling_gemma4.py"
+        "src/transformers/models/timesfm/modeling_timesfm.py",
+        "src/transformers/models/timesfm/modular_timesfm.py",
+        "tests/models/timesfm/test_modeling_timesfm.py"
       ],
       "shared_directories": [
-        "tests/models/gemma4",
+        "src/transformers/models/timesfm",
+        "tests/models/timesfm",
+        "src/transformers/models",
         "tests/models",
-        "tests"
+        "src/transformers",
+        "tests",
+        "src"
       ],
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-          "content_similarity": 0.508,
-          "size_similarity": 0.304,
-          "breadth_similarity": 0.417,
-          "concentration_similarity": 0.935,
+          "left_pr_number": 40755,
+          "right_pr_number": 45233,
+          "similarity": 0.488,
+          "content_similarity": 0.461,
+          "size_similarity": 0.266,
+          "breadth_similarity": 0.792,
+          "concentration_similarity": 0.928,
           "shared_filenames": [
-            "tests/models/gemma4/test_modeling_gemma4.py"
+            "src/transformers/models/timesfm/modeling_timesfm.py",
+            "src/transformers/models/timesfm/modular_timesfm.py",
+            "tests/models/timesfm/test_modeling_timesfm.py"
           ],
           "shared_directories": [
-            "tests/models/gemma4",
+            "src/transformers/models/timesfm",
+            "src/transformers/models",
+            "tests/models/timesfm",
+            "src/transformers",
             "tests/models",
+            "src",
             "tests"
           ]
         }
@@ -2852,7 +2988,7 @@
         44339
       ],
       "representative_pr_number": 41356,
-      "average_similarity": 0.454,
+      "average_similarity": 0.455,
       "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/deimv2.md`, `src/transformers/models/deimv2/__init__.py`, `src/transformers/models/deimv2/configuration_deimv2.py`; representative PR #41356.",
       "shared_filenames": [
         "docs/source/en/model_doc/deimv2.md",
@@ -2876,7 +3012,7 @@
         {
           "left_pr_number": 41356,
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-          "similarity": 0.454,
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           "size_similarity": 0.081,
           "breadth_similarity": 0.444,
@@ -2996,6 +3132,47 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45591-2",
+      "pr_numbers": [
+        45591,
+        45625
+      ],
+      "representative_pr_number": 45591,
+      "average_similarity": 0.438,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/nemotron_h/modeling_nemotron_h.py`, `src/transformers/models/nemotron_h/modular_nemotron_h.py`; representative PR #45591.",
+      "shared_filenames": [
+        "src/transformers/models/nemotron_h/modeling_nemotron_h.py",
+        "src/transformers/models/nemotron_h/modular_nemotron_h.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/nemotron_h",
+        "src/transformers/models",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45591,
+          "right_pr_number": 45625,
+          "similarity": 0.438,
+          "content_similarity": 0.406,
+          "size_similarity": 0.023,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/models/nemotron_h/modeling_nemotron_h.py",
+            "src/transformers/models/nemotron_h/modular_nemotron_h.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/nemotron_h",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-44228-2",
       "pr_numbers": [
@@ -3038,7 +3215,7 @@
         45274
       ],
       "representative_pr_number": 45184,
-      "average_similarity": 0.427,
+      "average_similarity": 0.429,
       "summary": "2 open PRs share weighted file overlap around `tests/generation/test_continuous_batching.py`, `src/transformers/generation/continuous_batching/continuous_api.py`; representative PR #45184.",
       "shared_filenames": [
         "tests/generation/test_continuous_batching.py",
@@ -3056,8 +3233,8 @@
         {
           "left_pr_number": 45184,
           "right_pr_number": 45274,
-          "similarity": 0.427,
-          "content_similarity": 0.344,
+          "similarity": 0.429,
+          "content_similarity": 0.347,
           "size_similarity": 0.503,
           "breadth_similarity": 0.69,
           "concentration_similarity": 0.826,
@@ -3080,14 +3257,14 @@
       "cluster_id": "pr-scope-42112-2",
       "pr_numbers": [
         42112,
-        45559
+        45413
       ],
       "representative_pr_number": 42112,
-      "average_similarity": 0.424,
-      "summary": "2 open PRs share weighted file overlap around `tests/generation/test_configuration_utils.py`, `src/transformers/generation/configuration_utils.py`; representative PR #42112.",
+      "average_similarity": 0.421,
+      "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": [
-        "tests/generation/test_configuration_utils.py",
-        "src/transformers/generation/configuration_utils.py"
+        "src/transformers/generation/logits_process.py",
+        "tests/generation/test_logits_process.py"
       ],
       "shared_directories": [
         "src/transformers/generation",
@@ -3099,15 +3276,15 @@
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