Refresh transformers dataset snapshot 20260508T120022Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
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+      "heuristic_note": "high open PR share; targets high-star repos",
+      "public_orgs": [],
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+          {
+            "kind": "pull_request",
+            "number": 44570,
+            "title": "Fix missing post_processor in DebertaV2Tokenizer causing no special t\u2026",
+            "url": "https://github.com/huggingface/transformers/pull/44570",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-03-10T13:37:06Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 44543,
+            "title": "Fix assistant_masks for multimodal inputs in apply_chat_template",
+            "url": "https://github.com/huggingface/transformers/pull/44543",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-03-09T10:47:05Z"
+          }
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     {
       "author_login": "vasanthrpjan1-boop",
       "name": "vasanth pandiaraj",
@@ -11857,74 +11790,6 @@
       },
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     },
-    {
-      "author_login": "Anakintano",
-      "name": "ADITYA SAXENA",
-      "profile_url": "https://github.com/Anakintano",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAnakintano",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAnakintano",
-      "repo_first_seen_at": "2026-03-09T07:54:58Z",
-      "repo_last_seen_at": "2026-03-09T13:26:46Z",
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-      "young_account": false,
-      "follow_through_score": "mixed",
-      "breadth_score": "moderate",
-      "automation_risk_signal": "low",
-      "heuristic_note": "\u2014",
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-          {
-            "kind": "pull_request",
-            "number": 44535,
-            "title": "Fix crash in Qwen2_5_VLProcessor when using batched input with padding=False",
-            "url": "https://github.com/huggingface/transformers/pull/44535",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-03-09T07:54:58Z"
-          }
-        ],
-        "issues": [
-          {
-            "kind": "issue",
-            "number": 44545,
-            "title": "Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False",
-            "url": "https://github.com/huggingface/transformers/issues/44545",
-            "state": "closed",
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-            "draft": null,
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-          }
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     {
       "author_login": "andylizf",
       "name": "Zhifei Li",
@@ -13725,12 +13590,12 @@
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
-      "new_to_repo": true,
-      "first_seen_in_snapshot": true,
+      "new_to_repo": false,
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       "known_via_prior_merged_pr": false,
-      "report_reason": "first_seen_in_snapshot",
-      "enrichment_source": "live",
-      "live_refetch_skipped": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
       "account_age_days": 2694,
       "young_account": false,
       "follow_through_score": "weak",
@@ -16299,7 +16164,7 @@
       "snapshot_comment_count": 1,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIMER",
+      "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -16331,8 +16196,8 @@
             "number": 45824,
             "title": "fix: correct typo 'seperate' -> 'separate' in comments across multipl\u2026",
             "url": "https://github.com/huggingface/transformers/pull/45824",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-05-07T11:50:40Z"
           }
@@ -21969,7 +21834,7 @@
       "snapshot_comment_count": 1,
       "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,
@@ -22001,8 +21866,8 @@
             "number": 45804,
             "title": "Fix import error in moe.py by providing explicit schema to custom_op",
             "url": "https://github.com/huggingface/transformers/pull/45804",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-05-06T11:49:41Z"
           }
@@ -24080,7 +23945,7 @@
       "snapshot_comment_count": 0,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
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       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -24112,7 +23977,7 @@
             "number": 45830,
             "title": "fix: raise ValueError when num_beams \u00d7 vocab_size exceeds torch.multinomial limit",
             "url": "https://github.com/huggingface/transformers/pull/45830",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-05-07T16:00:57Z"

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260508T060024Z`
-- Generated: `2026-05-08T06:01:16Z`
+- Snapshot: `20260508T120022Z`
+- Generated: `2026-05-08T12:01:39Z`
 - Activity window: `60d`
-- Contributors: `363`
+- Contributors: `361`
 
 ## Summary
 
@@ -13,7 +13,7 @@
 | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 85 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 77 | 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` | 76 | 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` | 67 | 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` | 71 | 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` | 50 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 44 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 43 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
@@ -32,8 +32,8 @@
 | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 16 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-12-16T08:22:52Z` | 16 | 1 | strong | moderate | low | targets high-star repos |
 | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 15 | 0 | strong | moderate | low | — |
+| `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 15 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 15 | 0 | strong | moderate | low | targets high-star repos |
-| `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 14 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 | `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 |
 | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 13 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `LincolnBurrows2017` | [profile](https://github.com/LincolnBurrows2017) | no | FIRST_TIME_CONTRIBUTOR | 3349d | `2026-03-13T04:48:06Z` | 13 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
@@ -67,16 +67,16 @@
 | `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 |
 | `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 3 | 3 | strong | moderate | low | high recent PR volume |
 | `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 |
-| `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 |
+| `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 3 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `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 |
 | `NielsRogge` | [profile](https://github.com/NielsRogge) | no | MEMBER | 2598d | `2022-02-21T10:02:38Z` | 15 | 3 | mixed | moderate | low | high recent PR volume |
-| `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1466d | `2025-12-24T11:54:53Z` | 10 | 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 |
 | `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 |
 | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 4 | 3 | weak | low | low | targets high-star repos |
 | `xenova` | [profile](https://github.com/xenova) | no | MEMBER | 3317d | `2025-11-18T16:26:23Z` | 3 | 3 | strong | 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 |
 | `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5127d | `2026-01-28T15:04:44Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
 | `w4nderlust` | [profile](https://github.com/w4nderlust) | no | CONTRIBUTOR | 5740d | `2026-04-03T04:55:51Z` | 2 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `Abineshabee` | [profile](https://github.com/Abineshabee) | no | CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 2 | 1 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -122,12 +122,10 @@
 | `philippguevorguian` | [profile](https://github.com/philippguevorguian) | no | NONE | 1996d | `2025-10-10T14:52:07Z` | 2 | 0 | mixed | low | low | — |
 | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | FIRST_TIME_CONTRIBUTOR | 1556d | `2026-03-07T22:12:58Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `r266-tech` | [profile](https://github.com/r266-tech) | no | CONTRIBUTOR | 206d | `2026-03-22T17:28:57Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 2 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `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 |
 | `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 |
-| `umbilnm` | [profile](https://github.com/umbilnm) | no | CONTRIBUTOR | 1637d | `2026-03-08T19:38:32Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `UsamaKenway` | [profile](https://github.com/UsamaKenway) | no | CONTRIBUTOR | 2385d | `2026-04-07T18:39:33Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `voodoovampire` | [profile](https://github.com/voodoovampire) | no | FIRST_TIME_CONTRIBUTOR | 512d | `2026-04-25T19:30:01Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `wilnn` | [profile](https://github.com/wilnn) | no | CONTRIBUTOR | 1758d | `2026-03-10T22:37:36Z` | 2 | 0 | strong | low | low | targets high-star repos |
@@ -149,6 +147,7 @@
 | `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 |
 | `tyler-romero` | [profile](https://github.com/tyler-romero) | no | CONTRIBUTOR | 3479d | `2026-02-10T18:34:03Z` | 2 | 0 | mixed | high | low | broad repo spread |
+| `umbilnm` | [profile](https://github.com/umbilnm) | no | CONTRIBUTOR | 1637d | `2026-03-08T19:38:32Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `vasanthrpjan1-boop` | [profile](https://github.com/vasanthrpjan1-boop) | no | CONTRIBUTOR | 254d | `2026-02-08T14:25:35Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; 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 |
 | `nurpax` | [profile](https://github.com/nurpax) | no | CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 1 | 3 | weak | low | low | high open PR share; targets high-star repos |
@@ -161,7 +160,6 @@
 | `ouroborosscr` | [profile](https://github.com/ouroborosscr) | no | FIRST_TIMER | 1967d | `2026-03-21T15:38:54Z` | 1 | 2 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `softguy777` | [profile](https://github.com/softguy777) | no | FIRST_TIMER | 955d | `2026-04-28T08:23:48Z` | 1 | 2 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `ambroiseodt` | [profile](https://github.com/ambroiseodt) | no | CONTRIBUTOR | 2181d | `2026-04-14T13:45:51Z` | 1 | 1 | strong | low | low | targets high-star repos |
-| `Anakintano` | [profile](https://github.com/Anakintano) | no | FIRST_TIME_CONTRIBUTOR | 1146d | `2026-03-09T07:54:58Z` | 1 | 1 | mixed | moderate | low | — |
 | `andylizf` | [profile](https://github.com/andylizf) | no | FIRST_TIME_CONTRIBUTOR | 3277d | `2026-03-24T04:53:11Z` | 1 | 1 | strong | moderate | low | targets high-star repos |
 | `AnkitAhlawat7742` | [profile](https://github.com/AnkitAhlawat7742) | no | CONTRIBUTOR | 432d | `2026-04-27T13:28:53Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `BSchilperoort` | [profile](https://github.com/BSchilperoort) | no | NONE | 4010d | `2026-03-18T11:08:09Z` | 1 | 1 | strong | low | low | — |
@@ -188,7 +186,7 @@
 | `masoudpz` | [profile](https://github.com/masoudpz) | no | FIRST_TIME_CONTRIBUTOR | 4678d | `2026-04-02T00:31:07Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `michalrzak` | [profile](https://github.com/michalrzak) | no | FIRST_TIME_CONTRIBUTOR | 2142d | `2026-03-11T16:42:30Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `ntenenz` | [profile](https://github.com/ntenenz) | no | CONTRIBUTOR | 4267d | `2026-03-13T20:09:58Z` | 1 | 1 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `nunq` | [profile](https://github.com/nunq) | yes | FIRST_TIME_CONTRIBUTOR | 2694d | `2026-05-08T00:29:00Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `nunq` | [profile](https://github.com/nunq) | no | FIRST_TIME_CONTRIBUTOR | 2694d | `2026-05-08T00:29:00Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `qflen` | [profile](https://github.com/qflen) | no | FIRST_TIME_CONTRIBUTOR | 479d | `2026-04-25T02:09:42Z` | 1 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `rabbierabbie` | [profile](https://github.com/rabbierabbie) | no | NONE | 778d | `2026-03-10T14:40:08Z` | 1 | 1 | mixed | moderate | low | — |
 | `Regata3010` | [profile](https://github.com/Regata3010) | no | CONTRIBUTOR | 1431d | `2026-04-08T04:07:37Z` | 1 | 1 | strong | low | low | no visible non-self stars; targets high-star repos |
@@ -231,7 +229,7 @@
 | `bensons` | [profile](https://github.com/bensons) | no | FIRST_TIME_CONTRIBUTOR | 5188d | `2026-03-17T04:59:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `black-yt` | [profile](https://github.com/black-yt) | no | NONE | 1826d | `2026-03-10T01:52:18Z` | 1 | 0 | weak | low | low | — |
 | `butterwecksolutions` | [profile](https://github.com/butterwecksolutions) | no | NONE | 4479d | `2026-05-03T23:41:12Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
-| `Caromisc` | [profile](https://github.com/Caromisc) | no | FIRST_TIMER | 2207d | `2026-05-07T11:04:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `Caromisc` | [profile](https://github.com/Caromisc) | no | CONTRIBUTOR | 2207d | `2026-05-07T11:04:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `chandan11248` | [profile](https://github.com/chandan11248) | no | FIRST_TIME_CONTRIBUTOR | 728d | `2026-03-15T15:23:33Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `cloudyun888` | [profile](https://github.com/cloudyun888) | no | NONE | 45d | `2026-04-15T13:18:36Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
 | `code-runner77` | [profile](https://github.com/code-runner77) | no | FIRST_TIMER | 194d | `2026-03-29T17:28:59Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -330,7 +328,7 @@
 | `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 |
 | `RobTand` | [profile](https://github.com/RobTand) | no | NONE | 3405d | `2026-05-02T19:12:41Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
 | `roycho96` | [profile](https://github.com/roycho96) | no | FIRST_TIME_CONTRIBUTOR | 2160d | `2026-03-20T15:08:32Z` | 1 | 0 | mixed | moderate | low | high open PR share |
-| `rraghavkaushik` | [profile](https://github.com/rraghavkaushik) | no | FIRST_TIME_CONTRIBUTOR | 1057d | `2026-05-06T10:53:47Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `rraghavkaushik` | [profile](https://github.com/rraghavkaushik) | no | CONTRIBUTOR | 1057d | `2026-05-06T10:53:47Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `rsmed31` | [profile](https://github.com/rsmed31) | no | NONE | 1321d | `2026-03-14T23:57:14Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `ruben-aghayan` | [profile](https://github.com/ruben-aghayan) | no | FIRST_TIME_CONTRIBUTOR | 3216d | `2026-04-13T03:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ruixiang63` | [profile](https://github.com/ruixiang63) | no | CONTRIBUTOR | 3277d | `2026-04-27T21:19:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -367,7 +365,7 @@
 | `yacinemebarki` | [profile](https://github.com/yacinemebarki) | no | CONTRIBUTOR | 482d | `2026-03-30T21:18:47Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Yanis01682` | [profile](https://github.com/Yanis01682) | no | NONE | 606d | `2026-04-14T01:47:54Z` | 1 | 0 | strong | low | low | — |
 | `yileld` | [profile](https://github.com/yileld) | no | FIRST_TIME_CONTRIBUTOR | 3958d | `2026-04-30T02:17:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `YousefZahran1` | [profile](https://github.com/YousefZahran1) | no | FIRST_TIME_CONTRIBUTOR | 870d | `2026-05-07T16:00:57Z` | 1 | 0 | weak | moderate | low | high open PR share |
+| `YousefZahran1` | [profile](https://github.com/YousefZahran1) | no | NONE | 870d | `2026-05-07T16:00:57Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `zendy199x` | [profile](https://github.com/zendy199x) | no | NONE | 2543d | `2026-03-29T15:50:04Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
 | `zeoses` | [profile](https://github.com/zeoses) | no | CONTRIBUTOR | 3843d | `2026-04-27T20:58:17Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `zFlux` | [profile](https://github.com/zFlux) | no | FIRST_TIME_CONTRIBUTOR | 4241d | `2026-04-12T03:38:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -453,12 +451,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
 - repo first seen: `2024-09-26T09:23:39Z`
-- repo last seen: `2026-05-07T20:04:35Z`
+- repo last seen: `2026-05-08T11:35:35Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **76**
 - snapshot authored PRs/issues: **76 PRs / 0 issues**
-- snapshot discussion activity: **518 comments / 768 reviews / 1802 review comments**
+- snapshot discussion activity: **521 comments / 769 reviews / 1802 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`
@@ -476,12 +474,12 @@ 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: `2026-05-08T03:40:46Z`
+- repo last seen: `2026-05-08T09:42:51Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **71**
-- snapshot authored PRs/issues: **67 PRs / 4 issues**
-- snapshot discussion activity: **59 comments / 55 reviews / 54 review comments**
+- repo primary artifacts: **75**
+- snapshot authored PRs/issues: **71 PRs / 4 issues**
+- snapshot discussion activity: **61 comments / 56 reviews / 55 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
@@ -489,9 +487,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #45836: fix(minicpmv4_6): skip invalid failing tests](https://github.com/huggingface/transformers/pull/45836) — open
-- [PR #45817: Fix model parallel bugs for Gemma4](https://github.com/huggingface/transformers/pull/45817) — open
-- [PR #45678: Fix shared config mutation issue in flash_attn_from_config](https://github.com/huggingface/transformers/pull/45678) — closed, merged
+- [PR #45845: fix(rf_detr): fix failing tests](https://github.com/huggingface/transformers/pull/45845) — open
+- [PR #45844: fix(granite4_vision): auto-fix failing tests](https://github.com/huggingface/transformers/pull/45844) — open
+- [PR #45843: fix model parallel issues for deimv2](https://github.com/huggingface/transformers/pull/45843) — open
 - [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
@@ -576,12 +574,12 @@ 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: `2026-05-07T20:12:22Z`
+- repo last seen: `2026-05-08T11:40:26Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **44**
 - snapshot authored PRs/issues: **43 PRs / 1 issues**
-- snapshot discussion activity: **516 comments / 888 reviews / 3816 review comments**
+- snapshot discussion activity: **516 comments / 889 reviews / 3835 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
@@ -600,12 +598,12 @@ 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: `2026-05-07T15:29:12Z`
+- repo last seen: `2026-05-08T11:32:13Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **39**
 - snapshot authored PRs/issues: **39 PRs / 0 issues**
-- snapshot discussion activity: **596 comments / 216 reviews / 121 review comments**
+- snapshot discussion activity: **600 comments / 218 reviews / 121 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`
@@ -934,6 +932,29 @@ Example artifacts:
 - [PR #45602: [AMD CI] Fix expectations for Gemma3n](https://github.com/huggingface/transformers/pull/45602) — closed, merged
 - [PR #45533: Fix AMD CI: rebuild torchvision with libjpeg + refresh expectations](https://github.com/huggingface/transformers/pull/45533) — closed, merged
 
+### `kashif`
+
+- profile: [github.com/kashif](https://github.com/kashif)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akashif)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akashif)
+- repo first seen: `2025-09-08T13:05:54Z`
+- repo last seen: `2026-05-08T11:56:08Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **15**
+- snapshot authored PRs/issues: **15 PRs / 0 issues**
+- snapshot discussion activity: **32 comments / 32 reviews / 29 review comments**
+- account age: **6569 days**
+- recent public PR activity: **32 PRs** (20 merged / 1 closed-unmerged / 11 open; merged rate **62%**, closed-unmerged rate **3%**, open rate **34%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
+- heuristic read: **high recent PR volume; broad repo spread; targets high-star repos**
+
+Example artifacts:
+- [PR #45846: [Cache] Add Cache.snapshot() / Cache.restore(snapshot) for tentative-forward rollback](https://github.com/huggingface/transformers/pull/45846) — open
+- [PR #45513: [Qwen3.5] Fix GDN linear attention multi-token cached forward](https://github.com/huggingface/transformers/pull/45513) — open
+- [PR #45490: Add ctsm model](https://github.com/huggingface/transformers/pull/45490) — open
+
 ### `michaelbenayoun`
 
 - profile: [github.com/michaelbenayoun](https://github.com/michaelbenayoun)
@@ -957,29 +978,6 @@ Example artifacts:
 - [PR #45363: n-to-1 kernel fusion via `KernelConfig`](https://github.com/huggingface/transformers/pull/45363) — open, draft
 - [PR #45155: Load adapter with TP](https://github.com/huggingface/transformers/pull/45155) — closed, merged
 
-### `kashif`
-
-- profile: [github.com/kashif](https://github.com/kashif)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akashif)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akashif)
-- repo first seen: `2025-09-08T13:05:54Z`
-- repo last seen: `2026-04-27T09:09:53Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **14**
-- snapshot authored PRs/issues: **14 PRs / 0 issues**
-- snapshot discussion activity: **32 comments / 32 reviews / 29 review comments**
-- account age: **6569 days**
-- recent public PR activity: **32 PRs** (20 merged / 1 closed-unmerged / 11 open; merged rate **62%**, closed-unmerged rate **3%**, open rate **34%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
-- heuristic read: **high recent PR volume; broad repo spread; targets high-star repos**
-
-Example artifacts:
-- [PR #45513: [Qwen3.5] Fix GDN linear attention multi-token cached forward](https://github.com/huggingface/transformers/pull/45513) — open
-- [PR #45490: Add ctsm model](https://github.com/huggingface/transformers/pull/45490) — open
-- [PR #44925: [Doc]  MoE routing capture and replay recipe ](https://github.com/huggingface/transformers/pull/44925) — closed, merged
-
 ### `Sai-Suraj-27`
 
 - profile: [github.com/Sai-Suraj-27](https://github.com/Sai-Suraj-27)
@@ -1754,29 +1752,6 @@ 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
 
-### `kmswin1`
-
-- profile: [github.com/kmswin1](https://github.com/kmswin1)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akmswin1)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akmswin1)
-- repo first seen: `2026-03-09T09:03:10Z`
-- repo last seen: `2026-04-14T07:23:05Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **3380 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 #45426: Feature/add axk1](https://github.com/huggingface/transformers/pull/45426) — closed
-- [PR #45334: Feature/add axk1](https://github.com/huggingface/transformers/pull/45334) — closed
-- [PR #44539: Add A.X K1](https://github.com/huggingface/transformers/pull/44539) — closed
-
 ### `Lidang-Jiang`
 
 - profile: [github.com/Lidang-Jiang](https://github.com/Lidang-Jiang)
@@ -1800,6 +1775,29 @@ Example artifacts:
 - [PR #45043: [Bugfix] Use sys.modules.get() to avoid KeyError in modeling_utils](https://github.com/huggingface/transformers/pull/45043) — closed
 - [PR #45039: [Bugfix] Propagate interpolate_pos_encoding through Pixio model](https://github.com/huggingface/transformers/pull/45039) — closed
 
+### `rigen1048`
+
+- profile: [github.com/rigen1048](https://github.com/rigen1048)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arigen1048)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arigen1048)
+- repo first seen: `2026-04-28T15:23:48Z`
+- repo last seen: `2026-05-08T06:12:12Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **9 comments / 0 reviews / 0 review comments**
+- account age: **92 days**
+- recent public PR activity: **5 PRs** (0 merged / 3 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **60%**, open rate **40%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
+- heuristic read: **young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45840: fix: ModuleNotFoundError caused by distributed race condition in ci/cd](https://github.com/huggingface/transformers/pull/45840) — open
+- [PR #45787: fix: ModuleNotFoundError caused by distributed race condition in ci/cd test](https://github.com/huggingface/transformers/pull/45787) — closed
+- [PR #45687: fix: Added Mps support in float fallback backends list ](https://github.com/huggingface/transformers/pull/45687) — closed, merged
+
 ### `saivedant169`
 
 - profile: [github.com/saivedant169](https://github.com/saivedant169)
@@ -1872,29 +1870,6 @@ Example artifacts:
 - [Issue #30525: Support align_corners=True in image_transforms module](https://github.com/huggingface/transformers/issues/30525) — closed
 - [Issue #21110: Add support for BLIP and GIT in image-to-text and VQA pipelines](https://github.com/huggingface/transformers/issues/21110) — closed
 
-### `YangKai0616`
-
-- profile: [github.com/YangKai0616](https://github.com/YangKai0616)
-- 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: `2026-03-11T08:14:11Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **10**
-- snapshot authored PRs/issues: **10 PRs / 0 issues**
-- snapshot discussion activity: **9 comments / 23 reviews / 23 review comments**
-- account age: **1466 days**
-- recent public PR activity: **15 PRs** (7 merged / 3 closed-unmerged / 5 open; merged rate **47%**, closed-unmerged rate **20%**, open rate **33%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #44540: Fix UnboundLocalError for tp_plan_alt when tp_plan is empty](https://github.com/huggingface/transformers/pull/44540) — closed, merged
-- [PR #44536: Supplement skip logic for XPU in the CPU-only tp tests](https://github.com/huggingface/transformers/pull/44536) — closed, merged
-- [PR #43905: XPU now supports backward for the FA2 fixed path](https://github.com/huggingface/transformers/pull/43905) — closed, merged
-
 ### `albertvillanova`
 
 - profile: [github.com/albertvillanova](https://github.com/albertvillanova)
@@ -1996,6 +1971,29 @@ Example artifacts:
 - [Issue #44496: ValueError: Unrecognized model in allenai/Olmo-Hybrid-Instruct-SFT-7B. Should have a `model_type` key in its config.json.](https://github.com/huggingface/transformers/issues/44496) — closed
 - [Issue #43452: gguf_file breaks for AutoTokenizer.from_pretrained and AutoModelForCausalLM.from_pretrained](https://github.com/huggingface/transformers/issues/43452) — closed
 
+### `kmswin1`
+
+- profile: [github.com/kmswin1](https://github.com/kmswin1)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akmswin1)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akmswin1)
+- repo first seen: `2026-03-09T09:03:10Z`
+- repo last seen: `2026-04-14T07:23:05Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **3380 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 #45426: Feature/add axk1](https://github.com/huggingface/transformers/pull/45426) — closed
+- [PR #45334: Feature/add axk1](https://github.com/huggingface/transformers/pull/45334) — closed
+- [PR #44539: Add A.X K1](https://github.com/huggingface/transformers/pull/44539) — closed
+
 ### `vkuzo`
 
 - profile: [github.com/vkuzo](https://github.com/vkuzo)
@@ -2049,12 +2047,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbineshabee)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbineshabee)
 - repo first seen: `2026-04-13T08:59:27Z`
-- repo last seen: `2026-05-07T12:11:28Z`
+- repo last seen: `2026-05-08T11:57:56Z`
 - 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 / 0 reviews / 0 review comments**
+- snapshot discussion activity: **10 comments / 0 reviews / 0 review comments**
 - account age: **1453 days**
 - recent public PR activity: **7 PRs** (3 merged / 3 closed-unmerged / 1 open; merged rate **43%**, closed-unmerged rate **43%**, open rate **14%**)
 - public orgs: none visible
@@ -2062,9 +2060,9 @@ Example artifacts:
 - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
-- [PR #45808: [Fuyu] Remove FuyuBatchFeature subclass, use BatchFeature with skip_tensor_conversion](https://github.com/huggingface/transformers/pull/45808) — open
+- [PR #45808: 🚨 [Fuyu] Remove FuyuBatchFeature subclass, use BatchFeature with skip_tensor_conversion](https://github.com/huggingface/transformers/pull/45808) — closed, merged
 - [PR #45601: fix: compute auxiliary losses when denoising is disabled in D-FINE](https://github.com/huggingface/transformers/pull/45601) — closed, merged
-- [Issue #45803: [Bug] Bare `except:` in FuyuBatchFeature.convert_to_tensors() swallows KeyboardInterrupt and hides real errors](https://github.com/huggingface/transformers/issues/45803) — open
+- [Issue #45803: [Bug] Bare `except:` in FuyuBatchFeature.convert_to_tensors() swallows KeyboardInterrupt and hides real errors](https://github.com/huggingface/transformers/issues/45803) — closed
 
 ### `ionut-anghelina`
 
@@ -2954,12 +2952,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3APrachi-kushwaha)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APrachi-kushwaha)
 - repo first seen: `2026-03-07T22:12:58Z`
-- repo last seen: `2026-05-08T02:43:09Z`
+- repo last seen: `2026-05-08T08:07:03Z`
 - 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: **2 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
 - account age: **1556 days**
 - recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -2992,28 +2990,6 @@ Example artifacts:
 - [PR #44932: Fix: Pass scheduler_specific_kwargs to inverse_sqrt scheduler](https://github.com/huggingface/transformers/pull/44932) — closed
 - [PR #44931: fix(camembert): add tie_word_embeddings=True to CamembertConfig](https://github.com/huggingface/transformers/pull/44931) — closed, merged
 
-### `rigen1048`
-
-- profile: [github.com/rigen1048](https://github.com/rigen1048)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arigen1048)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arigen1048)
-- repo first seen: `2026-04-28T15:23:48Z`
-- repo last seen: `2026-05-06T18:40:16Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **9 comments / 0 reviews / 0 review comments**
-- account age: **92 days**
-- recent public PR activity: **5 PRs** (0 merged / 3 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **60%**, open rate **40%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
-- heuristic read: **young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45787: fix: ModuleNotFoundError caused by distributed race condition in ci/cd test](https://github.com/huggingface/transformers/pull/45787) — closed
-- [PR #45687: fix: Added Mps support in float fallback backends list ](https://github.com/huggingface/transformers/pull/45687) — closed, merged
-
 ### `saiganesh47`
 
 - profile: [github.com/saiganesh47](https://github.com/saiganesh47)
@@ -3102,28 +3078,6 @@ Example artifacts:
 - [PR #45369: fix(generation): handle CUDA multinomial limit in beam search sampling](https://github.com/huggingface/transformers/pull/45369) — closed
 - [PR #45368: fix(serving): resolve rust tokenizer from ProcessorMixin in streaming generation](https://github.com/huggingface/transformers/pull/45368) — closed, merged
 
-### `umbilnm`
-
-- profile: [github.com/umbilnm](https://github.com/umbilnm)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aumbilnm)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aumbilnm)
-- repo first seen: `2026-03-08T19:38:32Z`
-- repo last seen: `2026-03-23T17:49:43Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
-- account age: **1637 days**
-- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #44570: Fix missing post_processor in DebertaV2Tokenizer causing no special t…](https://github.com/huggingface/transformers/pull/44570) — closed, merged
-- [PR #44543: Fix assistant_masks for multimodal inputs in apply_chat_template](https://github.com/huggingface/transformers/pull/44543) — open
-
 ### `UsamaKenway`
 
 - profile: [github.com/UsamaKenway](https://github.com/UsamaKenway)
@@ -3598,6 +3552,28 @@ Example artifacts:
 - [PR #44836: Add cu_seqlens support to OlmoHybridGatedDeltaNet for packed sequences](https://github.com/huggingface/transformers/pull/44836) — open, draft
 - [PR #44416: [tiny] Add olmo_hybrid to tokenizer auto-mapping](https://github.com/huggingface/transformers/pull/44416) — closed, merged
 
+### `umbilnm`
+
+- profile: [github.com/umbilnm](https://github.com/umbilnm)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aumbilnm)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aumbilnm)
+- repo first seen: `2026-03-08T19:38:32Z`
+- repo last seen: `2026-03-23T17:49:43Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
+- account age: **1637 days**
+- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #44570: Fix missing post_processor in DebertaV2Tokenizer causing no special t…](https://github.com/huggingface/transformers/pull/44570) — closed, merged
+- [PR #44543: Fix assistant_masks for multimodal inputs in apply_chat_template](https://github.com/huggingface/transformers/pull/44543) — open
+
 ### `vasanthrpjan1-boop`
 
 - profile: [github.com/vasanthrpjan1-boop](https://github.com/vasanthrpjan1-boop)
@@ -3872,28 +3848,6 @@ Example artifacts:
 - [PR #45430: [Doc] Correct checkpoint path in Dinov2 model_docs ](https://github.com/huggingface/transformers/pull/45430) — closed, merged
 - [Issue #45431: Wrong checkpoint path in Dinov2 model_docs](https://github.com/huggingface/transformers/issues/45431) — closed
 
-### `Anakintano`
-
-- profile: [github.com/Anakintano](https://github.com/Anakintano)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAnakintano)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAnakintano)
-- repo first seen: `2026-03-09T07:54:58Z`
-- repo last seen: `2026-03-09T13:26:46Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **1146 days**
-- recent public PR activity: **9 PRs** (5 merged / 2 closed-unmerged / 2 open; merged rate **56%**, closed-unmerged rate **22%**, open rate **22%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #44535: Fix crash in Qwen2_5_VLProcessor when using batched input with padding=False](https://github.com/huggingface/transformers/pull/44535) — open
-- [Issue #44545: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False](https://github.com/huggingface/transformers/issues/44545) — closed
-
 ### `andylizf`
 
 - profile: [github.com/andylizf](https://github.com/andylizf)
@@ -4473,7 +4427,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anunq)
 - repo first seen: `2026-05-08T00:29:00Z`
 - repo last seen: `2026-05-08T00:40:59Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
@@ -5387,7 +5341,7 @@ Example artifacts:
 - repo first seen: `2026-05-07T11:04:43Z`
 - repo last seen: `2026-05-07T11:50:40Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIMER**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
@@ -5398,7 +5352,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #45824: fix: correct typo 'seperate' -> 'separate' in comments across multipl…](https://github.com/huggingface/transformers/pull/45824) — open
+- [PR #45824: fix: correct typo 'seperate' -> 'separate' in comments across multipl…](https://github.com/huggingface/transformers/pull/45824) — closed, merged
 
 ### `chandan11248`
 
@@ -7467,7 +7421,7 @@ Example artifacts:
 - repo first seen: `2026-05-06T10:53:47Z`
 - repo last seen: `2026-05-06T11:49:41Z`
 - 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: **1 comments / 0 reviews / 0 review comments**
@@ -7478,7 +7432,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #45804: Fix import error in moe.py by providing explicit schema to custom_op](https://github.com/huggingface/transformers/pull/45804) — open
+- [PR #45804: Fix import error in moe.py by providing explicit schema to custom_op](https://github.com/huggingface/transformers/pull/45804) — closed, merged
 
 ### `rsmed31`
 
@@ -8244,7 +8198,7 @@ Example artifacts:
 - repo first seen: `2026-05-07T16:00:57Z`
 - repo last seen: `2026-05-07T16:00:57Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -8255,7 +8209,7 @@ Example artifacts:
 - heuristic read: **high open PR share**
 
 Example artifacts:
-- [PR #45830: fix: raise ValueError when num_beams × vocab_size exceeds torch.multinomial limit](https://github.com/huggingface/transformers/pull/45830) — open
+- [PR #45830: fix: raise ValueError when num_beams × vocab_size exceeds torch.multinomial limit](https://github.com/huggingface/transformers/pull/45830) — closed
 
 ### `zendy199x`
 

new_contributors.parquet

@@ -1,3 +1,3 @@
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@@ -1,11 +1,11 @@
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-  "cluster_count": 50,
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-      "average_similarity": 0.417,
-      "summary": "11 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
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@@ -655,11 +574,11 @@
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@@ -671,11 +590,11 @@
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@@ -798,38 +685,6 @@
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@@ -1215,7 +1054,7 @@
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@@ -1275,14 +1114,14 @@
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+      "average_similarity": 0.414,
+      "summary": "5 open PRs share weighted file overlap around `src/transformers/models/glm_image/modeling_glm_image.py`, `src/transformers/models/glm_image/modular_glm_image.py`, `src/transformers/models/glm4v/modeling_glm4v.py`; representative PR #45396.",
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         "src/transformers/models/glm_ocr/modeling_glm_ocr.py",
+        "src/transformers/models/paddleocr_vl/modeling_paddleocr_vl.py",
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         "src/transformers/models/qwen2_5_vl/modeling_qwen2_5_vl.py",
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         "src/transformers/models/glm4v",
-        "src/transformers/models/qwen2_5_omni",
+        "src/transformers/models/paddleocr_vl",
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-        "src/transformers/models/qwen2_5_vl",
-        "src/transformers/models/qwen2_vl"
+        "src/transformers/models/qwen2_5_omni",
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       "summary": "4 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43836.",
       "shared_filenames": [
         "src/transformers/cli/serve.py"
@@ -2042,8 +1881,8 @@
         {
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@@ -2256,7 +1971,7 @@
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@@ -2271,7 +1986,7 @@
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@@ -2336,7 +2051,7 @@
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@@ -2643,7 +2358,7 @@
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@@ -2711,7 +2426,7 @@
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           "breadth_similarity": 0.659,
           "concentration_similarity": 1.0,
@@ -2751,6 +2466,78 @@
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+    {
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+      "pr_numbers": [
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+        39683,
+        44872
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+      "representative_pr_number": 34667,
+      "average_similarity": 0.47,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #34667.",
+      "shared_filenames": [
+        "src/transformers/generation/utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers/generation",
+        "src/transformers",
+        "src"
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+            "src/transformers",
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+            "src/transformers",
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+        {
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+          "shared_filenames": [
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+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
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@@ -2827,7 +2614,7 @@
         45833
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-      "average_similarity": 0.449,
+      "average_similarity": 0.45,
       "summary": "3 open PRs share weighted file overlap around `docs/source/en/model_doc/qwen3_5.md`, `src/transformers/models/qwen3_5/modular_qwen3_5.py`, `src/transformers/models/qwen3_5/modeling_qwen3_5.py`; representative PR #45833.",
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@@ -2850,8 +2637,8 @@
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-      "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/moe.py`; representative PR #43833.",
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+      "average_similarity": 0.537,
+      "summary": "2 open PRs share weighted file overlap around `conftest.py`; representative PR #45777.",
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       "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.",
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       "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.",
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+      "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
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