Refresh transformers dataset snapshot 20260529T120035Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260529T060141Z`
+- latest snapshot: `20260529T120035Z`
 - raw data only; no labels or moderation decisions
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       "repo_association": "FIRST_TIME_CONTRIBUTOR",
-      "new_to_repo": true,
-      "first_seen_in_snapshot": true,
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
       "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": 461,
       "young_account": false,
       "follow_through_score": "mixed",
@@ -16102,7 +15860,7 @@
           {
             "kind": "pull_request",
             "number": 46277,
-            "title": "Fix float16 overflow in Gemma4 vision pooler",
+            "title": "\ud83d\udea8 Fix float16 overflow in Gemma4 vision pooler",
             "url": "https://github.com/huggingface/transformers/pull/46277",
             "state": "open",
             "merged": false,
@@ -16528,7 +16286,7 @@
       "snapshot_comment_count": 2,
       "snapshot_review_count": 10,
       "snapshot_review_comment_count": 10,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -16560,8 +16318,8 @@
             "number": 46205,
             "title": "Guard DeviceMesh import in continuous batching",
             "url": "https://github.com/huggingface/transformers/pull/46205",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-05-26T00:41:01Z"
           }
@@ -17263,14 +17021,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Afilipinescu",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Afilipinescu",
       "repo_first_seen_at": "2026-05-22T20:20:49Z",
-      "repo_last_seen_at": "2026-05-23T16:50:55Z",
+      "repo_last_seen_at": "2026-05-29T06:12:46Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 2,
+      "repo_artifact_count": 5,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
       "snapshot_comment_count": 1,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
+      "snapshot_review_count": 2,
+      "snapshot_review_comment_count": 1,
       "repo_association": "FIRST_TIMER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -22070,7 +21828,7 @@
       "snapshot_comment_count": 4,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "repo_association": "NONE",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -22102,7 +21860,7 @@
             "number": 46253,
             "title": "Optimize Parakeet feature extraction on GPU",
             "url": "https://github.com/huggingface/transformers/pull/46253",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-05-28T09:00:16Z"

new-contributors-report.md

@@ -1,19 +1,19 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260529T060141Z`
-- Generated: `2026-05-29T06:02:56Z`
+- Snapshot: `20260529T120035Z`
+- Generated: `2026-05-29T12:02:42Z`
 - Activity window: `60d`
-- Contributors: `350`
+- Contributors: `347`
 
 ## Summary
 
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 102 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
-| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 91 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
-| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 85 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 92 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
+| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 86 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 83 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
-| `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 79 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 81 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 59 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 52 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 47 | 2 | mixed | low | low | targets high-star repos |
@@ -40,6 +40,7 @@
 | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 9 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 9 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 8 | 2 | strong | moderate | low | targets high-star repos |
+| `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 8 | 1 | weak | moderate | low | high open PR share |
 | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 8 | 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` | 8 | 0 | mixed | moderate | low | targets high-star repos |
 | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
@@ -49,10 +50,10 @@
 | `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | 5413d | `2025-03-12T07:35:51Z` | 6 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `XciD` | [profile](https://github.com/XciD) | no | MEMBER | 4481d | `2026-05-14T05:53:53Z` | 6 | 0 | mixed | high | low | extremely high recent PR volume; broad repo spread |
 | `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 5 | 5 | strong | moderate | low | high recent PR volume |
-| `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 5 | 1 | weak | moderate | low | high open PR share |
 | `CharlieKerfoot` | [profile](https://github.com/CharlieKerfoot) | no | CONTRIBUTOR | 1583d | `2026-05-03T18:22:43Z` | 5 | 0 | weak | moderate | low | high recent PR volume; targets high-star repos |
 | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 4 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
+| `Dev-X25874` | [profile](https://github.com/Dev-X25874) | no | FIRST_TIME_CONTRIBUTOR | 4d | `2026-05-13T10:45:04Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
 | `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4939d | `2026-04-15T08:26:45Z` | 4 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
 | `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 |
@@ -61,7 +62,6 @@
 | `Abineshabee` | [profile](https://github.com/Abineshabee) | no | CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 3 | 2 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Chao1Han` | [profile](https://github.com/Chao1Han) | no | FIRST_TIME_CONTRIBUTOR | 1422d | `2026-05-14T09:13:18Z` | 3 | 0 | mixed | moderate | low | high open PR share |
 | `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 |
-| `Dev-X25874` | [profile](https://github.com/Dev-X25874) | no | FIRST_TIME_CONTRIBUTOR | 4d | `2026-05-13T10:45:04Z` | 3 | 0 | weak | moderate | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 3 | 0 | strong | low | low | — |
 | `irfaan101` | [profile](https://github.com/irfaan101) | no | CONTRIBUTOR | 613d | `2026-05-16T11:43:33Z` | 3 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | FIRST_TIME_CONTRIBUTOR | 1556d | `2026-03-07T22:12:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -82,7 +82,6 @@
 | `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5127d | `2026-01-28T15:04:44Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
 | `nurpax` | [profile](https://github.com/nurpax) | no | CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 2 | 3 | weak | low | low | high open PR share; targets high-star repos |
 | `w4nderlust` | [profile](https://github.com/w4nderlust) | no | CONTRIBUTOR | 5740d | `2026-04-03T04:55:51Z` | 2 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
-| `ionut-anghelina` | [profile](https://github.com/ionut-anghelina) | no | FIRST_TIME_CONTRIBUTOR | 556d | `2026-03-30T08:23:07Z` | 2 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `J3r3myPerera` | [profile](https://github.com/J3r3myPerera) | no | CONTRIBUTOR | 1323d | `2026-05-20T14:37:39Z` | 2 | 1 | mixed | moderate | low | no visible non-self stars |
 | `Milan-Bhimani` | [profile](https://github.com/Milan-Bhimani) | no | FIRST_TIME_CONTRIBUTOR | 823d | `2026-04-30T06:10:00Z` | 2 | 1 | mixed | low | low | many recent closed-unmerged PRs |
 | `pcuenca` | [profile](https://github.com/pcuenca) | no | MEMBER | 5316d | `2024-04-23T13:23:10Z` | 2 | 1 | mixed | high | low | high recent PR volume; broad repo spread |
@@ -134,8 +133,6 @@
 | `tengomucho` | [profile](https://github.com/tengomucho) | no | MEMBER | 4442d | `2026-04-29T09:26:52Z` | 2 | 0 | mixed | low | low | — |
 | `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 |
-| `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3697d | `2025-08-10T08:43:09Z` | 25 | 0 | mixed | moderate | low | extremely high recent PR volume |
-| `NielsRogge` | [profile](https://github.com/NielsRogge) | no | MEMBER | 2598d | `2022-02-21T10:02:38Z` | 15 | 3 | mixed | moderate | low | high recent PR volume |
 | `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2888d | `2025-12-12T17:57:18Z` | 15 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 10 | 0 | mixed | low | low | high open PR share |
 | `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 596d | `2025-06-12T08:51:40Z` | 7 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -151,6 +148,7 @@
 | `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4226d | `2025-11-26T16:41:09Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `oliverholworthy` | [profile](https://github.com/oliverholworthy) | no | CONTRIBUTOR | 5290d | `2026-01-26T21:42:45Z` | 2 | 2 | weak | moderate | low | high open PR share |
 | `bzantium` | [profile](https://github.com/bzantium) | no | CONTRIBUTOR | 3641d | `2025-09-24T07:07:47Z` | 2 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
+| `ionut-anghelina` | [profile](https://github.com/ionut-anghelina) | no | FIRST_TIME_CONTRIBUTOR | 556d | `2026-03-30T08:23:07Z` | 2 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `burtenshaw` | [profile](https://github.com/burtenshaw) | no | MEMBER | 3611d | `2026-03-03T11:35:13Z` | 2 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `excepshenal` | [profile](https://github.com/excepshenal) | no | FIRST_TIME_CONTRIBUTOR | 2481d | `2026-02-21T00:06:16Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `jackcook` | [profile](https://github.com/jackcook) | no | CONTRIBUTOR | 4658d | `2026-02-13T05:15:44Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -220,12 +218,11 @@
 | `avarga1` | [profile](https://github.com/avarga1) | no | NONE | 2176d | `2026-04-07T02:22:26Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
 | `avasis-ai` | [profile](https://github.com/avasis-ai) | no | CONTRIBUTOR | 30d | `2026-04-18T21:48:22Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share |
 | `avihu111` | [profile](https://github.com/avihu111) | no | CONTRIBUTOR | 2928d | `2026-04-29T11:45:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `aws-zhanxun` | [profile](https://github.com/aws-zhanxun) | no | CONTRIBUTOR | 1730d | `2026-03-30T07:06:19Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `balgaly` | [profile](https://github.com/balgaly) | no | NONE | 3775d | `2026-04-05T15:38:58Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs |
 | `Beichen-Ma` | [profile](https://github.com/Beichen-Ma) | no | FIRST_TIME_CONTRIBUTOR | 1684d | `2026-04-20T23:21:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `belamaran96-coder` | [profile](https://github.com/belamaran96-coder) | no | NONE | 288d | `2026-05-03T16:53:02Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `blipbyte` | [profile](https://github.com/blipbyte) | no | FIRST_TIME_CONTRIBUTOR | 2606d | `2026-05-20T19:46:05Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
-| `Bluear7878` | [profile](https://github.com/Bluear7878) | yes | FIRST_TIME_CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 1 | 0 | mixed | low | low | — |
+| `Bluear7878` | [profile](https://github.com/Bluear7878) | no | FIRST_TIME_CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 1 | 0 | mixed | low | low | — |
 | `blut-agent` | [profile](https://github.com/blut-agent) | no | FIRST_TIME_CONTRIBUTOR | 23d | `2026-05-16T06:31:21Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
 | `butterwecksolutions` | [profile](https://github.com/butterwecksolutions) | no | NONE | 4479d | `2026-05-03T23:41:12Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `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 |
@@ -233,7 +230,7 @@
 | `cloudyun888` | [profile](https://github.com/cloudyun888) | no | NONE | 45d | `2026-04-15T13:18:36Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
 | `damodharg6` | [profile](https://github.com/damodharg6) | no | FIRST_TIME_CONTRIBUTOR | 407d | `2026-05-15T03:01:55Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Danish08654` | [profile](https://github.com/Danish08654) | no | NONE | 561d | `2026-05-28T09:15:36Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `danyalahmed1995` | [profile](https://github.com/danyalahmed1995) | no | FIRST_TIME_CONTRIBUTOR | 2355d | `2026-05-26T00:41:01Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `danyalahmed1995` | [profile](https://github.com/danyalahmed1995) | no | CONTRIBUTOR | 2355d | `2026-05-26T00:41:01Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `DavidSolanas` | [profile](https://github.com/DavidSolanas) | no | FIRST_TIME_CONTRIBUTOR | 2757d | `2026-04-15T08:44:00Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `ddreeselogs` | [profile](https://github.com/ddreeselogs) | no | FIRST_TIMER | 42d | `2026-04-20T23:59:40Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `devteamaegis` | [profile](https://github.com/devteamaegis) | no | FIRST_TIME_CONTRIBUTOR | 43d | `2026-05-28T21:52:17Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
@@ -330,7 +327,7 @@
 | `SeaL773` | [profile](https://github.com/SeaL773) | no | FIRST_TIME_CONTRIBUTOR | 3075d | `2026-05-04T06:26:53Z` | 1 | 0 | mixed | moderate | low | — |
 | `sebastianvlad1` | [profile](https://github.com/sebastianvlad1) | no | CONTRIBUTOR | 3207d | `2026-04-30T16:48:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `shadeMe` | [profile](https://github.com/shadeMe) | no | CONTRIBUTOR | 5922d | `2026-05-20T09:24:48Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `Shanmuk4622` | [profile](https://github.com/Shanmuk4622) | no | FIRST_TIME_CONTRIBUTOR | 948d | `2026-05-28T06:31:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `Shanmuk4622` | [profile](https://github.com/Shanmuk4622) | no | NONE | 948d | `2026-05-28T06:31:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Shashank-Tripathi-07` | [profile](https://github.com/Shashank-Tripathi-07) | no | NONE | 644d | `2026-05-20T15:18:30Z` | 1 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `shhKnight30` | [profile](https://github.com/shhKnight30) | no | CONTRIBUTOR | 931d | `2026-04-04T10:29:57Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `Shikhar-S` | [profile](https://github.com/Shikhar-S) | no | FIRST_TIME_CONTRIBUTOR | 3763d | `2026-04-10T04:26:05Z` | 1 | 0 | weak | low | low | high open PR share |
@@ -381,7 +378,7 @@
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #46229: Add proper MTP support](https://github.com/huggingface/transformers/pull/46229) — open
+- [PR #46229: [generate] Add proper MTP support](https://github.com/huggingface/transformers/pull/46229) — open
 - [PR #46197: Fix loading with only 1 device or distributed config](https://github.com/huggingface/transformers/pull/46197) — closed, merged
 - [PR #46193: Update release tool](https://github.com/huggingface/transformers/pull/46193) — closed, merged
 
@@ -391,12 +388,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
 - repo first seen: `2026-01-21T16:52:29Z`
-- repo last seen: `2026-05-29T05:09:57Z`
+- repo last seen: `2026-05-29T08:31:48Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **97**
-- snapshot authored PRs/issues: **91 PRs / 6 issues**
-- snapshot discussion activity: **177 comments / 202 reviews / 189 review comments**
+- repo primary artifacts: **98**
+- snapshot authored PRs/issues: **92 PRs / 6 issues**
+- snapshot discussion activity: **178 comments / 209 reviews / 195 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`
@@ -404,9 +401,9 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
 
 Example artifacts:
-- [PR #46260: chore(linter): add TRF017 modeling rule](https://github.com/huggingface/transformers/pull/46260) — open
+- [PR #46278: qa: fix ty caching and align CI with local run](https://github.com/huggingface/transformers/pull/46278) — closed, merged
+- [PR #46260: chore(linter): respect TRF017 modeling rule](https://github.com/huggingface/transformers/pull/46260) — closed, merged
 - [PR #46259: chore(linter): add TRF018 modeling rule](https://github.com/huggingface/transformers/pull/46259) — open
-- [PR #46023: chore(linter): fix for rule 16](https://github.com/huggingface/transformers/pull/46023) — open
 - [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — closed
 - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — closed
 - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
@@ -417,12 +414,12 @@ 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: `2026-05-29T01:58:52Z`
+- repo last seen: `2026-05-29T08:10:31Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **89**
-- snapshot authored PRs/issues: **85 PRs / 4 issues**
-- snapshot discussion activity: **75 comments / 82 reviews / 81 review comments**
+- repo primary artifacts: **90**
+- snapshot authored PRs/issues: **86 PRs / 4 issues**
+- snapshot discussion activity: **76 comments / 84 reviews / 83 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
@@ -430,9 +427,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46280: fix series of bugs for model parallel beam search](https://github.com/huggingface/transformers/pull/46280) — open
 - [PR #46275: add XPU Expectations for florence2 and lfm2_vl model test](https://github.com/huggingface/transformers/pull/46275) — closed, merged
 - [PR #46262: fix: convert to fp32 first when doing image resize](https://github.com/huggingface/transformers/pull/46262) — open
-- [PR #46230: Model parallel fix](https://github.com/huggingface/transformers/pull/46230) — closed, merged
 - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
 - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
 - [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
@@ -443,12 +440,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
 - repo first seen: `2025-03-31T13:54:54Z`
-- repo last seen: `2026-05-29T03:04:25Z`
+- repo last seen: `2026-05-29T07:53:53Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **83**
 - snapshot authored PRs/issues: **83 PRs / 0 issues**
-- snapshot discussion activity: **120 comments / 211 reviews / 148 review comments**
+- snapshot discussion activity: **121 comments / 215 reviews / 151 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
@@ -466,12 +463,12 @@ 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: `2026-05-28T16:04:31Z`
+- repo last seen: `2026-05-29T09:28:53Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **79**
-- snapshot authored PRs/issues: **79 PRs / 0 issues**
-- snapshot discussion activity: **559 comments / 855 reviews / 1908 review comments**
+- repo primary artifacts: **81**
+- snapshot authored PRs/issues: **81 PRs / 0 issues**
+- snapshot discussion activity: **563 comments / 863 reviews / 1925 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`
@@ -479,9 +476,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #46258: Processor compatibility with vLLM ](https://github.com/huggingface/transformers/pull/46258) — open
-- [PR #46092: Clean up new models after release](https://github.com/huggingface/transformers/pull/46092) — open
-- [PR #46046: Add the other processors to auto-mappings](https://github.com/huggingface/transformers/pull/46046) — open
+- [PR #46284: Delete docstring if same as in auto-doc](https://github.com/huggingface/transformers/pull/46284) — open
+- [PR #46283: [docs] fix auto-add release dates](https://github.com/huggingface/transformers/pull/46283) — open
+- [PR #46258: Processor compatibility with vLLM ](https://github.com/huggingface/transformers/pull/46258) — closed, merged
 
 ### `ArthurZucker`
 
@@ -540,12 +537,12 @@ 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: `2026-05-28T16:38:20Z`
+- repo last seen: `2026-05-29T11:32:39Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **49**
 - snapshot authored PRs/issues: **47 PRs / 2 issues**
-- snapshot discussion activity: **597 comments / 1063 reviews / 4384 review comments**
+- snapshot discussion activity: **599 comments / 1065 reviews / 4388 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
@@ -565,12 +562,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc)
 - repo first seen: `2024-09-02T13:41:47Z`
-- repo last seen: `2026-05-28T16:35:00Z`
+- repo last seen: `2026-05-29T11:59:59Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **47**
 - snapshot authored PRs/issues: **45 PRs / 2 issues**
-- snapshot discussion activity: **185 comments / 306 reviews / 436 review comments**
+- snapshot discussion activity: **185 comments / 308 reviews / 436 review comments**
 - account age: **2360 days**
 - recent public PR activity: **35 PRs** (28 merged / 3 closed-unmerged / 4 open; merged rate **80%**, closed-unmerged rate **9%**, open rate **11%**)
 - public orgs: `huggingface`
@@ -590,12 +587,12 @@ 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: `2026-05-28T14:50:10Z`
+- repo last seen: `2026-05-29T11:55:45Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **45**
 - snapshot authored PRs/issues: **45 PRs / 0 issues**
-- snapshot discussion activity: **706 comments / 244 reviews / 135 review comments**
+- snapshot discussion activity: **707 comments / 245 reviews / 135 review comments**
 - account age: **3961 days**
 - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
 - public orgs: `huggingface`
@@ -663,12 +660,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
 - repo first seen: `2026-01-13T09:15:18Z`
-- repo last seen: `2026-05-29T05:35:13Z`
+- repo last seen: `2026-05-29T07:15:52Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **32**
 - snapshot authored PRs/issues: **32 PRs / 0 issues**
-- snapshot discussion activity: **51 comments / 148 reviews / 158 review comments**
+- snapshot discussion activity: **51 comments / 149 reviews / 159 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
@@ -955,12 +952,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYangKai0616)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYangKai0616)
 - repo first seen: `2025-12-24T11:54:53Z`
-- repo last seen: `2026-05-29T03:31:23Z`
+- repo last seen: `2026-05-29T08:42:15Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **17**
 - snapshot authored PRs/issues: **17 PRs / 0 issues**
-- snapshot discussion activity: **15 comments / 52 reviews / 52 review comments**
+- snapshot discussion activity: **16 comments / 52 reviews / 52 review comments**
 - account age: **1497 days**
 - recent public PR activity: **17 PRs** (8 merged / 3 closed-unmerged / 6 open; merged rate **47%**, closed-unmerged rate **18%**, open rate **35%**)
 - public orgs: none visible
@@ -1112,6 +1109,30 @@ Example artifacts:
 - [Issue #45440: Native `DeepseekV3MoE` diverges from the remote DeepSeekV3 implementation](https://github.com/huggingface/transformers/issues/45440) — closed
 - [Issue #45141: [refactor] gpt-oss `eager_attention_forward` for modularity (Ex: models with dual eager attn: sink/no sink)](https://github.com/huggingface/transformers/issues/45141) — closed
 
+### `LinZiyuu`
+
+- profile: [github.com/LinZiyuu](https://github.com/LinZiyuu)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALinZiyuu)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALinZiyuu)
+- repo first seen: `2026-05-13T14:52:41Z`
+- repo last seen: `2026-05-29T08:11:32Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **9**
+- snapshot authored PRs/issues: **8 PRs / 1 issues**
+- snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
+- account age: **1483 days**
+- recent public PR activity: **9 PRs** (1 merged / 1 closed-unmerged / 7 open; merged rate **11%**, closed-unmerged rate **11%**, open rate **78%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share**
+
+Example artifacts:
+- [PR #46282: Fix path traversal via the font config field in Ernie 4.5 VL MoE video processor](https://github.com/huggingface/transformers/pull/46282) — closed
+- [PR #46281: Fix path traversal in sharded-checkpoint loader via the index weight_map](https://github.com/huggingface/transformers/pull/46281) — closed
+- [PR #46279: Fix path traversal via vocab-file arguments in tokenizer_config.json](https://github.com/huggingface/transformers/pull/46279) — closed
+- [Issue #45998: Security Vulnerability](https://github.com/huggingface/transformers/issues/45998) — closed
+
 ### `jashshah999`
 
 - profile: [github.com/jashshah999](https://github.com/jashshah999)
@@ -1187,12 +1208,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACharly21r)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACharly21r)
 - repo first seen: `2026-03-13T09:00:25Z`
-- repo last seen: `2026-05-25T07:45:00Z`
+- repo last seen: `2026-05-29T07:01:20Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **7 PRs / 1 issues**
-- snapshot discussion activity: **15 comments / 9 reviews / 9 review comments**
+- snapshot discussion activity: **16 comments / 9 reviews / 9 review comments**
 - account age: **359 days**
 - recent public PR activity: **6 PRs** (1 merged / 2 closed-unmerged / 3 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**)
 - public orgs: none visible
@@ -1323,30 +1344,6 @@ Example artifacts:
 - [Issue #45859: `Qwen3_5MoeTextRotaryEmbedding.forward` is not compatible with CPU offload](https://github.com/huggingface/transformers/issues/45859) — closed
 - [Issue #45759: `AutoModelForCausalLM.from_config` does not unwrap `text_config` for composite Qwen 3.5 and 3.6 multimodal configs](https://github.com/huggingface/transformers/issues/45759) — closed
 
-### `LinZiyuu`
-
-- profile: [github.com/LinZiyuu](https://github.com/LinZiyuu)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALinZiyuu)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALinZiyuu)
-- repo first seen: `2026-05-13T14:52:41Z`
-- repo last seen: `2026-05-28T18:15:10Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **6**
-- snapshot authored PRs/issues: **5 PRs / 1 issues**
-- snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
-- account age: **1483 days**
-- recent public PR activity: **9 PRs** (1 merged / 1 closed-unmerged / 7 open; merged rate **11%**, closed-unmerged rate **11%**, open rate **78%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share**
-
-Example artifacts:
-- [PR #46270: Fix path traversal when loading OneFormer image processor metadata](https://github.com/huggingface/transformers/pull/46270) — open
-- [PR #46237: Fix path traversal when saving Bark voice preset embeddings](https://github.com/huggingface/transformers/pull/46237) — open
-- [PR #46208: Fix ReDoS in CodeGenTokenizer.truncate via caller-controlled regex](https://github.com/huggingface/transformers/pull/46208) — closed
-- [Issue #45998: Security Vulnerability](https://github.com/huggingface/transformers/issues/45998) — closed
-
 ### `CharlieKerfoot`
 
 - profile: [github.com/CharlieKerfoot](https://github.com/CharlieKerfoot)
@@ -1417,6 +1414,29 @@ Example artifacts:
 - [PR #45442: Update workflow references to new commit hash](https://github.com/huggingface/transformers/pull/45442) — closed, merged
 - [Issue #45182: 🔒 Track: Pin GitHub Actions to commit SHAs](https://github.com/huggingface/transformers/issues/45182) — closed
 
+### `Dev-X25874`
+
+- profile: [github.com/Dev-X25874](https://github.com/Dev-X25874)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADev-X25874)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADev-X25874)
+- repo first seen: `2026-05-13T10:45:04Z`
+- repo last seen: `2026-05-29T10:55:28Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
+- account age: **4 days**
+- recent public PR activity: **14 PRs** (1 merged / 5 closed-unmerged / 8 open; merged rate **7%**, closed-unmerged rate **36%**, open rate **57%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
+- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #46286: cache_utils: fix `StaticLayer.get_seq_length()` returning `Tensor` instead of `int`](https://github.com/huggingface/transformers/pull/46286) — open
+- [PR #46009: hf_argparser: fix TypeError when resolving Optional of generic type](https://github.com/huggingface/transformers/pull/46009) — closed
+- [PR #45952: hf_argparser: fix parse_yaml_file missing utf-8 encoding and wrong docstring](https://github.com/huggingface/transformers/pull/45952) — closed
+
 ### `Jah-yee`
 
 - profile: [github.com/Jah-yee](https://github.com/Jah-yee)
@@ -1603,41 +1623,18 @@ 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
 
-### `Dev-X25874`
-
-- profile: [github.com/Dev-X25874](https://github.com/Dev-X25874)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADev-X25874)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADev-X25874)
-- repo first seen: `2026-05-13T10:45:04Z`
-- repo last seen: `2026-05-17T05:21:00Z`
-- 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: **4 comments / 0 reviews / 0 review comments**
-- account age: **4 days**
-- recent public PR activity: **14 PRs** (1 merged / 5 closed-unmerged / 8 open; merged rate **7%**, closed-unmerged rate **36%**, open rate **57%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
-- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #46009: hf_argparser: fix TypeError when resolving Optional of generic type](https://github.com/huggingface/transformers/pull/46009) — closed
-- [PR #45952: hf_argparser: fix parse_yaml_file missing utf-8 encoding and wrong docstring](https://github.com/huggingface/transformers/pull/45952) — closed
-- [PR #45940: cache_utils: fix StaticSlidingWindowLayer.get_mask_sizes returning sliding_window size before cache is full](https://github.com/huggingface/transformers/pull/45940) — closed
-
 ### `guarin`
 
 - profile: [github.com/guarin](https://github.com/guarin)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
 - repo first seen: `2026-05-12T18:20:58Z`
-- repo last seen: `2026-05-28T17:07:47Z`
+- repo last seen: `2026-05-29T10:46:00Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **8 comments / 52 reviews / 55 review comments**
+- snapshot discussion activity: **8 comments / 55 reviews / 68 review comments**
 - account age: **2794 days**
 - recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
 - public orgs: `huggingface`
@@ -1724,12 +1721,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arigen1048)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arigen1048)
 - repo first seen: `2026-04-28T15:23:48Z`
-- repo last seen: `2026-05-29T03:04:33Z`
+- repo last seen: `2026-05-29T08:33:23Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **14 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **15 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
@@ -1796,12 +1793,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALysandreJik)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALysandreJik)
 - repo first seen: `2021-08-30T15:40:15Z`
-- repo last seen: `2026-05-19T05:38:19Z`
+- repo last seen: `2026-05-29T08:39:55Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **6 PRs / 2 issues**
-- snapshot discussion activity: **15 comments / 32 reviews / 51 review comments**
+- snapshot discussion activity: **17 comments / 32 reviews / 51 review comments**
 - account age: **3177 days**
 - recent public PR activity: **7 PRs** (5 merged / 1 closed-unmerged / 1 open; merged rate **71%**, closed-unmerged rate **14%**, open rate **14%**)
 - public orgs: `conda-forge`, `huggingface`, `ProjectBlackFalcon`, `PyTorch-Community-Voices`, `PyTorch-GitHub-Badge-Ecosystem-Day`, `Hugging-Face-Supporter`, `Hugging-Face-Helping-Hand`
@@ -2102,41 +2099,18 @@ Example artifacts:
 - [Issue #45206: Gemma4: PLE (Per-Layer Embeddings) implementation is underdocumented and config is misleading](https://github.com/huggingface/transformers/issues/45206) — closed
 - [Issue #45205: Gemma4: chat_template missing from tokenizer_config.json, requires manual loading from separate file](https://github.com/huggingface/transformers/issues/45205) — open
 
-### `ionut-anghelina`
-
-- profile: [github.com/ionut-anghelina](https://github.com/ionut-anghelina)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aionut-anghelina)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aionut-anghelina)
-- repo first seen: `2026-03-30T08:23:07Z`
-- repo last seen: `2026-04-09T14:48:55Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **556 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: none visible
-- 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 #45346: Fix Double Application of Softmax for Router Logits in MoE models](https://github.com/huggingface/transformers/pull/45346) — open
-- [PR #45111: Fix double softmax in MoE router load-balancing loss](https://github.com/huggingface/transformers/pull/45111) — closed
-- [Issue #45120: Double softmax in MoE router load-balancing loss (mixtral, qwen2_moe, qwen3_vl_moe families)](https://github.com/huggingface/transformers/issues/45120) — closed
-
 ### `J3r3myPerera`
 
 - profile: [github.com/J3r3myPerera](https://github.com/J3r3myPerera)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJ3r3myPerera)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJ3r3myPerera)
 - repo first seen: `2026-05-20T14:37:39Z`
-- repo last seen: `2026-05-28T10:30:42Z`
+- repo last seen: `2026-05-29T09:19:02Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **7 comments / 3 reviews / 2 review comments**
+- snapshot discussion activity: **9 comments / 3 reviews / 2 review comments**
 - account age: **1323 days**
 - recent public PR activity: **19 PRs** (15 merged / 2 closed-unmerged / 2 open; merged rate **79%**, closed-unmerged rate **11%**, open rate **11%**)
 - public orgs: none visible
@@ -2223,12 +2197,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAce3Z)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAce3Z)
 - repo first seen: `2026-05-24T21:47:03Z`
-- repo last seen: `2026-05-28T12:18:19Z`
+- repo last seen: `2026-05-29T09:16:14Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
 - account age: **2598 days**
 - recent public PR activity: **9 PRs** (0 merged / 0 closed-unmerged / 9 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -2853,7 +2827,7 @@ Example artifacts:
 - heuristic read: **no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46274: Fix StopIteration crash in ProcessorMixin.get_text_with_replacements for unmatched multimodal tokens](https://github.com/huggingface/transformers/pull/46274) — open
+- [PR #46274: Fix StopIteration crash in ProcessorMixin.get_text_with_replacements for unmatched multimodal tokens](https://github.com/huggingface/transformers/pull/46274) — closed
 - [PR #45257: [Gemma4] Fix chat template and stop tokens for OpenAI tool calling compatibility](https://github.com/huggingface/transformers/pull/45257) — closed, draft
 
 ### `Mamiglia`
@@ -3252,55 +3226,6 @@ Example artifacts:
 - [PR #45737: Add regression test for MusicgenMelody audio conditioning (GH #45647)](https://github.com/huggingface/transformers/pull/45737) — open
 - [PR #45648: Fix SDPA inference tolerances for MPS backend](https://github.com/huggingface/transformers/pull/45648) — closed
 
-### `cyyever`
-
-- profile: [github.com/cyyever](https://github.com/cyyever)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acyyever)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acyyever)
-- repo first seen: `2025-08-10T08:43:09Z`
-- repo last seen: `2026-03-31T14:41:18Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **25**
-- snapshot authored PRs/issues: **25 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 8 reviews / 8 review comments**
-- account age: **3697 days**
-- recent public PR activity: **202 PRs** (138 merged / 42 closed-unmerged / 22 open; merged rate **68%**, closed-unmerged rate **21%**, open rate **11%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **extremely high recent PR volume**
-
-Example artifacts:
-- [PR #45113: Add GDS support for safetensors loading ](https://github.com/huggingface/transformers/pull/45113) — open
-- [PR #44123: Avoid device sync in training loss accumulation](https://github.com/huggingface/transformers/pull/44123) — open
-- [PR #44069: Use torch.isfinite](https://github.com/huggingface/transformers/pull/44069) — closed, merged
-
-### `NielsRogge`
-
-- profile: [github.com/NielsRogge](https://github.com/NielsRogge)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ANielsRogge)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ANielsRogge)
-- repo first seen: `2022-02-21T10:02:38Z`
-- repo last seen: `2026-04-21T07:02:42Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **18**
-- snapshot authored PRs/issues: **15 PRs / 3 issues**
-- snapshot discussion activity: **20 comments / 35 reviews / 34 review comments**
-- account age: **2598 days**
-- recent public PR activity: **95 PRs** (67 merged / 19 closed-unmerged / 9 open; merged rate **71%**, closed-unmerged rate **20%**, open rate **9%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume**
-
-Example artifacts:
-- [PR #45110: Add SAM 3.1](https://github.com/huggingface/transformers/pull/45110) — open
-- [PR #45082: [VidEoMT] Update conversion script](https://github.com/huggingface/transformers/pull/45082) — open
-- [PR #44441: [LW-DETR] Fix training](https://github.com/huggingface/transformers/pull/44441) — closed, merged
-- [Issue #41211: Add DEIMv2](https://github.com/huggingface/transformers/issues/41211) — open
-- [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
-
 ### `omkar-334`
 
 - profile: [github.com/omkar-334](https://github.com/omkar-334)
@@ -3376,12 +3301,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
 - repo first seen: `2024-06-13T14:13:17Z`
-- repo last seen: `2026-05-28T16:28:27Z`
+- repo last seen: `2026-05-29T10:05:12Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **6 PRs / 1 issues**
-- snapshot discussion activity: **28 comments / 154 reviews / 502 review comments**
+- snapshot discussion activity: **30 comments / 155 reviews / 512 review comments**
 - account age: **2914 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -3653,6 +3578,29 @@ Example artifacts:
 - [PR #41116: Add MiniCPM3](https://github.com/huggingface/transformers/pull/41116) — open
 - [Issue #41115: Add Model Architecture for MiniCPM3](https://github.com/huggingface/transformers/issues/41115) — open
 
+### `ionut-anghelina`
+
+- profile: [github.com/ionut-anghelina](https://github.com/ionut-anghelina)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aionut-anghelina)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aionut-anghelina)
+- repo first seen: `2026-03-30T08:23:07Z`
+- repo last seen: `2026-04-09T14:48:55Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **2 PRs / 1 issues**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- account age: **556 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: none visible
+- 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 #45346: Fix Double Application of Softmax for Router Logits in MoE models](https://github.com/huggingface/transformers/pull/45346) — open
+- [PR #45111: Fix double softmax in MoE router load-balancing loss](https://github.com/huggingface/transformers/pull/45111) — closed
+- [Issue #45120: Double softmax in MoE router load-balancing loss (mixtral, qwen2_moe, qwen3_vl_moe families)](https://github.com/huggingface/transformers/issues/45120) — closed
+
 ### `burtenshaw`
 
 - profile: [github.com/burtenshaw](https://github.com/burtenshaw)
@@ -5148,27 +5096,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46031: Support Granite Speech NAR (NLE)](https://github.com/huggingface/transformers/pull/46031) — open
 
-### `aws-zhanxun`
-
-- profile: [github.com/aws-zhanxun](https://github.com/aws-zhanxun)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aaws-zhanxun)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aaws-zhanxun)
-- repo first seen: `2026-03-30T07:06:19Z`
-- repo last seen: `2026-03-30T07:06:19Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1730 days**
-- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #45109: Fix T5Attention shape mismatch under Tensor Parallelism](https://github.com/huggingface/transformers/pull/45109) — closed, merged
-
 ### `balgaly`
 
 - profile: [github.com/balgaly](https://github.com/balgaly)
@@ -5259,12 +5186,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABluear7878)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABluear7878)
 - repo first seen: `2026-05-29T04:39:19Z`
-- repo last seen: `2026-05-29T05:10:15Z`
-- first seen in snapshot: **yes**
+- repo last seen: `2026-05-29T08:34:30Z`
+- 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: **1 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **2 comments / 1 reviews / 1 review comments**
 - account age: **461 days**
 - recent public PR activity: **6 PRs** (4 merged / 0 closed-unmerged / 2 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
 - public orgs: none visible
@@ -5272,7 +5199,7 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #46277: Fix float16 overflow in Gemma4 vision pooler](https://github.com/huggingface/transformers/pull/46277) — open
+- [PR #46277: 🚨 Fix float16 overflow in Gemma4 vision pooler](https://github.com/huggingface/transformers/pull/46277) — open
 
 ### `blut-agent`
 
@@ -5429,7 +5356,7 @@ Example artifacts:
 - repo first seen: `2026-05-26T00:41:01Z`
 - repo last seen: `2026-05-29T04:02:49Z`
 - 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: **2 comments / 10 reviews / 10 review comments**
@@ -5440,7 +5367,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46205: Guard DeviceMesh import in continuous batching](https://github.com/huggingface/transformers/pull/46205) — open
+- [PR #46205: Guard DeviceMesh import in continuous batching](https://github.com/huggingface/transformers/pull/46205) — closed, merged
 
 ### `DavidSolanas`
 
@@ -5701,12 +5628,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Afilipinescu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Afilipinescu)
 - repo first seen: `2026-05-22T20:20:49Z`
-- repo last seen: `2026-05-23T16:50:55Z`
+- repo last seen: `2026-05-29T06:12:46Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIMER**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **1 comments / 2 reviews / 1 review comments**
 - account age: **953 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -7467,7 +7394,7 @@ Example artifacts:
 - repo first seen: `2026-05-28T06:31:56Z`
 - repo last seen: `2026-05-28T13:22:43Z`
 - 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: **4 comments / 0 reviews / 0 review comments**
@@ -7478,7 +7405,7 @@ Example artifacts:
 - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
-- [PR #46253: Optimize Parakeet feature extraction on GPU](https://github.com/huggingface/transformers/pull/46253) — open
+- [PR #46253: Optimize Parakeet feature extraction on GPU](https://github.com/huggingface/transformers/pull/46253) — closed
 
 ### `Shashank-Tripathi-07`
 

new_contributors.parquet

@@ -1,3 +1,3 @@
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+oid sha256:f5a5dfe8cfa84616ca52cc9401236683c43b777ac7f505b4ca2c0b6f2bbdc0f3
+size 61895

pr-scope-clusters.json

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 {
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-  "cluster_count": 60,
+  "snapshot_id": "20260529T120035Z",
+  "generated_at": "2026-05-29T12:02:40Z",
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   "pr_scope_clusters": [
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       "cluster_id": "pr-scope-43636-10",
@@ -97,7 +97,7 @@
           "left_pr_number": 43663,
           "right_pr_number": 44123,
           "similarity": 0.503,
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+          "content_similarity": 0.407,
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@@ -257,7 +257,7 @@
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@@ -385,7 +385,7 @@
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           "similarity": 0.402,
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@@ -433,7 +433,7 @@
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           "concentration_similarity": 1.0,
@@ -480,8 +480,8 @@
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           "right_pr_number": 45273,
-          "similarity": 0.388,
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           "right_pr_number": 45055,
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@@ -577,7 +577,7 @@
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           "right_pr_number": 45273,
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-      "cluster_id": "pr-scope-45294-5",
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+        45627,
+        46161
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+      "summary": "6 open PRs share weighted file overlap around `src/transformers/processing_utils.py`, `tests/test_processing_common.py`, `tests/models/auto/test_processor_auto.py`; representative PR #45627.",
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-        "docs/source/en/model_doc/gemma4.md",
-        "src/transformers/models/auto/modeling_auto.py"
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+        "tests/test_processing_common.py",
+        "tests/models/auto/test_processor_auto.py"
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-        "src/transformers/models",
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-        "tests/models/gemma4",
-        "tests/models",
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-            "src/transformers/models/gemma4/modeling_gemma4.py",
-            "src/transformers/models/gemma4/modular_gemma4.py",
-            "tests/models/gemma4/test_modeling_gemma4.py"
+            "src/transformers/processing_utils.py",
+            "tests/models/auto/test_processor_auto.py"
           ],
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         {
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-          "similarity": 0.485,
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@@ -1307,8 +1605,8 @@
         {
           "left_pr_number": 42975,
           "right_pr_number": 42976,
-          "similarity": 0.411,
-          "content_similarity": 0.408,
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@@ -1581,137 +1879,6 @@
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-        44543,
-        45422,
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-      "summary": "4 open PRs share weighted file overlap around `tests/test_processing_common.py`, `src/transformers/processing_utils.py`; representative PR #41606.",
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         45985
       ],
       "representative_pr_number": 45985,
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+      "average_similarity": 0.513,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
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@@ -1837,129 +2004,124 @@
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-      "summary": "4 open PRs share weighted file overlap around `tests/models/vit/test_modeling_vit.py`; representative PR #46114.",
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+      "average_similarity": 0.438,
+      "summary": "4 open PRs share weighted file overlap around `src/transformers/cache_utils.py`, `tests/utils/test_cache_utils.py`; representative PR #44893.",
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@@ -2002,8 +2164,8 @@
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@@ -2190,7 +2352,7 @@
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@@ -2214,7 +2376,7 @@
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+      "average_similarity": 0.361,
       "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
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       "shared_directories": [
@@ -2227,8 +2389,8 @@
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@@ -2243,7 +2405,7 @@
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@@ -2258,8 +2420,8 @@
         {
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@@ -2273,8 +2435,8 @@
         {
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@@ -2286,10 +2448,10 @@
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@@ -2301,10 +2463,10 @@
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         {
-          "left_pr_number": 33686,
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-          "content_similarity": 0.079,
+          "left_pr_number": 44407,
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@@ -2397,90 +2559,6 @@
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@@ -2655,7 +2733,7 @@
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@@ -2669,37 +2747,115 @@
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@@ -3189,6 +3177,138 @@
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@@ -3261,81 +3381,6 @@
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-      "summary": "2 open PRs share weighted file overlap around `src/transformers/processing_utils.py`; representative PR #46258.",
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-      "summary": "2 open PRs share weighted file overlap around `src/transformers/cache_utils.py`; representative PR #44893.",
-      "shared_filenames": [
-        "src/transformers/cache_utils.py"
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       "summary": "2 open PRs share weighted file overlap around `docs/source/en/gguf.md`, `src/transformers/integrations/gguf_dequant.py`, `src/transformers/quantizers/__init__.py`; representative PR #44794.",
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+      "average_similarity": 0.671,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/hf_argparser.py`; representative PR #41441.",
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-      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/parakeet/feature_extraction_parakeet.py`; representative PR #45134.",
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       "summary": "2 open PRs share weighted file overlap around `utils/notification_service.py`, `.github/workflows/self-comment-ci.yml`, `.github/workflows/self-scheduled.yml`; representative PR #43532.",
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+      "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #45056.",
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+        "src/transformers/utils/auto_docstring.py"
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+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/deimv2/__init__.py`, `src/transformers/models/deimv2/configuration_deimv2.py`, `tests/models/deimv2/__init__.py`; representative PR #41356.",
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+    "new_contributors": 347,
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+    "pull_requests": 2509,
+    "review_comments": 15617,
+    "reviews": 9070,
+    "timeline_events": 50045
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+  "crawl_started_at": "2026-05-29T12:00:35Z",
+  "delta_counts": {
+    "comments": 65,
+    "issue_stubs": 50,
+    "issues": 9,
+    "links": 210,
+    "pr_diffs": 41,
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+  "extracted_at": "2026-05-29T12:00:35Z",
+  "repo": "huggingface/transformers",
+  "snapshot_id": "20260529T120035Z",
+  "watermark": {
+    "effective_since": "2026-05-29T06:01:41Z",
+    "next_since": "2026-05-29T12:00:35Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260529T060141Z/manifest.json",
-  "latest_snapshot_id": "20260529T060141Z",
+  "archived_manifest_path": "snapshots/20260529T120035Z/manifest.json",
+  "latest_snapshot_id": "20260529T120035Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-05-29T06:01:41Z",
+  "next_since": "2026-05-29T12:00:35Z",
   "repo": "huggingface/transformers",
-  "snapshot_dir": "snapshots/20260529T060141Z"
+  "snapshot_dir": "snapshots/20260529T120035Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-05-29T00:00:37Z",
-  "last_successful_snapshot_id": "20260529T060141Z",
-  "next_since": "2026-05-29T06:01:41Z",
+  "effective_since": "2026-05-29T06:01:41Z",
+  "last_successful_snapshot_id": "20260529T120035Z",
+  "next_since": "2026-05-29T12:00:35Z",
   "repo": "huggingface/transformers",
-  "updated_at": "2026-05-29T06:01:41Z"
+  "updated_at": "2026-05-29T12:00:35Z"
 }