Refresh transformers dataset snapshot 20260611T120117Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260611T060033Z`
+- latest snapshot: `20260611T120117Z`
 - raw data only; no labels or moderation decisions
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+      "account_age_days": 5,
+      "young_account": true,
+      "follow_through_score": "weak",
+      "breadth_score": "moderate",
+      "automation_risk_signal": "high",
+      "heuristic_note": "very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 9,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 4,
+        "open_pr_count": 5,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.4444,
+        "still_open_pr_rate": 0.5556,
+        "distinct_repos_with_authored_prs": 6,
+        "distinct_repos_with_open_prs": 4
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 45510,
+            "title": "cache_utils: fix QuantizedLayer to correctly propagate reorder_cache, crop, and batch ops to quantized buffers",
+            "url": "https://github.com/huggingface/transformers/pull/45510",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-19T07:34:56Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45384,
+            "title": "generation/stopping_criteria: short-circuit StoppingCriteriaList when all sequences are done",
+            "url": "https://github.com/huggingface/transformers/pull/45384",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-12T10:14:58Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "lucianommartins",
       "name": "Luciano Martins",
@@ -19152,6 +19162,63 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "ltd0924",
+      "name": null,
+      "profile_url": "https://github.com/ltd0924",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Altd0924",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Altd0924",
+      "repo_first_seen_at": "2026-06-11T11:21:38Z",
+      "repo_last_seen_at": "2026-06-11T11:21:38Z",
+      "repo_primary_artifact_count": 1,
+      "repo_artifact_count": 1,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 1,
+      "snapshot_comment_count": 0,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "new_to_repo": true,
+      "first_seen_in_snapshot": true,
+      "known_via_prior_merged_pr": false,
+      "report_reason": "first_seen_in_snapshot",
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 3177,
+      "young_account": false,
+      "follow_through_score": "mixed",
+      "breadth_score": "moderate",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 4,
+        "merged_pr_count": 2,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 2,
+        "merged_pr_rate": 0.5,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 0.5,
+        "distinct_repos_with_authored_prs": 4,
+        "distinct_repos_with_open_prs": 2
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46562,
+            "title": "[Model] add Step 3.7 Flash",
+            "url": "https://github.com/huggingface/transformers/pull/46562",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-11T11:21:38Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "lucaspirola",
       "name": null,
@@ -19900,12 +19967,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ANicolasHug",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ANicolasHug",
       "repo_first_seen_at": "2026-06-08T11:13:46Z",
-      "repo_last_seen_at": "2026-06-08T16:39:04Z",
+      "repo_last_seen_at": "2026-06-11T09:42:17Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 9,
+      "repo_artifact_count": 10,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 0,
+      "snapshot_comment_count": 1,
       "snapshot_review_count": 4,
       "snapshot_review_comment_count": 4,
       "repo_association": "CONTRIBUTOR",
@@ -22252,15 +22319,15 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asrishtiii28",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asrishtiii28",
       "repo_first_seen_at": "2026-06-09T09:34:02Z",
-      "repo_last_seen_at": "2026-06-10T15:49:43Z",
+      "repo_last_seen_at": "2026-06-11T09:45:30Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 3,
+      "repo_artifact_count": 4,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 2,
+      "snapshot_comment_count": 3,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "repo_association": "NONE",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -22292,7 +22359,7 @@
             "number": 46542,
             "title": "Vision RoPE refactor",
             "url": "https://github.com/huggingface/transformers/pull/46542",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-10T15:45:37Z"
@@ -22366,12 +22433,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ated-mosi",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ated-mosi",
       "repo_first_seen_at": "2026-06-05T13:30:42Z",
-      "repo_last_seen_at": "2026-06-05T13:30:42Z",
+      "repo_last_seen_at": "2026-06-11T09:40:20Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 1,
+      "repo_artifact_count": 2,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 0,
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       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
@@ -22831,12 +22898,12 @@
       "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,
+      "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": 3473,
       "young_account": false,
       "follow_through_score": "weak",

new-contributors-report.md

@@ -1,19 +1,19 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260611T060033Z`
-- Generated: `2026-06-11T06:01:12Z`
+- Snapshot: `20260611T120117Z`
+- Generated: `2026-06-11T12:03:06Z`
 - Activity window: `60d`
-- Contributors: `345`
+- Contributors: `346`
 
 ## Summary
 
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
-| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 107 | 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` | 111 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 102 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 96 | 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 |
-| `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 87 | 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` | 88 | 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` | 65 | 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` | 62 | 2 | 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` | 49 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
@@ -24,10 +24,10 @@
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 34 | 20 | strong | low | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 34 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
+| `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 26 | 0 | n/a | n/a | n/a | summary unavailable |
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 25 | 4 | strong | moderate | low | high recent PR volume |
 | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 25 | 0 | strong | low | low | targets high-star repos |
-| `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 23 | 0 | n/a | n/a | n/a | summary unavailable |
-| `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 21 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
+| `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 21 | 14 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 21 | 4 | strong | low | low | — |
 | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 21 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 20 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
@@ -85,13 +85,12 @@
 | `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | CONTRIBUTOR | 1082d | `2026-03-28T12:13:57Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `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 |
-| `ishan-1010` | [profile](https://github.com/ishan-1010) | no | FIRST_TIME_CONTRIBUTOR | 1588d | `2026-06-01T06:07:21Z` | 2 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `ishan-1010` | [profile](https://github.com/ishan-1010) | no | FIRST_TIME_CONTRIBUTOR | 1588d | `2026-06-01T06:07:21Z` | 2 | 2 | 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 |
 | `Ace3Z` | [profile](https://github.com/Ace3Z) | no | CONTRIBUTOR | 2598d | `2026-05-24T21:47:03Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Achyuthan-S` | [profile](https://github.com/Achyuthan-S) | no | FIRST_TIME_CONTRIBUTOR | 1368d | `2026-06-06T07:20:32Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `Aftabbs` | [profile](https://github.com/Aftabbs) | no | NONE | 1318d | `2026-04-12T08:48:26Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `albertorkive` | [profile](https://github.com/albertorkive) | no | FIRST_TIME_CONTRIBUTOR | 698d | `2026-04-12T17:02:14Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars |
 | `ArjunSrivastava1` | [profile](https://github.com/ArjunSrivastava1) | no | CONTRIBUTOR | 430d | `2026-05-07T18:36:08Z` | 2 | 0 | weak | moderate | low | high open PR share |
 | `armorbreak001` | [profile](https://github.com/armorbreak001) | no | NONE | 13d | `2026-04-22T05:24:00Z` | 2 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; no visible non-self stars |
@@ -103,7 +102,6 @@
 | `Dovis01` | [profile](https://github.com/Dovis01) | no | CONTRIBUTOR | 2009d | `2026-06-02T09:04:53Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `fyhon` | [profile](https://github.com/fyhon) | no | FIRST_TIME_CONTRIBUTOR | 1467d | `2026-05-06T09:12:14Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `gabrielspmoreira` | [profile](https://github.com/gabrielspmoreira) | no | FIRST_TIME_CONTRIBUTOR | 5647d | `2026-05-18T23:25:12Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `GitGlimpse895` | [profile](https://github.com/GitGlimpse895) | no | NONE | 5d | `2026-04-12T10:14:58Z` | 2 | 0 | weak | moderate | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `goingforstudying-ctrl` | [profile](https://github.com/goingforstudying-ctrl) | no | FIRST_TIME_CONTRIBUTOR | 120d | `2026-06-02T23:21:10Z` | 2 | 0 | weak | very high | high | young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `Goutam16-Withcode` | [profile](https://github.com/Goutam16-Withcode) | no | FIRST_TIME_CONTRIBUTOR | 666d | `2026-06-08T11:27:05Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `hf-dependantbot-rollout[bot]` | [profile](https://github.com/hf-dependantbot-rollout[bot]) | no | CONTRIBUTOR | ?d | `2026-05-22T09:25:47Z` | 2 | 0 | n/a | n/a | n/a | summary unavailable |
@@ -117,7 +115,7 @@
 | `Mamiglia` | [profile](https://github.com/Mamiglia) | no | CONTRIBUTOR | 3093d | `2026-05-08T16:06:43Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `meatybobby` | [profile](https://github.com/meatybobby) | no | NONE | 4220d | `2026-06-04T18:30:50Z` | 2 | 0 | weak | low | low | high open PR share |
 | `moonbogi` | [profile](https://github.com/moonbogi) | no | CONTRIBUTOR | 3943d | `2026-04-27T22:45:13Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `mulkymalikuldhrs` | [profile](https://github.com/mulkymalikuldhrs) | no | FIRST_TIME_CONTRIBUTOR | 416d | `2026-06-10T22:54:43Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
+| `mulkymalikuldhrs` | [profile](https://github.com/mulkymalikuldhrs) | no | NONE | 416d | `2026-06-10T22:54:43Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
 | `nileshpatil6` | [profile](https://github.com/nileshpatil6) | no | CONTRIBUTOR | 1148d | `2026-05-16T14:53:41Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `otjdiepluong` | [profile](https://github.com/otjdiepluong) | no | NONE | 32d | `2026-05-14T03:52:29Z` | 2 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `poojansatani` | [profile](https://github.com/poojansatani) | no | FIRST_TIME_CONTRIBUTOR | 1048d | `2026-05-16T15:35:41Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -147,8 +145,10 @@
 | `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 |
 | `Wauplin` | [profile](https://github.com/Wauplin) | no | MEMBER | 4075d | `2025-12-02T12:54:40Z` | 2 | 1 | strong | moderate | low | high recent PR volume |
+| `Aftabbs` | [profile](https://github.com/Aftabbs) | no | NONE | 1318d | `2026-04-12T08:48:26Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `Brianzhengca` | [profile](https://github.com/Brianzhengca) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-04-11T21:41:32Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `ezylopx5` | [profile](https://github.com/ezylopx5) | no | FIRST_TIME_CONTRIBUTOR | 606d | `2026-04-01T19:25:12Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `GitGlimpse895` | [profile](https://github.com/GitGlimpse895) | no | NONE | 5d | `2026-04-12T10:14:58Z` | 2 | 0 | weak | moderate | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `lucianommartins` | [profile](https://github.com/lucianommartins) | no | CONTRIBUTOR | 3503d | `2026-04-05T22:07:53Z` | 2 | 0 | weak | low | low | no visible non-self stars; targets high-star repos |
 | `mitre88` | [profile](https://github.com/mitre88) | no | CONTRIBUTOR | 3202d | `2026-03-04T00:42:43Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `nuxlear` | [profile](https://github.com/nuxlear) | no | CONTRIBUTOR | 3757d | `2026-01-02T07:29:46Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -279,6 +279,7 @@
 | `lalitha2410` | [profile](https://github.com/lalitha2410) | no | FIRST_TIMER | 1043d | `2026-05-17T13:42:37Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `lanxuejin` | [profile](https://github.com/lanxuejin) | no | FIRST_TIME_CONTRIBUTOR | 2869d | `2026-06-04T12:32:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `lianakoleva` | [profile](https://github.com/lianakoleva) | no | NONE | 2780d | `2026-05-13T17:04:37Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
+| `ltd0924` | [profile](https://github.com/ltd0924) | yes | FIRST_TIME_CONTRIBUTOR | 3177d | `2026-06-11T11:21:38Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `lucaspirola` | [profile](https://github.com/lucaspirola) | no | FIRST_TIME_CONTRIBUTOR | 4682d | `2026-04-27T23:02:07Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `lvliang-intel` | [profile](https://github.com/lvliang-intel) | no | CONTRIBUTOR | 1455d | `2026-04-17T14:12:41Z` | 1 | 0 | mixed | low | low | — |
 | `MaciejBalaNV` | [profile](https://github.com/MaciejBalaNV) | no | CONTRIBUTOR | 717d | `2026-05-21T19:47:46Z` | 1 | 0 | weak | moderate | low | high open PR share |
@@ -333,7 +334,7 @@
 | `songyuc` | [profile](https://github.com/songyuc) | no | NONE | 3292d | `2026-04-12T12:53:49Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `Spectual` | [profile](https://github.com/Spectual) | no | NONE | 1537d | `2026-04-16T06:54:56Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `srinjoy356` | [profile](https://github.com/srinjoy356) | no | FIRST_TIME_CONTRIBUTOR | 992d | `2026-05-26T18:36:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `srishtiii28` | [profile](https://github.com/srishtiii28) | no | FIRST_TIME_CONTRIBUTOR | 1008d | `2026-06-09T09:34:02Z` | 1 | 0 | mixed | low | low | — |
+| `srishtiii28` | [profile](https://github.com/srishtiii28) | no | NONE | 1008d | `2026-06-09T09:34:02Z` | 1 | 0 | mixed | low | low | — |
 | `stationeros` | [profile](https://github.com/stationeros) | no | FIRST_TIME_CONTRIBUTOR | 1336d | `2026-04-25T08:47:25Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `ted-mosi` | [profile](https://github.com/ted-mosi) | no | FIRST_TIME_CONTRIBUTOR | 3d | `2026-06-05T13:30:42Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Ternura143` | [profile](https://github.com/Ternura143) | no | FIRST_TIME_CONTRIBUTOR | 1583d | `2026-05-31T14:17:55Z` | 1 | 0 | strong | moderate | low | — |
@@ -343,7 +344,7 @@
 | `vai-minzhou` | [profile](https://github.com/vai-minzhou) | no | CONTRIBUTOR | 723d | `2026-04-23T01:47:23Z` | 1 | 0 | mixed | low | low | high open PR share |
 | `Vanshajrawat` | [profile](https://github.com/Vanshajrawat) | no | NONE | 1600d | `2026-05-30T19:38:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `W-Akrabi` | [profile](https://github.com/W-Akrabi) | no | NONE | 1346d | `2026-06-07T22:07:11Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `wangyi7099` | [profile](https://github.com/wangyi7099) | yes | FIRST_TIME_CONTRIBUTOR | 3473d | `2026-06-11T00:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `wangyi7099` | [profile](https://github.com/wangyi7099) | no | FIRST_TIME_CONTRIBUTOR | 3473d | `2026-06-11T00:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `xodn348` | [profile](https://github.com/xodn348) | no | NONE | 2352d | `2026-05-01T07:27:40Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `Yanis01682` | [profile](https://github.com/Yanis01682) | no | NONE | 606d | `2026-04-14T01:47:54Z` | 1 | 0 | strong | low | low | — |
 | `Yeuvoir` | [profile](https://github.com/Yeuvoir) | no | NONE | 639d | `2026-05-13T05:45:38Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
@@ -363,12 +364,12 @@
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
 - repo first seen: `2025-03-31T13:54:54Z`
-- repo last seen: `2026-06-10T18:56:26Z`
+- repo last seen: `2026-06-11T10:11:55Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **107**
-- snapshot authored PRs/issues: **107 PRs / 0 issues**
-- snapshot discussion activity: **133 comments / 231 reviews / 160 review comments**
+- repo primary artifacts: **111**
+- snapshot authored PRs/issues: **111 PRs / 0 issues**
+- snapshot discussion activity: **135 comments / 231 reviews / 160 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
@@ -376,9 +377,9 @@
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #46545: Fix hf_hub_download not placing file in current dir for url_to_local_path](https://github.com/huggingface/transformers/pull/46545) — closed, merged
-- [PR #46544: Only download hub cache for pipelines_torch job](https://github.com/huggingface/transformers/pull/46544) — closed, merged
-- [PR #46539: Fix `PhimoeIntegrationTest`](https://github.com/huggingface/transformers/pull/46539) — open
+- [PR #46560: [CI] Catch all shell/process execution issues in security gate via Bandit JSON report](https://github.com/huggingface/transformers/pull/46560) — closed, merged
+- [PR #46557: [CI] Implement real security check in PR CI security gate](https://github.com/huggingface/transformers/pull/46557) — closed, merged
+- [PR #46555: [CI] Add 60s delay in security gate for flow observation](https://github.com/huggingface/transformers/pull/46555) — closed, merged
 
 ### `Cyrilvallez`
 
@@ -461,12 +462,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
 - repo first seen: `2024-09-26T09:23:39Z`
-- repo last seen: `2026-06-10T18:37:35Z`
+- repo last seen: `2026-06-11T12:01:03Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **87**
-- snapshot authored PRs/issues: **87 PRs / 0 issues**
-- snapshot discussion activity: **605 comments / 943 reviews / 1991 review comments**
+- repo primary artifacts: **88**
+- snapshot authored PRs/issues: **88 PRs / 0 issues**
+- snapshot discussion activity: **612 comments / 946 reviews / 2054 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`
@@ -474,9 +475,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46556: Processors update the rest](https://github.com/huggingface/transformers/pull/46556) — open
 - [PR #46543: [CI] fix and make less flaky](https://github.com/huggingface/transformers/pull/46543) — closed, merged
 - [PR #46525: Fix the offsets in processing](https://github.com/huggingface/transformers/pull/46525) — closed, merged
-- [PR #46406: Fix conversion for clip models](https://github.com/huggingface/transformers/pull/46406) — closed, merged
 
 ### `ArthurZucker`
 
@@ -484,12 +485,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
 - repo first seen: `2023-02-24T14:13:29Z`
-- repo last seen: `2026-06-10T15:28:50Z`
+- repo last seen: `2026-06-11T11:57:56Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **68**
 - snapshot authored PRs/issues: **65 PRs / 3 issues**
-- snapshot discussion activity: **197 comments / 689 reviews / 1367 review comments**
+- snapshot discussion activity: **197 comments / 692 reviews / 1379 review comments**
 - account age: **2590 days**
 - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
 - public orgs: none visible
@@ -585,12 +586,12 @@ 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: `2026-06-10T12:37:13Z`
+- repo last seen: `2026-06-11T11:06:20Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **46**
 - snapshot authored PRs/issues: **46 PRs / 0 issues**
-- snapshot discussion activity: **761 comments / 255 reviews / 136 review comments**
+- snapshot discussion activity: **765 comments / 255 reviews / 136 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`
@@ -656,12 +657,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshaljanjani)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshaljanjani)
 - repo first seen: `2025-09-17T20:29:13Z`
-- repo last seen: `2026-06-09T17:21:03Z`
+- repo last seen: `2026-06-11T06:39:31Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **54**
 - snapshot authored PRs/issues: **34 PRs / 20 issues**
-- snapshot discussion activity: **107 comments / 134 reviews / 134 review comments**
+- snapshot discussion activity: **107 comments / 135 reviews / 135 review comments**
 - account age: **1961 days**
 - recent public PR activity: **18 PRs** (15 merged / 0 closed-unmerged / 3 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
 - public orgs: none visible
@@ -722,6 +723,30 @@ Example artifacts:
 - [PR #46128: Add SAM 3.1 to Transformers](https://github.com/huggingface/transformers/pull/46128) — open
 - [PR #46041: Fix post processing RF-DETR](https://github.com/huggingface/transformers/pull/46041) — closed, merged
 
+### `hf-security-analysis[bot]`
+
+- profile: [github.com/hf-security-analysis[bot]](https://github.com/hf-security-analysis[bot])
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahf-security-analysis%5Bbot%5D)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahf-security-analysis%5Bbot%5D)
+- repo first seen: `2026-03-11T15:39:30Z`
+- repo last seen: `2026-06-11T11:48:05Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **26**
+- snapshot authored PRs/issues: **26 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **? days**
+- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
+- public orgs: none visible
+- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
+- heuristic read: **summary unavailable**
+- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'hf-security-analysis[bot]'."}]`
+
+Example artifacts:
+- [PR #46563: chore: update pr-ci-security-gate.yml](https://github.com/huggingface/transformers/pull/46563) — open
+- [PR #46558: chore: update pr-ci-security-gate.yml](https://github.com/huggingface/transformers/pull/46558) — open
+- [PR #46554: chore: update pr-ci-security-gate.yml](https://github.com/huggingface/transformers/pull/46554) — open
+
 ### `jiqing-feng`
 
 - profile: [github.com/jiqing-feng](https://github.com/jiqing-feng)
@@ -754,12 +779,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
 - repo first seen: `2025-01-20T12:27:19Z`
-- repo last seen: `2026-06-08T08:13:31Z`
+- repo last seen: `2026-06-11T11:26:49Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **25**
 - snapshot authored PRs/issues: **25 PRs / 0 issues**
-- snapshot discussion activity: **43 comments / 163 reviews / 318 review comments**
+- snapshot discussion activity: **43 comments / 173 reviews / 337 review comments**
 - account age: **1607 days**
 - recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
 - public orgs: none visible
@@ -771,42 +796,18 @@ Example artifacts:
 - [PR #46332: Add Nemotron ASR Streaming](https://github.com/huggingface/transformers/pull/46332) — open, draft
 - [PR #46331: Add Parakeet-RNNT](https://github.com/huggingface/transformers/pull/46331) — open
 
-### `hf-security-analysis[bot]`
-
-- profile: [github.com/hf-security-analysis[bot]](https://github.com/hf-security-analysis[bot])
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahf-security-analysis%5Bbot%5D)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahf-security-analysis%5Bbot%5D)
-- repo first seen: `2026-03-11T15:39:30Z`
-- repo last seen: `2026-06-08T14:39:02Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **23**
-- snapshot authored PRs/issues: **23 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **? days**
-- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
-- public orgs: none visible
-- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
-- heuristic read: **summary unavailable**
-- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'hf-security-analysis[bot]'."}]`
-
-Example artifacts:
-- [PR #46504: chore: update build-ci-docker-images.yml](https://github.com/huggingface/transformers/pull/46504) — open
-- [PR #46503: chore: update benchmark_v2.yml](https://github.com/huggingface/transformers/pull/46503) — open
-- [PR #46502: chore: update assign-reviewers.yml](https://github.com/huggingface/transformers/pull/46502) — open
-
 ### `qgallouedec`
 
 - profile: [github.com/qgallouedec](https://github.com/qgallouedec)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqgallouedec)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqgallouedec)
 - repo first seen: `2024-12-13T13:39:10Z`
-- repo last seen: `2026-06-04T12:43:19Z`
+- repo last seen: `2026-06-11T10:11:10Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **34**
-- snapshot authored PRs/issues: **21 PRs / 13 issues**
-- snapshot discussion activity: **42 comments / 50 reviews / 51 review comments**
+- repo primary artifacts: **35**
+- snapshot authored PRs/issues: **21 PRs / 14 issues**
+- snapshot discussion activity: **43 comments / 50 reviews / 51 review comments**
 - account age: **2692 days**
 - recent public PR activity: **128 PRs** (102 merged / 5 closed-unmerged / 21 open; merged rate **80%**, closed-unmerged rate **4%**, open rate **16%**)
 - public orgs: `huggingface`
@@ -817,9 +818,9 @@ Example artifacts:
 - [PR #46204: Fix `num_items_in_batch` over-counting for causal LM losses](https://github.com/huggingface/transformers/pull/46204) — closed, merged
 - [PR #45930: [DeepSeek V4] Fix MoE converter substring-matching FP8 scale companions](https://github.com/huggingface/transformers/pull/45930) — closed, merged
 - [PR #45898: [fix] Add `fatal_error` to `ContinuousBatchingManager` so the serving layer can detect a dead CB worker](https://github.com/huggingface/transformers/pull/45898) — closed, merged
+- [Issue #46559: `apply_chat_template(return_assistant_tokens_mask=True)` returns an empty assistant mask for VLM processors when an image is present](https://github.com/huggingface/transformers/issues/46559) — closed
 - [Issue #45419: Chat template inconsistencies in tool-calling support](https://github.com/huggingface/transformers/issues/45419) — open
 - [Issue #45290: `apply_chat_template(tokenize=True)` crashes on assistant messages with tool calls and no content](https://github.com/huggingface/transformers/issues/45290) — closed
-- [Issue #44514: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`](https://github.com/huggingface/transformers/issues/44514) — closed
 
 ### `IlyasMoutawwakil`
 
@@ -902,12 +903,12 @@ 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: `2026-06-09T08:31:38Z`
+- repo last seen: `2026-06-11T08:58:51Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **20**
 - snapshot authored PRs/issues: **20 PRs / 0 issues**
-- snapshot discussion activity: **21 comments / 80 reviews / 80 review comments**
+- snapshot discussion activity: **24 comments / 83 reviews / 83 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
@@ -1020,12 +1021,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALinZiyuu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALinZiyuu)
 - repo first seen: `2026-05-13T14:52:41Z`
-- repo last seen: `2026-06-09T14:57:38Z`
+- repo last seen: `2026-06-11T10:41:03Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **16**
 - snapshot authored PRs/issues: **15 PRs / 1 issues**
-- snapshot discussion activity: **13 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **14 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
@@ -1372,12 +1373,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
 - repo first seen: `2026-05-12T18:20:58Z`
-- repo last seen: `2026-06-10T15:10:08Z`
+- repo last seen: `2026-06-11T10:10:27Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **27 comments / 96 reviews / 117 review comments**
+- snapshot discussion activity: **28 comments / 98 reviews / 119 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`
@@ -1408,7 +1409,7 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #46538: fix(peft): correct typo in flattening operation error messages](https://github.com/huggingface/transformers/pull/46538) — open
+- [PR #46538: fix(peft): correct typo in flattening operation error messages](https://github.com/huggingface/transformers/pull/46538) — closed
 - [PR #46537: Fix/peft flattening typo](https://github.com/huggingface/transformers/pull/46537) — closed
 - [PR #46453: fix(integrations): correct typo in ClearMLCallback config overrides variable.](https://github.com/huggingface/transformers/pull/46453) — open
 
@@ -1732,11 +1733,11 @@ Example artifacts:
 - heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46514: Honor a concrete dtype in AutoModel for composite checkpoints](https://github.com/huggingface/transformers/pull/46514) — open
+- [PR #46514: Honor a concrete dtype in AutoModel for composite checkpoints](https://github.com/huggingface/transformers/pull/46514) — closed, merged
 - [PR #45852: Fix slow Trainer path with 4D attention mask](https://github.com/huggingface/transformers/pull/45852) — closed, merged
 - [PR #45822: Fix added-token prefix space in SentencePiece fast tokenizers](https://github.com/huggingface/transformers/pull/45822) — open
 - [Issue #46512: from_config(dtype=...) builds weights in the requested dtype but leaves model.config.dtype stale](https://github.com/huggingface/transformers/issues/46512) — open
-- [Issue #46459: `dtype` is silently ignored when loading composite (multimodal) checkpoints through AutoModelForCausalLM (affects all Qwen3.5 repos)](https://github.com/huggingface/transformers/issues/46459) — open
+- [Issue #46459: `dtype` is silently ignored when loading composite (multimodal) checkpoints through AutoModelForCausalLM (affects all Qwen3.5 repos)](https://github.com/huggingface/transformers/issues/46459) — closed
 - [Issue #45644: mps: test_eager_matches_sdpa_inference tests fail with PyTorch MPS backend](https://github.com/huggingface/transformers/issues/45644) — closed
 
 ### `Abineshabee`
@@ -1931,12 +1932,12 @@ 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: `2026-06-10T16:42:09Z`
+- repo last seen: `2026-06-11T09:11:54Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **7 PRs / 1 issues**
-- snapshot discussion activity: **42 comments / 208 reviews / 586 review comments**
+- snapshot discussion activity: **42 comments / 209 reviews / 588 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
@@ -2168,11 +2169,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aishan-1010)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aishan-1010)
 - repo first seen: `2026-06-01T06:07:21Z`
-- repo last seen: `2026-06-10T10:28:49Z`
+- repo last seen: `2026-06-11T07:33:43Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **2 PRs / 1 issues**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **2 PRs / 2 issues**
 - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
 - account age: **1588 days**
 - recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
@@ -2183,6 +2184,7 @@ Example artifacts:
 Example artifacts:
 - [PR #46535: Use cached added-token dicts in per-token decode loops](https://github.com/huggingface/transformers/pull/46535) — open
 - [PR #46323: Fix convert_tokens_to_ids performance regression for slow tokenizers (#46315)](https://github.com/huggingface/transformers/pull/46323) — closed, merged
+- [Issue #46552: Wav2Vec2CTCTokenizer in v5 treats the word delimiter as a special token, which leaks into get_special_tokens_mask and convert_ids_to_tokens](https://github.com/huggingface/transformers/issues/46552) — open
 - [Issue #46396: `added_tokens_encoder` rebuilds the entire added-token map on every access](https://github.com/huggingface/transformers/issues/46396) — open
 
 ### `J3r3myPerera`
@@ -2298,28 +2300,6 @@ Example artifacts:
 - [PR #46464: fix: use _added_tokens_encoder cache instead of property in convert_tokens_to_string and get_vocab](https://github.com/huggingface/transformers/pull/46464) — closed
 - [PR #46460: fix: propagate dtype to text sub-config for composite models in Auto classes](https://github.com/huggingface/transformers/pull/46460) — closed
 
-### `Aftabbs`
-
-- profile: [github.com/Aftabbs](https://github.com/Aftabbs)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAftabbs)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAftabbs)
-- repo first seen: `2026-04-12T08:48:26Z`
-- repo last seen: `2026-04-14T08:56:45Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1318 days**
-- recent public PR activity: **30 PRs** (6 merged / 8 closed-unmerged / 16 open; merged rate **20%**, closed-unmerged rate **27%**, open rate **53%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
-- heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45427: fix(testing_utils): guard get_device_capability() with torch.cuda.is_available()](https://github.com/huggingface/transformers/pull/45427) — closed
-- [PR #45383: fix(processing): guard message content access in apply_chat_template](https://github.com/huggingface/transformers/pull/45383) — closed
-
 ### `albertorkive`
 
 - profile: [github.com/albertorkive](https://github.com/albertorkive)
@@ -2562,28 +2542,6 @@ Example artifacts:
 - [PR #46075: Adding test to ensure Gemma 4 processing of batches with mixed image and text-only samples](https://github.com/huggingface/transformers/pull/46075) — closed
 - [PR #46043: [Gemma 4] Adds support to batches with mixed samples with only images and only text](https://github.com/huggingface/transformers/pull/46043) — closed
 
-### `GitGlimpse895`
-
-- profile: [github.com/GitGlimpse895](https://github.com/GitGlimpse895)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AGitGlimpse895)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AGitGlimpse895)
-- repo first seen: `2026-04-12T10:14:58Z`
-- repo last seen: `2026-04-21T16:07:53Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **5 days**
-- recent public PR activity: **9 PRs** (0 merged / 4 closed-unmerged / 5 open; merged rate **0%**, closed-unmerged rate **44%**, open rate **56%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **high**
-- heuristic read: **very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #45510: cache_utils: fix QuantizedLayer to correctly propagate reorder_cache, crop, and batch ops to quantized buffers](https://github.com/huggingface/transformers/pull/45510) — closed
-- [PR #45384: generation/stopping_criteria: short-circuit StoppingCriteriaList when all sequences are done](https://github.com/huggingface/transformers/pull/45384) — closed
-
 ### `goingforstudying-ctrl`
 
 - profile: [github.com/goingforstudying-ctrl](https://github.com/goingforstudying-ctrl)
@@ -2879,7 +2837,7 @@ Example artifacts:
 - repo first seen: `2026-06-10T22:54:43Z`
 - repo last seen: `2026-06-10T22:56:50Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -2890,8 +2848,8 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs**
 
 Example artifacts:
-- [PR #46549: docs: fix README.md formatting inconsistencies](https://github.com/huggingface/transformers/pull/46549) — open
-- [PR #46548: docs: fix README.md formatting inconsistencies](https://github.com/huggingface/transformers/pull/46548) — open
+- [PR #46549: docs: fix README.md formatting inconsistencies](https://github.com/huggingface/transformers/pull/46549) — closed
+- [PR #46548: docs: fix README.md formatting inconsistencies](https://github.com/huggingface/transformers/pull/46548) — closed
 
 ### `nileshpatil6`
 
@@ -3285,12 +3243,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adacorvo)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adacorvo)
 - repo first seen: `2026-03-13T14:45:22Z`
-- repo last seen: `2026-06-09T12:12:37Z`
+- repo last seen: `2026-06-11T06:49:43Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **15**
 - snapshot authored PRs/issues: **5 PRs / 10 issues**
-- snapshot discussion activity: **18 comments / 9 reviews / 9 review comments**
+- snapshot discussion activity: **18 comments / 12 reviews / 12 review comments**
 - account age: **5087 days**
 - recent public PR activity: **7 PRs** (1 merged / 3 closed-unmerged / 3 open; merged rate **14%**, closed-unmerged rate **43%**, open rate **43%**)
 - public orgs: none visible
@@ -3565,6 +3523,28 @@ Example artifacts:
 - [PR #43586: Increase default ReadTimeout in tests](https://github.com/huggingface/transformers/pull/43586) — closed, merged
 - [Issue #42556: [v5] Remove `safe_serialization` parameter](https://github.com/huggingface/transformers/issues/42556) — closed
 
+### `Aftabbs`
+
+- profile: [github.com/Aftabbs](https://github.com/Aftabbs)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAftabbs)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAftabbs)
+- repo first seen: `2026-04-12T08:48:26Z`
+- repo last seen: `2026-04-14T08:56:45Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **1318 days**
+- recent public PR activity: **30 PRs** (6 merged / 8 closed-unmerged / 16 open; merged rate **20%**, closed-unmerged rate **27%**, open rate **53%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
+- heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45427: fix(testing_utils): guard get_device_capability() with torch.cuda.is_available()](https://github.com/huggingface/transformers/pull/45427) — closed
+- [PR #45383: fix(processing): guard message content access in apply_chat_template](https://github.com/huggingface/transformers/pull/45383) — closed
+
 ### `Brianzhengca`
 
 - profile: [github.com/Brianzhengca](https://github.com/Brianzhengca)
@@ -3609,6 +3589,28 @@ Example artifacts:
 - [PR #45413: Fix EtaLogitsWarper on fully masked logits](https://github.com/huggingface/transformers/pull/45413) — open
 - [PR #45172: Add TopNSigmaLogitsWarper and top_n_sigma generation config support](https://github.com/huggingface/transformers/pull/45172) — closed
 
+### `GitGlimpse895`
+
+- profile: [github.com/GitGlimpse895](https://github.com/GitGlimpse895)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AGitGlimpse895)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AGitGlimpse895)
+- repo first seen: `2026-04-12T10:14:58Z`
+- repo last seen: `2026-04-21T16:07:53Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **5 days**
+- recent public PR activity: **9 PRs** (0 merged / 4 closed-unmerged / 5 open; merged rate **0%**, closed-unmerged rate **44%**, open rate **56%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **high**
+- heuristic read: **very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #45510: cache_utils: fix QuantizedLayer to correctly propagate reorder_cache, crop, and batch ops to quantized buffers](https://github.com/huggingface/transformers/pull/45510) — closed
+- [PR #45384: generation/stopping_criteria: short-circuit StoppingCriteriaList when all sequences are done](https://github.com/huggingface/transformers/pull/45384) — closed
+
 ### `lucianommartins`
 
 - profile: [github.com/lucianommartins](https://github.com/lucianommartins)
@@ -6384,6 +6386,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45948: fix feature extractor error messages to mention processor_config.json](https://github.com/huggingface/transformers/pull/45948) — closed
 
+### `ltd0924`
+
+- profile: [github.com/ltd0924](https://github.com/ltd0924)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Altd0924)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Altd0924)
+- repo first seen: `2026-06-11T11:21:38Z`
+- repo last seen: `2026-06-11T11:21:38Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **3177 days**
+- recent public PR activity: **4 PRs** (2 merged / 0 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46562: [Model] add Step 3.7 Flash](https://github.com/huggingface/transformers/pull/46562) — open
+
 ### `lucaspirola`
 
 - profile: [github.com/lucaspirola](https://github.com/lucaspirola)
@@ -6663,12 +6686,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ANicolasHug)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ANicolasHug)
 - repo first seen: `2026-06-08T11:13:46Z`
-- repo last seen: `2026-06-08T16:39:04Z`
+- repo last seen: `2026-06-11T09:42:17Z`
 - 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 / 4 reviews / 4 review comments**
+- snapshot discussion activity: **1 comments / 4 reviews / 4 review comments**
 - account age: **5321 days**
 - recent public PR activity: **135 PRs** (119 merged / 13 closed-unmerged / 3 open; merged rate **88%**, closed-unmerged rate **10%**, open rate **2%**)
 - public orgs: `scikit-learn`, `pytorch`, `fairinternal`
@@ -7524,12 +7547,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asrishtiii28)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asrishtiii28)
 - repo first seen: `2026-06-09T09:34:02Z`
-- repo last seen: `2026-06-10T15:49:43Z`
+- repo last seen: `2026-06-11T09:45:30Z`
 - 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: **2 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
 - account age: **1008 days**
 - recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
 - public orgs: none visible
@@ -7537,7 +7560,7 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #46542: Vision RoPE refactor](https://github.com/huggingface/transformers/pull/46542) — open
+- [PR #46542: Vision RoPE refactor](https://github.com/huggingface/transformers/pull/46542) — closed
 
 ### `stationeros`
 
@@ -7566,12 +7589,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ated-mosi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ated-mosi)
 - repo first seen: `2026-06-05T13:30:42Z`
-- repo last seen: `2026-06-05T13:30:42Z`
+- repo last seen: `2026-06-11T09:40:20Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - account age: **3 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
@@ -7735,7 +7758,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Awangyi7099)
 - repo first seen: `2026-06-11T00:57:04Z`
 - repo last seen: `2026-06-11T00:57:04Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**

new_contributors.parquet

@@ -1,3 +1,3 @@
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+oid sha256:4dc623ac19e95616985d7029ec68dd078a38b42aab0293f69fc866af8cb0ba07
+size 62366

pr-scope-clusters.json

@@ -1,8 +1,8 @@
 {
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-  "cluster_count": 71,
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   "pr_scope_clusters": [
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@@ -369,7 +369,7 @@
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@@ -400,7 +400,7 @@
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@@ -945,7 +945,7 @@
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@@ -1455,7 +1455,7 @@
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@@ -1665,8 +1665,8 @@
         {
           "left_pr_number": 44974,
           "right_pr_number": 45421,
-          "similarity": 0.425,
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@@ -2146,7 +2146,7 @@
           "left_pr_number": 46099,
           "right_pr_number": 46394,
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-          "content_similarity": 0.407,
+          "content_similarity": 0.408,
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@@ -2456,126 +2456,138 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-44893-3",
+      "cluster_id": "pr-scope-46554-3",
       "pr_numbers": [
-        44893,
-        46173,
-        46474
+        46554,
+        46558,
+        46563
       ],
-      "representative_pr_number": 46173,
-      "average_similarity": 0.833,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/cache_utils.py`; representative PR #46173.",
+      "representative_pr_number": 46563,
+      "average_similarity": 0.875,
+      "summary": "3 open PRs share weighted file overlap around `.github/workflows/pr-ci-security-gate.yml`; representative PR #46563.",
       "shared_filenames": [
-        "src/transformers/cache_utils.py"
+        ".github/workflows/pr-ci-security-gate.yml"
       ],
       "shared_directories": [
-        "src/transformers",
-        "src"
+        ".github/workflows",
+        ".github"
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-          "content_similarity": 1.0,
-          "size_similarity": 1.0,
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+          "right_pr_number": 46563,
+          "similarity": 0.926,
+          "content_similarity": 0.966,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
-            "src/transformers/cache_utils.py"
+            ".github/workflows/pr-ci-security-gate.yml"
           ],
           "shared_directories": [
-            "src/transformers",
-            "src"
+            ".github/workflows",
+            ".github"
           ]
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         {
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-          "right_pr_number": 46173,
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-          "content_similarity": 0.808,
-          "size_similarity": 0.222,
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+          "right_pr_number": 46563,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
-            "src/transformers/cache_utils.py"
+            ".github/workflows/pr-ci-security-gate.yml"
           ],
           "shared_directories": [
-            "src/transformers",
-            "src"
+            ".github/workflows",
+            ".github"
           ]
         },
         {
-          "left_pr_number": 44893,
-          "right_pr_number": 46474,
-          "similarity": 0.749,
-          "content_similarity": 0.808,
-          "size_similarity": 0.222,
+          "left_pr_number": 46554,
+          "right_pr_number": 46558,
+          "similarity": 0.825,
+          "content_similarity": 0.941,
+          "size_similarity": 0.111,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
-            "src/transformers/cache_utils.py"
+            ".github/workflows/pr-ci-security-gate.yml"
           ],
           "shared_directories": [
-            "src/transformers",
-            "src"
+            ".github/workflows",
+            ".github"
           ]
         }
       ]
     },
     {
-      "cluster_id": "pr-scope-45377-3",
+      "cluster_id": "pr-scope-44893-3",
       "pr_numbers": [
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+        46173,
+        46474
       ],
-      "representative_pr_number": 46548,
-      "average_similarity": 0.67,
-      "summary": "3 open PRs share weighted file overlap around `README.md`; representative PR #46548.",
+      "representative_pr_number": 46173,
+      "average_similarity": 0.831,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/cache_utils.py`; representative PR #46173.",
       "shared_filenames": [
-        "README.md"
+        "src/transformers/cache_utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers",
+        "src"
       ],
-      "shared_directories": [],
       "pairwise": [
         {
-          "left_pr_number": 46548,
-          "right_pr_number": 46549,
+          "left_pr_number": 46173,
+          "right_pr_number": 46474,
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           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
-            "README.md"
+            "src/transformers/cache_utils.py"
           ],
-          "shared_directories": []
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
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         {
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-          "content_similarity": 0.462,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
-            "README.md"
+            "src/transformers/cache_utils.py"
           ],
-          "shared_directories": []
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
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         {
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-          "right_pr_number": 46549,
-          "similarity": 0.505,
-          "content_similarity": 0.462,
-          "size_similarity": 0.208,
+          "left_pr_number": 44893,
+          "right_pr_number": 46474,
+          "similarity": 0.746,
+          "content_similarity": 0.804,
+          "size_similarity": 0.222,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
-            "README.md"
+            "src/transformers/cache_utils.py"
           ],
-          "shared_directories": []
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
         }
       ]
     },
@@ -2600,7 +2612,7 @@
         {
           "left_pr_number": 41441,
           "right_pr_number": 43469,
-          "similarity": 0.667,
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           "size_similarity": 0.35,
           "breadth_similarity": 0.5,
@@ -2723,6 +2735,81 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-43997-3",
+      "pr_numbers": [
+        43997,
+        44007,
+        44019
+      ],
+      "representative_pr_number": 44007,
+      "average_similarity": 0.529,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/regnet/modeling_regnet.py`, `src/transformers/models/resnet/modeling_resnet.py`; representative PR #44007.",
+      "shared_filenames": [
+        "src/transformers/models/regnet/modeling_regnet.py",
+        "src/transformers/models/resnet/modeling_resnet.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models",
+        "src/transformers",
+        "src",
+        "src/transformers/models/regnet",
+        "src/transformers/models/resnet"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 44007,
+          "right_pr_number": 44019,
+          "similarity": 0.697,
+          "content_similarity": 0.708,
+          "size_similarity": 0.94,
+          "breadth_similarity": 0.333,
+          "concentration_similarity": 0.548,
+          "shared_filenames": [
+            "src/transformers/models/resnet/modeling_resnet.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/resnet",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 43997,
+          "right_pr_number": 44007,
+          "similarity": 0.614,
+          "content_similarity": 0.645,
+          "size_similarity": 0.679,
+          "breadth_similarity": 0.333,
+          "concentration_similarity": 0.548,
+          "shared_filenames": [
+            "src/transformers/models/regnet/modeling_regnet.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/regnet",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 43997,
+          "right_pr_number": 44019,
+          "similarity": 0.276,
+          "content_similarity": 0.025,
+          "size_similarity": 0.722,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-44114-3",
       "pr_numbers": [
@@ -2731,7 +2818,7 @@
         46196
       ],
       "representative_pr_number": 44114,
-      "average_similarity": 0.531,
+      "average_similarity": 0.526,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/models/data2vec/modeling_data2vec_audio.py`, `src/transformers/models/wavlm/modeling_wavlm.py`, `src/transformers/models/hubert/modeling_hubert.py`; representative PR #44114.",
       "shared_filenames": [
         "src/transformers/models/data2vec/modeling_data2vec_audio.py",
@@ -2757,11 +2844,11 @@
         {
           "left_pr_number": 44114,
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+          "similarity": 0.68,
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+          "size_similarity": 0.478,
+          "breadth_similarity": 0.659,
+          "concentration_similarity": 0.993,
           "shared_filenames": [
             "src/transformers/models/data2vec/modeling_data2vec_audio.py",
             "src/transformers/models/hubert/modeling_hubert.py",
@@ -2823,11 +2910,11 @@
         {
           "left_pr_number": 45720,
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-          "size_similarity": 0.259,
-          "breadth_similarity": 0.794,
-          "concentration_similarity": 0.996,
+          "similarity": 0.396,
+          "content_similarity": 0.325,
+          "size_similarity": 0.263,
+          "breadth_similarity": 0.798,
+          "concentration_similarity": 0.994,
           "shared_filenames": [
             "src/transformers/models/data2vec/modeling_data2vec_audio.py",
             "src/transformers/models/hubert/modeling_hubert.py",
@@ -2855,81 +2942,6 @@
         }
       ]
     },
-    {
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-      "pr_numbers": [
-        43997,
-        44007,
-        44019
-      ],
-      "representative_pr_number": 44007,
-      "average_similarity": 0.529,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/regnet/modeling_regnet.py`, `src/transformers/models/resnet/modeling_resnet.py`; representative PR #44007.",
-      "shared_filenames": [
-        "src/transformers/models/regnet/modeling_regnet.py",
-        "src/transformers/models/resnet/modeling_resnet.py"
-      ],
-      "shared_directories": [
-        "src/transformers/models",
-        "src/transformers",
-        "src",
-        "src/transformers/models/regnet",
-        "src/transformers/models/resnet"
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-          "shared_filenames": [
-            "src/transformers/models/resnet/modeling_resnet.py"
-          ],
-          "shared_directories": [
-            "src/transformers/models/resnet",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
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-        },
-        {
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-        },
-        {
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-          "content_similarity": 0.025,
-          "size_similarity": 0.722,
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-          "shared_filenames": [],
-          "shared_directories": [
-            "src/transformers/models",
-            "src/transformers",
-            "src"
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     {
       "cluster_id": "pr-scope-42975-3",
       "pr_numbers": [
@@ -2938,7 +2950,7 @@
         45077
       ],
       "representative_pr_number": 45077,
-      "average_similarity": 0.516,
+      "average_similarity": 0.513,
       "summary": "3 open PRs share weighted file overlap around `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`, `.github/workflows/build-past-ci-docker-images.yml`; representative PR #45077.",
       "shared_filenames": [
         ".github/workflows/build-docker-images.yml",
@@ -2958,8 +2970,8 @@
         {
           "left_pr_number": 42975,
           "right_pr_number": 45077,
-          "similarity": 0.671,
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           "breadth_similarity": 0.833,
           "concentration_similarity": 1.0,
@@ -2983,8 +2995,8 @@
         {
           "left_pr_number": 42976,
           "right_pr_number": 45077,
-          "similarity": 0.479,
-          "content_similarity": 0.503,
+          "similarity": 0.476,
+          "content_similarity": 0.498,
           "size_similarity": 0.074,
           "breadth_similarity": 0.659,
           "concentration_similarity": 1.0,
@@ -3003,8 +3015,8 @@
         {
           "left_pr_number": 42975,
           "right_pr_number": 42976,
-          "similarity": 0.399,
-          "content_similarity": 0.39,
+          "similarity": 0.395,
+          "content_similarity": 0.385,
           "size_similarity": 0.101,
           "breadth_similarity": 0.606,
           "concentration_similarity": 1.0,
@@ -3106,84 +3118,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-45682-3",
-      "pr_numbers": [
-        45682,
-        46442,
-        46538
-      ],
-      "representative_pr_number": 46442,
-      "average_similarity": 0.484,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/integrations/peft.py`, `tests/peft_integration/test_peft_integration.py`; representative PR #46442.",
-      "shared_filenames": [
-        "src/transformers/integrations/peft.py",
-        "tests/peft_integration/test_peft_integration.py"
-      ],
-      "shared_directories": [
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-          "shared_filenames": [
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-          "shared_directories": [
-            "src/transformers/integrations",
-            "src/transformers",
-            "tests/peft_integration",
-            "src",
-            "tests"
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-        },
-        {
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-          "similarity": 0.508,
-          "content_similarity": 0.633,
-          "size_similarity": 0.008,
-          "breadth_similarity": 0.155,
-          "concentration_similarity": 0.969,
-          "shared_filenames": [
-            "src/transformers/integrations/peft.py"
-          ],
-          "shared_directories": [
-            "src/transformers/integrations",
-            "src/transformers",
-            "src"
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-        },
-        {
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-          "size_similarity": 0.019,
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-          "shared_filenames": [
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-          "shared_directories": [
-            "src/transformers/integrations",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-43656-3",
       "pr_numbers": [
@@ -3305,8 +3239,8 @@
         {
           "left_pr_number": 45293,
           "right_pr_number": 45317,
-          "similarity": 0.499,
-          "content_similarity": 0.342,
+          "similarity": 0.5,
+          "content_similarity": 0.343,
           "size_similarity": 0.741,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.972,
@@ -3324,8 +3258,8 @@
         {
           "left_pr_number": 45317,
           "right_pr_number": 46091,
-          "similarity": 0.367,
-          "content_similarity": 0.321,
+          "similarity": 0.368,
+          "content_similarity": 0.322,
           "size_similarity": 0.216,
           "breadth_similarity": 0.667,
           "concentration_similarity": 0.862,
@@ -3350,7 +3284,7 @@
         45655
       ],
       "representative_pr_number": 45649,
-      "average_similarity": 0.45,
+      "average_similarity": 0.453,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
       "shared_filenames": [
         "src/transformers/modeling_utils.py"
@@ -3363,8 +3297,8 @@
         {
           "left_pr_number": 45548,
           "right_pr_number": 45649,
-          "similarity": 0.507,
-          "content_similarity": 0.514,
+          "similarity": 0.509,
+          "content_similarity": 0.516,
           "size_similarity": 0.149,
           "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
@@ -3379,8 +3313,8 @@
         {
           "left_pr_number": 45649,
           "right_pr_number": 45655,
-          "similarity": 0.5,
-          "content_similarity": 0.333,
+          "similarity": 0.503,
+          "content_similarity": 0.337,
           "size_similarity": 0.778,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3395,8 +3329,8 @@
         {
           "left_pr_number": 45548,
           "right_pr_number": 45655,
-          "similarity": 0.344,
-          "content_similarity": 0.272,
+          "similarity": 0.347,
+          "content_similarity": 0.276,
           "size_similarity": 0.191,
           "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
@@ -3501,7 +3435,7 @@
         45783
       ],
       "representative_pr_number": 45783,
-      "average_similarity": 0.405,
+      "average_similarity": 0.402,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/models/deepseek_vl/modeling_deepseek_vl.py`, `src/transformers/models/fast_vlm/modeling_fast_vlm.py`, `src/transformers/models/florence2/modeling_florence2.py`; representative PR #45783.",
       "shared_filenames": [
         "src/transformers/models/deepseek_vl/modeling_deepseek_vl.py",
@@ -3518,20 +3452,20 @@
         "src/transformers/models/mistral3",
         "src/transformers/models/vipllava",
         "src/transformers/models/chameleon",
-        "src/transformers/models/florence2",
         "src/transformers/models/glm46v",
-        "src/transformers/models/got_ocr2",
-        "src/transformers/models/idefics2"
+        "src/transformers/models/llava",
+        "src/transformers/models/llava_next_video",
+        "src/transformers/models/florence2"
       ],
       "pairwise": [
         {
           "left_pr_number": 44907,
           "right_pr_number": 45783,
-          "similarity": 0.486,
-          "content_similarity": 0.492,
-          "size_similarity": 0.075,
-          "breadth_similarity": 0.809,
-          "concentration_similarity": 0.99,
+          "similarity": 0.491,
+          "content_similarity": 0.487,
+          "size_similarity": 0.08,
+          "breadth_similarity": 0.881,
+          "concentration_similarity": 0.985,
           "shared_filenames": [
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             "src/transformers/models/aya_vision/modeling_aya_vision.py",
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       "summary": "3 open PRs share weighted file overlap around `tests/utils/test_cache_utils.py`, `src/transformers/cache_utils.py`, `src/transformers/generation/utils.py`; representative PR #46446.",
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-      "average_similarity": 0.774,
+      "average_similarity": 0.775,
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           "left_pr_number": 43543,
           "right_pr_number": 43775,
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+      "pr_numbers": [
+        45682,
+        46442
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+      "representative_pr_number": 45682,
+      "average_similarity": 0.615,
+      "summary": "2 open PRs share weighted file overlap around `tests/peft_integration/test_peft_integration.py`, `src/transformers/integrations/peft.py`; representative PR #45682.",
+      "shared_filenames": [
+        "tests/peft_integration/test_peft_integration.py",
+        "src/transformers/integrations/peft.py"
+      ],
+      "shared_directories": [
+        "src/transformers/integrations",
+        "tests/peft_integration",
+        "src/transformers",
+        "tests",
+        "src"
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+            "src/transformers/integrations",
+            "src/transformers",
+            "tests/peft_integration",
+            "src",
+            "tests"
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+      "average_similarity": 0.598,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/vit_mae/modeling_vit_mae.py`, `src/transformers/models/vit_mae/modular_vit_mae.py`, `src/transformers/models/aimv2/modeling_aimv2.py`; representative PR #45932.",
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+        "utils/notification_service.py",
+        ".github/workflows/self-scheduled.yml",
+        ".github/workflows/self-comment-ci.yml",
+        "tests/models/vit/test_modeling_vit.py"
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+        "src/transformers/models/emu3/processing_emu3.py",
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+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260611T060033Z/manifest.json",
-  "latest_snapshot_id": "20260611T060033Z",
+  "archived_manifest_path": "snapshots/20260611T120117Z/manifest.json",
+  "latest_snapshot_id": "20260611T120117Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-06-11T06:00:33Z",
+  "next_since": "2026-06-11T12:01:17Z",
   "repo": "huggingface/transformers",
-  "snapshot_dir": "snapshots/20260611T060033Z"
+  "snapshot_dir": "snapshots/20260611T120117Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-06-11T00:00:26Z",
-  "last_successful_snapshot_id": "20260611T060033Z",
-  "next_since": "2026-06-11T06:00:33Z",
+  "effective_since": "2026-06-11T06:00:33Z",
+  "last_successful_snapshot_id": "20260611T120117Z",
+  "next_since": "2026-06-11T12:01:17Z",
   "repo": "huggingface/transformers",
-  "updated_at": "2026-06-11T06:00:33Z"
+  "updated_at": "2026-06-11T12:01:17Z"
 }