Refresh transformers dataset snapshot 20260618T120025Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260618T060045Z`
+- latest snapshot: `20260618T120025Z`
 - raw data only; no labels or moderation decisions
 - PR metadata, file-level patch hunks, and full unified diffs are included
 - full file contents for changed files are not included

comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:4fdde73317a6e4781aa8cbab5ed7bec8b9e90bbf39031d61ca40d192b90e2305
-size 3077683
+oid sha256:435c58d04f3e662f6808eaffaf0d95f407d0c886037d6cd72d4ed0de7478f8f2
+size 3083767

events.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:db658bad5d69e3c61df0f6e651b28ffd65c1e95dd5ed5f3b9742f6de086aa577
-size 922968
+oid sha256:675320b554232f7f7fe767b5a4c0e0f2d5916f2054477d70c239ccf46358ce32
+size 924709

issue_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:87d56990c6bccf9485e283e6a5e55160c43aa4a2ce5e335b23cfb62b8766bd0a
-size 983923
+oid sha256:9e9f528f69ce3e425fee9ddd853af5638a2e40f46f06bcbb9ed4f52cdba0c61a
+size 986055

issues.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:8cda24761e0ab6cf59c0f49d3f81ecb5d95f34e02d860f08b4a45db37d9d32a4
-size 1254778
+oid sha256:157fb66e02c93086abfbd72cb48175c58ebae1dc0f674b5edb75e20a9c00a357
+size 1256174

links.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:80363b262e5e673e5e301d2670ca5a5e08863d1db92dbc192fe8e321ef10b39a
-size 58744
+oid sha256:7a167d874f06fa29fa62018fc808016ea32cff788e94c4e9ab0d951d88c02cef
+size 58895

manifest.json

@@ -1,41 +1,41 @@
 {
   "artifacts": {
-    "archived_pr_scope_clusters_json": "snapshots/20260618T060045Z/pr-scope-clusters.json",
+    "archived_pr_scope_clusters_json": "snapshots/20260618T120025Z/pr-scope-clusters.json",
     "new_contributors_json": "new-contributors-report.json",
     "new_contributors_markdown": "new-contributors-report.md",
     "new_contributors_parquet": "new_contributors.parquet",
     "pr_scope_clusters_json": "pr-scope-clusters.json"
   },
   "counts": {
-    "comments": 14367,
-    "issues": 892,
-    "links": 4961,
-    "new_contributors": 358,
-    "pr_diffs": 2897,
-    "pr_files": 37616,
-    "pull_requests": 2897,
-    "review_comments": 17463,
-    "reviews": 10305,
-    "timeline_events": 57249
+    "comments": 14406,
+    "issues": 893,
+    "links": 4970,
+    "new_contributors": 355,
+    "pr_diffs": 2902,
+    "pr_files": 37738,
+    "pull_requests": 2902,
+    "review_comments": 17497,
+    "reviews": 10339,
+    "timeline_events": 57348
   },
-  "crawl_started_at": "2026-06-18T06:00:45Z",
+  "crawl_started_at": "2026-06-18T12:00:25Z",
   "delta_counts": {
-    "comments": 17,
-    "issue_stubs": 11,
-    "issues": 0,
-    "links": 18,
-    "pr_diffs": 11,
-    "pr_files": 39,
-    "pull_requests": 11,
-    "review_comments": 119,
-    "reviews": 78,
-    "timeline_events": 296
+    "comments": 39,
+    "issue_stubs": 27,
+    "issues": 4,
+    "links": 34,
+    "pr_diffs": 23,
+    "pr_files": 472,
+    "pull_requests": 23,
+    "review_comments": 506,
+    "reviews": 297,
+    "timeline_events": 992
   },
-  "extracted_at": "2026-06-18T06:00:45Z",
+  "extracted_at": "2026-06-18T12:00:25Z",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260618T060045Z",
+  "snapshot_id": "20260618T120025Z",
   "watermark": {
-    "effective_since": "2026-06-18T00:00:34Z",
-    "next_since": "2026-06-18T06:00:45Z"
+    "effective_since": "2026-06-18T06:00:45Z",
+    "next_since": "2026-06-18T12:00:25Z"
   }
 }

new-contributors-report.json

@@ -1,26 +1,26 @@
 {
   "schema_version": "1.0",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260618T060045Z",
-  "generated_at": "2026-06-18T06:01:29Z",
+  "snapshot_id": "20260618T120025Z",
+  "generated_at": "2026-06-18T12:01:59Z",
   "window_days": 60,
   "max_authors": 0,
   "instrumentation": {
-    "selected_contributors": 358,
-    "first_seen_in_snapshot": 0,
+    "selected_contributors": 355,
+    "first_seen_in_snapshot": 1,
     "known_via_prior_merged_pr": 162,
     "previous_primary_author_count": 1406,
-    "selected_seen_in_previous_primary": 358,
+    "selected_seen_in_previous_primary": 354,
     "previous_report_contributor_count": 358,
-    "selected_overlap_previous_report": 358,
-    "selected_overlap_previous_report_rate": 1.0,
-    "reused_previous_report_entries": 355,
+    "selected_overlap_previous_report": 354,
+    "selected_overlap_previous_report_rate": 0.9972,
+    "reused_previous_report_entries": 351,
     "reused_known_merged_contributors": 159,
-    "live_fetches": 3,
+    "live_fetches": 4,
     "window_anchor": "run_time",
     "window_anchor_cacheable": false,
-    "enrichment_elapsed_seconds": 0.509,
-    "enrichment_avg_seconds_per_author": 0.001,
+    "enrichment_elapsed_seconds": 7.871,
+    "enrichment_avg_seconds_per_author": 0.022,
     "enrichment_failures": 3
   },
   "contributors": [
@@ -407,14 +407,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp",
       "repo_first_seen_at": "2024-09-26T09:23:39Z",
-      "repo_last_seen_at": "2026-06-17T13:35:21Z",
+      "repo_last_seen_at": "2026-06-18T10:39:10Z",
       "repo_primary_artifact_count": 91,
-      "repo_artifact_count": 3896,
+      "repo_artifact_count": 3931,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 91,
-      "snapshot_comment_count": 640,
-      "snapshot_review_count": 988,
-      "snapshot_review_comment_count": 2177,
+      "snapshot_comment_count": 645,
+      "snapshot_review_count": 1002,
+      "snapshot_review_comment_count": 2193,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -487,13 +487,13 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker",
       "repo_first_seen_at": "2023-02-24T14:13:29Z",
-      "repo_last_seen_at": "2026-06-17T15:12:15Z",
-      "repo_primary_artifact_count": 71,
-      "repo_artifact_count": 2382,
+      "repo_last_seen_at": "2026-06-18T11:23:04Z",
+      "repo_primary_artifact_count": 72,
+      "repo_artifact_count": 2385,
       "snapshot_issue_count": 3,
-      "snapshot_pr_count": 68,
+      "snapshot_pr_count": 69,
       "snapshot_comment_count": 202,
-      "snapshot_review_count": 713,
+      "snapshot_review_count": 715,
       "snapshot_review_comment_count": 1396,
       "repo_association": "MEMBER",
       "new_to_repo": false,
@@ -522,6 +522,16 @@
       },
       "examples": {
         "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46740,
+            "title": "Allow metal-flash-sdpa for OpenAIPrivacyFilter on MPS",
+            "url": "https://github.com/huggingface/transformers/pull/46740",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-18T09:06:24Z"
+          },
           {
             "kind": "pull_request",
             "number": 46722,
@@ -541,16 +551,6 @@
             "merged": false,
             "draft": true,
             "created_at": "2026-06-17T12:51:23Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46600,
-            "title": "Add minimax m3vl",
-            "url": "https://github.com/huggingface/transformers/pull/46600",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-06-12T13:01:56Z"
           }
         ],
         "issues": [
@@ -695,14 +695,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu",
       "repo_first_seen_at": "2025-08-26T12:13:50Z",
-      "repo_last_seen_at": "2026-06-17T19:03:56Z",
+      "repo_last_seen_at": "2026-06-18T07:48:34Z",
       "repo_primary_artifact_count": 54,
-      "repo_artifact_count": 6841,
+      "repo_artifact_count": 6846,
       "snapshot_issue_count": 2,
       "snapshot_pr_count": 52,
-      "snapshot_comment_count": 676,
-      "snapshot_review_count": 1232,
-      "snapshot_review_comment_count": 4879,
+      "snapshot_comment_count": 677,
+      "snapshot_review_count": 1234,
+      "snapshot_review_comment_count": 4881,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -793,14 +793,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc",
       "repo_first_seen_at": "2024-09-02T13:41:47Z",
-      "repo_last_seen_at": "2026-06-16T14:54:35Z",
+      "repo_last_seen_at": "2026-06-18T09:25:43Z",
       "repo_primary_artifact_count": 51,
-      "repo_artifact_count": 1043,
+      "repo_artifact_count": 1046,
       "snapshot_issue_count": 2,
       "snapshot_pr_count": 49,
-      "snapshot_comment_count": 189,
-      "snapshot_review_count": 337,
-      "snapshot_review_comment_count": 466,
+      "snapshot_comment_count": 190,
+      "snapshot_review_count": 338,
+      "snapshot_review_comment_count": 467,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -972,12 +972,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or",
       "repo_first_seen_at": "2025-09-11T21:27:59Z",
-      "repo_last_seen_at": "2026-06-18T03:04:30Z",
+      "repo_last_seen_at": "2026-06-18T11:43:55Z",
       "repo_primary_artifact_count": 44,
-      "repo_artifact_count": 440,
+      "repo_artifact_count": 441,
       "snapshot_issue_count": 1,
       "snapshot_pr_count": 43,
-      "snapshot_comment_count": 56,
+      "snapshot_comment_count": 57,
       "snapshot_review_count": 167,
       "snapshot_review_comment_count": 173,
       "repo_association": "MEMBER",
@@ -1148,14 +1148,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap",
       "repo_first_seen_at": "2024-10-21T07:08:47Z",
-      "repo_last_seen_at": "2026-06-17T15:15:02Z",
+      "repo_last_seen_at": "2026-06-18T09:25:31Z",
       "repo_primary_artifact_count": 36,
-      "repo_artifact_count": 197,
+      "repo_artifact_count": 200,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 36,
       "snapshot_comment_count": 64,
-      "snapshot_review_count": 60,
-      "snapshot_review_comment_count": 37,
+      "snapshot_review_count": 62,
+      "snapshot_review_comment_count": 38,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -1868,20 +1868,20 @@
       "fetch_error": null
     },
     {
-      "author_login": "hmellor",
-      "name": "Harry Mellor",
-      "profile_url": "https://github.com/hmellor",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahmellor",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahmellor",
-      "repo_first_seen_at": "2025-08-14T10:03:14Z",
-      "repo_last_seen_at": "2026-06-13T11:58:16Z",
-      "repo_primary_artifact_count": 24,
-      "repo_artifact_count": 141,
-      "snapshot_issue_count": 2,
-      "snapshot_pr_count": 22,
-      "snapshot_comment_count": 30,
-      "snapshot_review_count": 58,
-      "snapshot_review_comment_count": 29,
+      "author_login": "IlyasMoutawwakil",
+      "name": "Ilyas Moutawwakil",
+      "profile_url": "https://github.com/IlyasMoutawwakil",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil",
+      "repo_first_seen_at": "2025-07-04T08:41:29Z",
+      "repo_last_seen_at": "2026-06-18T10:23:26Z",
+      "repo_primary_artifact_count": 27,
+      "repo_artifact_count": 773,
+      "snapshot_issue_count": 4,
+      "snapshot_pr_count": 23,
+      "snapshot_comment_count": 69,
+      "snapshot_review_count": 355,
+      "snapshot_review_comment_count": 322,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -1889,24 +1889,24 @@
       "report_reason": null,
       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,
-      "account_age_days": 3592,
+      "account_age_days": 2354,
       "young_account": false,
       "follow_through_score": "strong",
       "breadth_score": "low",
       "automation_risk_signal": "low",
-      "heuristic_note": "high recent PR volume; targets high-star repos",
+      "heuristic_note": "\u2014",
       "public_orgs": [
         "huggingface",
-        "vllm-project"
+        "Chouafa"
       ],
       "activity": {
-        "visible_authored_pr_count": 79,
-        "merged_pr_count": 72,
-        "closed_unmerged_pr_count": 3,
+        "visible_authored_pr_count": 22,
+        "merged_pr_count": 16,
+        "closed_unmerged_pr_count": 2,
         "open_pr_count": 4,
-        "merged_pr_rate": 0.9114,
-        "closed_unmerged_pr_rate": 0.038,
-        "still_open_pr_rate": 0.0506,
+        "merged_pr_rate": 0.7273,
+        "closed_unmerged_pr_rate": 0.0909,
+        "still_open_pr_rate": 0.1818,
         "distinct_repos_with_authored_prs": 3,
         "distinct_repos_with_open_prs": 3
       },
@@ -1914,75 +1914,85 @@
         "pull_requests": [
           {
             "kind": "pull_request",
-            "number": 46622,
-            "title": "Fix Mistral models which contain both `tokenizer.json` and `tekken.json`",
-            "url": "https://github.com/huggingface/transformers/pull/46622",
+            "number": 46742,
+            "title": "finegrained v3",
+            "url": "https://github.com/huggingface/transformers/pull/46742",
             "state": "open",
             "merged": false,
             "draft": false,
-            "created_at": "2026-06-13T11:58:16Z"
+            "created_at": "2026-06-18T10:23:26Z"
           },
           {
             "kind": "pull_request",
-            "number": 46605,
-            "title": "Fix `peft` lower bound",
-            "url": "https://github.com/huggingface/transformers/pull/46605",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-06-12T15:21:50Z"
+            "number": 46738,
+            "title": "Model fixes for export compatibility",
+            "url": "https://github.com/huggingface/transformers/pull/46738",
+            "state": "open",
+            "merged": false,
+            "draft": true,
+            "created_at": "2026-06-18T07:51:09Z"
           },
           {
             "kind": "pull_request",
-            "number": 46524,
-            "title": "Fix InternVL models",
-            "url": "https://github.com/huggingface/transformers/pull/46524",
+            "number": 46407,
+            "title": "Triton finegrained fp8/fp4",
+            "url": "https://github.com/huggingface/transformers/pull/46407",
             "state": "closed",
             "merged": true,
             "draft": false,
-            "created_at": "2026-06-09T14:20:03Z"
+            "created_at": "2026-06-04T10:05:53Z"
           }
         ],
         "issues": [
           {
             "kind": "issue",
-            "number": 43522,
-            "title": "Weights are not tied when model is loaded onto the `meta` device",
-            "url": "https://github.com/huggingface/transformers/issues/43522",
-            "state": "closed",
+            "number": 46443,
+            "title": "Vision RoPE refactor",
+            "url": "https://github.com/huggingface/transformers/issues/46443",
+            "state": "open",
             "merged": null,
             "draft": null,
-            "created_at": "2026-01-27T10:35:07Z"
+            "created_at": "2026-06-05T11:52:58Z"
           },
           {
             "kind": "issue",
-            "number": 42738,
-            "title": "BERT-like models with RoPE",
-            "url": "https://github.com/huggingface/transformers/issues/42738",
+            "number": 45571,
+            "title": "A nice UX for generating dynamic tensors that break torch.compile/torch.export",
+            "url": "https://github.com/huggingface/transformers/issues/45571",
             "state": "open",
             "merged": null,
             "draft": null,
-            "created_at": "2025-12-09T11:30:40Z"
+            "created_at": "2026-04-22T10:04:10Z"
+          },
+          {
+            "kind": "issue",
+            "number": 43682,
+            "title": "`torch.compile` and `torch.export` helper function to be moved from `import_utils`",
+            "url": "https://github.com/huggingface/transformers/issues/43682",
+            "state": "open",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-02-02T13:42:53Z"
           }
         ]
       },
       "fetch_error": null
     },
     {
-      "author_login": "IlyasMoutawwakil",
-      "name": "Ilyas Moutawwakil",
-      "profile_url": "https://github.com/IlyasMoutawwakil",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil",
-      "repo_first_seen_at": "2025-07-04T08:41:29Z",
-      "repo_last_seen_at": "2026-06-17T15:41:32Z",
-      "repo_primary_artifact_count": 25,
-      "repo_artifact_count": 759,
-      "snapshot_issue_count": 4,
-      "snapshot_pr_count": 21,
-      "snapshot_comment_count": 69,
-      "snapshot_review_count": 349,
-      "snapshot_review_comment_count": 316,
+      "author_login": "hmellor",
+      "name": "Harry Mellor",
+      "profile_url": "https://github.com/hmellor",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahmellor",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahmellor",
+      "repo_first_seen_at": "2025-08-14T10:03:14Z",
+      "repo_last_seen_at": "2026-06-13T11:58:16Z",
+      "repo_primary_artifact_count": 24,
+      "repo_artifact_count": 141,
+      "snapshot_issue_count": 2,
+      "snapshot_pr_count": 22,
+      "snapshot_comment_count": 30,
+      "snapshot_review_count": 58,
+      "snapshot_review_comment_count": 29,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -1990,24 +2000,24 @@
       "report_reason": null,
       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,
-      "account_age_days": 2354,
+      "account_age_days": 3592,
       "young_account": false,
       "follow_through_score": "strong",
       "breadth_score": "low",
       "automation_risk_signal": "low",
-      "heuristic_note": "\u2014",
+      "heuristic_note": "high recent PR volume; targets high-star repos",
       "public_orgs": [
         "huggingface",
-        "Chouafa"
+        "vllm-project"
       ],
       "activity": {
-        "visible_authored_pr_count": 22,
-        "merged_pr_count": 16,
-        "closed_unmerged_pr_count": 2,
+        "visible_authored_pr_count": 79,
+        "merged_pr_count": 72,
+        "closed_unmerged_pr_count": 3,
         "open_pr_count": 4,
-        "merged_pr_rate": 0.7273,
-        "closed_unmerged_pr_rate": 0.0909,
-        "still_open_pr_rate": 0.1818,
+        "merged_pr_rate": 0.9114,
+        "closed_unmerged_pr_rate": 0.038,
+        "still_open_pr_rate": 0.0506,
         "distinct_repos_with_authored_prs": 3,
         "distinct_repos_with_open_prs": 3
       },
@@ -2015,65 +2025,55 @@
         "pull_requests": [
           {
             "kind": "pull_request",
-            "number": 46407,
-            "title": "Triton finegrained fp8/fp4",
-            "url": "https://github.com/huggingface/transformers/pull/46407",
-            "state": "closed",
-            "merged": true,
+            "number": 46622,
+            "title": "Fix Mistral models which contain both `tokenizer.json` and `tekken.json`",
+            "url": "https://github.com/huggingface/transformers/pull/46622",
+            "state": "open",
+            "merged": false,
             "draft": false,
-            "created_at": "2026-06-04T10:05:53Z"
+            "created_at": "2026-06-13T11:58:16Z"
           },
           {
             "kind": "pull_request",
-            "number": 46384,
-            "title": "DSv4 static cache",
-            "url": "https://github.com/huggingface/transformers/pull/46384",
-            "state": "open",
-            "merged": false,
+            "number": 46605,
+            "title": "Fix `peft` lower bound",
+            "url": "https://github.com/huggingface/transformers/pull/46605",
+            "state": "closed",
+            "merged": true,
             "draft": false,
-            "created_at": "2026-06-03T14:14:32Z"
+            "created_at": "2026-06-12T15:21:50Z"
           },
           {
             "kind": "pull_request",
-            "number": 46378,
-            "title": "Fix dsv4 dequant + tp/ep",
-            "url": "https://github.com/huggingface/transformers/pull/46378",
+            "number": 46524,
+            "title": "Fix InternVL models",
+            "url": "https://github.com/huggingface/transformers/pull/46524",
             "state": "closed",
             "merged": true,
             "draft": false,
-            "created_at": "2026-06-03T10:46:53Z"
+            "created_at": "2026-06-09T14:20:03Z"
           }
         ],
         "issues": [
           {
             "kind": "issue",
-            "number": 46443,
-            "title": "Vision RoPE refactor",
-            "url": "https://github.com/huggingface/transformers/issues/46443",
-            "state": "open",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-06-05T11:52:58Z"
-          },
-          {
-            "kind": "issue",
-            "number": 45571,
-            "title": "A nice UX for generating dynamic tensors that break torch.compile/torch.export",
-            "url": "https://github.com/huggingface/transformers/issues/45571",
-            "state": "open",
+            "number": 43522,
+            "title": "Weights are not tied when model is loaded onto the `meta` device",
+            "url": "https://github.com/huggingface/transformers/issues/43522",
+            "state": "closed",
             "merged": null,
             "draft": null,
-            "created_at": "2026-04-22T10:04:10Z"
+            "created_at": "2026-01-27T10:35:07Z"
           },
           {
             "kind": "issue",
-            "number": 43682,
-            "title": "`torch.compile` and `torch.export` helper function to be moved from `import_utils`",
-            "url": "https://github.com/huggingface/transformers/issues/43682",
+            "number": 42738,
+            "title": "BERT-like models with RoPE",
+            "url": "https://github.com/huggingface/transformers/issues/42738",
             "state": "open",
             "merged": null,
             "draft": null,
-            "created_at": "2026-02-02T13:42:53Z"
+            "created_at": "2025-12-09T11:30:40Z"
           }
         ]
       },
@@ -3358,12 +3358,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan",
       "repo_first_seen_at": "2024-10-17T11:56:32Z",
-      "repo_last_seen_at": "2026-06-12T10:53:55Z",
+      "repo_last_seen_at": "2026-06-18T11:23:41Z",
       "repo_primary_artifact_count": 6,
-      "repo_artifact_count": 65,
+      "repo_artifact_count": 66,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 6,
-      "snapshot_comment_count": 32,
+      "snapshot_comment_count": 33,
       "snapshot_review_count": 12,
       "snapshot_review_comment_count": 15,
       "repo_association": "MEMBER",
@@ -4540,8 +4540,8 @@
             "number": 46737,
             "title": "skip decorators must appear after @parameterized.expand in pytest",
             "url": "https://github.com/huggingface/transformers/pull/46737",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-06-18T02:08:20Z"
           },
@@ -9585,6 +9585,73 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "Sunt-ing",
+      "name": "Ting SUN",
+      "profile_url": "https://github.com/Sunt-ing",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunt-ing",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunt-ing",
+      "repo_first_seen_at": "2026-06-18T09:58:22Z",
+      "repo_last_seen_at": "2026-06-18T11:15:55Z",
+      "repo_primary_artifact_count": 2,
+      "repo_artifact_count": 2,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 2,
+      "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": 2841,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "moderate",
+      "automation_risk_signal": "medium",
+      "heuristic_note": "high recent PR volume; high open PR share; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 52,
+        "merged_pr_count": 17,
+        "closed_unmerged_pr_count": 6,
+        "open_pr_count": 29,
+        "merged_pr_rate": 0.3269,
+        "closed_unmerged_pr_rate": 0.1154,
+        "still_open_pr_rate": 0.5577,
+        "distinct_repos_with_authored_prs": 6,
+        "distinct_repos_with_open_prs": 4
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46743,
+            "title": "Fall back to the for-loop grouped_mm on CPU",
+            "url": "https://github.com/huggingface/transformers/pull/46743",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-18T11:15:55Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46741,
+            "title": "Fix Mamba2 mixer chunked-prefill / speculative decoding for Zamba2 and Nemotron-H",
+            "url": "https://github.com/huggingface/transformers/pull/46741",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-18T09:58:22Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "tengomucho",
       "name": "Alvaro Moran",
@@ -9880,14 +9947,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam",
       "repo_first_seen_at": "2025-07-25T12:59:52Z",
-      "repo_last_seen_at": "2026-06-17T12:22:35Z",
+      "repo_last_seen_at": "2026-06-18T07:52:31Z",
       "repo_primary_artifact_count": 10,
-      "repo_artifact_count": 1258,
+      "repo_artifact_count": 1261,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 10,
       "snapshot_comment_count": 67,
-      "snapshot_review_count": 333,
-      "snapshot_review_comment_count": 848,
+      "snapshot_review_count": 334,
+      "snapshot_review_comment_count": 850,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -11068,88 +11135,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "Jah-yee",
-      "name": "RoomWithOutRoof",
-      "profile_url": "https://github.com/Jah-yee",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJah-yee",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJah-yee",
-      "repo_first_seen_at": "2026-04-16T00:55:40Z",
-      "repo_last_seen_at": "2026-04-19T11:59:23Z",
-      "repo_primary_artifact_count": 4,
-      "repo_artifact_count": 4,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 4,
-      "snapshot_comment_count": 0,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "NONE",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 736,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "very high",
-      "automation_risk_signal": "high",
-      "heuristic_note": "extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos",
-      "public_orgs": [
-        "hackclub",
-        "Spark-Lab-Global",
-        "Info-Tech-org",
-        "effectorHQ"
-      ],
-      "activity": {
-        "visible_authored_pr_count": 836,
-        "merged_pr_count": 85,
-        "closed_unmerged_pr_count": 334,
-        "open_pr_count": 417,
-        "merged_pr_rate": 0.1017,
-        "closed_unmerged_pr_rate": 0.3995,
-        "still_open_pr_rate": 0.4988,
-        "distinct_repos_with_authored_prs": 278,
-        "distinct_repos_with_open_prs": 159
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45515,
-            "title": "Fix CUDA availability check in get_device_properties()",
-            "url": "https://github.com/huggingface/transformers/pull/45515",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-19T11:59:23Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45509,
-            "title": "Fix get_device_properties crash when CUDA is installed but no GPU",
-            "url": "https://github.com/huggingface/transformers/pull/45509",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-18T23:41:33Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45467,
-            "title": "Fix MPS SDPA output shape when value head dim differs from query head dim",
-            "url": "https://github.com/huggingface/transformers/pull/45467",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-16T06:44:51Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "javierdejesusda",
       "name": "Javier De Jesus",
@@ -11695,73 +11680,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "GitGlimpse895",
-      "name": null,
-      "profile_url": "https://github.com/GitGlimpse895",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AGitGlimpse895",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AGitGlimpse895",
-      "repo_first_seen_at": "2026-04-12T10:14:58Z",
-      "repo_last_seen_at": "2026-04-21T16:07:53Z",
-      "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 4,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 2,
-      "snapshot_comment_count": 2,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "NONE",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "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": "louzongzhi",
       "name": "\u5a04\u5b97\u5fd7",
@@ -14083,15 +14001,15 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asisaman",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asisaman",
       "repo_first_seen_at": "2026-06-17T15:54:08Z",
-      "repo_last_seen_at": "2026-06-17T16:07:08Z",
+      "repo_last_seen_at": "2026-06-18T09:58:32Z",
       "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 2,
+      "repo_artifact_count": 12,
       "snapshot_issue_count": 1,
       "snapshot_pr_count": 1,
       "snapshot_comment_count": 0,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "snapshot_review_count": 5,
+      "snapshot_review_comment_count": 5,
+      "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -14123,8 +14041,8 @@
             "number": 46727,
             "title": "Improve AutoImageProcessor error for unavailable backends",
             "url": "https://github.com/huggingface/transformers/pull/46727",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-06-17T16:07:08Z"
           }
@@ -14135,7 +14053,7 @@
             "number": 46726,
             "title": "AutoProcessor reports \u201cUnrecognized image processor\u201d when required vision backend is missing",
             "url": "https://github.com/huggingface/transformers/issues/46726",
-            "state": "open",
+            "state": "closed",
             "merged": null,
             "draft": null,
             "created_at": "2026-06-17T15:54:08Z"
@@ -15937,14 +15855,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAzeezIsh",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAzeezIsh",
       "repo_first_seen_at": "2026-06-04T16:46:37Z",
-      "repo_last_seen_at": "2026-06-16T23:10:07Z",
+      "repo_last_seen_at": "2026-06-18T06:32:43Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 10,
+      "repo_artifact_count": 12,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
       "snapshot_comment_count": 1,
-      "snapshot_review_count": 4,
-      "snapshot_review_comment_count": 4,
+      "snapshot_review_count": 5,
+      "snapshot_review_comment_count": 5,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -19135,63 +19053,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "Kabir08",
-      "name": null,
-      "profile_url": "https://github.com/Kabir08",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKabir08",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKabir08",
-      "repo_first_seen_at": "2026-04-19T08:27:15Z",
-      "repo_last_seen_at": "2026-04-20T15:18:14Z",
-      "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 3,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 2,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "NONE",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 2216,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "moderate",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high open PR share; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 6,
-        "merged_pr_count": 1,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 5,
-        "merged_pr_rate": 0.1667,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 0.8333,
-        "distinct_repos_with_authored_prs": 5,
-        "distinct_repos_with_open_prs": 5
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45511,
-            "title": "Fix NaN in Gemma3/EmbeddingGemma when batching mixed-length sequences\u2026",
-            "url": "https://github.com/huggingface/transformers/pull/45511",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-19T08:27:15Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "Kaisan10",
       "name": "bac0n",
@@ -23433,63 +23294,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "tianhaocui",
-      "name": "cuitianhao",
-      "profile_url": "https://github.com/tianhaocui",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atianhaocui",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atianhaocui",
-      "repo_first_seen_at": "2026-04-19T10:27:36Z",
-      "repo_last_seen_at": "2026-04-23T16:28:50Z",
-      "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 3,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 2,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 2442,
-      "young_account": false,
-      "follow_through_score": "mixed",
-      "breadth_score": "high",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high recent PR volume; broad repo spread",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 59,
-        "merged_pr_count": 30,
-        "closed_unmerged_pr_count": 7,
-        "open_pr_count": 22,
-        "merged_pr_rate": 0.5085,
-        "closed_unmerged_pr_rate": 0.1186,
-        "still_open_pr_rate": 0.3729,
-        "distinct_repos_with_authored_prs": 14,
-        "distinct_repos_with_open_prs": 10
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45514,
-            "title": "Fix GraniteMoeHybrid _update_mamba_mask crash on attention-only models",
-            "url": "https://github.com/huggingface/transformers/pull/45514",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-19T10:27:36Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "trducng",
       "name": "trducng",

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260618T060045Z`
-- Generated: `2026-06-18T06:01:29Z`
+- Snapshot: `20260618T120025Z`
+- Generated: `2026-06-18T12:01:59Z`
 - Activity window: `60d`
-- Contributors: `358`
+- Contributors: `355`
 
 ## Summary
 
@@ -14,7 +14,7 @@
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 97 | 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` | 95 | 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` | 91 | 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` | 68 | 3 | 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` | 69 | 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` | 67 | 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` | 52 | 2 | mixed | low | low | 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 |
@@ -29,8 +29,8 @@
 | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 27 | 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` | 26 | 4 | strong | moderate | low | high recent PR volume |
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 25 | 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` | 23 | 4 | strong | low | low | — |
 | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 22 | 2 | strong | low | low | 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 | — |
 | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 20 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 20 | 0 | mixed | moderate | low | — |
 | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 19 | 0 | strong | moderate | low | — |
@@ -129,6 +129,7 @@
 | `saiganesh47` | [profile](https://github.com/saiganesh47) | no | NONE | 633d | `2026-04-22T15:13:44Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `SindhuRaghuram97` | [profile](https://github.com/SindhuRaghuram97) | no | CONTRIBUTOR | 1319d | `2026-05-05T14:47:02Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `Snakinya` | [profile](https://github.com/Snakinya) | no | NONE | 2115d | `2026-06-08T10:08:10Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `Sunt-ing` | [profile](https://github.com/Sunt-ing) | yes | FIRST_TIME_CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 2 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
 | `tengomucho` | [profile](https://github.com/tengomucho) | no | MEMBER | 4442d | `2026-04-29T09:26:52Z` | 2 | 0 | mixed | low | low | — |
 | `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 | 3752d | `2025-08-10T08:43:09Z` | 28 | 0 | weak | moderate | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
@@ -146,7 +147,6 @@
 | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 4 | 3 | weak | low | low | targets high-star repos |
 | `ghost` | [profile](https://github.com/ghost) | no | NONE | 6553d | `2024-05-09T10:45:25Z` | 4 | 2 | weak | low | low | high open PR share; no visible non-self stars |
 | `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 |
-| `Jah-yee` | [profile](https://github.com/Jah-yee) | no | NONE | 736d | `2026-04-16T00:55:40Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 508d | `2026-03-22T17:27:20Z` | 4 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `bhargav-patel-29` | [profile](https://github.com/bhargav-patel-29) | no | FIRST_TIME_CONTRIBUTOR | 267d | `2026-02-05T02:43:45Z` | 3 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
@@ -154,7 +154,6 @@
 | `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 |
 | `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 |
-| `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 |
 | `louzongzhi` | [profile](https://github.com/louzongzhi) | no | CONTRIBUTOR | 1325d | `2026-04-14T05:14:08Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; 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 |
@@ -188,7 +187,7 @@
 | `Reigenleif` | [profile](https://github.com/Reigenleif) | no | NONE | 1631d | `2026-06-06T14:24:41Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `ronansgd` | [profile](https://github.com/ronansgd) | no | FIRST_TIME_CONTRIBUTOR | 2195d | `2026-04-22T08:50:02Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `shubhammr21` | [profile](https://github.com/shubhammr21) | no | FIRST_TIME_CONTRIBUTOR | 4155d | `2026-05-22T10:45:10Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `sisaman` | [profile](https://github.com/sisaman) | no | FIRST_TIME_CONTRIBUTOR | 4905d | `2026-06-17T15:54:08Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
+| `sisaman` | [profile](https://github.com/sisaman) | no | CONTRIBUTOR | 4905d | `2026-06-17T15:54:08Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `Tokarak` | [profile](https://github.com/Tokarak) | no | CONTRIBUTOR | 2200d | `2026-04-19T17:22:36Z` | 1 | 1 | weak | low | low | high open PR share |
 | `0Sh1khar` | [profile](https://github.com/0Sh1khar) | no | NONE | 660d | `2026-05-18T14:31:57Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `1fanwang` | [profile](https://github.com/1fanwang) | no | FIRST_TIME_CONTRIBUTOR | 3545d | `2026-05-12T13:51:52Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
@@ -276,7 +275,6 @@
 | `jmayank1511` | [profile](https://github.com/jmayank1511) | no | FIRST_TIME_CONTRIBUTOR | 2753d | `2026-05-20T18:13:18Z` | 1 | 0 | strong | moderate | low | no visible non-self stars |
 | `joaopedroassad` | [profile](https://github.com/joaopedroassad) | no | CONTRIBUTOR | 341d | `2026-06-02T19:08:14Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
 | `JohnnyWilson-Portfolio` | [profile](https://github.com/JohnnyWilson-Portfolio) | no | NONE | 532d | `2026-06-11T18:13:12Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `Kabir08` | [profile](https://github.com/Kabir08) | no | NONE | 2216d | `2026-04-19T08:27:15Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Kaisan10` | [profile](https://github.com/Kaisan10) | no | NONE | 1151d | `2026-05-02T07:35:16Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `kemuxiaozi000` | [profile](https://github.com/kemuxiaozi000) | no | FIRST_TIME_CONTRIBUTOR | 3406d | `2026-06-17T09:00:56Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Kevin-Li-2025` | [profile](https://github.com/Kevin-Li-2025) | no | FIRST_TIME_CONTRIBUTOR | 371d | `2026-06-17T18:09:50Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
@@ -351,7 +349,6 @@
 | `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 | — |
-| `tianhaocui` | [profile](https://github.com/tianhaocui) | no | FIRST_TIME_CONTRIBUTOR | 2442d | `2026-04-19T10:27:36Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `trducng` | [profile](https://github.com/trducng) | no | CONTRIBUTOR | 3050d | `2026-05-18T04:44:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `TuringTux` | [profile](https://github.com/TuringTux) | no | CONTRIBUTOR | 2477d | `2026-05-06T16:55:33Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `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 |
@@ -474,12 +471,12 @@ 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: `2026-06-17T13:35:21Z`
+- repo last seen: `2026-06-18T10:39:10Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **91**
 - snapshot authored PRs/issues: **91 PRs / 0 issues**
-- snapshot discussion activity: **640 comments / 988 reviews / 2177 review comments**
+- snapshot discussion activity: **645 comments / 1002 reviews / 2193 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`
@@ -497,12 +494,12 @@ 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: `2026-06-17T15:12:15Z`
+- repo last seen: `2026-06-18T11:23:04Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **71**
-- snapshot authored PRs/issues: **68 PRs / 3 issues**
-- snapshot discussion activity: **202 comments / 713 reviews / 1396 review comments**
+- repo primary artifacts: **72**
+- snapshot authored PRs/issues: **69 PRs / 3 issues**
+- snapshot discussion activity: **202 comments / 715 reviews / 1396 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
@@ -510,9 +507,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46740: Allow metal-flash-sdpa for OpenAIPrivacyFilter on MPS](https://github.com/huggingface/transformers/pull/46740) — open
 - [PR #46722: Reflect baked post-processor in `add_bos_token`/`add_eos_token`](https://github.com/huggingface/transformers/pull/46722) — open
 - [PR #46719: fixes](https://github.com/huggingface/transformers/pull/46719) — open, draft
-- [PR #46600: Add minimax m3vl](https://github.com/huggingface/transformers/pull/46600) — closed, merged
 - [Issue #45882: Reduce peak memory during quantization of MoE models (follow-up to #43917)](https://github.com/huggingface/transformers/issues/45882) — open
 - [Issue #44052: Fix skipped tests for glm_moe_dsa model](https://github.com/huggingface/transformers/issues/44052) — closed
 - [Issue #42710: Outstanding issues / PR before we can release v5](https://github.com/huggingface/transformers/issues/42710) — closed
@@ -548,12 +545,12 @@ 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: `2026-06-17T19:03:56Z`
+- repo last seen: `2026-06-18T07:48:34Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **54**
 - snapshot authored PRs/issues: **52 PRs / 2 issues**
-- snapshot discussion activity: **676 comments / 1232 reviews / 4879 review comments**
+- snapshot discussion activity: **677 comments / 1234 reviews / 4881 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
@@ -573,12 +570,12 @@ 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: `2026-06-16T14:54:35Z`
+- repo last seen: `2026-06-18T09:25:43Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **51**
 - snapshot authored PRs/issues: **49 PRs / 2 issues**
-- snapshot discussion activity: **189 comments / 337 reviews / 466 review comments**
+- snapshot discussion activity: **190 comments / 338 reviews / 467 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`
@@ -621,12 +618,12 @@ 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: `2025-09-11T21:27:59Z`
-- repo last seen: `2026-06-18T03:04:30Z`
+- repo last seen: `2026-06-18T11:43:55Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **44**
 - snapshot authored PRs/issues: **43 PRs / 1 issues**
-- snapshot discussion activity: **56 comments / 167 reviews / 173 review comments**
+- snapshot discussion activity: **57 comments / 167 reviews / 173 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
@@ -669,12 +666,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
 - repo first seen: `2024-10-21T07:08:47Z`
-- repo last seen: `2026-06-17T15:15:02Z`
+- repo last seen: `2026-06-18T09:25:31Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **36**
 - snapshot authored PRs/issues: **36 PRs / 0 issues**
-- snapshot discussion activity: **64 comments / 60 reviews / 37 review comments**
+- snapshot discussion activity: **64 comments / 62 reviews / 38 review comments**
 - account age: **3139 days**
 - recent public PR activity: **20 PRs** (10 merged / 5 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
 - public orgs: none visible
@@ -858,6 +855,32 @@ Example artifacts:
 - [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
 
+### `IlyasMoutawwakil`
+
+- profile: [github.com/IlyasMoutawwakil](https://github.com/IlyasMoutawwakil)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
+- repo first seen: `2025-07-04T08:41:29Z`
+- repo last seen: `2026-06-18T10:23:26Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **27**
+- snapshot authored PRs/issues: **23 PRs / 4 issues**
+- snapshot discussion activity: **69 comments / 355 reviews / 322 review comments**
+- account age: **2354 days**
+- recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
+- public orgs: `huggingface`, `Chouafa`
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #46742: finegrained v3](https://github.com/huggingface/transformers/pull/46742) — open
+- [PR #46738: Model fixes for export compatibility](https://github.com/huggingface/transformers/pull/46738) — open, draft
+- [PR #46407: Triton finegrained fp8/fp4](https://github.com/huggingface/transformers/pull/46407) — closed, merged
+- [Issue #46443: Vision RoPE refactor](https://github.com/huggingface/transformers/issues/46443) — open
+- [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
+- [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
+
 ### `hmellor`
 
 - profile: [github.com/hmellor](https://github.com/hmellor)
@@ -883,32 +906,6 @@ Example artifacts:
 - [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
 - [Issue #42738: BERT-like models with RoPE](https://github.com/huggingface/transformers/issues/42738) — open
 
-### `IlyasMoutawwakil`
-
-- profile: [github.com/IlyasMoutawwakil](https://github.com/IlyasMoutawwakil)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
-- repo first seen: `2025-07-04T08:41:29Z`
-- repo last seen: `2026-06-17T15:41:32Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **25**
-- snapshot authored PRs/issues: **21 PRs / 4 issues**
-- snapshot discussion activity: **69 comments / 349 reviews / 316 review comments**
-- account age: **2354 days**
-- recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
-- public orgs: `huggingface`, `Chouafa`
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #46407: Triton finegrained fp8/fp4](https://github.com/huggingface/transformers/pull/46407) — closed, merged
-- [PR #46384: DSv4 static cache](https://github.com/huggingface/transformers/pull/46384) — open
-- [PR #46378: Fix dsv4 dequant + tp/ep](https://github.com/huggingface/transformers/pull/46378) — closed, merged
-- [Issue #46443: Vision RoPE refactor](https://github.com/huggingface/transformers/issues/46443) — open
-- [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
-- [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
-
 ### `kashif`
 
 - profile: [github.com/kashif](https://github.com/kashif)
@@ -1286,12 +1283,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
 - repo first seen: `2024-10-17T11:56:32Z`
-- repo last seen: `2026-06-12T10:53:55Z`
+- repo last seen: `2026-06-18T11:23:41Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **32 comments / 12 reviews / 15 review comments**
+- snapshot discussion activity: **33 comments / 12 reviews / 15 review comments**
 - account age: **4501 days**
 - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
 - public orgs: `huggingface`
@@ -1627,7 +1624,7 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #46737: skip decorators must appear after @parameterized.expand in pytest](https://github.com/huggingface/transformers/pull/46737) — open
+- [PR #46737: skip decorators must appear after @parameterized.expand in pytest](https://github.com/huggingface/transformers/pull/46737) — closed, merged
 - [PR #46207: Use inspect.getsource instead of open() for source-reading in _can_set_*_implementation](https://github.com/huggingface/transformers/pull/46207) — open
 - [PR #46152: Avoid reading self source code via file open()](https://github.com/huggingface/transformers/pull/46152) — open
 
@@ -3155,6 +3152,28 @@ Example artifacts:
 - [PR #46708: Fix: reject Hub kernel repo patterns in attn_implementation loaded from config](https://github.com/huggingface/transformers/pull/46708) — closed
 - [PR #46494: [Security] Fix incomplete setattr filtering in ImageProcessor and FeatureExtractor](https://github.com/huggingface/transformers/pull/46494) — closed
 
+### `Sunt-ing`
+
+- profile: [github.com/Sunt-ing](https://github.com/Sunt-ing)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunt-ing)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunt-ing)
+- repo first seen: `2026-06-18T09:58:22Z`
+- repo last seen: `2026-06-18T11:15:55Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **2841 days**
+- recent public PR activity: **52 PRs** (17 merged / 6 closed-unmerged / 29 open; merged rate **33%**, closed-unmerged rate **12%**, open rate **56%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
+- heuristic read: **high recent PR volume; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46743: Fall back to the for-loop grouped_mm on CPU](https://github.com/huggingface/transformers/pull/46743) — open
+- [PR #46741: Fix Mamba2 mixer chunked-prefill / speculative decoding for Zamba2 and Nemotron-H](https://github.com/huggingface/transformers/pull/46741) — open
+
 ### `tengomucho`
 
 - profile: [github.com/tengomucho](https://github.com/tengomucho)
@@ -3251,12 +3270,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
 - repo first seen: `2025-07-25T12:59:52Z`
-- repo last seen: `2026-06-17T12:22:35Z`
+- repo last seen: `2026-06-18T07:52:31Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **10**
 - snapshot authored PRs/issues: **10 PRs / 0 issues**
-- snapshot discussion activity: **67 comments / 333 reviews / 848 review comments**
+- snapshot discussion activity: **67 comments / 334 reviews / 850 review comments**
 - account age: **4714 days**
 - recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: `LCAV`
@@ -3561,29 +3580,6 @@ 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
 
-### `Jah-yee`
-
-- profile: [github.com/Jah-yee](https://github.com/Jah-yee)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJah-yee)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJah-yee)
-- repo first seen: `2026-04-16T00:55:40Z`
-- repo last seen: `2026-04-19T11:59:23Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **736 days**
-- recent public PR activity: **836 PRs** (85 merged / 334 closed-unmerged / 417 open; merged rate **10%**, closed-unmerged rate **40%**, open rate **50%**)
-- public orgs: `hackclub`, `Spark-Lab-Global`, `Info-Tech-org`, `effectorHQ`
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
-- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45515: Fix CUDA availability check in get_device_properties()](https://github.com/huggingface/transformers/pull/45515) — closed
-- [PR #45509: Fix get_device_properties crash when CUDA is installed but no GPU](https://github.com/huggingface/transformers/pull/45509) — closed
-- [PR #45467: Fix MPS SDPA output shape when value head dim differs from query head dim](https://github.com/huggingface/transformers/pull/45467) — closed
-
 ### `javierdejesusda`
 
 - profile: [github.com/javierdejesusda](https://github.com/javierdejesusda)
@@ -3745,28 +3741,6 @@ Example artifacts:
 - [PR #45541: Fix local_files_only tokenizer fallback when tokenizer files are missing (Issue 45538)](https://github.com/huggingface/transformers/pull/45541) — open
 - [PR #45380: fix Qwen3_5MoeVisionConfig deepstack_visual_indexes silently dropped by @strict (Issue: https://github.com/huggingface/transformers/issues/45375)](https://github.com/huggingface/transformers/pull/45380) — 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
-
 ### `louzongzhi`
 
 - profile: [github.com/louzongzhi](https://github.com/louzongzhi)
@@ -4505,12 +4479,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asisaman)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asisaman)
 - repo first seen: `2026-06-17T15:54:08Z`
-- repo last seen: `2026-06-17T16:07:08Z`
+- repo last seen: `2026-06-18T09:58:32Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **0 comments / 5 reviews / 5 review comments**
 - account age: **4905 days**
 - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: none visible
@@ -4518,8 +4492,8 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46727: Improve AutoImageProcessor error for unavailable backends](https://github.com/huggingface/transformers/pull/46727) — open
-- [Issue #46726: AutoProcessor reports “Unrecognized image processor” when required vision backend is missing](https://github.com/huggingface/transformers/issues/46726) — open
+- [PR #46727: Improve AutoImageProcessor error for unavailable backends](https://github.com/huggingface/transformers/pull/46727) — closed, merged
+- [Issue #46726: AutoProcessor reports “Unrecognized image processor” when required vision backend is missing](https://github.com/huggingface/transformers/issues/46726) — closed
 
 ### `Tokarak`
 
@@ -5179,12 +5153,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAzeezIsh)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAzeezIsh)
 - repo first seen: `2026-06-04T16:46:37Z`
-- repo last seen: `2026-06-16T23:10:07Z`
+- repo last seen: `2026-06-18T06:32:43Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 4 reviews / 4 review comments**
+- snapshot discussion activity: **1 comments / 5 reviews / 5 review comments**
 - account age: **1650 days**
 - recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
 - public orgs: none visible
@@ -6349,27 +6323,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46571: Add regression tests for void segmentation maps (MaskFormer, Mask2Former)](https://github.com/huggingface/transformers/pull/46571) — closed
 
-### `Kabir08`
-
-- profile: [github.com/Kabir08](https://github.com/Kabir08)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKabir08)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKabir08)
-- repo first seen: `2026-04-19T08:27:15Z`
-- repo last seen: `2026-04-20T15:18:14Z`
-- first seen in snapshot: **no**
-- 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**
-- account age: **2216 days**
-- recent public PR activity: **6 PRs** (1 merged / 0 closed-unmerged / 5 open; merged rate **17%**, closed-unmerged rate **0%**, open rate **83%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45511: Fix NaN in Gemma3/EmbeddingGemma when batching mixed-length sequences…](https://github.com/huggingface/transformers/pull/45511) — closed
-
 ### `Kaisan10`
 
 - profile: [github.com/Kaisan10](https://github.com/Kaisan10)
@@ -7924,27 +7877,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46347: Add TIPSv2](https://github.com/huggingface/transformers/pull/46347) — open
 
-### `tianhaocui`
-
-- profile: [github.com/tianhaocui](https://github.com/tianhaocui)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atianhaocui)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atianhaocui)
-- repo first seen: `2026-04-19T10:27:36Z`
-- repo last seen: `2026-04-23T16:28:50Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **2442 days**
-- recent public PR activity: **59 PRs** (30 merged / 7 closed-unmerged / 22 open; merged rate **51%**, closed-unmerged rate **12%**, open rate **37%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
-- heuristic read: **high recent PR volume; broad repo spread**
-
-Example artifacts:
-- [PR #45514: Fix GraniteMoeHybrid _update_mamba_mask crash on attention-only models](https://github.com/huggingface/transformers/pull/45514) — open
-
 ### `trducng`
 
 - profile: [github.com/trducng](https://github.com/trducng)

new_contributors.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:fb3917e7d77ac78d2aefc68bf692fc8bac2e22b359efde647c932b1d9c473825
-size 64155
+oid sha256:4e8cc3c12fd8b967818450a4effc4c658b483384720a1f7c3a993098fc7c80f1
+size 63788

pr-scope-clusters.json

@@ -1,7 +1,7 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260618T060045Z",
-  "generated_at": "2026-06-18T06:01:27Z",
+  "snapshot_id": "20260618T120025Z",
+  "generated_at": "2026-06-18T12:01:50Z",
   "cluster_count": 70,
   "pr_scope_clusters": [
     {
@@ -305,7 +305,7 @@
           "left_pr_number": 43636,
           "right_pr_number": 44660,
           "similarity": 0.418,
-          "content_similarity": 0.266,
+          "content_similarity": 0.267,
           "size_similarity": 0.545,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -352,7 +352,7 @@
         {
           "left_pr_number": 44660,
           "right_pr_number": 45055,
-          "similarity": 0.405,
+          "similarity": 0.406,
           "content_similarity": 0.258,
           "size_similarity": 0.5,
           "breadth_similarity": 1.0,
@@ -433,7 +433,7 @@
           "left_pr_number": 43636,
           "right_pr_number": 44189,
           "similarity": 0.39,
-          "content_similarity": 0.264,
+          "content_similarity": 0.265,
           "size_similarity": 0.364,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -496,7 +496,7 @@
         {
           "left_pr_number": 45055,
           "right_pr_number": 45067,
-          "similarity": 0.381,
+          "similarity": 0.382,
           "content_similarity": 0.305,
           "size_similarity": 0.12,
           "breadth_similarity": 1.0,
@@ -608,7 +608,7 @@
         {
           "left_pr_number": 44660,
           "right_pr_number": 45273,
-          "similarity": 0.354,
+          "similarity": 0.355,
           "content_similarity": 0.221,
           "size_similarity": 0.333,
           "breadth_similarity": 1.0,
@@ -1086,17 +1086,17 @@
         41606,
         42668,
         44543,
-        45422,
         45627,
-        46161
+        46161,
+        46592
       ],
-      "representative_pr_number": 45627,
-      "average_similarity": 0.423,
-      "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.",
+      "representative_pr_number": 46161,
+      "average_similarity": 0.464,
+      "summary": "6 open PRs share weighted file overlap around `src/transformers/processing_utils.py`, `tests/models/auto/test_processor_auto.py`, `tests/test_processing_common.py`; representative PR #46161.",
       "shared_filenames": [
         "src/transformers/processing_utils.py",
-        "tests/test_processing_common.py",
-        "tests/models/auto/test_processor_auto.py"
+        "tests/models/auto/test_processor_auto.py",
+        "tests/test_processing_common.py"
       ],
       "shared_directories": [
         "src/transformers",
@@ -1106,6 +1106,26 @@
         "tests/models"
       ],
       "pairwise": [
+        {
+          "left_pr_number": 46161,
+          "right_pr_number": 46592,
+          "similarity": 0.711,
+          "content_similarity": 0.717,
+          "size_similarity": 0.404,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.981,
+          "shared_filenames": [
+            "src/transformers/processing_utils.py",
+            "tests/models/auto/test_processor_auto.py"
+          ],
+          "shared_directories": [
+            "tests/models/auto",
+            "src/transformers",
+            "tests/models",
+            "src",
+            "tests"
+          ]
+        },
         {
           "left_pr_number": 41606,
           "right_pr_number": 44543,
@@ -1127,8 +1147,8 @@
         {
           "left_pr_number": 45627,
           "right_pr_number": 46161,
-          "similarity": 0.67,
-          "content_similarity": 0.584,
+          "similarity": 0.665,
+          "content_similarity": 0.577,
           "size_similarity": 0.747,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.985,
@@ -1147,8 +1167,8 @@
         {
           "left_pr_number": 42668,
           "right_pr_number": 45627,
-          "similarity": 0.657,
-          "content_similarity": 0.799,
+          "similarity": 0.655,
+          "content_similarity": 0.796,
           "size_similarity": 0.189,
           "breadth_similarity": 0.216,
           "concentration_similarity": 0.952,
@@ -1165,13 +1185,13 @@
           ]
         },
         {
-          "left_pr_number": 42668,
-          "right_pr_number": 46161,
-          "similarity": 0.569,
-          "content_similarity": 0.661,
-          "size_similarity": 0.253,
-          "breadth_similarity": 0.216,
-          "concentration_similarity": 0.937,
+          "left_pr_number": 45627,
+          "right_pr_number": 46592,
+          "similarity": 0.592,
+          "content_similarity": 0.518,
+          "size_similarity": 0.541,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.966,
           "shared_filenames": [
             "src/transformers/processing_utils.py",
             "tests/models/auto/test_processor_auto.py"
@@ -1185,37 +1205,41 @@
           ]
         },
         {
-          "left_pr_number": 41606,
-          "right_pr_number": 45422,
-          "similarity": 0.499,
-          "content_similarity": 0.42,
-          "size_similarity": 0.569,
-          "breadth_similarity": 0.75,
-          "concentration_similarity": 0.881,
+          "left_pr_number": 42668,
+          "right_pr_number": 46161,
+          "similarity": 0.565,
+          "content_similarity": 0.655,
+          "size_similarity": 0.253,
+          "breadth_similarity": 0.216,
+          "concentration_similarity": 0.937,
           "shared_filenames": [
             "src/transformers/processing_utils.py",
-            "tests/test_processing_common.py"
+            "tests/models/auto/test_processor_auto.py"
           ],
           "shared_directories": [
+            "tests/models/auto",
             "src/transformers",
+            "tests/models",
             "src",
             "tests"
           ]
         },
         {
-          "left_pr_number": 44543,
-          "right_pr_number": 45422,
-          "similarity": 0.481,
-          "content_similarity": 0.452,
-          "size_similarity": 0.331,
-          "breadth_similarity": 0.75,
-          "concentration_similarity": 0.802,
+          "left_pr_number": 42668,
+          "right_pr_number": 46592,
+          "similarity": 0.462,
+          "content_similarity": 0.541,
+          "size_similarity": 0.102,
+          "breadth_similarity": 0.216,
+          "concentration_similarity": 0.917,
           "shared_filenames": [
             "src/transformers/processing_utils.py",
-            "tests/test_processing_common.py"
+            "tests/models/auto/test_processor_auto.py"
           ],
           "shared_directories": [
+            "tests/models/auto",
             "src/transformers",
+            "tests/models",
             "src",
             "tests"
           ]
@@ -1223,8 +1247,8 @@
         {
           "left_pr_number": 44543,
           "right_pr_number": 46161,
-          "similarity": 0.38,
-          "content_similarity": 0.21,
+          "similarity": 0.382,
+          "content_similarity": 0.212,
           "size_similarity": 0.566,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.97,
@@ -1240,8 +1264,8 @@
         {
           "left_pr_number": 41606,
           "right_pr_number": 46161,
-          "similarity": 0.36,
-          "content_similarity": 0.113,
+          "similarity": 0.361,
+          "content_similarity": 0.114,
           "size_similarity": 0.971,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.712,
@@ -1257,8 +1281,8 @@
         {
           "left_pr_number": 44543,
           "right_pr_number": 45627,
-          "similarity": 0.352,
-          "content_similarity": 0.199,
+          "similarity": 0.353,
+          "content_similarity": 0.201,
           "size_similarity": 0.423,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.985,
@@ -1274,8 +1298,8 @@
         {
           "left_pr_number": 42668,
           "right_pr_number": 44543,
-          "similarity": 0.343,
-          "content_similarity": 0.295,
+          "similarity": 0.345,
+          "content_similarity": 0.298,
           "size_similarity": 0.446,
           "breadth_similarity": 0.216,
           "concentration_similarity": 0.967,
@@ -1290,13 +1314,13 @@
           ]
         },
         {
-          "left_pr_number": 41606,
-          "right_pr_number": 45627,
-          "similarity": 0.318,
-          "content_similarity": 0.107,
-          "size_similarity": 0.725,
+          "left_pr_number": 44543,
+          "right_pr_number": 46592,
+          "similarity": 0.323,
+          "content_similarity": 0.201,
+          "size_similarity": 0.229,
           "breadth_similarity": 1.0,
-          "concentration_similarity": 0.697,
+          "concentration_similarity": 0.951,
           "shared_filenames": [
             "src/transformers/processing_utils.py"
           ],
@@ -1307,30 +1331,13 @@
           ]
         },
         {
-          "left_pr_number": 45422,
+          "left_pr_number": 41606,
           "right_pr_number": 45627,
-          "similarity": 0.299,
-          "content_similarity": 0.094,
-          "size_similarity": 0.784,
-          "breadth_similarity": 0.75,
-          "concentration_similarity": 0.816,
-          "shared_filenames": [
-            "src/transformers/processing_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src",
-            "tests"
-          ]
-        },
-        {
-          "left_pr_number": 45422,
-          "right_pr_number": 46161,
-          "similarity": 0.274,
-          "content_similarity": 0.099,
-          "size_similarity": 0.586,
-          "breadth_similarity": 0.75,
-          "concentration_similarity": 0.831,
+          "similarity": 0.319,
+          "content_similarity": 0.108,
+          "size_similarity": 0.725,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.697,
           "shared_filenames": [
             "src/transformers/processing_utils.py"
           ],
@@ -1343,8 +1350,8 @@
         {
           "left_pr_number": 41606,
           "right_pr_number": 42668,
-          "similarity": 0.269,
-          "content_similarity": 0.252,
+          "similarity": 0.271,
+          "content_similarity": 0.254,
           "size_similarity": 0.26,
           "breadth_similarity": 0.216,
           "concentration_similarity": 0.649,
@@ -1359,16 +1366,15 @@
           ]
         },
         {
-          "left_pr_number": 42668,
-          "right_pr_number": 45422,
-          "similarity": 0.196,
-          "content_similarity": 0.15,
-          "size_similarity": 0.148,
-          "breadth_similarity": 0.307,
-          "concentration_similarity": 0.768,
+          "left_pr_number": 41606,
+          "right_pr_number": 46592,
+          "similarity": 0.271,
+          "content_similarity": 0.108,
+          "size_similarity": 0.392,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.732,
           "shared_filenames": [
-            "src/transformers/processing_utils.py",
-            "tests/test_processing_common.py"
+            "src/transformers/processing_utils.py"
           ],
           "shared_directories": [
             "src/transformers",
@@ -1607,7 +1613,7 @@
         {
           "left_pr_number": 45635,
           "right_pr_number": 45996,
-          "similarity": 0.653,
+          "similarity": 0.652,
           "content_similarity": 0.6,
           "size_similarity": 0.714,
           "breadth_similarity": 0.875,
@@ -1646,7 +1652,7 @@
         {
           "left_pr_number": 45996,
           "right_pr_number": 46651,
-          "similarity": 0.483,
+          "similarity": 0.482,
           "content_similarity": 0.493,
           "size_similarity": 0.265,
           "breadth_similarity": 0.583,
@@ -1665,8 +1671,8 @@
         {
           "left_pr_number": 45635,
           "right_pr_number": 46651,
-          "similarity": 0.482,
-          "content_similarity": 0.483,
+          "similarity": 0.481,
+          "content_similarity": 0.482,
           "size_similarity": 0.189,
           "breadth_similarity": 0.667,
           "concentration_similarity": 0.976,
@@ -1836,7 +1842,7 @@
         {
           "left_pr_number": 45293,
           "right_pr_number": 46091,
-          "similarity": 0.536,
+          "similarity": 0.537,
           "content_similarity": 0.571,
           "size_similarity": 0.196,
           "breadth_similarity": 0.667,
@@ -1896,7 +1902,7 @@
           "left_pr_number": 45293,
           "right_pr_number": 46622,
           "similarity": 0.412,
-          "content_similarity": 0.205,
+          "content_similarity": 0.206,
           "size_similarity": 0.8,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.97,
@@ -1965,7 +1971,7 @@
           "left_pr_number": 45317,
           "right_pr_number": 46580,
           "similarity": 0.239,
-          "content_similarity": 0.008,
+          "content_similarity": 0.007,
           "size_similarity": 0.964,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.778,
@@ -1987,7 +1993,7 @@
         46681
       ],
       "representative_pr_number": 45666,
-      "average_similarity": 0.407,
+      "average_similarity": 0.405,
       "summary": "5 open PRs share weighted file overlap around `src/transformers/integrations/hub_kernels.py`, `tests/kernels/test_kernels.py`, `src/transformers/integrations/__init__.py`; representative PR #45666.",
       "shared_filenames": [
         "src/transformers/integrations/hub_kernels.py",
@@ -2006,8 +2012,8 @@
         {
           "left_pr_number": 44680,
           "right_pr_number": 46478,
-          "similarity": 0.547,
-          "content_similarity": 0.508,
+          "similarity": 0.546,
+          "content_similarity": 0.507,
           "size_similarity": 0.552,
           "breadth_similarity": 0.667,
           "concentration_similarity": 0.838,
@@ -2026,8 +2032,8 @@
         {
           "left_pr_number": 45666,
           "right_pr_number": 46520,
-          "similarity": 0.512,
-          "content_similarity": 0.52,
+          "similarity": 0.51,
+          "content_similarity": 0.516,
           "size_similarity": 0.124,
           "breadth_similarity": 0.829,
           "concentration_similarity": 0.939,
@@ -2048,8 +2054,8 @@
         {
           "left_pr_number": 45666,
           "right_pr_number": 46478,
-          "similarity": 0.48,
-          "content_similarity": 0.523,
+          "similarity": 0.479,
+          "content_similarity": 0.522,
           "size_similarity": 0.077,
           "breadth_similarity": 0.625,
           "concentration_similarity": 0.795,
@@ -2088,8 +2094,8 @@
         {
           "left_pr_number": 46478,
           "right_pr_number": 46681,
-          "similarity": 0.441,
-          "content_similarity": 0.488,
+          "similarity": 0.44,
+          "content_similarity": 0.487,
           "size_similarity": 0.201,
           "breadth_similarity": 0.333,
           "concentration_similarity": 0.713,
@@ -2105,8 +2111,8 @@
         {
           "left_pr_number": 45666,
           "right_pr_number": 46681,
-          "similarity": 0.404,
-          "content_similarity": 0.43,
+          "similarity": 0.4,
+          "content_similarity": 0.423,
           "size_similarity": 0.381,
           "breadth_similarity": 0.208,
           "concentration_similarity": 0.507,
@@ -2122,8 +2128,8 @@
         {
           "left_pr_number": 46520,
           "right_pr_number": 46681,
-          "similarity": 0.365,
-          "content_similarity": 0.395,
+          "similarity": 0.36,
+          "content_similarity": 0.388,
           "size_similarity": 0.326,
           "breadth_similarity": 0.171,
           "concentration_similarity": 0.447,
@@ -2139,8 +2145,8 @@
         {
           "left_pr_number": 46478,
           "right_pr_number": 46520,
-          "similarity": 0.347,
-          "content_similarity": 0.238,
+          "similarity": 0.345,
+          "content_similarity": 0.235,
           "size_similarity": 0.617,
           "breadth_similarity": 0.514,
           "concentration_similarity": 0.734,
@@ -2159,8 +2165,8 @@
         {
           "left_pr_number": 44680,
           "right_pr_number": 46520,
-          "similarity": 0.274,
-          "content_similarity": 0.228,
+          "similarity": 0.272,
+          "content_similarity": 0.226,
           "size_similarity": 0.34,
           "breadth_similarity": 0.343,
           "concentration_similarity": 0.572,
@@ -2179,8 +2185,8 @@
         {
           "left_pr_number": 44680,
           "right_pr_number": 46681,
-          "similarity": 0.262,
-          "content_similarity": 0.217,
+          "similarity": 0.259,
+          "content_similarity": 0.213,
           "size_similarity": 0.111,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.875,
@@ -2342,7 +2348,7 @@
           "left_pr_number": 42975,
           "right_pr_number": 46564,
           "similarity": 0.669,
-          "content_similarity": 0.706,
+          "content_similarity": 0.707,
           "size_similarity": 0.202,
           "breadth_similarity": 0.939,
           "concentration_similarity": 1.0,
@@ -2414,7 +2420,7 @@
           "left_pr_number": 45077,
           "right_pr_number": 46564,
           "similarity": 0.478,
-          "content_similarity": 0.454,
+          "content_similarity": 0.455,
           "size_similarity": 0.147,
           "breadth_similarity": 0.879,
           "concentration_similarity": 1.0,
@@ -2479,6 +2485,141 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-44940-4",
+      "pr_numbers": [
+        44940,
+        46207,
+        46632,
+        46743
+      ],
+      "representative_pr_number": 46632,
+      "average_similarity": 0.506,
+      "summary": "4 open PRs share weighted file overlap around `tests/utils/test_modeling_utils.py`, `src/transformers/modeling_utils.py`; representative PR #46632.",
+      "shared_filenames": [
+        "tests/utils/test_modeling_utils.py",
+        "src/transformers/modeling_utils.py"
+      ],
+      "shared_directories": [
+        "tests/utils",
+        "src/transformers",
+        "tests",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46207,
+          "right_pr_number": 46632,
+          "similarity": 0.619,
+          "content_similarity": 0.531,
+          "size_similarity": 0.673,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.935,
+          "shared_filenames": [
+            "src/transformers/modeling_utils.py",
+            "tests/utils/test_modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/utils",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 44940,
+          "right_pr_number": 46632,
+          "similarity": 0.548,
+          "content_similarity": 0.503,
+          "size_similarity": 0.446,
+          "breadth_similarity": 0.833,
+          "concentration_similarity": 0.903,
+          "shared_filenames": [
+            "src/transformers/modeling_utils.py",
+            "tests/utils/test_modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/utils",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 44940,
+          "right_pr_number": 46207,
+          "similarity": 0.535,
+          "content_similarity": 0.443,
+          "size_similarity": 0.662,
+          "breadth_similarity": 0.833,
+          "concentration_similarity": 0.839,
+          "shared_filenames": [
+            "src/transformers/modeling_utils.py",
+            "tests/utils/test_modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/utils",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 46632,
+          "right_pr_number": 46743,
+          "similarity": 0.478,
+          "content_similarity": 0.379,
+          "size_similarity": 0.424,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.976,
+          "shared_filenames": [
+            "tests/utils/test_modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/utils",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 46207,
+          "right_pr_number": 46743,
+          "similarity": 0.443,
+          "content_similarity": 0.36,
+          "size_similarity": 0.286,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.959,
+          "shared_filenames": [
+            "tests/utils/test_modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/utils",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 44940,
+          "right_pr_number": 46743,
+          "similarity": 0.412,
+          "content_similarity": 0.366,
+          "size_similarity": 0.189,
+          "breadth_similarity": 0.833,
+          "concentration_similarity": 0.879,
+          "shared_filenames": [
+            "tests/utils/test_modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/utils",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-34667-4",
       "pr_numbers": [
@@ -2664,7 +2805,7 @@
           "left_pr_number": 45294,
           "right_pr_number": 45883,
           "similarity": 0.537,
-          "content_similarity": 0.456,
+          "content_similarity": 0.457,
           "size_similarity": 0.933,
           "breadth_similarity": 0.325,
           "concentration_similarity": 0.908,
@@ -2701,8 +2842,8 @@
         {
           "left_pr_number": 45438,
           "right_pr_number": 46642,
-          "similarity": 0.406,
-          "content_similarity": 0.287,
+          "similarity": 0.407,
+          "content_similarity": 0.288,
           "size_similarity": 0.759,
           "breadth_similarity": 0.65,
           "concentration_similarity": 0.529,
@@ -2723,7 +2864,7 @@
           "left_pr_number": 45294,
           "right_pr_number": 46642,
           "similarity": 0.329,
-          "content_similarity": 0.27,
+          "content_similarity": 0.271,
           "size_similarity": 0.318,
           "breadth_similarity": 0.65,
           "concentration_similarity": 0.54,
@@ -2743,7 +2884,7 @@
         {
           "left_pr_number": 45883,
           "right_pr_number": 46642,
-          "similarity": 0.298,
+          "similarity": 0.299,
           "content_similarity": 0.302,
           "size_similarity": 0.297,
           "breadth_similarity": 0.2,
@@ -2770,7 +2911,7 @@
         46152
       ],
       "representative_pr_number": 46152,
-      "average_similarity": 0.404,
+      "average_similarity": 0.403,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #46152.",
       "shared_filenames": [
         "src/transformers/utils/import_utils.py"
@@ -2801,8 +2942,8 @@
         {
           "left_pr_number": 45060,
           "right_pr_number": 46152,
-          "similarity": 0.44,
-          "content_similarity": 0.348,
+          "similarity": 0.439,
+          "content_similarity": 0.346,
           "size_similarity": 0.95,
           "breadth_similarity": 0.333,
           "concentration_similarity": 0.421,
@@ -2818,7 +2959,7 @@
         {
           "left_pr_number": 44385,
           "right_pr_number": 44615,
-          "similarity": 0.407,
+          "similarity": 0.408,
           "content_similarity": 0.336,
           "size_similarity": 0.371,
           "breadth_similarity": 0.667,
@@ -2852,8 +2993,8 @@
         {
           "left_pr_number": 44615,
           "right_pr_number": 45060,
-          "similarity": 0.316,
-          "content_similarity": 0.242,
+          "similarity": 0.315,
+          "content_similarity": 0.241,
           "size_similarity": 0.614,
           "breadth_similarity": 0.333,
           "concentration_similarity": 0.421,
@@ -2869,8 +3010,8 @@
         {
           "left_pr_number": 44385,
           "right_pr_number": 45060,
-          "similarity": 0.246,
-          "content_similarity": 0.177,
+          "similarity": 0.245,
+          "content_similarity": 0.176,
           "size_similarity": 0.228,
           "breadth_similarity": 0.667,
           "concentration_similarity": 0.421,
@@ -2886,162 +3027,25 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-32189-4",
+      "cluster_id": "pr-scope-44066-3",
       "pr_numbers": [
-        32189,
-        42655,
-        46124,
-        46735
+        44066,
+        44085,
+        44722
       ],
-      "representative_pr_number": 46124,
-      "average_similarity": 0.375,
-      "summary": "4 open PRs share weighted file overlap around `tests/generation/test_utils.py`, `src/transformers/generation/candidate_generator.py`, `src/transformers/generation/utils.py`; representative PR #46124.",
+      "representative_pr_number": 44722,
+      "average_similarity": 0.942,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gptj/modeling_gptj.py`, `src/transformers/models/codegen/modeling_codegen.py`; representative PR #44722.",
       "shared_filenames": [
-        "tests/generation/test_utils.py",
-        "src/transformers/generation/candidate_generator.py",
-        "src/transformers/generation/utils.py"
+        "src/transformers/models/gptj/modeling_gptj.py",
+        "src/transformers/models/codegen/modeling_codegen.py"
       ],
       "shared_directories": [
-        "src/transformers/generation",
+        "src/transformers/models/gptj",
+        "src/transformers/models",
         "src/transformers",
         "src",
-        "tests/generation",
-        "tests"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 32189,
-          "right_pr_number": 42655,
-          "similarity": 0.454,
-          "content_similarity": 0.488,
-          "size_similarity": 0.231,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.568,
-          "shared_filenames": [
-            "src/transformers/generation/candidate_generator.py",
-            "src/transformers/generation/utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/generation",
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 42655,
-          "right_pr_number": 46124,
-          "similarity": 0.406,
-          "content_similarity": 0.458,
-          "size_similarity": 0.038,
-          "breadth_similarity": 0.417,
-          "concentration_similarity": 0.753,
-          "shared_filenames": [
-            "src/transformers/generation/candidate_generator.py",
-            "tests/generation/test_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/generation",
-            "src/transformers",
-            "tests/generation",
-            "src",
-            "tests"
-          ]
-        },
-        {
-          "left_pr_number": 46124,
-          "right_pr_number": 46735,
-          "similarity": 0.39,
-          "content_similarity": 0.249,
-          "size_similarity": 0.467,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.917,
-          "shared_filenames": [
-            "tests/generation/test_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/generation",
-            "src/transformers",
-            "tests/generation",
-            "src",
-            "tests"
-          ]
-        },
-        {
-          "left_pr_number": 32189,
-          "right_pr_number": 46124,
-          "similarity": 0.389,
-          "content_similarity": 0.343,
-          "size_similarity": 0.165,
-          "breadth_similarity": 0.833,
-          "concentration_similarity": 0.815,
-          "shared_filenames": [
-            "src/transformers/generation/candidate_generator.py"
-          ],
-          "shared_directories": [
-            "src/transformers/generation",
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 42655,
-          "right_pr_number": 46735,
-          "similarity": 0.324,
-          "content_similarity": 0.326,
-          "size_similarity": 0.082,
-          "breadth_similarity": 0.417,
-          "concentration_similarity": 0.837,
-          "shared_filenames": [
-            "src/transformers/generation/utils.py",
-            "tests/generation/test_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/generation",
-            "src/transformers",
-            "tests/generation",
-            "src",
-            "tests"
-          ]
-        },
-        {
-          "left_pr_number": 32189,
-          "right_pr_number": 46735,
-          "similarity": 0.288,
-          "content_similarity": 0.164,
-          "size_similarity": 0.353,
-          "breadth_similarity": 0.833,
-          "concentration_similarity": 0.731,
-          "shared_filenames": [
-            "src/transformers/generation/utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/generation",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
-    {
-      "cluster_id": "pr-scope-44066-3",
-      "pr_numbers": [
-        44066,
-        44085,
-        44722
-      ],
-      "representative_pr_number": 44722,
-      "average_similarity": 0.942,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gptj/modeling_gptj.py`, `src/transformers/models/codegen/modeling_codegen.py`; representative PR #44722.",
-      "shared_filenames": [
-        "src/transformers/models/gptj/modeling_gptj.py",
-        "src/transformers/models/codegen/modeling_codegen.py"
-      ],
-      "shared_directories": [
-        "src/transformers/models/gptj",
-        "src/transformers/models",
-        "src/transformers",
-        "src",
-        "src/transformers/models/codegen"
+        "src/transformers/models/codegen"
       ],
       "pairwise": [
         {
@@ -3170,86 +3174,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-44940-3",
-      "pr_numbers": [
-        44940,
-        46207,
-        46632
-      ],
-      "representative_pr_number": 46632,
-      "average_similarity": 0.574,
-      "summary": "3 open PRs share weighted file overlap around `tests/utils/test_modeling_utils.py`, `src/transformers/modeling_utils.py`; representative PR #46632.",
-      "shared_filenames": [
-        "tests/utils/test_modeling_utils.py",
-        "src/transformers/modeling_utils.py"
-      ],
-      "shared_directories": [
-        "tests/utils",
-        "src/transformers",
-        "tests",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 46207,
-          "right_pr_number": 46632,
-          "similarity": 0.625,
-          "content_similarity": 0.54,
-          "size_similarity": 0.673,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.935,
-          "shared_filenames": [
-            "src/transformers/modeling_utils.py",
-            "tests/utils/test_modeling_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "tests/utils",
-            "src",
-            "tests"
-          ]
-        },
-        {
-          "left_pr_number": 44940,
-          "right_pr_number": 46632,
-          "similarity": 0.554,
-          "content_similarity": 0.513,
-          "size_similarity": 0.446,
-          "breadth_similarity": 0.833,
-          "concentration_similarity": 0.903,
-          "shared_filenames": [
-            "src/transformers/modeling_utils.py",
-            "tests/utils/test_modeling_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "tests/utils",
-            "src",
-            "tests"
-          ]
-        },
-        {
-          "left_pr_number": 44940,
-          "right_pr_number": 46207,
-          "similarity": 0.542,
-          "content_similarity": 0.453,
-          "size_similarity": 0.662,
-          "breadth_similarity": 0.833,
-          "concentration_similarity": 0.839,
-          "shared_filenames": [
-            "src/transformers/modeling_utils.py",
-            "tests/utils/test_modeling_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "tests/utils",
-            "src",
-            "tests"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-41441-3",
       "pr_numbers": [
@@ -3455,7 +3379,7 @@
         {
           "left_pr_number": 43997,
           "right_pr_number": 44019,
-          "similarity": 0.276,
+          "similarity": 0.275,
           "content_similarity": 0.025,
           "size_similarity": 0.722,
           "breadth_similarity": 1.0,
@@ -3869,7 +3793,7 @@
         {
           "left_pr_number": 45709,
           "right_pr_number": 45742,
-          "similarity": 0.501,
+          "similarity": 0.5,
           "content_similarity": 0.377,
           "size_similarity": 0.782,
           "breadth_similarity": 0.833,
@@ -3902,6 +3826,88 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-32189-3",
+      "pr_numbers": [
+        32189,
+        42655,
+        46446
+      ],
+      "representative_pr_number": 42655,
+      "average_similarity": 0.395,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/utils.py`, `tests/utils/test_cache_utils.py`, `src/transformers/generation/candidate_generator.py`; representative PR #42655.",
+      "shared_filenames": [
+        "src/transformers/generation/utils.py",
+        "tests/utils/test_cache_utils.py",
+        "src/transformers/generation/candidate_generator.py",
+        "src/transformers/cache_utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers/generation",
+        "src/transformers",
+        "src",
+        "tests/utils",
+        "tests"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 32189,
+          "right_pr_number": 42655,
+          "similarity": 0.455,
+          "content_similarity": 0.488,
+          "size_similarity": 0.231,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.568,
+          "shared_filenames": [
+            "src/transformers/generation/candidate_generator.py",
+            "src/transformers/generation/utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 42655,
+          "right_pr_number": 46446,
+          "similarity": 0.42,
+          "content_similarity": 0.347,
+          "size_similarity": 0.305,
+          "breadth_similarity": 0.875,
+          "concentration_similarity": 0.874,
+          "shared_filenames": [
+            "src/transformers/cache_utils.py",
+            "src/transformers/generation/utils.py",
+            "tests/utils/test_cache_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "tests/utils",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 32189,
+          "right_pr_number": 46446,
+          "similarity": 0.311,
+          "content_similarity": 0.149,
+          "size_similarity": 0.759,
+          "breadth_similarity": 0.583,
+          "concentration_similarity": 0.694,
+          "shared_filenames": [
+            "src/transformers/generation/utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-33686-3",
       "pr_numbers": [
@@ -3923,8 +3929,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44550,
-          "similarity": 0.388,
-          "content_similarity": 0.126,
+          "similarity": 0.387,
+          "content_similarity": 0.125,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3940,7 +3946,7 @@
           "left_pr_number": 44407,
           "right_pr_number": 44550,
           "similarity": 0.358,
-          "content_similarity": 0.093,
+          "content_similarity": 0.092,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4242,88 +4248,88 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-44438-2",
+      "cluster_id": "pr-scope-46413-2",
       "pr_numbers": [
-        44438,
-        46689
+        46413,
+        46742
       ],
-      "representative_pr_number": 44438,
-      "average_similarity": 0.798,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/trainer_optimizer.py`, `tests/trainer/test_trainer_optimizers.py`, `src/transformers/training_args.py`; representative PR #44438.",
+      "representative_pr_number": 46413,
+      "average_similarity": 0.803,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/finegrained_fp8.py`; representative PR #46413.",
       "shared_filenames": [
-        "src/transformers/trainer_optimizer.py",
-        "tests/trainer/test_trainer_optimizers.py",
-        "src/transformers/training_args.py",
-        "src/transformers/utils/__init__.py",
-        "src/transformers/utils/import_utils.py",
-        "src/transformers/testing_utils.py"
+        "src/transformers/integrations/finegrained_fp8.py"
       ],
       "shared_directories": [
-        "src/transformers/utils",
-        "tests/trainer",
+        "src/transformers/integrations",
         "src/transformers",
-        "tests",
         "src"
       ],
       "pairwise": [
         {
-          "left_pr_number": 44438,
-          "right_pr_number": 46689,
-          "similarity": 0.798,
-          "content_similarity": 0.833,
-          "size_similarity": 0.533,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.694,
+          "left_pr_number": 46413,
+          "right_pr_number": 46742,
+          "similarity": 0.803,
+          "content_similarity": 0.808,
+          "size_similarity": 0.75,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 1.0,
           "shared_filenames": [
-            "src/transformers/testing_utils.py",
-            "src/transformers/trainer_optimizer.py",
-            "src/transformers/training_args.py",
-            "src/transformers/utils/__init__.py",
-            "src/transformers/utils/import_utils.py",
-            "tests/trainer/test_trainer_optimizers.py"
+            "src/transformers/integrations/finegrained_fp8.py"
           ],
           "shared_directories": [
-            "src/transformers/utils",
+            "src/transformers/integrations",
             "src/transformers",
-            "tests/trainer",
-            "src",
-            "tests"
+            "src"
           ]
         }
       ]
     },
     {
-      "cluster_id": "pr-scope-45606-2",
+      "cluster_id": "pr-scope-44438-2",
       "pr_numbers": [
-        45606,
-        45607
+        44438,
+        46689
       ],
-      "representative_pr_number": 45606,
-      "average_similarity": 0.777,
-      "summary": "2 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`; representative PR #45606.",
+      "representative_pr_number": 44438,
+      "average_similarity": 0.798,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/trainer_optimizer.py`, `tests/trainer/test_trainer_optimizers.py`, `src/transformers/training_args.py`; representative PR #44438.",
       "shared_filenames": [
-        "tests/models/gemma4/test_modeling_gemma4.py"
+        "src/transformers/trainer_optimizer.py",
+        "tests/trainer/test_trainer_optimizers.py",
+        "src/transformers/training_args.py",
+        "src/transformers/utils/__init__.py",
+        "src/transformers/utils/import_utils.py",
+        "src/transformers/testing_utils.py"
       ],
       "shared_directories": [
-        "tests/models/gemma4",
-        "tests/models",
-        "tests"
+        "src/transformers/utils",
+        "tests/trainer",
+        "src/transformers",
+        "tests",
+        "src"
       ],
       "pairwise": [
         {
-          "left_pr_number": 45606,
-          "right_pr_number": 45607,
-          "similarity": 0.777,
-          "content_similarity": 0.828,
-          "size_similarity": 0.778,
-          "breadth_similarity": 0.417,
-          "concentration_similarity": 0.778,
+          "left_pr_number": 44438,
+          "right_pr_number": 46689,
+          "similarity": 0.798,
+          "content_similarity": 0.833,
+          "size_similarity": 0.533,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.694,
           "shared_filenames": [
-            "tests/models/gemma4/test_modeling_gemma4.py"
+            "src/transformers/testing_utils.py",
+            "src/transformers/trainer_optimizer.py",
+            "src/transformers/training_args.py",
+            "src/transformers/utils/__init__.py",
+            "src/transformers/utils/import_utils.py",
+            "tests/trainer/test_trainer_optimizers.py"
           ],
           "shared_directories": [
-            "tests/models/gemma4",
-            "tests/models",
+            "src/transformers/utils",
+            "src/transformers",
+            "tests/trainer",
+            "src",
             "tests"
           ]
         }
@@ -4435,6 +4441,43 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45606-2",
+      "pr_numbers": [
+        45606,
+        45607
+      ],
+      "representative_pr_number": 45606,
+      "average_similarity": 0.774,
+      "summary": "2 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`; representative PR #45606.",
+      "shared_filenames": [
+        "tests/models/gemma4/test_modeling_gemma4.py"
+      ],
+      "shared_directories": [
+        "tests/models/gemma4",
+        "tests/models",
+        "tests"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45606,
+          "right_pr_number": 45607,
+          "similarity": 0.774,
+          "content_similarity": 0.824,
+          "size_similarity": 0.778,
+          "breadth_similarity": 0.417,
+          "concentration_similarity": 0.778,
+          "shared_filenames": [
+            "tests/models/gemma4/test_modeling_gemma4.py"
+          ],
+          "shared_directories": [
+            "tests/models/gemma4",
+            "tests/models",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-44794-2",
       "pr_numbers": [
@@ -4520,7 +4563,7 @@
           "left_pr_number": 41901,
           "right_pr_number": 45523,
           "similarity": 0.718,
-          "content_similarity": 0.778,
+          "content_similarity": 0.777,
           "size_similarity": 0.158,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4576,53 +4619,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-46727-2",
-      "pr_numbers": [
-        46727,
-        46733
-      ],
-      "representative_pr_number": 46727,
-      "average_similarity": 0.688,
-      "summary": "2 open PRs share weighted file overlap around `tests/models/auto/test_image_processing_auto.py`, `src/transformers/models/auto/image_processing_auto.py`; representative PR #46727.",
-      "shared_filenames": [
-        "tests/models/auto/test_image_processing_auto.py",
-        "src/transformers/models/auto/image_processing_auto.py"
-      ],
-      "shared_directories": [
-        "src/transformers/models/auto",
-        "tests/models/auto",
-        "src/transformers/models",
-        "tests/models",
-        "src/transformers",
-        "tests",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 46727,
-          "right_pr_number": 46733,
-          "similarity": 0.688,
-          "content_similarity": 0.756,
-          "size_similarity": 0.114,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.848,
-          "shared_filenames": [
-            "src/transformers/models/auto/image_processing_auto.py",
-            "tests/models/auto/test_image_processing_auto.py"
-          ],
-          "shared_directories": [
-            "src/transformers/models/auto",
-            "src/transformers/models",
-            "tests/models/auto",
-            "src/transformers",
-            "tests/models",
-            "src",
-            "tests"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-43747-2",
       "pr_numbers": [
@@ -4743,7 +4739,7 @@
         46442
       ],
       "representative_pr_number": 45682,
-      "average_similarity": 0.609,
+      "average_similarity": 0.608,
       "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",
@@ -4760,7 +4756,7 @@
         {
           "left_pr_number": 45682,
           "right_pr_number": 46442,
-          "similarity": 0.609,
+          "similarity": 0.608,
           "content_similarity": 0.677,
           "size_similarity": 0.435,
           "breadth_similarity": 0.31,
@@ -4882,6 +4878,45 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-44101-2",
+      "pr_numbers": [
+        44101,
+        44116
+      ],
+      "representative_pr_number": 44101,
+      "average_similarity": 0.554,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/flaubert/modeling_flaubert.py`; representative PR #44101.",
+      "shared_filenames": [
+        "src/transformers/models/flaubert/modeling_flaubert.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/flaubert",
+        "src/transformers/models",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 44101,
+          "right_pr_number": 44116,
+          "similarity": 0.554,
+          "content_similarity": 0.616,
+          "size_similarity": 0.319,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.507,
+          "shared_filenames": [
+            "src/transformers/models/flaubert/modeling_flaubert.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/flaubert",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-45332-2",
       "pr_numbers": [
@@ -4889,7 +4924,7 @@
         45333
       ],
       "representative_pr_number": 45332,
-      "average_similarity": 0.555,
+      "average_similarity": 0.554,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/heterogeneity/__init__.py`, `src/transformers/heterogeneity/configuration_utils.py`, `tests/heterogeneity/__init__.py`; representative PR #45332.",
       "shared_filenames": [
         "src/transformers/heterogeneity/__init__.py",
@@ -4909,8 +4944,8 @@
         {
           "left_pr_number": 45332,
           "right_pr_number": 45333,
-          "similarity": 0.555,
-          "content_similarity": 0.592,
+          "similarity": 0.554,
+          "content_similarity": 0.591,
           "size_similarity": 0.274,
           "breadth_similarity": 0.542,
           "concentration_similarity": 0.9,
@@ -4931,45 +4966,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-44101-2",
-      "pr_numbers": [
-        44101,
-        44116
-      ],
-      "representative_pr_number": 44101,
-      "average_similarity": 0.554,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/flaubert/modeling_flaubert.py`; representative PR #44101.",
-      "shared_filenames": [
-        "src/transformers/models/flaubert/modeling_flaubert.py"
-      ],
-      "shared_directories": [
-        "src/transformers/models/flaubert",
-        "src/transformers/models",
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 44101,
-          "right_pr_number": 44116,
-          "similarity": 0.554,
-          "content_similarity": 0.616,
-          "size_similarity": 0.319,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.507,
-          "shared_filenames": [
-            "src/transformers/models/flaubert/modeling_flaubert.py"
-          ],
-          "shared_directories": [
-            "src/transformers/models/flaubert",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-45541-2",
       "pr_numbers": [
@@ -5512,16 +5508,21 @@
       "cluster_id": "pr-scope-41458-2",
       "pr_numbers": [
         41458,
-        46423
+        46526
       ],
       "representative_pr_number": 41458,
-      "average_similarity": 0.458,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/hub_kernels.py`; representative PR #41458.",
+      "average_similarity": 0.448,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/granitemoe/modular_granitemoe.py`, `src/transformers/models/granitemoe/modeling_granitemoe.py`, `src/transformers/models/granitemoeshared/modeling_granitemoeshared.py`; representative PR #41458.",
       "shared_filenames": [
-        "src/transformers/integrations/hub_kernels.py"
+        "src/transformers/models/granitemoe/modular_granitemoe.py",
+        "src/transformers/models/granitemoe/modeling_granitemoe.py",
+        "src/transformers/models/granitemoeshared/modeling_granitemoeshared.py",
+        "src/transformers/models/granitemoehybrid/modeling_granitemoehybrid.py"
       ],
       "shared_directories": [
-        "src/transformers/integrations",
+        "src/transformers/models/granitemoe",
+        "src/transformers/models/granitemoeshared",
+        "src/transformers/models/granitemoehybrid",
         "src/transformers/models",
         "src/transformers",
         "src"
@@ -5529,17 +5530,22 @@
       "pairwise": [
         {
           "left_pr_number": 41458,
-          "right_pr_number": 46423,
-          "similarity": 0.458,
-          "content_similarity": 0.341,
-          "size_similarity": 0.577,
-          "breadth_similarity": 0.875,
-          "concentration_similarity": 0.91,
+          "right_pr_number": 46526,
+          "similarity": 0.448,
+          "content_similarity": 0.492,
+          "size_similarity": 0.024,
+          "breadth_similarity": 0.646,
+          "concentration_similarity": 0.717,
           "shared_filenames": [
-            "src/transformers/integrations/hub_kernels.py"
+            "src/transformers/models/granitemoe/modeling_granitemoe.py",
+            "src/transformers/models/granitemoe/modular_granitemoe.py",
+            "src/transformers/models/granitemoehybrid/modeling_granitemoehybrid.py",
+            "src/transformers/models/granitemoeshared/modeling_granitemoeshared.py"
           ],
           "shared_directories": [
-            "src/transformers/integrations",
+            "src/transformers/models/granitemoe",
+            "src/transformers/models/granitemoehybrid",
+            "src/transformers/models/granitemoeshared",
             "src/transformers/models",
             "src/transformers",
             "src"
@@ -5697,7 +5703,7 @@
         46654
       ],
       "representative_pr_number": 46572,
-      "average_similarity": 0.416,
+      "average_similarity": 0.424,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/diffusion_gemma/modular_diffusion_gemma.py`, `tests/models/diffusion_gemma/test_modeling_diffusion_gemma.py`, `src/transformers/models/diffusion_gemma/modeling_diffusion_gemma.py`; representative PR #46572.",
       "shared_filenames": [
         "src/transformers/models/diffusion_gemma/modular_diffusion_gemma.py",
@@ -5718,11 +5724,11 @@
         {
           "left_pr_number": 46572,
           "right_pr_number": 46654,
-          "similarity": 0.416,
-          "content_similarity": 0.427,
-          "size_similarity": 0.136,
-          "breadth_similarity": 0.578,
-          "concentration_similarity": 0.782,
+          "similarity": 0.424,
+          "content_similarity": 0.449,
+          "size_similarity": 0.085,
+          "breadth_similarity": 0.528,
+          "concentration_similarity": 0.88,
           "shared_filenames": [
             "src/transformers/cache_utils.py",
             "src/transformers/models/diffusion_gemma/modeling_diffusion_gemma.py",
@@ -5896,47 +5902,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-43875-2",
-      "pr_numbers": [
-        43875,
-        46446
-      ],
-      "representative_pr_number": 43875,
-      "average_similarity": 0.404,
-      "summary": "2 open PRs share weighted file overlap around `tests/utils/test_cache_utils.py`, `src/transformers/cache_utils.py`; representative PR #43875.",
-      "shared_filenames": [
-        "tests/utils/test_cache_utils.py",
-        "src/transformers/cache_utils.py"
-      ],
-      "shared_directories": [
-        "tests/utils",
-        "src/transformers",
-        "tests",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 43875,
-          "right_pr_number": 46446,
-          "similarity": 0.404,
-          "content_similarity": 0.408,
-          "size_similarity": 0.138,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.951,
-          "shared_filenames": [
-            "src/transformers/cache_utils.py",
-            "tests/utils/test_cache_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "tests/utils",
-            "src",
-            "tests"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-43446-2",
       "pr_numbers": [
@@ -6041,6 +6006,47 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46124-2",
+      "pr_numbers": [
+        46124,
+        46735
+      ],
+      "representative_pr_number": 46124,
+      "average_similarity": 0.39,
+      "summary": "2 open PRs share weighted file overlap around `tests/generation/test_utils.py`; representative PR #46124.",
+      "shared_filenames": [
+        "tests/generation/test_utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers/generation",
+        "tests/generation",
+        "src/transformers",
+        "tests",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46124,
+          "right_pr_number": 46735,
+          "similarity": 0.39,
+          "content_similarity": 0.249,
+          "size_similarity": 0.467,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.917,
+          "shared_filenames": [
+            "tests/generation/test_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "tests/generation",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-44642-2",
       "pr_numbers": [

pr_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:32660e454cd9dc6b9f1618a652c4f7b35c84bde0d76c3086fc4ce888745670e8
-size 2066756
+oid sha256:58b20dc8fbfd4d847333f8adf9ac3d08b8b80db846ac6a96eb68616926511f1c
+size 2071134

pr_diffs.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f563662058facf6f4c8577824fdb742b449689a97b38a38f309d6613a072d88d
-size 64459064
+oid sha256:b91713023f649fec1469cd5b9d07892bd4c3fe0f535ea6630e44c62002756d8e
+size 64518048

pr_files.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:010c732bf8c173a9d37502325013589f00b20a378f2a8e6654ca38003f9609ae
-size 53945036
+oid sha256:bdc577728546ce9c5cdf8904893a85da143f39d2916637c70f29a5d864c3263d
+size 54063258

pull_requests.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:539f7e1d42cd27682489730f5b838df5addaccd8672b8461317e34625cf43787
-size 2464073
+oid sha256:58201703a95170cf31d2de577062887d0db496fc0b17986da954ee809f306c5a
+size 2470322

review_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6d0c8482855d7d9b7bbc43ab00cf0e54992baa5e6146ba1253e71cb750f26ce6
-size 3010754
+oid sha256:24da13ff1e982067d6d2ccacb9d7d450face8531e20a60331b4b56fbeb3c3444
+size 3017766

reviews.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1e63c07fa23cb4f38e5715449a895335de6fe298c8e661489ea681db16a75174
-size 945428
+oid sha256:a613575b0dffc8f09d462f99d0decfab9e90ccf2b434731daa271c7ea1b09f28
+size 949980

snapshots/20260618T120025Z/manifest.json

@@ -0,0 +1,41 @@
+{
+  "artifacts": {
+    "archived_pr_scope_clusters_json": "snapshots/20260618T120025Z/pr-scope-clusters.json",
+    "new_contributors_json": "new-contributors-report.json",
+    "new_contributors_markdown": "new-contributors-report.md",
+    "new_contributors_parquet": "new_contributors.parquet",
+    "pr_scope_clusters_json": "pr-scope-clusters.json"
+  },
+  "counts": {
+    "comments": 14406,
+    "issues": 893,
+    "links": 4970,
+    "new_contributors": 355,
+    "pr_diffs": 2902,
+    "pr_files": 37738,
+    "pull_requests": 2902,
+    "review_comments": 17497,
+    "reviews": 10339,
+    "timeline_events": 57348
+  },
+  "crawl_started_at": "2026-06-18T12:00:25Z",
+  "delta_counts": {
+    "comments": 39,
+    "issue_stubs": 27,
+    "issues": 4,
+    "links": 34,
+    "pr_diffs": 23,
+    "pr_files": 472,
+    "pull_requests": 23,
+    "review_comments": 506,
+    "reviews": 297,
+    "timeline_events": 992
+  },
+  "extracted_at": "2026-06-18T12:00:25Z",
+  "repo": "huggingface/transformers",
+  "snapshot_id": "20260618T120025Z",
+  "watermark": {
+    "effective_since": "2026-06-18T06:00:45Z",
+    "next_since": "2026-06-18T12:00:25Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260618T060045Z/manifest.json",
-  "latest_snapshot_id": "20260618T060045Z",
+  "archived_manifest_path": "snapshots/20260618T120025Z/manifest.json",
+  "latest_snapshot_id": "20260618T120025Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-06-18T06:00:45Z",
+  "next_since": "2026-06-18T12:00:25Z",
   "repo": "huggingface/transformers",
-  "snapshot_dir": "snapshots/20260618T060045Z"
+  "snapshot_dir": "snapshots/20260618T120025Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-06-18T00:00:34Z",
-  "last_successful_snapshot_id": "20260618T060045Z",
-  "next_since": "2026-06-18T06:00:45Z",
+  "effective_since": "2026-06-18T06:00:45Z",
+  "last_successful_snapshot_id": "20260618T120025Z",
+  "next_since": "2026-06-18T12:00:25Z",
   "repo": "huggingface/transformers",
-  "updated_at": "2026-06-18T06:00:45Z"
+  "updated_at": "2026-06-18T12:00:25Z"
 }