Refresh transformers dataset snapshot 20260707T120022Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260707T060715Z`
+- latest snapshot: `20260707T120022Z`
 - 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:f3961219f4f2c2485866e8c40e193cfb4f6bda3c2009a847d32fd4f9683a62b5
-size 3496720
+oid sha256:47fd16aff9c184f1ede4cd3caf6a6fbaf04b74a96a7fed9239dbeb9d5f0719d4
+size 3508913

events.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1f7654ef1ff15b751eedf517b5dcf91f6b11202e2bb939b0658d1a97fa7e3e66
-size 1025811
+oid sha256:604af57a159bea4c86601bb8e66a506a4a0465cc036169d1e0206572b5f5b7dc
+size 1030290

issue_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:bd9cdafa063739f9ea73424bb716a68a20815f62f48ea904a149844c8d8a1417
-size 1087972
+oid sha256:b8b19589174a6d722cbc88a4eb4b4f40658598f9db554affe0ba1f7d2d41c0ac
+size 1089159

issues.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0db5d278f25fc3a62b9c3b90ff23b3e8c3cfd947f9e44f087ab1388e52e99194
-size 1358925
+oid sha256:9feca127421c62d989946ea34614b2b0dcf65734b70eefedb14ad53d0429e08b
+size 1360048

links.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:70b8753bce7435f921c542fc55d8795615e7e6b8f7dabf6b357ae7917570adfe
-size 68206
+oid sha256:5a83ffd4aa5150d5107d6c121b6e2eb4d6bfb6c20bf73ea911438134ef4f7b85
+size 68453

manifest.json

@@ -1,41 +1,41 @@
 {
   "artifacts": {
-    "archived_pr_scope_clusters_json": "snapshots/20260707T060715Z/pr-scope-clusters.json",
+    "archived_pr_scope_clusters_json": "snapshots/20260707T120022Z/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": 16566,
-    "issues": 965,
-    "links": 5920,
-    "new_contributors": 345,
-    "pr_diffs": 3221,
-    "pr_files": 39318,
-    "pull_requests": 3221,
-    "review_comments": 19751,
-    "reviews": 11464,
-    "timeline_events": 63278
+    "comments": 16643,
+    "issues": 966,
+    "links": 5942,
+    "new_contributors": 350,
+    "pr_diffs": 3236,
+    "pr_files": 39344,
+    "pull_requests": 3236,
+    "review_comments": 19842,
+    "reviews": 11527,
+    "timeline_events": 63491
   },
-  "crawl_started_at": "2026-07-07T06:07:15Z",
+  "crawl_started_at": "2026-07-07T12:00:22Z",
   "delta_counts": {
-    "comments": 33,
-    "issue_stubs": 55,
-    "issues": 15,
-    "links": 141,
-    "pr_diffs": 40,
-    "pr_files": 245,
-    "pull_requests": 40,
-    "review_comments": 261,
-    "reviews": 147,
-    "timeline_events": 972
+    "comments": 77,
+    "issue_stubs": 51,
+    "issues": 7,
+    "links": 46,
+    "pr_diffs": 44,
+    "pr_files": 371,
+    "pull_requests": 44,
+    "review_comments": 464,
+    "reviews": 244,
+    "timeline_events": 1305
   },
-  "extracted_at": "2026-07-07T06:07:15Z",
+  "extracted_at": "2026-07-07T12:00:22Z",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260707T060715Z",
+  "snapshot_id": "20260707T120022Z",
   "watermark": {
-    "effective_since": "2026-07-07T00:00:34Z",
-    "next_since": "2026-07-07T06:07:15Z"
+    "effective_since": "2026-07-07T06:07:15Z",
+    "next_since": "2026-07-07T12:00:22Z"
   }
 }

new-contributors-report.json

@@ -1,26 +1,26 @@
 {
   "schema_version": "1.0",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260707T060715Z",
-  "generated_at": "2026-07-07T06:08:25Z",
+  "snapshot_id": "20260707T120022Z",
+  "generated_at": "2026-07-07T12:04:49Z",
   "window_days": 60,
   "max_authors": 0,
   "instrumentation": {
-    "selected_contributors": 345,
-    "first_seen_in_snapshot": 0,
+    "selected_contributors": 350,
+    "first_seen_in_snapshot": 3,
     "known_via_prior_merged_pr": 152,
     "previous_primary_author_count": 1516,
-    "selected_seen_in_previous_primary": 345,
-    "previous_report_contributor_count": 346,
+    "selected_seen_in_previous_primary": 347,
+    "previous_report_contributor_count": 345,
     "selected_overlap_previous_report": 345,
-    "selected_overlap_previous_report_rate": 1.0,
+    "selected_overlap_previous_report_rate": 0.9857,
     "reused_previous_report_entries": 341,
     "reused_known_merged_contributors": 149,
-    "live_fetches": 4,
+    "live_fetches": 9,
     "window_anchor": "run_time",
     "window_anchor_cacheable": false,
-    "enrichment_elapsed_seconds": 0.648,
-    "enrichment_avg_seconds_per_author": 0.002,
+    "enrichment_elapsed_seconds": 129.482,
+    "enrichment_avg_seconds_per_author": 0.37,
     "enrichment_failures": 4
   },
   "contributors": [
@@ -31,13 +31,13 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh",
       "repo_first_seen_at": "2025-02-05T12:51:57Z",
-      "repo_last_seen_at": "2026-07-06T18:48:52Z",
+      "repo_last_seen_at": "2026-07-07T08:47:55Z",
       "repo_primary_artifact_count": 136,
-      "repo_artifact_count": 721,
+      "repo_artifact_count": 722,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 136,
       "snapshot_comment_count": 138,
-      "snapshot_review_count": 266,
+      "snapshot_review_count": 267,
       "snapshot_review_comment_count": 181,
       "repo_association": "MEMBER",
       "new_to_repo": false,
@@ -71,8 +71,8 @@
             "number": 47115,
             "title": "processor tests: use tiny Hub repos to reduce CI memory",
             "url": "https://github.com/huggingface/transformers/pull/47115",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-07-06T18:48:52Z"
           },
@@ -81,7 +81,7 @@
             "number": 47104,
             "title": "processor tests: use tiny Hub repos to reduce CI memory by ~43%",
             "url": "https://github.com/huggingface/transformers/pull/47104",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-07-06T09:35:09Z"
@@ -108,14 +108,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez",
       "repo_first_seen_at": "2025-03-19T10:58:02Z",
-      "repo_last_seen_at": "2026-07-07T03:46:58Z",
-      "repo_primary_artifact_count": 114,
-      "repo_artifact_count": 1343,
+      "repo_last_seen_at": "2026-07-07T09:27:58Z",
+      "repo_primary_artifact_count": 115,
+      "repo_artifact_count": 1355,
       "snapshot_issue_count": 0,
-      "snapshot_pr_count": 114,
+      "snapshot_pr_count": 115,
       "snapshot_comment_count": 270,
-      "snapshot_review_count": 388,
-      "snapshot_review_comment_count": 571,
+      "snapshot_review_count": 391,
+      "snapshot_review_comment_count": 579,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -145,13 +145,23 @@
       },
       "examples": {
         "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 47128,
+            "title": "Small improvement",
+            "url": "https://github.com/huggingface/transformers/pull/47128",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-07-07T07:43:36Z"
+          },
           {
             "kind": "pull_request",
             "number": 47118,
             "title": "[cache] Simplify cache dispatch based on layer_types",
             "url": "https://github.com/huggingface/transformers/pull/47118",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-07-07T03:16:44Z"
           },
@@ -160,20 +170,10 @@
             "number": 47094,
             "title": "[sdpa] Allow prefill to use FA kernel with StaticCache",
             "url": "https://github.com/huggingface/transformers/pull/47094",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-07-06T04:15:22Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 47018,
-            "title": "Fix save_pretrained with offloading and weight conversions",
-            "url": "https://github.com/huggingface/transformers/pull/47018",
             "state": "closed",
             "merged": true,
             "draft": false,
-            "created_at": "2026-07-02T08:14:14Z"
+            "created_at": "2026-07-06T04:15:22Z"
           }
         ],
         "issues": []
@@ -187,11 +187,11 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu",
       "repo_first_seen_at": "2025-06-20T09:58:55Z",
-      "repo_last_seen_at": "2026-07-07T03:24:24Z",
-      "repo_primary_artifact_count": 106,
-      "repo_artifact_count": 415,
+      "repo_last_seen_at": "2026-07-07T07:07:17Z",
+      "repo_primary_artifact_count": 107,
+      "repo_artifact_count": 416,
       "snapshot_issue_count": 4,
-      "snapshot_pr_count": 102,
+      "snapshot_pr_count": 103,
       "snapshot_comment_count": 90,
       "snapshot_review_count": 110,
       "snapshot_review_comment_count": 109,
@@ -222,6 +222,16 @@
       },
       "examples": {
         "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 47127,
+            "title": "fix bugs for clvp model",
+            "url": "https://github.com/huggingface/transformers/pull/47127",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-07-07T07:07:17Z"
+          },
           {
             "kind": "pull_request",
             "number": 47092,
@@ -241,16 +251,6 @@
             "merged": false,
             "draft": false,
             "created_at": "2026-07-02T14:07:50Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 47019,
-            "title": "fix mask return-type contract regression and add correctness guard for",
-            "url": "https://github.com/huggingface/transformers/pull/47019",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-07-02T08:36:18Z"
           }
         ],
         "issues": [
@@ -295,14 +295,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade",
       "repo_first_seen_at": "2026-01-21T16:52:29Z",
-      "repo_last_seen_at": "2026-07-06T18:35:38Z",
-      "repo_primary_artifact_count": 107,
-      "repo_artifact_count": 724,
+      "repo_last_seen_at": "2026-07-07T07:45:45Z",
+      "repo_primary_artifact_count": 108,
+      "repo_artifact_count": 727,
       "snapshot_issue_count": 6,
-      "snapshot_pr_count": 101,
+      "snapshot_pr_count": 102,
       "snapshot_comment_count": 188,
-      "snapshot_review_count": 225,
-      "snapshot_review_comment_count": 204,
+      "snapshot_review_count": 226,
+      "snapshot_review_comment_count": 205,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -334,6 +334,16 @@
       },
       "examples": {
         "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 47125,
+            "title": "we want to run the CI in the release branches",
+            "url": "https://github.com/huggingface/transformers/pull/47125",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-07-07T06:53:38Z"
+          },
           {
             "kind": "pull_request",
             "number": 47012,
@@ -353,16 +363,6 @@
             "merged": true,
             "draft": false,
             "created_at": "2026-06-30T19:59:38Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46976,
-            "title": "the CI status should be a comment",
-            "url": "https://github.com/huggingface/transformers/pull/46976",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-06-30T08:05:09Z"
           }
         ],
         "issues": [
@@ -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": "2024-07-19T13:27:51Z",
-      "repo_last_seen_at": "2026-07-06T16:48:39Z",
+      "repo_last_seen_at": "2026-07-07T09:05:30Z",
       "repo_primary_artifact_count": 100,
-      "repo_artifact_count": 4348,
+      "repo_artifact_count": 4370,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 100,
-      "snapshot_comment_count": 694,
-      "snapshot_review_count": 1131,
-      "snapshot_review_comment_count": 2423,
+      "snapshot_comment_count": 695,
+      "snapshot_review_count": 1138,
+      "snapshot_review_comment_count": 2437,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -587,13 +587,13 @@
       "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": "2026-07-07T06:05:32Z",
+      "repo_last_seen_at": "2026-07-07T06:27:55Z",
       "repo_primary_artifact_count": 74,
-      "repo_artifact_count": 2550,
+      "repo_artifact_count": 2551,
       "snapshot_issue_count": 4,
       "snapshot_pr_count": 70,
       "snapshot_comment_count": 205,
-      "snapshot_review_count": 752,
+      "snapshot_review_count": 753,
       "snapshot_review_comment_count": 1519,
       "repo_association": "MEMBER",
       "new_to_repo": false,
@@ -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": "2026-07-06T13:07:06Z",
+      "repo_last_seen_at": "2026-07-07T11:47:05Z",
       "repo_primary_artifact_count": 60,
-      "repo_artifact_count": 8061,
+      "repo_artifact_count": 8112,
       "snapshot_issue_count": 2,
       "snapshot_pr_count": 58,
-      "snapshot_comment_count": 769,
-      "snapshot_review_count": 1423,
-      "snapshot_review_comment_count": 5809,
+      "snapshot_comment_count": 774,
+      "snapshot_review_count": 1437,
+      "snapshot_review_comment_count": 5841,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -893,14 +893,14 @@
       "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": "2026-07-07T02:16:15Z",
-      "repo_primary_artifact_count": 49,
-      "repo_artifact_count": 508,
+      "repo_last_seen_at": "2026-07-07T10:52:36Z",
+      "repo_primary_artifact_count": 50,
+      "repo_artifact_count": 540,
       "snapshot_issue_count": 1,
-      "snapshot_pr_count": 48,
-      "snapshot_comment_count": 65,
-      "snapshot_review_count": 195,
-      "snapshot_review_comment_count": 199,
+      "snapshot_pr_count": 49,
+      "snapshot_comment_count": 67,
+      "snapshot_review_count": 208,
+      "snapshot_review_comment_count": 215,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -928,6 +928,16 @@
       },
       "examples": {
         "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 47126,
+            "title": "[Fix] Make DeepGEMM triton fallback more robust",
+            "url": "https://github.com/huggingface/transformers/pull/47126",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-07-07T06:57:34Z"
+          },
           {
             "kind": "pull_request",
             "number": 47117,
@@ -947,16 +957,6 @@
             "merged": false,
             "draft": false,
             "created_at": "2026-07-06T08:03:34Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 47097,
-            "title": "Fix experts implementation in two spots",
-            "url": "https://github.com/huggingface/transformers/pull/47097",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-07-06T06:57:04Z"
           }
         ],
         "issues": [
@@ -981,12 +981,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1",
       "repo_first_seen_at": "2023-02-27T14:00:41Z",
-      "repo_last_seen_at": "2026-07-06T15:24:04Z",
+      "repo_last_seen_at": "2026-07-07T11:49:28Z",
       "repo_primary_artifact_count": 47,
-      "repo_artifact_count": 1514,
+      "repo_artifact_count": 1515,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 47,
-      "snapshot_comment_count": 880,
+      "snapshot_comment_count": 881,
       "snapshot_review_count": 350,
       "snapshot_review_comment_count": 237,
       "repo_association": "MEMBER",
@@ -1520,13 +1520,13 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb",
       "repo_first_seen_at": "2025-01-20T12:27:19Z",
-      "repo_last_seen_at": "2026-07-06T17:17:58Z",
+      "repo_last_seen_at": "2026-07-07T09:28:27Z",
       "repo_primary_artifact_count": 31,
-      "repo_artifact_count": 666,
+      "repo_artifact_count": 669,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 31,
-      "snapshot_comment_count": 54,
-      "snapshot_review_count": 212,
+      "snapshot_comment_count": 56,
+      "snapshot_review_count": 213,
       "snapshot_review_comment_count": 369,
       "repo_association": "MEMBER",
       "new_to_repo": false,
@@ -1674,14 +1674,14 @@
       "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": "2026-07-06T14:52:05Z",
+      "repo_last_seen_at": "2026-07-07T08:45:08Z",
       "repo_primary_artifact_count": 32,
-      "repo_artifact_count": 991,
+      "repo_artifact_count": 1012,
       "snapshot_issue_count": 4,
       "snapshot_pr_count": 28,
       "snapshot_comment_count": 82,
-      "snapshot_review_count": 456,
-      "snapshot_review_comment_count": 421,
+      "snapshot_review_count": 467,
+      "snapshot_review_comment_count": 431,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -2055,6 +2055,83 @@
       },
       "fetch_error": "[{\"type\": \"NOT_FOUND\", \"path\": [\"user\"], \"locations\": [{\"line\": 13, \"column\": 3}], \"message\": \"Could not resolve to a User with the login of 'hf-security-analysis[bot]'.\"}]"
     },
+    {
+      "author_login": "sergereview[bot]",
+      "name": null,
+      "profile_url": "https://github.com/sergereview[bot]",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergereview%5Bbot%5D",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergereview%5Bbot%5D",
+      "repo_first_seen_at": "2026-05-13T06:40:41Z",
+      "repo_last_seen_at": "2026-07-07T06:29:20Z",
+      "repo_primary_artifact_count": 24,
+      "repo_artifact_count": 39,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 24,
+      "snapshot_comment_count": 0,
+      "snapshot_review_count": 5,
+      "snapshot_review_comment_count": 10,
+      "repo_association": "CONTRIBUTOR",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": false,
+      "report_reason": null,
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": null,
+      "young_account": false,
+      "follow_through_score": "n/a",
+      "breadth_score": "n/a",
+      "automation_risk_signal": "n/a",
+      "heuristic_note": "summary unavailable",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": null,
+        "merged_pr_count": null,
+        "closed_unmerged_pr_count": null,
+        "open_pr_count": null,
+        "merged_pr_rate": null,
+        "closed_unmerged_pr_rate": null,
+        "still_open_pr_rate": null,
+        "distinct_repos_with_authored_prs": null,
+        "distinct_repos_with_open_prs": null
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 47124,
+            "title": "[serge] Fix 8 integration tests for model `falcon_mamba` failing with `output_mismatch` (other (6), list output differs",
+            "url": "https://github.com/huggingface/transformers/pull/47124",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-07-07T06:29:20Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 47123,
+            "title": "[serge] Fix 12 integration tests for model `minimax_m3_vl` failing with `load_error` (other (12))",
+            "url": "https://github.com/huggingface/transformers/pull/47123",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-07-07T06:28:46Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 47122,
+            "title": "[serge] Fix 12 integration tests for model `edgetam` failing with `import_or_config` (other (12))",
+            "url": "https://github.com/huggingface/transformers/pull/47122",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-07-07T06:28:28Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": "[{\"type\": \"NOT_FOUND\", \"path\": [\"user\"], \"locations\": [{\"line\": 13, \"column\": 3}], \"message\": \"Could not resolve to a User with the login of 'sergereview[bot]'.\"}]"
+    },
     {
       "author_login": "hmellor",
       "name": "Harry Mellor",
@@ -2322,14 +2399,14 @@
       "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": "2026-07-06T19:54:11Z",
+      "repo_last_seen_at": "2026-07-07T09:50:18Z",
       "repo_primary_artifact_count": 21,
-      "repo_artifact_count": 40,
+      "repo_artifact_count": 43,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 21,
-      "snapshot_comment_count": 13,
-      "snapshot_review_count": 3,
-      "snapshot_review_comment_count": 3,
+      "snapshot_comment_count": 14,
+      "snapshot_review_count": 4,
+      "snapshot_review_comment_count": 4,
       "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -2469,83 +2546,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "sergereview[bot]",
-      "name": null,
-      "profile_url": "https://github.com/sergereview[bot]",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergereview%5Bbot%5D",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergereview%5Bbot%5D",
-      "repo_first_seen_at": "2026-05-13T06:40:41Z",
-      "repo_last_seen_at": "2026-07-04T07:43:39Z",
-      "repo_primary_artifact_count": 20,
-      "repo_artifact_count": 35,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 20,
-      "snapshot_comment_count": 0,
-      "snapshot_review_count": 5,
-      "snapshot_review_comment_count": 10,
-      "repo_association": "NONE",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "live",
-      "live_refetch_skipped": false,
-      "account_age_days": null,
-      "young_account": false,
-      "follow_through_score": "n/a",
-      "breadth_score": "n/a",
-      "automation_risk_signal": "n/a",
-      "heuristic_note": "summary unavailable",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": null,
-        "merged_pr_count": null,
-        "closed_unmerged_pr_count": null,
-        "open_pr_count": null,
-        "merged_pr_rate": null,
-        "closed_unmerged_pr_rate": null,
-        "still_open_pr_rate": null,
-        "distinct_repos_with_authored_prs": null,
-        "distinct_repos_with_open_prs": null
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 47058,
-            "title": "[serge] Fix 8 integration tests for model `mamba2` failing with `OOM` (other (8))",
-            "url": "https://github.com/huggingface/transformers/pull/47058",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-07-04T07:43:39Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 47057,
-            "title": "[serge] Fix 8 integration tests for model `deepseek_v32` failing with `load_error` (other (8))",
-            "url": "https://github.com/huggingface/transformers/pull/47057",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-07-04T07:43:12Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 47056,
-            "title": "[serge] Fix 22 integration tests for model `whisper` failing with `other` (other (20), shape/size mismatch (2))",
-            "url": "https://github.com/huggingface/transformers/pull/47056",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-07-04T07:43:08Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": "[{\"type\": \"NOT_FOUND\", \"path\": [\"user\"], \"locations\": [{\"line\": 13, \"column\": 3}], \"message\": \"Could not resolve to a User with the login of 'sergereview[bot]'.\"}]"
-    },
     {
       "author_login": "YangKai0616",
       "name": null,
@@ -3865,14 +3865,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin",
       "repo_first_seen_at": "2026-05-12T18:20:58Z",
-      "repo_last_seen_at": "2026-07-06T15:51:09Z",
+      "repo_last_seen_at": "2026-07-07T10:19:06Z",
       "repo_primary_artifact_count": 7,
-      "repo_artifact_count": 420,
+      "repo_artifact_count": 437,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 7,
-      "snapshot_comment_count": 40,
-      "snapshot_review_count": 167,
-      "snapshot_review_comment_count": 206,
+      "snapshot_comment_count": 41,
+      "snapshot_review_count": 175,
+      "snapshot_review_comment_count": 214,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -4510,20 +4510,20 @@
       "fetch_error": null
     },
     {
-      "author_login": "kamran-nizamani",
-      "name": "Kamran Khan",
-      "profile_url": "https://github.com/kamran-nizamani",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akamran-nizamani",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akamran-nizamani",
-      "repo_first_seen_at": "2026-06-11T21:16:42Z",
-      "repo_last_seen_at": "2026-06-22T19:43:20Z",
+      "author_login": "IMvision12",
+      "name": "Gitesh",
+      "profile_url": "https://github.com/IMvision12",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIMvision12",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIMvision12",
+      "repo_first_seen_at": "2026-05-10T21:08:04Z",
+      "repo_last_seen_at": "2026-07-07T09:00:33Z",
       "repo_primary_artifact_count": 5,
-      "repo_artifact_count": 7,
+      "repo_artifact_count": 10,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 5,
-      "snapshot_comment_count": 2,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
+      "snapshot_comment_count": 3,
+      "snapshot_review_count": 1,
+      "snapshot_review_comment_count": 1,
       "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -4531,45 +4531,122 @@
       "report_reason": null,
       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,
-      "account_age_days": 622,
+      "account_age_days": 1735,
       "young_account": false,
-      "follow_through_score": "weak",
+      "follow_through_score": "strong",
       "breadth_score": "low",
       "automation_risk_signal": "low",
-      "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos",
+      "heuristic_note": "high recent PR volume",
       "public_orgs": [],
       "activity": {
-        "visible_authored_pr_count": 3,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 2,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 0.6667,
-        "still_open_pr_rate": 0.3333,
+        "visible_authored_pr_count": 83,
+        "merged_pr_count": 80,
+        "closed_unmerged_pr_count": 3,
+        "open_pr_count": 0,
+        "merged_pr_rate": 0.9639,
+        "closed_unmerged_pr_rate": 0.0361,
+        "still_open_pr_rate": 0.0,
         "distinct_repos_with_authored_prs": 2,
-        "distinct_repos_with_open_prs": 1
+        "distinct_repos_with_open_prs": 0
       },
       "examples": {
         "pull_requests": [
           {
             "kind": "pull_request",
-            "number": 46824,
-            "title": "fix: update tokenizers version range to include stable 0.23.1",
-            "url": "https://github.com/huggingface/transformers/pull/46824",
-            "state": "closed",
+            "number": 47129,
+            "title": "Fix RT-DETR v2 converter for current model keys",
+            "url": "https://github.com/huggingface/transformers/pull/47129",
+            "state": "open",
             "merged": false,
             "draft": false,
-            "created_at": "2026-06-22T19:43:20Z"
+            "created_at": "2026-07-07T09:00:33Z"
           },
           {
             "kind": "pull_request",
-            "number": 46696,
-            "title": "Fix inverted is_tracing condition causing FA2 long-context decode regression",
-            "url": "https://github.com/huggingface/transformers/pull/46696",
+            "number": 47105,
+            "title": "Re-enable VITS model forward test",
+            "url": "https://github.com/huggingface/transformers/pull/47105",
             "state": "open",
             "merged": false,
             "draft": false,
-            "created_at": "2026-06-16T19:12:58Z"
+            "created_at": "2026-07-06T10:07:49Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 47079,
+            "title": "Fix AltCLIP text embedding resize test",
+            "url": "https://github.com/huggingface/transformers/pull/47079",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-07-05T01:49:34Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
+    {
+      "author_login": "kamran-nizamani",
+      "name": "Kamran Khan",
+      "profile_url": "https://github.com/kamran-nizamani",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akamran-nizamani",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akamran-nizamani",
+      "repo_first_seen_at": "2026-06-11T21:16:42Z",
+      "repo_last_seen_at": "2026-06-22T19:43:20Z",
+      "repo_primary_artifact_count": 5,
+      "repo_artifact_count": 7,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 5,
+      "snapshot_comment_count": 2,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "CONTRIBUTOR",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": true,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
+      "account_age_days": 622,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 3,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 2,
+        "open_pr_count": 1,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.6667,
+        "still_open_pr_rate": 0.3333,
+        "distinct_repos_with_authored_prs": 2,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46824,
+            "title": "fix: update tokenizers version range to include stable 0.23.1",
+            "url": "https://github.com/huggingface/transformers/pull/46824",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-22T19:43:20Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46696,
+            "title": "Fix inverted is_tracing condition causing FA2 long-context decode regression",
+            "url": "https://github.com/huggingface/transformers/pull/46696",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-16T19:12:58Z"
           },
           {
             "kind": "pull_request",
@@ -4973,83 +5050,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "IMvision12",
-      "name": "Gitesh",
-      "profile_url": "https://github.com/IMvision12",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIMvision12",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIMvision12",
-      "repo_first_seen_at": "2026-05-10T21:08:04Z",
-      "repo_last_seen_at": "2026-07-06T10:07:49Z",
-      "repo_primary_artifact_count": 4,
-      "repo_artifact_count": 9,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 4,
-      "snapshot_comment_count": 3,
-      "snapshot_review_count": 1,
-      "snapshot_review_comment_count": 1,
-      "repo_association": "CONTRIBUTOR",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": true,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 1735,
-      "young_account": false,
-      "follow_through_score": "strong",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high recent PR volume",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 83,
-        "merged_pr_count": 80,
-        "closed_unmerged_pr_count": 3,
-        "open_pr_count": 0,
-        "merged_pr_rate": 0.9639,
-        "closed_unmerged_pr_rate": 0.0361,
-        "still_open_pr_rate": 0.0,
-        "distinct_repos_with_authored_prs": 2,
-        "distinct_repos_with_open_prs": 0
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 47105,
-            "title": "Re-enable VITS model forward test",
-            "url": "https://github.com/huggingface/transformers/pull/47105",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-07-06T10:07:49Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 47079,
-            "title": "Fix AltCLIP text embedding resize test",
-            "url": "https://github.com/huggingface/transformers/pull/47079",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-07-05T01:49:34Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46991,
-            "title": "Add nvidia/LocateAnything-3B",
-            "url": "https://github.com/huggingface/transformers/pull/46991",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-07-01T05:50:40Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "irfaan101",
       "name": "Irfaan Mansoori",
@@ -6458,7 +6458,7 @@
             "number": 47119,
             "title": "Fix image_transforms.pad rejecting NumPy-int padding and float constant_values",
             "url": "https://github.com/huggingface/transformers/pull/47119",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-07-07T04:00:47Z"
@@ -6807,6 +6807,118 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "albertvillanova",
+      "name": "Albert Villanova del Moral",
+      "profile_url": "https://github.com/albertvillanova",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aalbertvillanova",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aalbertvillanova",
+      "repo_first_seen_at": "2026-01-17T10:42:01Z",
+      "repo_last_seen_at": "2026-07-07T09:19:03Z",
+      "repo_primary_artifact_count": 10,
+      "repo_artifact_count": 55,
+      "snapshot_issue_count": 3,
+      "snapshot_pr_count": 7,
+      "snapshot_comment_count": 25,
+      "snapshot_review_count": 12,
+      "snapshot_review_comment_count": 8,
+      "repo_association": "MEMBER",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": true,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
+      "account_age_days": 4257,
+      "young_account": false,
+      "follow_through_score": "strong",
+      "breadth_score": "moderate",
+      "automation_risk_signal": "low",
+      "heuristic_note": "extremely high recent PR volume; targets high-star repos",
+      "public_orgs": [
+        "huggingface",
+        "aiinnova",
+        "bigscience-workshop"
+      ],
+      "activity": {
+        "visible_authored_pr_count": 157,
+        "merged_pr_count": 143,
+        "closed_unmerged_pr_count": 10,
+        "open_pr_count": 4,
+        "merged_pr_rate": 0.9108,
+        "closed_unmerged_pr_rate": 0.0637,
+        "still_open_pr_rate": 0.0255,
+        "distinct_repos_with_authored_prs": 5,
+        "distinct_repos_with_open_prs": 2
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 47131,
+            "title": "Fix false __len__ claims in Trainer docstrings",
+            "url": "https://github.com/huggingface/transformers/pull/47131",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-07-07T09:19:03Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46155,
+            "title": "Update dev version",
+            "url": "https://github.com/huggingface/transformers/pull/46155",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-22T08:47:17Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45164,
+            "title": "Fix TypeError: 'NoneType' object is not iterable in GenerationMixin.generate",
+            "url": "https://github.com/huggingface/transformers/pull/45164",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-04-01T13:53:41Z"
+          }
+        ],
+        "issues": [
+          {
+            "kind": "issue",
+            "number": 45137,
+            "title": "IndexError: pop from an empty deque with DeepSpeed ZeRO3",
+            "url": "https://github.com/huggingface/transformers/issues/45137",
+            "state": "closed",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-03-31T07:38:10Z"
+          },
+          {
+            "kind": "issue",
+            "number": 44273,
+            "title": "Lazy loading is not working properly",
+            "url": "https://github.com/huggingface/transformers/issues/44273",
+            "state": "open",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-02-25T06:23:02Z"
+          },
+          {
+            "kind": "issue",
+            "number": 43334,
+            "title": "Qwen3-VL can't be loaded in transformers dev: AttributeError: 'Qwen3VLTextConfig' object has no attribute 'pad_token_id'",
+            "url": "https://github.com/huggingface/transformers/issues/43334",
+            "state": "closed",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-01-17T10:42:01Z"
+          }
+        ]
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "jamesbraza",
       "name": "James Braza",
@@ -7241,14 +7353,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adhruv7477",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adhruv7477",
       "repo_first_seen_at": "2026-04-29T09:34:56Z",
-      "repo_last_seen_at": "2026-07-06T14:58:23Z",
+      "repo_last_seen_at": "2026-07-07T08:36:26Z",
       "repo_primary_artifact_count": 4,
-      "repo_artifact_count": 13,
+      "repo_artifact_count": 16,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 4,
-      "snapshot_comment_count": 5,
-      "snapshot_review_count": 2,
-      "snapshot_review_comment_count": 2,
+      "snapshot_comment_count": 6,
+      "snapshot_review_count": 3,
+      "snapshot_review_comment_count": 3,
       "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -7281,8 +7393,8 @@
             "number": 47064,
             "title": "Fix CLI compatibility with huggingface_hub 1.22 (#47059)",
             "url": "https://github.com/huggingface/transformers/pull/47064",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-07-04T09:53:54Z"
           },
@@ -7304,84 +7416,7 @@
             "state": "closed",
             "merged": true,
             "draft": false,
-            "created_at": "2026-05-03T12:43:34Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
-    {
-      "author_login": "rigen1048",
-      "name": "Abdullah Fayez",
-      "profile_url": "https://github.com/rigen1048",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arigen1048",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arigen1048",
-      "repo_first_seen_at": "2026-04-28T15:23:48Z",
-      "repo_last_seen_at": "2026-06-07T18:25:04Z",
-      "repo_primary_artifact_count": 4,
-      "repo_artifact_count": 21,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 4,
-      "snapshot_comment_count": 17,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "CONTRIBUTOR",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": true,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 92,
-      "young_account": true,
-      "follow_through_score": "weak",
-      "breadth_score": "moderate",
-      "automation_risk_signal": "medium",
-      "heuristic_note": "young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 5,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 3,
-        "open_pr_count": 2,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 0.6,
-        "still_open_pr_rate": 0.4,
-        "distinct_repos_with_authored_prs": 4,
-        "distinct_repos_with_open_prs": 2
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 46477,
-            "title": "fix: sanitize path separators in _sanitize_module_name to prevent path traversal chars",
-            "url": "https://github.com/huggingface/transformers/pull/46477",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-06-07T18:00:31Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45840,
-            "title": "fix: ModuleNotFoundError caused by distributed race condition in ci/cd",
-            "url": "https://github.com/huggingface/transformers/pull/45840",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-05-08T06:12:12Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45787,
-            "title": "fix: ModuleNotFoundError caused by distributed race condition in ci/cd test",
-            "url": "https://github.com/huggingface/transformers/pull/45787",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-05-05T14:25:03Z"
+            "created_at": "2026-05-03T12:43:34Z"
           }
         ],
         "issues": []
@@ -9063,7 +9098,7 @@
             "number": 47081,
             "title": "Add support for Quatfit1 multimodal models",
             "url": "https://github.com/huggingface/transformers/pull/47081",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-07-05T04:10:19Z"
@@ -10556,118 +10591,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "albertvillanova",
-      "name": "Albert Villanova del Moral",
-      "profile_url": "https://github.com/albertvillanova",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aalbertvillanova",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aalbertvillanova",
-      "repo_first_seen_at": "2026-01-17T10:42:01Z",
-      "repo_last_seen_at": "2026-07-03T09:26:12Z",
-      "repo_primary_artifact_count": 9,
-      "repo_artifact_count": 54,
-      "snapshot_issue_count": 3,
-      "snapshot_pr_count": 6,
-      "snapshot_comment_count": 25,
-      "snapshot_review_count": 12,
-      "snapshot_review_comment_count": 8,
-      "repo_association": "MEMBER",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": true,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 4257,
-      "young_account": false,
-      "follow_through_score": "strong",
-      "breadth_score": "moderate",
-      "automation_risk_signal": "low",
-      "heuristic_note": "extremely high recent PR volume; targets high-star repos",
-      "public_orgs": [
-        "huggingface",
-        "aiinnova",
-        "bigscience-workshop"
-      ],
-      "activity": {
-        "visible_authored_pr_count": 157,
-        "merged_pr_count": 143,
-        "closed_unmerged_pr_count": 10,
-        "open_pr_count": 4,
-        "merged_pr_rate": 0.9108,
-        "closed_unmerged_pr_rate": 0.0637,
-        "still_open_pr_rate": 0.0255,
-        "distinct_repos_with_authored_prs": 5,
-        "distinct_repos_with_open_prs": 2
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 46155,
-            "title": "Update dev version",
-            "url": "https://github.com/huggingface/transformers/pull/46155",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-05-22T08:47:17Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45164,
-            "title": "Fix TypeError: 'NoneType' object is not iterable in GenerationMixin.generate",
-            "url": "https://github.com/huggingface/transformers/pull/45164",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-01T13:53:41Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45050,
-            "title": "Fix NaN weights on non-rank-0 FSDP processes",
-            "url": "https://github.com/huggingface/transformers/pull/45050",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-03-27T09:19:32Z"
-          }
-        ],
-        "issues": [
-          {
-            "kind": "issue",
-            "number": 45137,
-            "title": "IndexError: pop from an empty deque with DeepSpeed ZeRO3",
-            "url": "https://github.com/huggingface/transformers/issues/45137",
-            "state": "closed",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-03-31T07:38:10Z"
-          },
-          {
-            "kind": "issue",
-            "number": 44273,
-            "title": "Lazy loading is not working properly",
-            "url": "https://github.com/huggingface/transformers/issues/44273",
-            "state": "open",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-02-25T06:23:02Z"
-          },
-          {
-            "kind": "issue",
-            "number": 43334,
-            "title": "Qwen3-VL can't be loaded in transformers dev: AttributeError: 'Qwen3VLTextConfig' object has no attribute 'pad_token_id'",
-            "url": "https://github.com/huggingface/transformers/issues/43334",
-            "state": "closed",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-01-17T10:42:01Z"
-          }
-        ]
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "SangbumChoi",
       "name": "Sangbum Daniel Choi",
@@ -11038,6 +10961,83 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "rigen1048",
+      "name": "Abdullah Fayez",
+      "profile_url": "https://github.com/rigen1048",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arigen1048",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arigen1048",
+      "repo_first_seen_at": "2026-04-28T15:23:48Z",
+      "repo_last_seen_at": "2026-06-07T18:25:04Z",
+      "repo_primary_artifact_count": 4,
+      "repo_artifact_count": 21,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 4,
+      "snapshot_comment_count": 17,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "CONTRIBUTOR",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": true,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
+      "account_age_days": 92,
+      "young_account": true,
+      "follow_through_score": "weak",
+      "breadth_score": "moderate",
+      "automation_risk_signal": "medium",
+      "heuristic_note": "young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 5,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 3,
+        "open_pr_count": 2,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.6,
+        "still_open_pr_rate": 0.4,
+        "distinct_repos_with_authored_prs": 4,
+        "distinct_repos_with_open_prs": 2
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46477,
+            "title": "fix: sanitize path separators in _sanitize_module_name to prevent path traversal chars",
+            "url": "https://github.com/huggingface/transformers/pull/46477",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-07T18:00:31Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45840,
+            "title": "fix: ModuleNotFoundError caused by distributed race condition in ci/cd",
+            "url": "https://github.com/huggingface/transformers/pull/45840",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-08T06:12:12Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45787,
+            "title": "fix: ModuleNotFoundError caused by distributed race condition in ci/cd test",
+            "url": "https://github.com/huggingface/transformers/pull/45787",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-05T14:25:03Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "sergiopaniego",
       "name": "Sergio Paniego Blanco",
@@ -11380,68 +11380,145 @@
       "repo_first_seen_at": "2026-03-28T12:13:57Z",
       "repo_last_seen_at": "2026-05-15T21:06:56Z",
       "repo_primary_artifact_count": 3,
-      "repo_artifact_count": 4,
+      "repo_artifact_count": 4,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 3,
+      "snapshot_comment_count": 1,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "CONTRIBUTOR",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": true,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
+      "account_age_days": 1082,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "very high",
+      "automation_risk_signal": "medium",
+      "heuristic_note": "extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 139,
+        "merged_pr_count": 24,
+        "closed_unmerged_pr_count": 63,
+        "open_pr_count": 52,
+        "merged_pr_rate": 0.1727,
+        "closed_unmerged_pr_rate": 0.4532,
+        "still_open_pr_rate": 0.3741,
+        "distinct_repos_with_authored_prs": 94,
+        "distinct_repos_with_open_prs": 39
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 45997,
+            "title": "cache: store StaticLayer.cumulative_length as a 0-dim scalar tensor",
+            "url": "https://github.com/huggingface/transformers/pull/45997",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-15T21:06:56Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45582,
+            "title": "generate: drop stale num_return_sequences warning on continuous batching path",
+            "url": "https://github.com/huggingface/transformers/pull/45582",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-04-22T15:51:03Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45080,
+            "title": "Fix PreTrainedConfig as Pydantic field type after dataclass conversion",
+            "url": "https://github.com/huggingface/transformers/pull/45080",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-03-28T12:13:57Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
+    {
+      "author_login": "orbisai0security",
+      "name": "OrbisAI Security",
+      "profile_url": "https://github.com/orbisai0security",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aorbisai0security",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aorbisai0security",
+      "repo_first_seen_at": "2026-03-30T15:02:06Z",
+      "repo_last_seen_at": "2026-07-07T09:08:44Z",
+      "repo_primary_artifact_count": 3,
+      "repo_artifact_count": 3,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 3,
-      "snapshot_comment_count": 1,
+      "snapshot_comment_count": 0,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "CONTRIBUTOR",
+      "repo_association": "NONE",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": true,
+      "known_via_prior_merged_pr": false,
       "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 1082,
-      "young_account": false,
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 242,
+      "young_account": true,
       "follow_through_score": "weak",
       "breadth_score": "very high",
-      "automation_risk_signal": "medium",
-      "heuristic_note": "extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos",
+      "automation_risk_signal": "high",
+      "heuristic_note": "young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share",
       "public_orgs": [],
       "activity": {
-        "visible_authored_pr_count": 139,
-        "merged_pr_count": 24,
-        "closed_unmerged_pr_count": 63,
-        "open_pr_count": 52,
-        "merged_pr_rate": 0.1727,
-        "closed_unmerged_pr_rate": 0.4532,
-        "still_open_pr_rate": 0.3741,
-        "distinct_repos_with_authored_prs": 94,
-        "distinct_repos_with_open_prs": 39
+        "visible_authored_pr_count": 1000,
+        "merged_pr_count": 88,
+        "closed_unmerged_pr_count": 506,
+        "open_pr_count": 862,
+        "merged_pr_rate": 0.088,
+        "closed_unmerged_pr_rate": 0.506,
+        "still_open_pr_rate": 0.406,
+        "distinct_repos_with_authored_prs": 868,
+        "distinct_repos_with_open_prs": 710
       },
       "examples": {
         "pull_requests": [
           {
             "kind": "pull_request",
-            "number": 45997,
-            "title": "cache: store StaticLayer.cumulative_length as a 0-dim scalar tensor",
-            "url": "https://github.com/huggingface/transformers/pull/45997",
+            "number": 47130,
+            "title": "fix: the /load_model and /reset endpoints in the mod... in server.py",
+            "url": "https://github.com/huggingface/transformers/pull/47130",
             "state": "closed",
             "merged": false,
             "draft": false,
-            "created_at": "2026-05-15T21:06:56Z"
+            "created_at": "2026-07-07T09:08:44Z"
           },
           {
             "kind": "pull_request",
-            "number": 45582,
-            "title": "generate: drop stale num_return_sequences warning on continuous batching path",
-            "url": "https://github.com/huggingface/transformers/pull/45582",
+            "number": 45717,
+            "title": "fix: the serving api endpoints in server in server.py",
+            "url": "https://github.com/huggingface/transformers/pull/45717",
             "state": "closed",
-            "merged": true,
+            "merged": false,
             "draft": false,
-            "created_at": "2026-04-22T15:51:03Z"
+            "created_at": "2026-04-30T09:39:46Z"
           },
           {
             "kind": "pull_request",
-            "number": 45080,
-            "title": "Fix PreTrainedConfig as Pydantic field type after dataclass conversion",
-            "url": "https://github.com/huggingface/transformers/pull/45080",
+            "number": 45121,
+            "title": "fix: remove unsafe exec() in serve.py",
+            "url": "https://github.com/huggingface/transformers/pull/45121",
             "state": "closed",
             "merged": false,
             "draft": false,
-            "created_at": "2026-03-28T12:13:57Z"
+            "created_at": "2026-03-30T15:02:06Z"
           }
         ],
         "issues": []
@@ -11796,13 +11873,13 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AWauplin",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AWauplin",
       "repo_first_seen_at": "2025-12-02T12:54:40Z",
-      "repo_last_seen_at": "2026-07-06T14:33:13Z",
+      "repo_last_seen_at": "2026-07-07T09:07:31Z",
       "repo_primary_artifact_count": 3,
-      "repo_artifact_count": 35,
+      "repo_artifact_count": 36,
       "snapshot_issue_count": 1,
       "snapshot_pr_count": 2,
       "snapshot_comment_count": 6,
-      "snapshot_review_count": 7,
+      "snapshot_review_count": 8,
       "snapshot_review_comment_count": 19,
       "repo_association": "MEMBER",
       "new_to_repo": false,
@@ -12610,6 +12687,96 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "andreasgoulas",
+      "name": "Andreas Goulas",
+      "profile_url": "https://github.com/andreasgoulas",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aandreasgoulas",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aandreasgoulas",
+      "repo_first_seen_at": "2026-06-15T09:54:17Z",
+      "repo_last_seen_at": "2026-07-07T10:35:51Z",
+      "repo_primary_artifact_count": 4,
+      "repo_artifact_count": 13,
+      "snapshot_issue_count": 3,
+      "snapshot_pr_count": 1,
+      "snapshot_comment_count": 9,
+      "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": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 5178,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share; targets high-star repos",
+      "public_orgs": [
+        "EmptyJuiceBox"
+      ],
+      "activity": {
+        "visible_authored_pr_count": 1,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 1,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 1.0,
+        "distinct_repos_with_authored_prs": 1,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 47134,
+            "title": "Fix FA performance regression",
+            "url": "https://github.com/huggingface/transformers/pull/47134",
+            "state": "open",
+            "merged": false,
+            "draft": true,
+            "created_at": "2026-07-07T10:28:17Z"
+          }
+        ],
+        "issues": [
+          {
+            "kind": "issue",
+            "number": 46693,
+            "title": "Performance regression with FA2 and long-context generation after 5.2.0",
+            "url": "https://github.com/huggingface/transformers/issues/46693",
+            "state": "open",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-06-16T14:21:31Z"
+          },
+          {
+            "kind": "issue",
+            "number": 46664,
+            "title": "SmolVLM: Inconsistent meaning of num_frames in video processor",
+            "url": "https://github.com/huggingface/transformers/issues/46664",
+            "state": "closed",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-06-15T11:49:51Z"
+          },
+          {
+            "kind": "issue",
+            "number": 46655,
+            "title": "SmolVLM: Error due to incorrect padding calculation in video processor",
+            "url": "https://github.com/huggingface/transformers/issues/46655",
+            "state": "closed",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-06-15T09:54:17Z"
+          }
+        ]
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "ir2718",
       "name": null,
@@ -13657,12 +13824,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALauraGPT",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALauraGPT",
       "repo_first_seen_at": "2026-05-24T11:07:04Z",
-      "repo_last_seen_at": "2026-06-30T03:21:08Z",
+      "repo_last_seen_at": "2026-07-07T11:41:58Z",
       "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 33,
+      "repo_artifact_count": 34,
       "snapshot_issue_count": 1,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 31,
+      "snapshot_comment_count": 32,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
@@ -13779,7 +13946,7 @@
             "number": 47059,
             "title": "tests/cli fail with huggingface_hub 1.22.0: 'HFCliTyperGroup' object has no attribute '_add_completion':",
             "url": "https://github.com/huggingface/transformers/issues/47059",
-            "state": "open",
+            "state": "closed",
             "merged": null,
             "draft": null,
             "created_at": "2026-07-04T08:56:14Z"
@@ -14343,12 +14510,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AVectorPeak",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AVectorPeak",
       "repo_first_seen_at": "2026-07-03T09:46:12Z",
-      "repo_last_seen_at": "2026-07-07T05:33:49Z",
+      "repo_last_seen_at": "2026-07-07T09:27:21Z",
       "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 15,
+      "repo_artifact_count": 17,
       "snapshot_issue_count": 1,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 5,
+      "snapshot_comment_count": 7,
       "snapshot_review_count": 4,
       "snapshot_review_comment_count": 4,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
@@ -16810,6 +16977,63 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "clijo",
+      "name": "clijo",
+      "profile_url": "https://github.com/clijo",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aclijo",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aclijo",
+      "repo_first_seen_at": "2026-07-07T11:36:27Z",
+      "repo_last_seen_at": "2026-07-07T11:36:27Z",
+      "repo_primary_artifact_count": 1,
+      "repo_artifact_count": 1,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 1,
+      "snapshot_comment_count": 0,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "new_to_repo": true,
+      "first_seen_in_snapshot": true,
+      "known_via_prior_merged_pr": false,
+      "report_reason": "first_seen_in_snapshot",
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 2547,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 1,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 1,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 1.0,
+        "distinct_repos_with_authored_prs": 1,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 47135,
+            "title": "[docs] fix curly quotes rendering to straight quotes",
+            "url": "https://github.com/huggingface/transformers/pull/47135",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-07-07T11:36:27Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "clyang82",
       "name": "Chunlin Yang",
@@ -17614,6 +17838,63 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "Gideon0805",
+      "name": null,
+      "profile_url": "https://github.com/Gideon0805",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AGideon0805",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AGideon0805",
+      "repo_first_seen_at": "2026-07-07T09:46:20Z",
+      "repo_last_seen_at": "2026-07-07T09:46:20Z",
+      "repo_primary_artifact_count": 1,
+      "repo_artifact_count": 1,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 1,
+      "snapshot_comment_count": 0,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "new_to_repo": true,
+      "first_seen_in_snapshot": true,
+      "known_via_prior_merged_pr": false,
+      "report_reason": "first_seen_in_snapshot",
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 3204,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 1,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 1,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 1.0,
+        "distinct_repos_with_authored_prs": 1,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 47133,
+            "title": "Fix dtype-sensitive vision position ids for Idefics/SmolVLM",
+            "url": "https://github.com/huggingface/transformers/pull/47133",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-07-07T09:46:20Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "gmrnlg1971",
       "name": "jashwanth_reddy_gummula",
@@ -18552,7 +18833,7 @@
       "snapshot_comment_count": 0,
       "snapshot_review_count": 7,
       "snapshot_review_comment_count": 7,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "repo_association": "NONE",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -18584,7 +18865,7 @@
             "number": 46122,
             "title": " Add cache-aware streaming and RNN-T head for Parakeet",
             "url": "https://github.com/huggingface/transformers/pull/46122",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-05-20T18:13:18Z"
@@ -19130,7 +19411,7 @@
       "snapshot_comment_count": 1,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "repo_association": "NONE",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -19162,7 +19443,7 @@
             "number": 47084,
             "title": "Add eval_epochs to TrainingArguments to support evaluating every N epochs",
             "url": "https://github.com/huggingface/transformers/pull/47084",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-07-05T09:54:17Z"
@@ -23025,7 +23306,7 @@
       "snapshot_comment_count": 8,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -23057,8 +23338,8 @@
             "number": 46347,
             "title": "Add TIPSv2",
             "url": "https://github.com/huggingface/transformers/pull/46347",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-06-02T14:35:26Z"
           }
@@ -23638,6 +23919,63 @@
         "issues": []
       },
       "fetch_error": null
+    },
+    {
+      "author_login": "ZubairAli999",
+      "name": "Zubair Ali",
+      "profile_url": "https://github.com/ZubairAli999",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AZubairAli999",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AZubairAli999",
+      "repo_first_seen_at": "2026-07-07T09:31:21Z",
+      "repo_last_seen_at": "2026-07-07T09:31:21Z",
+      "repo_primary_artifact_count": 1,
+      "repo_artifact_count": 1,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 1,
+      "snapshot_comment_count": 0,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "NONE",
+      "new_to_repo": true,
+      "first_seen_in_snapshot": true,
+      "known_via_prior_merged_pr": false,
+      "report_reason": "first_seen_in_snapshot",
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 1721,
+      "young_account": false,
+      "follow_through_score": "n/a",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "no visible non-self stars",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 0,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 0,
+        "merged_pr_rate": null,
+        "closed_unmerged_pr_rate": null,
+        "still_open_pr_rate": null,
+        "distinct_repos_with_authored_prs": 0,
+        "distinct_repos_with_open_prs": 0
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 47132,
+            "title": " Fix legacy list-based special_tokens handling in _set_model_specific_special_tokens",
+            "url": "https://github.com/huggingface/transformers/pull/47132",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-07-07T09:31:21Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
     }
   ]
 }

new-contributors-report.md

@@ -1,24 +1,24 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260707T060715Z`
-- Generated: `2026-07-07T06:08:25Z`
+- Snapshot: `20260707T120022Z`
+- Generated: `2026-07-07T12:04:49Z`
 - Activity window: `60d`
-- Contributors: `345`
+- Contributors: `350`
 
 ## Summary
 
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 136 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
-| `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 114 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
-| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 102 | 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` | 101 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
+| `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 115 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 103 | 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` | 102 | 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 | `2024-07-19T13:27:51Z` | 100 | 0 | 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` | 74 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 58 | 2 | mixed | low | low | targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 50 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
-| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 48 | 1 | strong | low | low | targets high-star repos |
+| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 49 | 1 | strong | low | low | targets high-star repos |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 47 | 0 | strong | low | low | targets high-star repos |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 40 | 1 | strong | moderate | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 37 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
@@ -31,12 +31,12 @@
 | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 28 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 27 | 14 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `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 |
+| `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | CONTRIBUTOR | ?d | `2026-05-13T06:40:41Z` | 24 | 0 | n/a | n/a | n/a | summary unavailable |
 | `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 |
 | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 21 | 0 | strong | moderate | low | — |
 | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 21 | 0 | strong | moderate | low | targets high-star repos |
 | `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 21 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
 | `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 |
-| `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | NONE | ?d | `2026-05-13T06:40:41Z` | 20 | 0 | n/a | n/a | n/a | summary unavailable |
 | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 20 | 0 | mixed | moderate | low | — |
 | `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 16 | 1 | weak | moderate | low | high open PR share |
 | `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 15 | 0 | mixed | low | low | high open PR share |
@@ -61,13 +61,13 @@
 | `XciD` | [profile](https://github.com/XciD) | no | MEMBER | 4481d | `2026-05-14T05:53:53Z` | 6 | 0 | mixed | high | low | extremely high recent PR volume; broad repo spread |
 | `sharmax-vikas` | [profile](https://github.com/sharmax-vikas) | no | CONTRIBUTOR | 702d | `2026-06-18T18:50:23Z` | 5 | 5 | weak | low | low | high open PR share; targets high-star repos |
 | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 5 | 0 | strong | low | low | high recent PR volume |
 | `kamran-nizamani` | [profile](https://github.com/kamran-nizamani) | no | CONTRIBUTOR | 622d | `2026-06-11T21:16:42Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-09-05T15:52:11Z` | 5 | 0 | strong | moderate | low | high recent PR volume |
 | `SebTardif` | [profile](https://github.com/SebTardif) | no | CONTRIBUTOR | 5216d | `2026-05-19T17:17:53Z` | 5 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `Sriniketh24` | [profile](https://github.com/Sriniketh24) | no | CONTRIBUTOR | 609d | `2026-05-18T14:39:34Z` | 5 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Dev-X25874` | [profile](https://github.com/Dev-X25874) | no | FIRST_TIME_CONTRIBUTOR | 4d | `2026-05-13T10:45:04Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3573d | `2026-04-02T19:05:35Z` | 4 | 0 | strong | low | low | targets high-star repos |
-| `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 4 | 0 | strong | low | low | high recent PR volume |
 | `irfaan101` | [profile](https://github.com/irfaan101) | no | CONTRIBUTOR | 613d | `2026-05-16T11:43:33Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `muhamedfazalps` | [profile](https://github.com/muhamedfazalps) | no | CONTRIBUTOR | 1469d | `2026-06-23T06:57:49Z` | 4 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
 | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 4 | 0 | mixed | low | low | — |
@@ -90,13 +90,13 @@
 | `yuvrajsharma9981` | [profile](https://github.com/yuvrajsharma9981) | no | FIRST_TIME_CONTRIBUTOR | 3814d | `2026-05-21T22:27:49Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 8 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
+| `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 7 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 5 | 5 | strong | moderate | low | high recent PR volume |
 | `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2872d | `2025-11-10T23:38:23Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3449d | `2026-03-09T09:03:10Z` | 5 | 0 | mixed | low | low | — |
 | `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2500d | `2025-10-30T12:45:06Z` | 4 | 1 | mixed | moderate | low | — |
 | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `dhruv7477` | [profile](https://github.com/dhruv7477) | no | CONTRIBUTOR | 1645d | `2026-04-29T09:34:56Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 4 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `qflen` | [profile](https://github.com/qflen) | no | CONTRIBUTOR | 479d | `2026-04-25T02:09:42Z` | 3 | 4 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `gante` | [profile](https://github.com/gante) | no | CONTRIBUTOR | 4054d | `2023-02-24T12:09:33Z` | 3 | 2 | strong | low | low | targets high-star repos |
 | `arnavkewalram` | [profile](https://github.com/arnavkewalram) | no | CONTRIBUTOR | 904d | `2026-06-15T15:28:55Z` | 2 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
@@ -141,16 +141,17 @@
 | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 3012d | `2025-12-02T16:00:11Z` | 19 | 7 | strong | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 9 | 0 | mixed | moderate | low | targets high-star repos |
 | `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 596d | `2025-06-12T08:51:40Z` | 7 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 6 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3900d | `2026-01-21T06:14:39Z` | 5 | 4 | weak | low | low | high open PR share; targets high-star repos |
 | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
+| `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 4 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 4 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `Abineshabee` | [profile](https://github.com/Abineshabee) | no | CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 3 | 2 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `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 |
 | `fyhon` | [profile](https://github.com/fyhon) | no | FIRST_TIME_CONTRIBUTOR | 1467d | `2026-05-06T09:12:14Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | CONTRIBUTOR | 1082d | `2026-03-28T12:13:57Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `orbisai0security` | [profile](https://github.com/orbisai0security) | no | NONE | 242d | `2026-03-30T15:02:06Z` | 3 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share |
 | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | FIRST_TIME_CONTRIBUTOR | 1556d | `2026-03-07T22:12:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `nurpax` | [profile](https://github.com/nurpax) | no | CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 2 | 3 | weak | low | low | high open PR share; targets high-star repos |
 | `oliverholworthy` | [profile](https://github.com/oliverholworthy) | no | CONTRIBUTOR | 5290d | `2026-01-26T21:42:45Z` | 2 | 2 | weak | moderate | low | high open PR share |
@@ -167,6 +168,7 @@
 | `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | CONTRIBUTOR | 1796d | `2026-04-06T18:01:42Z` | 2 | 0 | strong | low | low | no visible non-self stars; 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 |
 | `zRzRzRzRzRzRzR` | [profile](https://github.com/zRzRzRzRzRzRzR) | no | CONTRIBUTOR | 1671d | `2026-01-21T13:37:27Z` | 2 | 0 | strong | moderate | low | targets high-star repos |
+| `andreasgoulas` | [profile](https://github.com/andreasgoulas) | no | FIRST_TIME_CONTRIBUTOR | 5178d | `2026-06-15T09:54:17Z` | 1 | 3 | weak | low | low | high open PR share; targets high-star repos |
 | `ir2718` | [profile](https://github.com/ir2718) | no | CONTRIBUTOR | 1648d | `2026-05-21T13:18:46Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `pasta-paul` | [profile](https://github.com/pasta-paul) | no | FIRST_TIME_CONTRIBUTOR | 932d | `2026-05-20T20:41:45Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 | `abcgco` | [profile](https://github.com/abcgco) | no | FIRST_TIME_CONTRIBUTOR | 2524d | `2026-07-05T12:41:27Z` | 1 | 1 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -235,6 +237,7 @@
 | `Chinmay1220` | [profile](https://github.com/Chinmay1220) | no | FIRST_TIME_CONTRIBUTOR | 999d | `2026-06-11T16:14:03Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
 | `chirag-gupta-07` | [profile](https://github.com/chirag-gupta-07) | no | FIRST_TIMER | 276d | `2026-05-11T05:43:53Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `cjc0013` | [profile](https://github.com/cjc0013) | no | NONE | 209d | `2026-06-12T22:51:55Z` | 1 | 0 | weak | very high | medium | young account; high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
+| `clijo` | [profile](https://github.com/clijo) | yes | FIRST_TIME_CONTRIBUTOR | 2547d | `2026-07-07T11:36:27Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `clyang82` | [profile](https://github.com/clyang82) | no | NONE | 4401d | `2026-06-14T07:17:29Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `csantosbh` | [profile](https://github.com/csantosbh) | no | CONTRIBUTOR | 5103d | `2026-06-04T14:07:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `damodharg6` | [profile](https://github.com/damodharg6) | no | FIRST_TIME_CONTRIBUTOR | 407d | `2026-05-15T03:01:55Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -249,6 +252,7 @@
 | `efazal` | [profile](https://github.com/efazal) | no | CONTRIBUTOR | 475d | `2026-06-22T22:56:50Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `eliaghazal` | [profile](https://github.com/eliaghazal) | no | FIRST_TIME_CONTRIBUTOR | 1212d | `2026-07-05T16:12:30Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `fullyz` | [profile](https://github.com/fullyz) | no | CONTRIBUTOR | 2564d | `2026-05-11T13:43:45Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `Gideon0805` | [profile](https://github.com/Gideon0805) | yes | FIRST_TIME_CONTRIBUTOR | 3204d | `2026-07-07T09:46:20Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `gmrnlg1971` | [profile](https://github.com/gmrnlg1971) | no | NONE | 19d | `2026-06-20T18:21:51Z` | 1 | 0 | weak | high | high | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `goanpeca` | [profile](https://github.com/goanpeca) | no | NONE | 4866d | `2026-06-17T03:02:47Z` | 1 | 0 | strong | very high | medium | extremely high recent PR volume; very broad repo spread |
 | `guinik` | [profile](https://github.com/guinik) | no | FIRST_TIME_CONTRIBUTOR | 1302d | `2026-05-23T07:48:33Z` | 1 | 0 | strong | low | low | — |
@@ -265,7 +269,7 @@
 | `jacopopper` | [profile](https://github.com/jacopopper) | no | NONE | 1686d | `2026-05-31T20:04:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `JAE0Y2N` | [profile](https://github.com/JAE0Y2N) | no | NONE | 877d | `2026-05-20T11:02:07Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `jankipatel20` | [profile](https://github.com/jankipatel20) | no | NONE | 1001d | `2026-05-25T08:25:28Z` | 1 | 0 | strong | low | low | — |
-| `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 |
+| `jmayank1511` | [profile](https://github.com/jmayank1511) | no | NONE | 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 |
 | `JOhnsonKC201` | [profile](https://github.com/JOhnsonKC201) | no | FIRST_TIME_CONTRIBUTOR | 702d | `2026-06-28T03:12:24Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
@@ -275,7 +279,7 @@
 | `kiankyars` | [profile](https://github.com/kiankyars) | no | NONE | 2112d | `2026-05-23T05:32:32Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share |
 | `kiwigitops` | [profile](https://github.com/kiwigitops) | no | CONTRIBUTOR | 81d | `2026-05-18T23:18:34Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
 | `kurtmckee` | [profile](https://github.com/kurtmckee) | no | CONTRIBUTOR | 6391d | `2026-06-12T11:41:21Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread; no visible non-self stars |
-| `lakshmiprasanna07` | [profile](https://github.com/lakshmiprasanna07) | no | FIRST_TIME_CONTRIBUTOR | 1219d | `2026-07-03T19:17:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `lakshmiprasanna07` | [profile](https://github.com/lakshmiprasanna07) | no | NONE | 1219d | `2026-07-03T19:17:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `lalitha2410` | [profile](https://github.com/lalitha2410) | no | FIRST_TIMER | 1043d | `2026-05-17T13:42:37Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `lanxuejin` | [profile](https://github.com/lanxuejin) | no | FIRST_TIME_CONTRIBUTOR | 2869d | `2026-06-04T12:32:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Lemniscate-world` | [profile](https://github.com/Lemniscate-world) | no | NONE | 1024d | `2026-06-09T11:39:04Z` | 1 | 0 | mixed | moderate | low | — |
@@ -343,7 +347,7 @@
 | `swankystark` | [profile](https://github.com/swankystark) | no | FIRST_TIME_CONTRIBUTOR | 978d | `2026-06-04T20:30:30Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `Taranum01` | [profile](https://github.com/Taranum01) | no | FIRST_TIME_CONTRIBUTOR | 1932d | `2026-07-04T19:43:31Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; no visible non-self stars; 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 | — |
+| `Ternura143` | [profile](https://github.com/Ternura143) | no | CONTRIBUTOR | 1583d | `2026-05-31T14:17:55Z` | 1 | 0 | strong | moderate | low | — |
 | `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 |
 | `Vanshajrawat` | [profile](https://github.com/Vanshajrawat) | no | NONE | 1600d | `2026-05-30T19:38:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `W-Akrabi` | [profile](https://github.com/W-Akrabi) | no | NONE | 1346d | `2026-06-07T22:07:11Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -354,6 +358,7 @@
 | `yuekaizhang` | [profile](https://github.com/yuekaizhang) | no | CONTRIBUTOR | 3305d | `2026-06-08T05:30:02Z` | 1 | 0 | mixed | moderate | low | high open PR share |
 | `yyouretoast` | [profile](https://github.com/yyouretoast) | no | CONTRIBUTOR | 1077d | `2026-06-19T14:58:48Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
 | `ZappD0S` | [profile](https://github.com/ZappD0S) | no | FIRST_TIMER | 4066d | `2026-05-19T19:36:52Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `ZubairAli999` | [profile](https://github.com/ZubairAli999) | yes | NONE | 1721d | `2026-07-07T09:31:21Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 
 ## Contributors
 
@@ -363,12 +368,12 @@
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
 - repo first seen: `2025-02-05T12:51:57Z`
-- repo last seen: `2026-07-06T18:48:52Z`
+- repo last seen: `2026-07-07T08:47:55Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **136**
 - snapshot authored PRs/issues: **136 PRs / 0 issues**
-- snapshot discussion activity: **138 comments / 266 reviews / 181 review comments**
+- snapshot discussion activity: **138 comments / 267 reviews / 181 review comments**
 - account age: **4938 days**
 - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
 - public orgs: none visible
@@ -376,8 +381,8 @@
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #47115: processor tests: use tiny Hub repos to reduce CI memory](https://github.com/huggingface/transformers/pull/47115) — open
-- [PR #47104: processor tests: use tiny Hub repos to reduce CI memory by ~43%](https://github.com/huggingface/transformers/pull/47104) — open
+- [PR #47115: processor tests: use tiny Hub repos to reduce CI memory](https://github.com/huggingface/transformers/pull/47115) — closed, merged
+- [PR #47104: processor tests: use tiny Hub repos to reduce CI memory by ~43%](https://github.com/huggingface/transformers/pull/47104) — closed
 - [PR #47043: Fix CI read-only cache failures by patching cached_files in conftest](https://github.com/huggingface/transformers/pull/47043) — open
 
 ### `Cyrilvallez`
@@ -386,12 +391,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
 - repo first seen: `2025-03-19T10:58:02Z`
-- repo last seen: `2026-07-07T03:46:58Z`
+- repo last seen: `2026-07-07T09:27:58Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **114**
-- snapshot authored PRs/issues: **114 PRs / 0 issues**
-- snapshot discussion activity: **270 comments / 388 reviews / 571 review comments**
+- repo primary artifacts: **115**
+- snapshot authored PRs/issues: **115 PRs / 0 issues**
+- snapshot discussion activity: **270 comments / 391 reviews / 579 review comments**
 - account age: **2036 days**
 - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
 - public orgs: `huggingface`
@@ -399,9 +404,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #47118: [cache] Simplify cache dispatch based on layer_types](https://github.com/huggingface/transformers/pull/47118) — open
-- [PR #47094: [sdpa] Allow prefill to use FA kernel with StaticCache](https://github.com/huggingface/transformers/pull/47094) — open
-- [PR #47018: Fix save_pretrained with offloading and weight conversions](https://github.com/huggingface/transformers/pull/47018) — closed, merged
+- [PR #47128: Small improvement](https://github.com/huggingface/transformers/pull/47128) — closed, merged
+- [PR #47118: [cache] Simplify cache dispatch based on layer_types](https://github.com/huggingface/transformers/pull/47118) — closed, merged
+- [PR #47094: [sdpa] Allow prefill to use FA kernel with StaticCache](https://github.com/huggingface/transformers/pull/47094) — closed, merged
 
 ### `kaixuanliu`
 
@@ -409,11 +414,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
 - repo first seen: `2025-06-20T09:58:55Z`
-- repo last seen: `2026-07-07T03:24:24Z`
+- repo last seen: `2026-07-07T07:07:17Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **106**
-- snapshot authored PRs/issues: **102 PRs / 4 issues**
+- repo primary artifacts: **107**
+- snapshot authored PRs/issues: **103 PRs / 4 issues**
 - snapshot discussion activity: **90 comments / 110 reviews / 109 review comments**
 - account age: **3934 days**
 - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
@@ -422,9 +427,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #47127: fix bugs for clvp model](https://github.com/huggingface/transformers/pull/47127) — open
 - [PR #47092: add XPU output expectations for minicpm3 tests](https://github.com/huggingface/transformers/pull/47092) — open
 - [PR #47025: Diffusion gemma: fix failed test cases](https://github.com/huggingface/transformers/pull/47025) — open
-- [PR #47019: fix mask return-type contract regression and add correctness guard for](https://github.com/huggingface/transformers/pull/47019) — closed, merged
 - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
 - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
 - [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
@@ -435,12 +440,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
 - repo first seen: `2026-01-21T16:52:29Z`
-- repo last seen: `2026-07-06T18:35:38Z`
+- repo last seen: `2026-07-07T07:45:45Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **107**
-- snapshot authored PRs/issues: **101 PRs / 6 issues**
-- snapshot discussion activity: **188 comments / 225 reviews / 204 review comments**
+- repo primary artifacts: **108**
+- snapshot authored PRs/issues: **102 PRs / 6 issues**
+- snapshot discussion activity: **188 comments / 226 reviews / 205 review comments**
 - account age: **5839 days**
 - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
 - public orgs: `AFPy`, `faitmain`, `circus-tent`
@@ -448,9 +453,9 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
 
 Example artifacts:
+- [PR #47125: we want to run the CI in the release branches](https://github.com/huggingface/transformers/pull/47125) — closed, merged
 - [PR #47012: Add max_groups input to nightly Serge triage caller (single-task test mode)](https://github.com/huggingface/transformers/pull/47012) — closed
 - [PR #46982: only in the original repo](https://github.com/huggingface/transformers/pull/46982) — closed, merged
-- [PR #46976: the CI status should be a comment](https://github.com/huggingface/transformers/pull/46976) — closed, merged
 - [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — closed
 - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — closed
 - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
@@ -461,12 +466,12 @@ 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: `2024-07-19T13:27:51Z`
-- repo last seen: `2026-07-06T16:48:39Z`
+- repo last seen: `2026-07-07T09:05:30Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **100**
 - snapshot authored PRs/issues: **100 PRs / 0 issues**
-- snapshot discussion activity: **694 comments / 1131 reviews / 2423 review comments**
+- snapshot discussion activity: **695 comments / 1138 reviews / 2437 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`
@@ -509,12 +514,12 @@ 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: `2026-07-07T06:05:32Z`
+- repo last seen: `2026-07-07T06:27:55Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **74**
 - snapshot authored PRs/issues: **70 PRs / 4 issues**
-- snapshot discussion activity: **205 comments / 752 reviews / 1519 review comments**
+- snapshot discussion activity: **205 comments / 753 reviews / 1519 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
@@ -535,12 +540,12 @@ 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: `2026-07-06T13:07:06Z`
+- repo last seen: `2026-07-07T11:47:05Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **60**
 - snapshot authored PRs/issues: **58 PRs / 2 issues**
-- snapshot discussion activity: **769 comments / 1423 reviews / 5809 review comments**
+- snapshot discussion activity: **774 comments / 1437 reviews / 5841 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
@@ -585,12 +590,12 @@ 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: `2026-07-07T02:16:15Z`
+- repo last seen: `2026-07-07T10:52:36Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **49**
-- snapshot authored PRs/issues: **48 PRs / 1 issues**
-- snapshot discussion activity: **65 comments / 195 reviews / 199 review comments**
+- repo primary artifacts: **50**
+- snapshot authored PRs/issues: **49 PRs / 1 issues**
+- snapshot discussion activity: **67 comments / 208 reviews / 215 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
@@ -598,9 +603,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #47126: [Fix] Make DeepGEMM triton fallback more robust](https://github.com/huggingface/transformers/pull/47126) — open
 - [PR #47117: [Fix] Remove old automatic cross attn pattern from output recorders](https://github.com/huggingface/transformers/pull/47117) — open
 - [PR #47100: [Fix] Remove deprecated argument from `kernels` call](https://github.com/huggingface/transformers/pull/47100) — open
-- [PR #47097: Fix experts implementation in two spots](https://github.com/huggingface/transformers/pull/47097) — open
 - [Issue #46516: [Continuous batching] Tracker for issues and feature requests](https://github.com/huggingface/transformers/issues/46516) — open
 
 ### `Rocketknight1`
@@ -609,12 +614,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
 - repo first seen: `2023-02-27T14:00:41Z`
-- repo last seen: `2026-07-06T15:24:04Z`
+- repo last seen: `2026-07-07T11:49:28Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **47**
 - snapshot authored PRs/issues: **47 PRs / 0 issues**
-- snapshot discussion activity: **880 comments / 350 reviews / 237 review comments**
+- snapshot discussion activity: **881 comments / 350 reviews / 237 review comments**
 - account age: **3961 days**
 - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
 - public orgs: `huggingface`
@@ -754,12 +759,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
 - repo first seen: `2025-01-20T12:27:19Z`
-- repo last seen: `2026-07-06T17:17:58Z`
+- repo last seen: `2026-07-07T09:28:27Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **31**
 - snapshot authored PRs/issues: **31 PRs / 0 issues**
-- snapshot discussion activity: **54 comments / 212 reviews / 369 review comments**
+- snapshot discussion activity: **56 comments / 213 reviews / 369 review comments**
 - account age: **1607 days**
 - recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
 - public orgs: none visible
@@ -800,12 +805,12 @@ Example artifacts:
 - 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: `2026-07-06T14:52:05Z`
+- repo last seen: `2026-07-07T08:45:08Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **32**
 - snapshot authored PRs/issues: **28 PRs / 4 issues**
-- snapshot discussion activity: **82 comments / 456 reviews / 421 review comments**
+- snapshot discussion activity: **82 comments / 467 reviews / 431 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`
@@ -894,6 +899,30 @@ Example artifacts:
 - [PR #46563: chore: update pr-ci-security-gate.yml](https://github.com/huggingface/transformers/pull/46563) — open
 - [PR #46558: chore: update pr-ci-security-gate.yml](https://github.com/huggingface/transformers/pull/46558) — open
 
+### `sergereview[bot]`
+
+- profile: [github.com/sergereview[bot]](https://github.com/sergereview[bot])
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergereview%5Bbot%5D)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergereview%5Bbot%5D)
+- repo first seen: `2026-05-13T06:40:41Z`
+- repo last seen: `2026-07-07T06:29:20Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **24**
+- snapshot authored PRs/issues: **24 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 5 reviews / 10 review comments**
+- account age: **? days**
+- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
+- public orgs: none visible
+- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
+- heuristic read: **summary unavailable**
+- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'sergereview[bot]'."}]`
+
+Example artifacts:
+- [PR #47124: [serge] Fix 8 integration tests for model `falcon_mamba` failing with `output_mismatch` (other (6), list output differs](https://github.com/huggingface/transformers/pull/47124) — open
+- [PR #47123: [serge] Fix 12 integration tests for model `minimax_m3_vl` failing with `load_error` (other (12))](https://github.com/huggingface/transformers/pull/47123) — open
+- [PR #47122: [serge] Fix 12 integration tests for model `edgetam` failing with `import_or_config` (other (12))](https://github.com/huggingface/transformers/pull/47122) — open
+
 ### `hmellor`
 
 - profile: [github.com/hmellor](https://github.com/hmellor)
@@ -971,12 +1000,12 @@ Example artifacts:
 - 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: `2026-07-06T19:54:11Z`
+- repo last seen: `2026-07-07T09:50:18Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **21**
 - snapshot authored PRs/issues: **21 PRs / 0 issues**
-- snapshot discussion activity: **13 comments / 3 reviews / 3 review comments**
+- snapshot discussion activity: **14 comments / 4 reviews / 4 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
@@ -1011,30 +1040,6 @@ Example artifacts:
 - [PR #46595: [DiffusionGemma] Add DDIM and block refinement samplers](https://github.com/huggingface/transformers/pull/46595) — closed
 - [PR #46572: [DiffusionGemma] Support gradient checkpointing](https://github.com/huggingface/transformers/pull/46572) — open
 
-### `sergereview[bot]`
-
-- profile: [github.com/sergereview[bot]](https://github.com/sergereview[bot])
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergereview%5Bbot%5D)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergereview%5Bbot%5D)
-- repo first seen: `2026-05-13T06:40:41Z`
-- repo last seen: `2026-07-04T07:43:39Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **20**
-- snapshot authored PRs/issues: **20 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 5 reviews / 10 review comments**
-- account age: **? days**
-- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
-- public orgs: none visible
-- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
-- heuristic read: **summary unavailable**
-- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'sergereview[bot]'."}]`
-
-Example artifacts:
-- [PR #47058: [serge] Fix 8 integration tests for model `mamba2` failing with `OOM` (other (8))](https://github.com/huggingface/transformers/pull/47058) — closed
-- [PR #47057: [serge] Fix 8 integration tests for model `deepseek_v32` failing with `load_error` (other (8))](https://github.com/huggingface/transformers/pull/47057) — closed
-- [PR #47056: [serge] Fix 22 integration tests for model `whisper` failing with `other` (other (20), shape/size mismatch (2))](https://github.com/huggingface/transformers/pull/47056) — closed
-
 ### `YangKai0616`
 
 - profile: [github.com/YangKai0616](https://github.com/YangKai0616)
@@ -1417,12 +1422,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
 - repo first seen: `2026-05-12T18:20:58Z`
-- repo last seen: `2026-07-06T15:51:09Z`
+- repo last seen: `2026-07-07T10:19:06Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **7 PRs / 0 issues**
-- snapshot discussion activity: **40 comments / 167 reviews / 206 review comments**
+- snapshot discussion activity: **41 comments / 175 reviews / 214 review comments**
 - account age: **2794 days**
 - recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
 - public orgs: `huggingface`
@@ -1598,6 +1603,29 @@ Example artifacts:
 - [PR #46356: [docs] Romanian translation of `fast_tokenizers.md`, `custom_tokenizers.md`, `tokenizer_summary.md`, `image_processors.md` and `video_processors.md`.](https://github.com/huggingface/transformers/pull/46356) — closed, merged
 - [PR #46345: [docs] Romanian translation of `contributing.md`, `modular_transformers.md`, `multimodal_processing.md`, `add_vision_processing_components.md`, `add_audio_processing_components.md`, `modeling_rules.md`, `model_output_tracing.md`, `auto_docstring.md`, `testing.md`, `pr_checks.md` and `add_new_model.md` .](https://github.com/huggingface/transformers/pull/46345) — closed, merged
 
+### `IMvision12`
+
+- profile: [github.com/IMvision12](https://github.com/IMvision12)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIMvision12)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIMvision12)
+- repo first seen: `2026-05-10T21:08:04Z`
+- repo last seen: `2026-07-07T09:00:33Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **5 PRs / 0 issues**
+- snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
+- account age: **1735 days**
+- recent public PR activity: **83 PRs** (80 merged / 3 closed-unmerged / 0 open; merged rate **96%**, closed-unmerged rate **4%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **high recent PR volume**
+
+Example artifacts:
+- [PR #47129: Fix RT-DETR v2 converter for current model keys](https://github.com/huggingface/transformers/pull/47129) — open
+- [PR #47105: Re-enable VITS model forward test](https://github.com/huggingface/transformers/pull/47105) — open
+- [PR #47079: Fix AltCLIP text embedding resize test](https://github.com/huggingface/transformers/pull/47079) — closed, merged
+
 ### `kamran-nizamani`
 
 - profile: [github.com/kamran-nizamani](https://github.com/kamran-nizamani)
@@ -1736,29 +1764,6 @@ Example artifacts:
 - [PR #46398: fix(gemma4_unified): conversion script and config bugs](https://github.com/huggingface/transformers/pull/46398) — closed, merged
 - [PR #46385: who needs encoders?](https://github.com/huggingface/transformers/pull/46385) — closed, merged
 
-### `IMvision12`
-
-- profile: [github.com/IMvision12](https://github.com/IMvision12)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIMvision12)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIMvision12)
-- repo first seen: `2026-05-10T21:08:04Z`
-- repo last seen: `2026-07-06T10:07:49Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
-- account age: **1735 days**
-- recent public PR activity: **83 PRs** (80 merged / 3 closed-unmerged / 0 open; merged rate **96%**, closed-unmerged rate **4%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **high recent PR volume**
-
-Example artifacts:
-- [PR #47105: Re-enable VITS model forward test](https://github.com/huggingface/transformers/pull/47105) — open
-- [PR #47079: Fix AltCLIP text embedding resize test](https://github.com/huggingface/transformers/pull/47079) — closed, merged
-- [PR #46991: Add nvidia/LocateAnything-3B](https://github.com/huggingface/transformers/pull/46991) — closed
-
 ### `irfaan101`
 
 - profile: [github.com/irfaan101](https://github.com/irfaan101)
@@ -2173,7 +2178,7 @@ Example artifacts:
 - heuristic read: **broad repo spread; high open PR share; no visible non-self stars**
 
 Example artifacts:
-- [PR #47119: Fix image_transforms.pad rejecting NumPy-int padding and float constant_values](https://github.com/huggingface/transformers/pull/47119) — open
+- [PR #47119: Fix image_transforms.pad rejecting NumPy-int padding and float constant_values](https://github.com/huggingface/transformers/pull/47119) — closed
 - [PR #47089: Fix AqlmConfig error messages to say "int" instead of "float"](https://github.com/huggingface/transformers/pull/47089) — open
 - [PR #47072: Fix get_json_schema crash on non-string docstring choices](https://github.com/huggingface/transformers/pull/47072) — open
 
@@ -2270,6 +2275,32 @@ Example artifacts:
 - [PR #45862: [new model] Add Zyphra/ZAYA1-8B](https://github.com/huggingface/transformers/pull/45862) — closed, merged
 - [PR #45173: [misc] fix qwen35 tests: correct the text model type and skip reverse_mapping](https://github.com/huggingface/transformers/pull/45173) — closed, merged
 
+### `albertvillanova`
+
+- profile: [github.com/albertvillanova](https://github.com/albertvillanova)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aalbertvillanova)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aalbertvillanova)
+- repo first seen: `2026-01-17T10:42:01Z`
+- repo last seen: `2026-07-07T09:19:03Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **10**
+- snapshot authored PRs/issues: **7 PRs / 3 issues**
+- snapshot discussion activity: **25 comments / 12 reviews / 8 review comments**
+- account age: **4257 days**
+- recent public PR activity: **157 PRs** (143 merged / 10 closed-unmerged / 4 open; merged rate **91%**, closed-unmerged rate **6%**, open rate **3%**)
+- public orgs: `huggingface`, `aiinnova`, `bigscience-workshop`
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **extremely high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #47131: Fix false __len__ claims in Trainer docstrings](https://github.com/huggingface/transformers/pull/47131) — open
+- [PR #46155: Update dev version](https://github.com/huggingface/transformers/pull/46155) — closed
+- [PR #45164: Fix TypeError: 'NoneType' object is not iterable in GenerationMixin.generate](https://github.com/huggingface/transformers/pull/45164) — closed, merged
+- [Issue #45137: IndexError: pop from an empty deque with DeepSpeed ZeRO3](https://github.com/huggingface/transformers/issues/45137) — closed
+- [Issue #44273: Lazy loading is not working properly](https://github.com/huggingface/transformers/issues/44273) — open
+- [Issue #43334: Qwen3-VL can't be loaded in transformers dev: AttributeError: 'Qwen3VLTextConfig' object has no attribute 'pad_token_id'](https://github.com/huggingface/transformers/issues/43334) — closed
+
 ### `jamesbraza`
 
 - profile: [github.com/jamesbraza](https://github.com/jamesbraza)
@@ -2395,12 +2426,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adhruv7477)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adhruv7477)
 - repo first seen: `2026-04-29T09:34:56Z`
-- repo last seen: `2026-07-06T14:58:23Z`
+- repo last seen: `2026-07-07T08:36:26Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 2 reviews / 2 review comments**
+- snapshot discussion activity: **6 comments / 3 reviews / 3 review comments**
 - account age: **1645 days**
 - recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -2408,33 +2439,10 @@ Example artifacts:
 - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #47064: Fix CLI compatibility with huggingface_hub 1.22 (#47059)](https://github.com/huggingface/transformers/pull/47064) — open
+- [PR #47064: Fix CLI compatibility with huggingface_hub 1.22 (#47059)](https://github.com/huggingface/transformers/pull/47064) — closed, merged
 - [PR #47061: Fix device_map="auto" under-packing that spills quantized models to cpu (#46823)](https://github.com/huggingface/transformers/pull/47061) — open
 - [PR #45752: Fix unhandled exception noise from background safetensors conversion thread](https://github.com/huggingface/transformers/pull/45752) — closed, merged
 
-### `rigen1048`
-
-- profile: [github.com/rigen1048](https://github.com/rigen1048)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arigen1048)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arigen1048)
-- repo first seen: `2026-04-28T15:23:48Z`
-- repo last seen: `2026-06-07T18:25:04Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **17 comments / 0 reviews / 0 review comments**
-- account age: **92 days**
-- recent public PR activity: **5 PRs** (0 merged / 3 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **60%**, open rate **40%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
-- heuristic read: **young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46477: fix: sanitize path separators in _sanitize_module_name to prevent path traversal chars](https://github.com/huggingface/transformers/pull/46477) — closed
-- [PR #45840: fix: ModuleNotFoundError caused by distributed race condition in ci/cd](https://github.com/huggingface/transformers/pull/45840) — open
-- [PR #45787: fix: ModuleNotFoundError caused by distributed race condition in ci/cd test](https://github.com/huggingface/transformers/pull/45787) — closed
-
 ### `qflen`
 
 - profile: [github.com/qflen](https://github.com/qflen)
@@ -2953,7 +2961,7 @@ Example artifacts:
 - heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #47081: Add support for Quatfit1 multimodal models](https://github.com/huggingface/transformers/pull/47081) — open
+- [PR #47081: Add support for Quatfit1 multimodal models](https://github.com/huggingface/transformers/pull/47081) — closed
 - [PR #47080: Add support for Quatfit1 multimodal models](https://github.com/huggingface/transformers/pull/47080) — closed
 
 ### `JulietChinenyeDuru`
@@ -3424,32 +3432,6 @@ Example artifacts:
 - [PR #44529: test merge queue 1](https://github.com/huggingface/transformers/pull/44529) — closed, merged
 - [PR #43665: fix](https://github.com/huggingface/transformers/pull/43665) — open
 
-### `albertvillanova`
-
-- profile: [github.com/albertvillanova](https://github.com/albertvillanova)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aalbertvillanova)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aalbertvillanova)
-- repo first seen: `2026-01-17T10:42:01Z`
-- repo last seen: `2026-07-03T09:26:12Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **9**
-- snapshot authored PRs/issues: **6 PRs / 3 issues**
-- snapshot discussion activity: **25 comments / 12 reviews / 8 review comments**
-- account age: **4257 days**
-- recent public PR activity: **157 PRs** (143 merged / 10 closed-unmerged / 4 open; merged rate **91%**, closed-unmerged rate **6%**, open rate **3%**)
-- public orgs: `huggingface`, `aiinnova`, `bigscience-workshop`
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **extremely high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #46155: Update dev version](https://github.com/huggingface/transformers/pull/46155) — closed
-- [PR #45164: Fix TypeError: 'NoneType' object is not iterable in GenerationMixin.generate](https://github.com/huggingface/transformers/pull/45164) — closed, merged
-- [PR #45050: Fix NaN weights on non-rank-0 FSDP processes](https://github.com/huggingface/transformers/pull/45050) — closed, merged
-- [Issue #45137: IndexError: pop from an empty deque with DeepSpeed ZeRO3](https://github.com/huggingface/transformers/issues/45137) — closed
-- [Issue #44273: Lazy loading is not working properly](https://github.com/huggingface/transformers/issues/44273) — open
-- [Issue #43334: Qwen3-VL can't be loaded in transformers dev: AttributeError: 'Qwen3VLTextConfig' object has no attribute 'pad_token_id'](https://github.com/huggingface/transformers/issues/43334) — closed
-
 ### `SangbumChoi`
 
 - profile: [github.com/SangbumChoi](https://github.com/SangbumChoi)
@@ -3548,6 +3530,29 @@ Example artifacts:
 - [Issue #43526: reduce_labels returns only one label instead of the whole array of labels in BeitImageProcessorFast](https://github.com/huggingface/transformers/issues/43526) — closed
 - [Issue #42977: Add ViT NEPA](https://github.com/huggingface/transformers/issues/42977) — open
 
+### `rigen1048`
+
+- profile: [github.com/rigen1048](https://github.com/rigen1048)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arigen1048)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arigen1048)
+- repo first seen: `2026-04-28T15:23:48Z`
+- repo last seen: `2026-06-07T18:25:04Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **17 comments / 0 reviews / 0 review comments**
+- account age: **92 days**
+- recent public PR activity: **5 PRs** (0 merged / 3 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **60%**, open rate **40%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
+- heuristic read: **young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46477: fix: sanitize path separators in _sanitize_module_name to prevent path traversal chars](https://github.com/huggingface/transformers/pull/46477) — closed
+- [PR #45840: fix: ModuleNotFoundError caused by distributed race condition in ci/cd](https://github.com/huggingface/transformers/pull/45840) — open
+- [PR #45787: fix: ModuleNotFoundError caused by distributed race condition in ci/cd test](https://github.com/huggingface/transformers/pull/45787) — closed
+
 ### `sergiopaniego`
 
 - profile: [github.com/sergiopaniego](https://github.com/sergiopaniego)
@@ -3665,6 +3670,29 @@ Example artifacts:
 - [PR #45582: generate: drop stale num_return_sequences warning on continuous batching path](https://github.com/huggingface/transformers/pull/45582) — closed, merged
 - [PR #45080: Fix PreTrainedConfig as Pydantic field type after dataclass conversion](https://github.com/huggingface/transformers/pull/45080) — closed
 
+### `orbisai0security`
+
+- profile: [github.com/orbisai0security](https://github.com/orbisai0security)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aorbisai0security)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aorbisai0security)
+- repo first seen: `2026-03-30T15:02:06Z`
+- repo last seen: `2026-07-07T09:08:44Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **242 days**
+- recent public PR activity: **1000 PRs** (88 merged / 506 closed-unmerged / 862 open; merged rate **9%**, closed-unmerged rate **51%**, open rate **41%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
+- heuristic read: **young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share**
+
+Example artifacts:
+- [PR #47130: fix: the /load_model and /reset endpoints in the mod... in server.py](https://github.com/huggingface/transformers/pull/47130) — closed
+- [PR #45717: fix: the serving api endpoints in server in server.py](https://github.com/huggingface/transformers/pull/45717) — closed
+- [PR #45121: fix: remove unsafe exec() in serve.py](https://github.com/huggingface/transformers/pull/45121) — closed
+
 ### `Prachi-kushwaha`
 
 - profile: [github.com/Prachi-kushwaha](https://github.com/Prachi-kushwaha)
@@ -3766,12 +3794,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AWauplin)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AWauplin)
 - repo first seen: `2025-12-02T12:54:40Z`
-- repo last seen: `2026-07-06T14:33:13Z`
+- repo last seen: `2026-07-07T09:07:31Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **6 comments / 7 reviews / 19 review comments**
+- snapshot discussion activity: **6 comments / 8 reviews / 19 review comments**
 - account age: **4075 days**
 - recent public PR activity: **93 PRs** (83 merged / 4 closed-unmerged / 6 open; merged rate **89%**, closed-unmerged rate **4%**, open rate **6%**)
 - public orgs: none visible
@@ -4025,6 +4053,30 @@ Example artifacts:
 - [PR #46184: [GLM-4.6V] Update with GLM-GA Processor](https://github.com/huggingface/transformers/pull/46184) — closed, merged
 - [PR #43391: [GLM-OCR] GLM-OCR Support](https://github.com/huggingface/transformers/pull/43391) — closed, merged
 
+### `andreasgoulas`
+
+- profile: [github.com/andreasgoulas](https://github.com/andreasgoulas)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aandreasgoulas)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aandreasgoulas)
+- repo first seen: `2026-06-15T09:54:17Z`
+- repo last seen: `2026-07-07T10:35:51Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **1 PRs / 3 issues**
+- snapshot discussion activity: **9 comments / 0 reviews / 0 review comments**
+- account age: **5178 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: `EmptyJuiceBox`
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #47134: Fix FA performance regression](https://github.com/huggingface/transformers/pull/47134) — open, draft
+- [Issue #46693: Performance regression with FA2 and long-context generation after 5.2.0](https://github.com/huggingface/transformers/issues/46693) — open
+- [Issue #46664: SmolVLM: Inconsistent meaning of num_frames in video processor](https://github.com/huggingface/transformers/issues/46664) — closed
+- [Issue #46655: SmolVLM: Error due to incorrect padding calculation in video processor](https://github.com/huggingface/transformers/issues/46655) — closed
+
 ### `ir2718`
 
 - profile: [github.com/ir2718](https://github.com/ir2718)
@@ -4363,12 +4415,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALauraGPT)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALauraGPT)
 - repo first seen: `2026-05-24T11:07:04Z`
-- repo last seen: `2026-06-30T03:21:08Z`
+- repo last seen: `2026-07-07T11:41:58Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **31 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **32 comments / 0 reviews / 0 review comments**
 - account age: **3699 days**
 - recent public PR activity: **9 PRs** (2 merged / 0 closed-unmerged / 7 open; merged rate **22%**, closed-unmerged rate **0%**, open rate **78%**)
 - public orgs: `FunAudioLLM`
@@ -4399,7 +4451,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #47052: Add GGUF support for Cohere2 (Command R7B / Command A)](https://github.com/huggingface/transformers/pull/47052) — open
-- [Issue #47059: tests/cli fail with huggingface_hub 1.22.0: 'HFCliTyperGroup' object has no attribute '_add_completion':](https://github.com/huggingface/transformers/issues/47059) — open
+- [Issue #47059: tests/cli fail with huggingface_hub 1.22.0: 'HFCliTyperGroup' object has no attribute '_add_completion':](https://github.com/huggingface/transformers/issues/47059) — closed
 
 ### `mjkmain`
 
@@ -4583,12 +4635,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AVectorPeak)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AVectorPeak)
 - repo first seen: `2026-07-03T09:46:12Z`
-- repo last seen: `2026-07-07T05:33:49Z`
+- repo last seen: `2026-07-07T09:27:21Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **5 comments / 4 reviews / 4 review comments**
+- snapshot discussion activity: **7 comments / 4 reviews / 4 review comments**
 - account age: **2084 days**
 - recent public PR activity: **96 PRs** (42 merged / 31 closed-unmerged / 24 open; merged rate **44%**, closed-unmerged rate **32%**, open rate **24%**)
 - public orgs: none visible
@@ -5481,6 +5533,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46615: Fix beam search cache reorder for non-standard caches](https://github.com/huggingface/transformers/pull/46615) — closed
 
+### `clijo`
+
+- profile: [github.com/clijo](https://github.com/clijo)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aclijo)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aclijo)
+- repo first seen: `2026-07-07T11:36:27Z`
+- repo last seen: `2026-07-07T11:36:27Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **2547 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #47135: [docs] fix curly quotes rendering to straight quotes](https://github.com/huggingface/transformers/pull/47135) — open
+
 ### `clyang82`
 
 - profile: [github.com/clyang82](https://github.com/clyang82)
@@ -5775,6 +5848,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45895: Fix undefined 'input' variable](https://github.com/huggingface/transformers/pull/45895) — closed, merged
 
+### `Gideon0805`
+
+- profile: [github.com/Gideon0805](https://github.com/Gideon0805)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AGideon0805)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AGideon0805)
+- repo first seen: `2026-07-07T09:46:20Z`
+- repo last seen: `2026-07-07T09:46:20Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **3204 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #47133: Fix dtype-sensitive vision position ids for Idefics/SmolVLM](https://github.com/huggingface/transformers/pull/47133) — open
+
 ### `gmrnlg1971`
 
 - profile: [github.com/gmrnlg1971](https://github.com/gmrnlg1971)
@@ -6119,7 +6213,7 @@ Example artifacts:
 - repo first seen: `2026-05-20T18:13:18Z`
 - repo last seen: `2026-06-01T14:13:54Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 7 reviews / 7 review comments**
@@ -6130,7 +6224,7 @@ Example artifacts:
 - heuristic read: **no visible non-self stars**
 
 Example artifacts:
-- [PR #46122:  Add cache-aware streaming and RNN-T head for Parakeet](https://github.com/huggingface/transformers/pull/46122) — open
+- [PR #46122:  Add cache-aware streaming and RNN-T head for Parakeet](https://github.com/huggingface/transformers/pull/46122) — closed
 
 ### `joaopedroassad`
 
@@ -6329,7 +6423,7 @@ Example artifacts:
 - repo first seen: `2026-07-03T19:17:34Z`
 - repo last seen: `2026-07-05T09:54:17Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
@@ -6340,7 +6434,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #47084: Add eval_epochs to TrainingArguments to support evaluating every N epochs](https://github.com/huggingface/transformers/pull/47084) — open
+- [PR #47084: Add eval_epochs to TrainingArguments to support evaluating every N epochs](https://github.com/huggingface/transformers/pull/47084) — closed
 
 ### `lalitha2410`
 
@@ -7757,7 +7851,7 @@ Example artifacts:
 - repo first seen: `2026-05-31T14:17:55Z`
 - repo last seen: `2026-06-23T14:29:13Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
@@ -7768,7 +7862,7 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #46347: Add TIPSv2](https://github.com/huggingface/transformers/pull/46347) — open
+- [PR #46347: Add TIPSv2](https://github.com/huggingface/transformers/pull/46347) — closed, merged
 
 ### `trducng`
 
@@ -7979,3 +8073,24 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46083: test](https://github.com/huggingface/transformers/pull/46083) — closed
+
+### `ZubairAli999`
+
+- profile: [github.com/ZubairAli999](https://github.com/ZubairAli999)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AZubairAli999)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AZubairAli999)
+- repo first seen: `2026-07-07T09:31:21Z`
+- repo last seen: `2026-07-07T09:31:21Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **1721 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
+- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
+- heuristic read: **no visible non-self stars**
+
+Example artifacts:
+- [PR #47132:  Fix legacy list-based special_tokens handling in _set_model_specific_special_tokens](https://github.com/huggingface/transformers/pull/47132) — closed

new_contributors.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:769038cbb12221ecc1b34de842ed0bf137d8b27a6d49959fda018c598186b7ea
-size 63109
+oid sha256:d67508af78195dbb70cdb756923fc9edf449a4ccbfc29439ff709afb38b56455
+size 63991

pr-scope-clusters.json

@@ -1,11 +1,11 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260707T060715Z",
-  "generated_at": "2026-07-07T06:08:23Z",
-  "cluster_count": 82,
+  "snapshot_id": "20260707T120022Z",
+  "generated_at": "2026-07-07T12:02:38Z",
+  "cluster_count": 81,
   "pr_scope_clusters": [
     {
-      "cluster_id": "pr-scope-43636-10",
+      "cluster_id": "pr-scope-43636-11",
       "pr_numbers": [
         43636,
         43651,
@@ -16,11 +16,12 @@
         44660,
         45055,
         45067,
-        45273
+        45273,
+        47131
       ],
-      "representative_pr_number": 45067,
-      "average_similarity": 0.42,
-      "summary": "10 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
+      "representative_pr_number": 43663,
+      "average_similarity": 0.422,
+      "summary": "11 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #43663.",
       "shared_filenames": [
         "src/transformers/trainer.py"
       ],
@@ -32,8 +33,8 @@
         {
           "left_pr_number": 44189,
           "right_pr_number": 45067,
-          "similarity": 0.777,
-          "content_similarity": 0.861,
+          "similarity": 0.776,
+          "content_similarity": 0.86,
           "size_similarity": 0.16,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -45,11 +46,27 @@
             "src"
           ]
         },
+        {
+          "left_pr_number": 43663,
+          "right_pr_number": 47131,
+          "similarity": 0.743,
+          "content_similarity": 0.77,
+          "size_similarity": 0.36,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/trainer.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
         {
           "left_pr_number": 43663,
           "right_pr_number": 45067,
-          "similarity": 0.627,
-          "content_similarity": 0.467,
+          "similarity": 0.63,
+          "content_similarity": 0.471,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -64,8 +81,8 @@
         {
           "left_pr_number": 43651,
           "right_pr_number": 43663,
-          "similarity": 0.541,
-          "content_similarity": 0.405,
+          "similarity": 0.544,
+          "content_similarity": 0.408,
           "size_similarity": 0.72,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -80,8 +97,8 @@
         {
           "left_pr_number": 43651,
           "right_pr_number": 45067,
-          "similarity": 0.516,
-          "content_similarity": 0.368,
+          "similarity": 0.513,
+          "content_similarity": 0.364,
           "size_similarity": 0.72,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -96,8 +113,8 @@
         {
           "left_pr_number": 43663,
           "right_pr_number": 44123,
-          "similarity": 0.502,
-          "content_similarity": 0.406,
+          "similarity": 0.504,
+          "content_similarity": 0.409,
           "size_similarity": 0.455,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -109,11 +126,27 @@
             "src"
           ]
         },
+        {
+          "left_pr_number": 44257,
+          "right_pr_number": 47131,
+          "similarity": 0.493,
+          "content_similarity": 0.347,
+          "size_similarity": 0.667,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/trainer.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
         {
           "left_pr_number": 44257,
           "right_pr_number": 44660,
-          "similarity": 0.483,
-          "content_similarity": 0.262,
+          "similarity": 0.481,
+          "content_similarity": 0.259,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -128,8 +161,8 @@
         {
           "left_pr_number": 44123,
           "right_pr_number": 45067,
-          "similarity": 0.476,
-          "content_similarity": 0.369,
+          "similarity": 0.473,
+          "content_similarity": 0.364,
           "size_similarity": 0.455,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -144,8 +177,8 @@
         {
           "left_pr_number": 43636,
           "right_pr_number": 43663,
-          "similarity": 0.464,
-          "content_similarity": 0.354,
+          "similarity": 0.466,
+          "content_similarity": 0.357,
           "size_similarity": 0.44,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -160,8 +193,8 @@
         {
           "left_pr_number": 43663,
           "right_pr_number": 44660,
-          "similarity": 0.463,
-          "content_similarity": 0.396,
+          "similarity": 0.466,
+          "content_similarity": 0.399,
           "size_similarity": 0.24,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -176,8 +209,8 @@
         {
           "left_pr_number": 44189,
           "right_pr_number": 44660,
-          "similarity": 0.462,
-          "content_similarity": 0.303,
+          "similarity": 0.459,
+          "content_similarity": 0.299,
           "size_similarity": 0.667,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -192,8 +225,8 @@
         {
           "left_pr_number": 43663,
           "right_pr_number": 44189,
-          "similarity": 0.449,
-          "content_similarity": 0.393,
+          "similarity": 0.451,
+          "content_similarity": 0.396,
           "size_similarity": 0.16,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -208,8 +241,8 @@
         {
           "left_pr_number": 44189,
           "right_pr_number": 45055,
-          "similarity": 0.446,
-          "content_similarity": 0.262,
+          "similarity": 0.443,
+          "content_similarity": 0.258,
           "size_similarity": 0.75,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -224,8 +257,8 @@
         {
           "left_pr_number": 43636,
           "right_pr_number": 45067,
-          "similarity": 0.441,
-          "content_similarity": 0.322,
+          "similarity": 0.439,
+          "content_similarity": 0.318,
           "size_similarity": 0.44,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -237,11 +270,27 @@
             "src"
           ]
         },
+        {
+          "left_pr_number": 43636,
+          "right_pr_number": 47131,
+          "similarity": 0.437,
+          "content_similarity": 0.235,
+          "size_similarity": 0.818,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/trainer.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
         {
           "left_pr_number": 44660,
           "right_pr_number": 45067,
-          "similarity": 0.438,
-          "content_similarity": 0.36,
+          "similarity": 0.435,
+          "content_similarity": 0.356,
           "size_similarity": 0.24,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -256,8 +305,8 @@
         {
           "left_pr_number": 43636,
           "right_pr_number": 43651,
-          "similarity": 0.437,
-          "content_similarity": 0.279,
+          "similarity": 0.434,
+          "content_similarity": 0.275,
           "size_similarity": 0.611,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -269,11 +318,27 @@
             "src"
           ]
         },
+        {
+          "left_pr_number": 44660,
+          "right_pr_number": 47131,
+          "similarity": 0.434,
+          "content_similarity": 0.263,
+          "size_similarity": 0.667,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/trainer.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
         {
           "left_pr_number": 44189,
           "right_pr_number": 44257,
-          "similarity": 0.432,
-          "content_similarity": 0.259,
+          "similarity": 0.43,
+          "content_similarity": 0.257,
           "size_similarity": 0.667,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -288,8 +353,8 @@
         {
           "left_pr_number": 43663,
           "right_pr_number": 44257,
-          "similarity": 0.424,
-          "content_similarity": 0.339,
+          "similarity": 0.426,
+          "content_similarity": 0.343,
           "size_similarity": 0.24,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -301,11 +366,27 @@
             "src"
           ]
         },
+        {
+          "left_pr_number": 45067,
+          "right_pr_number": 47131,
+          "similarity": 0.421,
+          "content_similarity": 0.31,
+          "size_similarity": 0.36,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/trainer.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
         {
           "left_pr_number": 43636,
           "right_pr_number": 44660,
-          "similarity": 0.423,
-          "content_similarity": 0.273,
+          "similarity": 0.42,
+          "content_similarity": 0.269,
           "size_similarity": 0.545,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -320,8 +401,8 @@
         {
           "left_pr_number": 43651,
           "right_pr_number": 44123,
-          "similarity": 0.423,
-          "content_similarity": 0.32,
+          "similarity": 0.42,
+          "content_similarity": 0.315,
           "size_similarity": 0.327,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -336,8 +417,8 @@
         {
           "left_pr_number": 43651,
           "right_pr_number": 44660,
-          "similarity": 0.419,
-          "content_similarity": 0.312,
+          "similarity": 0.416,
+          "content_similarity": 0.308,
           "size_similarity": 0.333,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -350,10 +431,10 @@
           ]
         },
         {
-          "left_pr_number": 44660,
-          "right_pr_number": 45055,
-          "similarity": 0.41,
-          "content_similarity": 0.264,
+          "left_pr_number": 43651,
+          "right_pr_number": 47131,
+          "similarity": 0.413,
+          "content_similarity": 0.269,
           "size_similarity": 0.5,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -368,8 +449,8 @@
         {
           "left_pr_number": 43663,
           "right_pr_number": 45055,
-          "similarity": 0.408,
-          "content_similarity": 0.343,
+          "similarity": 0.41,
+          "content_similarity": 0.345,
           "size_similarity": 0.12,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -381,11 +462,27 @@
             "src"
           ]
         },
+        {
+          "left_pr_number": 44660,
+          "right_pr_number": 45055,
+          "similarity": 0.407,
+          "content_similarity": 0.261,
+          "size_similarity": 0.5,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/trainer.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
         {
           "left_pr_number": 44257,
           "right_pr_number": 45067,
-          "similarity": 0.402,
-          "content_similarity": 0.309,
+          "similarity": 0.4,
+          "content_similarity": 0.306,
           "size_similarity": 0.24,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -397,11 +494,27 @@
             "src"
           ]
         },
+        {
+          "left_pr_number": 44189,
+          "right_pr_number": 47131,
+          "similarity": 0.399,
+          "content_similarity": 0.261,
+          "size_similarity": 0.444,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/trainer.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
         {
           "left_pr_number": 43651,
           "right_pr_number": 44189,
-          "similarity": 0.4,
-          "content_similarity": 0.31,
+          "similarity": 0.397,
+          "content_similarity": 0.306,
           "size_similarity": 0.222,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -416,8 +529,8 @@
         {
           "left_pr_number": 43636,
           "right_pr_number": 44257,
-          "similarity": 0.395,
-          "content_similarity": 0.234,
+          "similarity": 0.394,
+          "content_similarity": 0.231,
           "size_similarity": 0.545,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -432,8 +545,8 @@
         {
           "left_pr_number": 43636,
           "right_pr_number": 44189,
-          "similarity": 0.394,
-          "content_similarity": 0.271,
+          "similarity": 0.392,
+          "content_similarity": 0.267,
           "size_similarity": 0.364,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -448,8 +561,8 @@
         {
           "left_pr_number": 43651,
           "right_pr_number": 44257,
-          "similarity": 0.387,
-          "content_similarity": 0.267,
+          "similarity": 0.385,
+          "content_similarity": 0.265,
           "size_similarity": 0.333,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -464,8 +577,8 @@
         {
           "left_pr_number": 45055,
           "right_pr_number": 45273,
-          "similarity": 0.387,
-          "content_similarity": 0.196,
+          "similarity": 0.385,
+          "content_similarity": 0.193,
           "size_similarity": 0.667,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -480,8 +593,8 @@
         {
           "left_pr_number": 45055,
           "right_pr_number": 45067,
-          "similarity": 0.386,
-          "content_similarity": 0.312,
+          "similarity": 0.383,
+          "content_similarity": 0.308,
           "size_similarity": 0.12,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -496,8 +609,8 @@
         {
           "left_pr_number": 44123,
           "right_pr_number": 44660,
-          "similarity": 0.385,
-          "content_similarity": 0.313,
+          "similarity": 0.382,
+          "content_similarity": 0.309,
           "size_similarity": 0.109,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -512,8 +625,8 @@
         {
           "left_pr_number": 44257,
           "right_pr_number": 45055,
-          "similarity": 0.383,
-          "content_similarity": 0.226,
+          "similarity": 0.382,
+          "content_similarity": 0.224,
           "size_similarity": 0.5,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -528,8 +641,8 @@
         {
           "left_pr_number": 44189,
           "right_pr_number": 45273,
-          "similarity": 0.382,
-          "content_similarity": 0.225,
+          "similarity": 0.38,
+          "content_similarity": 0.221,
           "size_similarity": 0.5,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -544,8 +657,8 @@
         {
           "left_pr_number": 44123,
           "right_pr_number": 44189,
-          "similarity": 0.378,
-          "content_similarity": 0.31,
+          "similarity": 0.375,
+          "content_similarity": 0.306,
           "size_similarity": 0.073,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -560,8 +673,8 @@
         {
           "left_pr_number": 43636,
           "right_pr_number": 44123,
-          "similarity": 0.376,
-          "content_similarity": 0.279,
+          "similarity": 0.373,
+          "content_similarity": 0.276,
           "size_similarity": 0.2,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -576,8 +689,8 @@
         {
           "left_pr_number": 43663,
           "right_pr_number": 45273,
-          "similarity": 0.368,
-          "content_similarity": 0.294,
+          "similarity": 0.369,
+          "content_similarity": 0.296,
           "size_similarity": 0.08,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -589,11 +702,27 @@
             "src"
           ]
         },
+        {
+          "left_pr_number": 44123,
+          "right_pr_number": 47131,
+          "similarity": 0.363,
+          "content_similarity": 0.269,
+          "size_similarity": 0.164,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/trainer.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
         {
           "left_pr_number": 43651,
           "right_pr_number": 45055,
-          "similarity": 0.364,
-          "content_similarity": 0.27,
+          "similarity": 0.361,
+          "content_similarity": 0.266,
           "size_similarity": 0.167,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -606,8 +735,8 @@
           ]
         },
         {
-          "left_pr_number": 44660,
-          "right_pr_number": 45273,
+          "left_pr_number": 45055,
+          "right_pr_number": 47131,
           "similarity": 0.359,
           "content_similarity": 0.227,
           "size_similarity": 0.333,
@@ -621,11 +750,27 @@
             "src"
           ]
         },
+        {
+          "left_pr_number": 44660,
+          "right_pr_number": 45273,
+          "similarity": 0.356,
+          "content_similarity": 0.223,
+          "size_similarity": 0.333,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/trainer.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
         {
           "left_pr_number": 43636,
           "right_pr_number": 45055,
-          "similarity": 0.356,
-          "content_similarity": 0.236,
+          "similarity": 0.354,
+          "content_similarity": 0.233,
           "size_similarity": 0.273,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -640,8 +785,8 @@
         {
           "left_pr_number": 44123,
           "right_pr_number": 44257,
-          "similarity": 0.354,
-          "content_similarity": 0.268,
+          "similarity": 0.352,
+          "content_similarity": 0.265,
           "size_similarity": 0.109,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -656,8 +801,8 @@
         {
           "left_pr_number": 45067,
           "right_pr_number": 45273,
-          "similarity": 0.349,
-          "content_similarity": 0.267,
+          "similarity": 0.347,
+          "content_similarity": 0.264,
           "size_similarity": 0.08,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -672,8 +817,8 @@
         {
           "left_pr_number": 44123,
           "right_pr_number": 45055,
-          "similarity": 0.347,
-          "content_similarity": 0.27,
+          "similarity": 0.345,
+          "content_similarity": 0.267,
           "size_similarity": 0.055,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -688,8 +833,8 @@
         {
           "left_pr_number": 44257,
           "right_pr_number": 45273,
-          "similarity": 0.336,
-          "content_similarity": 0.194,
+          "similarity": 0.334,
+          "content_similarity": 0.192,
           "size_similarity": 0.333,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -704,8 +849,8 @@
         {
           "left_pr_number": 43651,
           "right_pr_number": 45273,
-          "similarity": 0.329,
-          "content_similarity": 0.231,
+          "similarity": 0.326,
+          "content_similarity": 0.228,
           "size_similarity": 0.111,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -717,11 +862,27 @@
             "src"
           ]
         },
+        {
+          "left_pr_number": 45273,
+          "right_pr_number": 47131,
+          "similarity": 0.319,
+          "content_similarity": 0.195,
+          "size_similarity": 0.222,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/trainer.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
         {
           "left_pr_number": 43636,
           "right_pr_number": 45273,
-          "similarity": 0.319,
-          "content_similarity": 0.202,
+          "similarity": 0.317,
+          "content_similarity": 0.199,
           "size_similarity": 0.182,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -736,8 +897,8 @@
         {
           "left_pr_number": 44123,
           "right_pr_number": 45273,
-          "similarity": 0.318,
-          "content_similarity": 0.232,
+          "similarity": 0.315,
+          "content_similarity": 0.228,
           "size_similarity": 0.036,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -762,7 +923,7 @@
         46747
       ],
       "representative_pr_number": 46716,
-      "average_similarity": 0.728,
+      "average_similarity": 0.729,
       "summary": "6 open PRs share weighted file overlap around `.github/workflows/pr-ci-security-gate.yml`; representative PR #46716.",
       "shared_filenames": [
         ".github/workflows/pr-ci-security-gate.yml"
@@ -920,7 +1081,7 @@
           "left_pr_number": 46554,
           "right_pr_number": 46558,
           "similarity": 0.825,
-          "content_similarity": 0.941,
+          "content_similarity": 0.94,
           "size_similarity": 0.111,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -935,8 +1096,8 @@
         {
           "left_pr_number": 46504,
           "right_pr_number": 46716,
-          "similarity": 0.392,
-          "content_similarity": 0.131,
+          "similarity": 0.393,
+          "content_similarity": 0.133,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -949,8 +1110,8 @@
         {
           "left_pr_number": 46504,
           "right_pr_number": 46747,
-          "similarity": 0.379,
-          "content_similarity": 0.113,
+          "similarity": 0.38,
+          "content_similarity": 0.115,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -963,8 +1124,8 @@
         {
           "left_pr_number": 46504,
           "right_pr_number": 46558,
-          "similarity": 0.363,
-          "content_similarity": 0.09,
+          "similarity": 0.364,
+          "content_similarity": 0.091,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -977,8 +1138,8 @@
         {
           "left_pr_number": 46504,
           "right_pr_number": 46563,
-          "similarity": 0.338,
-          "content_similarity": 0.126,
+          "similarity": 0.34,
+          "content_similarity": 0.128,
           "size_similarity": 0.667,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -991,8 +1152,8 @@
         {
           "left_pr_number": 46504,
           "right_pr_number": 46554,
-          "similarity": 0.262,
-          "content_similarity": 0.136,
+          "similarity": 0.263,
+          "content_similarity": 0.138,
           "size_similarity": 0.111,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1369,7 +1530,7 @@
         46161
       ],
       "representative_pr_number": 45627,
-      "average_similarity": 0.426,
+      "average_similarity": 0.427,
       "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.",
       "shared_filenames": [
         "src/transformers/processing_utils.py",
@@ -1387,8 +1548,8 @@
         {
           "left_pr_number": 41606,
           "right_pr_number": 44543,
-          "similarity": 0.679,
-          "content_similarity": 0.654,
+          "similarity": 0.688,
+          "content_similarity": 0.667,
           "size_similarity": 0.583,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.683,
@@ -1425,8 +1586,8 @@
         {
           "left_pr_number": 42668,
           "right_pr_number": 45627,
-          "similarity": 0.658,
-          "content_similarity": 0.801,
+          "similarity": 0.657,
+          "content_similarity": 0.799,
           "size_similarity": 0.189,
           "breadth_similarity": 0.216,
           "concentration_similarity": 0.952,
@@ -1445,8 +1606,8 @@
         {
           "left_pr_number": 42668,
           "right_pr_number": 46161,
-          "similarity": 0.572,
-          "content_similarity": 0.665,
+          "similarity": 0.571,
+          "content_similarity": 0.663,
           "size_similarity": 0.253,
           "breadth_similarity": 0.216,
           "concentration_similarity": 0.937,
@@ -1465,8 +1626,8 @@
         {
           "left_pr_number": 41606,
           "right_pr_number": 45422,
-          "similarity": 0.496,
-          "content_similarity": 0.416,
+          "similarity": 0.504,
+          "content_similarity": 0.428,
           "size_similarity": 0.569,
           "breadth_similarity": 0.75,
           "concentration_similarity": 0.881,
@@ -1483,8 +1644,8 @@
         {
           "left_pr_number": 44543,
           "right_pr_number": 45422,
-          "similarity": 0.479,
-          "content_similarity": 0.449,
+          "similarity": 0.486,
+          "content_similarity": 0.459,
           "size_similarity": 0.331,
           "breadth_similarity": 0.75,
           "concentration_similarity": 0.802,
@@ -1501,8 +1662,8 @@
         {
           "left_pr_number": 44543,
           "right_pr_number": 46161,
-          "similarity": 0.387,
-          "content_similarity": 0.22,
+          "similarity": 0.385,
+          "content_similarity": 0.216,
           "size_similarity": 0.566,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.97,
@@ -1518,8 +1679,8 @@
         {
           "left_pr_number": 41606,
           "right_pr_number": 46161,
-          "similarity": 0.364,
-          "content_similarity": 0.118,
+          "similarity": 0.362,
+          "content_similarity": 0.116,
           "size_similarity": 0.971,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.712,
@@ -1535,8 +1696,8 @@
         {
           "left_pr_number": 44543,
           "right_pr_number": 45627,
-          "similarity": 0.359,
-          "content_similarity": 0.209,
+          "similarity": 0.357,
+          "content_similarity": 0.206,
           "size_similarity": 0.423,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.985,
@@ -1552,8 +1713,8 @@
         {
           "left_pr_number": 42668,
           "right_pr_number": 44543,
-          "similarity": 0.349,
-          "content_similarity": 0.303,
+          "similarity": 0.351,
+          "content_similarity": 0.306,
           "size_similarity": 0.446,
           "breadth_similarity": 0.216,
           "concentration_similarity": 0.967,
@@ -1570,8 +1731,8 @@
         {
           "left_pr_number": 41606,
           "right_pr_number": 45627,
-          "similarity": 0.322,
-          "content_similarity": 0.112,
+          "similarity": 0.321,
+          "content_similarity": 0.11,
           "size_similarity": 0.725,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.697,
@@ -1588,7 +1749,7 @@
           "left_pr_number": 45422,
           "right_pr_number": 45627,
           "similarity": 0.302,
-          "content_similarity": 0.098,
+          "content_similarity": 0.097,
           "size_similarity": 0.784,
           "breadth_similarity": 0.75,
           "concentration_similarity": 0.816,
@@ -1604,7 +1765,7 @@
         {
           "left_pr_number": 45422,
           "right_pr_number": 46161,
-          "similarity": 0.277,
+          "similarity": 0.276,
           "content_similarity": 0.103,
           "size_similarity": 0.586,
           "breadth_similarity": 0.75,
@@ -1621,8 +1782,8 @@
         {
           "left_pr_number": 41606,
           "right_pr_number": 42668,
-          "similarity": 0.271,
-          "content_similarity": 0.255,
+          "similarity": 0.274,
+          "content_similarity": 0.258,
           "size_similarity": 0.26,
           "breadth_similarity": 0.216,
           "concentration_similarity": 0.649,
@@ -1639,8 +1800,8 @@
         {
           "left_pr_number": 42668,
           "right_pr_number": 45422,
-          "similarity": 0.198,
-          "content_similarity": 0.152,
+          "similarity": 0.201,
+          "content_similarity": 0.156,
           "size_similarity": 0.148,
           "breadth_similarity": 0.307,
           "concentration_similarity": 0.768,
@@ -1698,7 +1859,7 @@
         {
           "left_pr_number": 34667,
           "right_pr_number": 45985,
-          "similarity": 0.592,
+          "similarity": 0.591,
           "content_similarity": 0.474,
           "size_similarity": 0.733,
           "breadth_similarity": 1.0,
@@ -1834,7 +1995,7 @@
         {
           "left_pr_number": 34667,
           "right_pr_number": 47097,
-          "similarity": 0.367,
+          "similarity": 0.366,
           "content_similarity": 0.412,
           "size_similarity": 0.063,
           "breadth_similarity": 0.333,
@@ -2164,7 +2325,7 @@
         {
           "left_pr_number": 45635,
           "right_pr_number": 45996,
-          "similarity": 0.652,
+          "similarity": 0.653,
           "content_similarity": 0.6,
           "size_similarity": 0.714,
           "breadth_similarity": 0.875,
@@ -2204,7 +2365,7 @@
           "left_pr_number": 45421,
           "right_pr_number": 45635,
           "similarity": 0.464,
-          "content_similarity": 0.378,
+          "content_similarity": 0.377,
           "size_similarity": 0.803,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.586,
@@ -2221,7 +2382,7 @@
         {
           "left_pr_number": 44974,
           "right_pr_number": 45421,
-          "similarity": 0.421,
+          "similarity": 0.422,
           "content_similarity": 0.302,
           "size_similarity": 0.735,
           "breadth_similarity": 0.667,
@@ -2312,7 +2473,7 @@
         {
           "left_pr_number": 45421,
           "right_pr_number": 46717,
-          "similarity": 0.236,
+          "similarity": 0.237,
           "content_similarity": 0.101,
           "size_similarity": 0.42,
           "breadth_similarity": 0.583,
@@ -2337,7 +2498,7 @@
         47023
       ],
       "representative_pr_number": 42975,
-      "average_similarity": 0.533,
+      "average_similarity": 0.534,
       "summary": "4 open PRs share weighted file overlap around `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`, `.github/workflows/build-past-ci-docker-images.yml`; representative PR #42975.",
       "shared_filenames": [
         ".github/workflows/build-docker-images.yml",
@@ -2358,7 +2519,7 @@
           "left_pr_number": 42975,
           "right_pr_number": 47023,
           "similarity": 0.681,
-          "content_similarity": 0.709,
+          "content_similarity": 0.71,
           "size_similarity": 0.259,
           "breadth_similarity": 0.955,
           "concentration_similarity": 1.0,
@@ -2382,8 +2543,8 @@
         {
           "left_pr_number": 42975,
           "right_pr_number": 45077,
-          "similarity": 0.66,
-          "content_similarity": 0.596,
+          "similarity": 0.661,
+          "content_similarity": 0.597,
           "size_similarity": 0.731,
           "breadth_similarity": 0.833,
           "concentration_similarity": 1.0,
@@ -2429,8 +2590,8 @@
         {
           "left_pr_number": 45077,
           "right_pr_number": 47023,
-          "similarity": 0.476,
-          "content_similarity": 0.444,
+          "similarity": 0.477,
+          "content_similarity": 0.445,
           "size_similarity": 0.189,
           "breadth_similarity": 0.867,
           "concentration_similarity": 1.0,
@@ -2454,8 +2615,8 @@
         {
           "left_pr_number": 42976,
           "right_pr_number": 45077,
-          "similarity": 0.472,
-          "content_similarity": 0.493,
+          "similarity": 0.473,
+          "content_similarity": 0.494,
           "size_similarity": 0.074,
           "breadth_similarity": 0.659,
           "concentration_similarity": 1.0,
@@ -2474,8 +2635,8 @@
         {
           "left_pr_number": 42975,
           "right_pr_number": 42976,
-          "similarity": 0.395,
-          "content_similarity": 0.385,
+          "similarity": 0.396,
+          "content_similarity": 0.386,
           "size_similarity": 0.101,
           "breadth_similarity": 0.606,
           "concentration_similarity": 1.0,
@@ -2594,7 +2755,7 @@
           "left_pr_number": 45438,
           "right_pr_number": 46642,
           "similarity": 0.406,
-          "content_similarity": 0.324,
+          "content_similarity": 0.325,
           "size_similarity": 0.654,
           "breadth_similarity": 0.561,
           "concentration_similarity": 0.499,
@@ -2635,7 +2796,7 @@
         {
           "left_pr_number": 45883,
           "right_pr_number": 46642,
-          "similarity": 0.306,
+          "similarity": 0.307,
           "content_similarity": 0.328,
           "size_similarity": 0.256,
           "breadth_similarity": 0.174,
@@ -2662,7 +2823,7 @@
         47017
       ],
       "representative_pr_number": 45293,
-      "average_similarity": 0.48,
+      "average_similarity": 0.481,
       "summary": "4 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`, `src/transformers/models/auto/tokenization_auto.py`; representative PR #45293.",
       "shared_filenames": [
         "tests/models/auto/test_tokenization_auto.py",
@@ -2681,8 +2842,8 @@
         {
           "left_pr_number": 45293,
           "right_pr_number": 47017,
-          "similarity": 0.651,
-          "content_similarity": 0.676,
+          "similarity": 0.653,
+          "content_similarity": 0.679,
           "size_similarity": 0.227,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.875,
@@ -2703,8 +2864,8 @@
         {
           "left_pr_number": 45293,
           "right_pr_number": 46580,
-          "similarity": 0.544,
-          "content_similarity": 0.499,
+          "similarity": 0.547,
+          "content_similarity": 0.503,
           "size_similarity": 0.714,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.75,
@@ -2718,11 +2879,29 @@
             "src"
           ]
         },
+        {
+          "left_pr_number": 46580,
+          "right_pr_number": 47017,
+          "similarity": 0.505,
+          "content_similarity": 0.536,
+          "size_similarity": 0.318,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.625,
+          "shared_filenames": [
+            "src/transformers/models/auto/tokenization_auto.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/auto",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        },
         {
           "left_pr_number": 45293,
           "right_pr_number": 45317,
-          "similarity": 0.502,
-          "content_similarity": 0.346,
+          "similarity": 0.501,
+          "content_similarity": 0.345,
           "size_similarity": 0.741,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.972,
@@ -2737,29 +2916,11 @@
             "tests"
           ]
         },
-        {
-          "left_pr_number": 46580,
-          "right_pr_number": 47017,
-          "similarity": 0.502,
-          "content_similarity": 0.533,
-          "size_similarity": 0.318,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.625,
-          "shared_filenames": [
-            "src/transformers/models/auto/tokenization_auto.py"
-          ],
-          "shared_directories": [
-            "src/transformers/models/auto",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
-          ]
-        },
         {
           "left_pr_number": 45317,
           "right_pr_number": 47017,
           "similarity": 0.444,
-          "content_similarity": 0.366,
+          "content_similarity": 0.365,
           "size_similarity": 0.307,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.847,
@@ -2915,123 +3076,122 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-43656-4",
+      "cluster_id": "pr-scope-43875-4",
       "pr_numbers": [
-        43656,
-        43842,
-        44682,
-        47064
+        43875,
+        44893,
+        46173,
+        46781
       ],
-      "representative_pr_number": 43842,
-      "average_similarity": 0.458,
-      "summary": "4 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43842.",
+      "representative_pr_number": 44893,
+      "average_similarity": 0.436,
+      "summary": "4 open PRs share weighted file overlap around `src/transformers/cache_utils.py`, `tests/utils/test_cache_utils.py`; representative PR #44893.",
       "shared_filenames": [
-        "src/transformers/cli/serve.py"
+        "src/transformers/cache_utils.py",
+        "tests/utils/test_cache_utils.py"
       ],
       "shared_directories": [
-        "src/transformers/cli",
         "src/transformers",
-        "src"
+        "src",
+        "tests/utils",
+        "tests"
       ],
       "pairwise": [
         {
-          "left_pr_number": 43842,
-          "right_pr_number": 47064,
-          "similarity": 0.574,
-          "content_similarity": 0.498,
-          "size_similarity": 1.0,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.5,
+          "left_pr_number": 44893,
+          "right_pr_number": 46173,
+          "similarity": 0.741,
+          "content_similarity": 0.796,
+          "size_similarity": 0.222,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
           "shared_filenames": [
-            "src/transformers/cli/serve.py"
+            "src/transformers/cache_utils.py"
           ],
           "shared_directories": [
-            "src/transformers/cli",
             "src/transformers",
             "src"
           ]
         },
         {
-          "left_pr_number": 43656,
-          "right_pr_number": 43842,
-          "similarity": 0.571,
-          "content_similarity": 0.554,
-          "size_similarity": 0.222,
+          "left_pr_number": 43875,
+          "right_pr_number": 46781,
+          "similarity": 0.645,
+          "content_similarity": 0.516,
+          "size_similarity": 0.912,
           "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
+          "concentration_similarity": 0.949,
           "shared_filenames": [
-            "src/transformers/cli/serve.py"
+            "src/transformers/cache_utils.py",
+            "tests/utils/test_cache_utils.py"
           ],
           "shared_directories": [
-            "src/transformers/cli",
             "src/transformers",
-            "src"
+            "tests/utils",
+            "src",
+            "tests"
           ]
         },
         {
-          "left_pr_number": 43656,
-          "right_pr_number": 44682,
-          "similarity": 0.435,
-          "content_similarity": 0.482,
-          "size_similarity": 0.048,
+          "left_pr_number": 44893,
+          "right_pr_number": 46781,
+          "similarity": 0.371,
+          "content_similarity": 0.307,
+          "size_similarity": 0.529,
           "breadth_similarity": 0.5,
-          "concentration_similarity": 0.802,
+          "concentration_similarity": 0.529,
           "shared_filenames": [
-            "src/transformers/cli/serve.py"
+            "src/transformers/cache_utils.py"
           ],
           "shared_directories": [
-            "src/transformers/cli",
             "src/transformers",
             "src"
           ]
         },
         {
-          "left_pr_number": 43656,
-          "right_pr_number": 47064,
-          "similarity": 0.408,
-          "content_similarity": 0.428,
-          "size_similarity": 0.222,
+          "left_pr_number": 43875,
+          "right_pr_number": 44893,
+          "similarity": 0.361,
+          "content_similarity": 0.279,
+          "size_similarity": 0.581,
           "breadth_similarity": 0.5,
-          "concentration_similarity": 0.5,
+          "concentration_similarity": 0.581,
           "shared_filenames": [
-            "src/transformers/cli/serve.py"
+            "src/transformers/cache_utils.py"
           ],
           "shared_directories": [
-            "src/transformers/cli",
             "src/transformers",
             "src"
           ]
         },
         {
-          "left_pr_number": 43842,
-          "right_pr_number": 44682,
-          "similarity": 0.401,
-          "content_similarity": 0.442,
-          "size_similarity": 0.011,
+          "left_pr_number": 46173,
+          "right_pr_number": 46781,
+          "similarity": 0.254,
+          "content_similarity": 0.228,
+          "size_similarity": 0.118,
           "breadth_similarity": 0.5,
-          "concentration_similarity": 0.802,
+          "concentration_similarity": 0.529,
           "shared_filenames": [
-            "src/transformers/cli/serve.py"
+            "src/transformers/cache_utils.py"
           ],
           "shared_directories": [
-            "src/transformers/cli",
             "src/transformers",
             "src"
           ]
         },
         {
-          "left_pr_number": 44682,
-          "right_pr_number": 47064,
-          "similarity": 0.358,
-          "content_similarity": 0.316,
-          "size_similarity": 0.011,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.698,
+          "left_pr_number": 43875,
+          "right_pr_number": 46173,
+          "similarity": 0.243,
+          "content_similarity": 0.207,
+          "size_similarity": 0.129,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.581,
           "shared_filenames": [
-            "src/transformers/cli/serve.py"
+            "src/transformers/cache_utils.py"
           ],
           "shared_directories": [
-            "src/transformers/cli",
             "src/transformers",
             "src"
           ]
@@ -3062,7 +3222,7 @@
           "left_pr_number": 44407,
           "right_pr_number": 47109,
           "similarity": 0.417,
-          "content_similarity": 0.205,
+          "content_similarity": 0.206,
           "size_similarity": 0.821,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3077,8 +3237,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44550,
-          "similarity": 0.392,
-          "content_similarity": 0.131,
+          "similarity": 0.393,
+          "content_similarity": 0.133,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3093,8 +3253,8 @@
         {
           "left_pr_number": 44407,
           "right_pr_number": 44550,
-          "similarity": 0.361,
-          "content_similarity": 0.097,
+          "similarity": 0.362,
+          "content_similarity": 0.098,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3108,8 +3268,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44407,
-          "similarity": 0.352,
-          "content_similarity": 0.084,
+          "similarity": 0.353,
+          "content_similarity": 0.085,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3123,8 +3283,8 @@
         {
           "left_pr_number": 44550,
           "right_pr_number": 47109,
-          "similarity": 0.331,
-          "content_similarity": 0.09,
+          "similarity": 0.332,
+          "content_similarity": 0.091,
           "size_similarity": 0.786,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3139,7 +3299,7 @@
           "left_pr_number": 33686,
           "right_pr_number": 47109,
           "similarity": 0.323,
-          "content_similarity": 0.078,
+          "content_similarity": 0.079,
           "size_similarity": 0.786,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3388,7 +3548,7 @@
           "left_pr_number": 44015,
           "right_pr_number": 44676,
           "similarity": 0.419,
-          "content_similarity": 0.509,
+          "content_similarity": 0.51,
           "size_similarity": 0.034,
           "breadth_similarity": 0.333,
           "concentration_similarity": 0.488,
@@ -3472,74 +3632,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-44893-3",
-      "pr_numbers": [
-        44893,
-        46173,
-        47118
-      ],
-      "representative_pr_number": 44893,
-      "average_similarity": 0.538,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/cache_utils.py`; representative PR #44893.",
-      "shared_filenames": [
-        "src/transformers/cache_utils.py"
-      ],
-      "shared_directories": [
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 44893,
-          "right_pr_number": 46173,
-          "similarity": 0.742,
-          "content_similarity": 0.798,
-          "size_similarity": 0.222,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/cache_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 44893,
-          "right_pr_number": 47118,
-          "similarity": 0.447,
-          "content_similarity": 0.525,
-          "size_similarity": 0.068,
-          "breadth_similarity": 0.267,
-          "concentration_similarity": 0.844,
-          "shared_filenames": [
-            "src/transformers/cache_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 46173,
-          "right_pr_number": 47118,
-          "similarity": 0.426,
-          "content_similarity": 0.507,
-          "size_similarity": 0.015,
-          "breadth_similarity": 0.267,
-          "concentration_similarity": 0.844,
-          "shared_filenames": [
-            "src/transformers/cache_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-43997-3",
       "pr_numbers": [
@@ -3747,6 +3839,78 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-43656-3",
+      "pr_numbers": [
+        43656,
+        43842,
+        44682
+      ],
+      "representative_pr_number": 43656,
+      "average_similarity": 0.477,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43656.",
+      "shared_filenames": [
+        "src/transformers/cli/serve.py"
+      ],
+      "shared_directories": [
+        "src/transformers/cli",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 43656,
+          "right_pr_number": 43842,
+          "similarity": 0.58,
+          "content_similarity": 0.567,
+          "size_similarity": 0.222,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/cli/serve.py"
+          ],
+          "shared_directories": [
+            "src/transformers/cli",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 43656,
+          "right_pr_number": 44682,
+          "similarity": 0.442,
+          "content_similarity": 0.493,
+          "size_similarity": 0.048,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.802,
+          "shared_filenames": [
+            "src/transformers/cli/serve.py"
+          ],
+          "shared_directories": [
+            "src/transformers/cli",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 43842,
+          "right_pr_number": 44682,
+          "similarity": 0.408,
+          "content_similarity": 0.452,
+          "size_similarity": 0.011,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.802,
+          "shared_filenames": [
+            "src/transformers/cli/serve.py"
+          ],
+          "shared_directories": [
+            "src/transformers/cli",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-34925-3",
       "pr_numbers": [
@@ -3755,7 +3919,7 @@
         46734
       ],
       "representative_pr_number": 34925,
-      "average_similarity": 0.463,
+      "average_similarity": 0.464,
       "summary": "3 open PRs share weighted file overlap around `tests/trainer/test_trainer.py`, `src/transformers/trainer.py`; representative PR #34925.",
       "shared_filenames": [
         "tests/trainer/test_trainer.py",
@@ -3771,8 +3935,8 @@
         {
           "left_pr_number": 34925,
           "right_pr_number": 45917,
-          "similarity": 0.492,
-          "content_similarity": 0.421,
+          "similarity": 0.494,
+          "content_similarity": 0.424,
           "size_similarity": 0.39,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.78,
@@ -3789,8 +3953,8 @@
         {
           "left_pr_number": 34925,
           "right_pr_number": 46734,
-          "similarity": 0.457,
-          "content_similarity": 0.437,
+          "similarity": 0.458,
+          "content_similarity": 0.438,
           "size_similarity": 0.158,
           "breadth_similarity": 0.833,
           "concentration_similarity": 0.89,
@@ -3808,8 +3972,8 @@
         {
           "left_pr_number": 45917,
           "right_pr_number": 46734,
-          "similarity": 0.44,
-          "content_similarity": 0.375,
+          "similarity": 0.441,
+          "content_similarity": 0.376,
           "size_similarity": 0.404,
           "breadth_similarity": 0.833,
           "concentration_similarity": 0.67,
@@ -3833,7 +3997,7 @@
         45655
       ],
       "representative_pr_number": 45649,
-      "average_similarity": 0.458,
+      "average_similarity": 0.461,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
       "shared_filenames": [
         "src/transformers/modeling_utils.py"
@@ -3846,8 +4010,8 @@
         {
           "left_pr_number": 45548,
           "right_pr_number": 45649,
-          "similarity": 0.509,
-          "content_similarity": 0.517,
+          "similarity": 0.511,
+          "content_similarity": 0.52,
           "size_similarity": 0.149,
           "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
@@ -3862,8 +4026,8 @@
         {
           "left_pr_number": 45649,
           "right_pr_number": 45655,
-          "similarity": 0.508,
-          "content_similarity": 0.345,
+          "similarity": 0.511,
+          "content_similarity": 0.349,
           "size_similarity": 0.778,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3878,8 +4042,8 @@
         {
           "left_pr_number": 45548,
           "right_pr_number": 45655,
-          "similarity": 0.357,
-          "content_similarity": 0.291,
+          "similarity": 0.36,
+          "content_similarity": 0.294,
           "size_similarity": 0.191,
           "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
@@ -3893,89 +4057,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-47032-3",
-      "pr_numbers": [
-        47032,
-        47051,
-        47074
-      ],
-      "representative_pr_number": 47051,
-      "average_similarity": 0.454,
-      "summary": "3 open PRs share weighted file overlap around `tests/pipelines/test_pipelines_any_to_any.py`, `tests/pipelines/test_pipelines_image_text_to_text.py`, `src/transformers/pipelines/any_to_any.py`; representative PR #47051.",
-      "shared_filenames": [
-        "tests/pipelines/test_pipelines_any_to_any.py",
-        "tests/pipelines/test_pipelines_image_text_to_text.py",
-        "src/transformers/pipelines/any_to_any.py",
-        "src/transformers/pipelines/image_text_to_text.py"
-      ],
-      "shared_directories": [
-        "src/transformers/pipelines",
-        "tests/pipelines",
-        "src/transformers",
-        "tests",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 47051,
-          "right_pr_number": 47074,
-          "similarity": 0.555,
-          "content_similarity": 0.449,
-          "size_similarity": 0.917,
-          "breadth_similarity": 0.75,
-          "concentration_similarity": 0.558,
-          "shared_filenames": [
-            "src/transformers/pipelines/any_to_any.py",
-            "tests/pipelines/test_pipelines_any_to_any.py"
-          ],
-          "shared_directories": [
-            "src/transformers/pipelines",
-            "src/transformers",
-            "tests/pipelines",
-            "src",
-            "tests"
-          ]
-        },
-        {
-          "left_pr_number": 47032,
-          "right_pr_number": 47051,
-          "similarity": 0.548,
-          "content_similarity": 0.531,
-          "size_similarity": 0.347,
-          "breadth_similarity": 0.75,
-          "concentration_similarity": 0.992,
-          "shared_filenames": [
-            "src/transformers/pipelines/image_text_to_text.py",
-            "tests/pipelines/test_pipelines_image_text_to_text.py"
-          ],
-          "shared_directories": [
-            "src/transformers/pipelines",
-            "src/transformers",
-            "tests/pipelines",
-            "src",
-            "tests"
-          ]
-        },
-        {
-          "left_pr_number": 47032,
-          "right_pr_number": 47074,
-          "similarity": 0.259,
-          "content_similarity": 0.107,
-          "size_similarity": 0.379,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.55,
-          "shared_filenames": [],
-          "shared_directories": [
-            "src/transformers/pipelines",
-            "src/transformers",
-            "tests/pipelines",
-            "src",
-            "tests"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-45979-3",
       "pr_numbers": [
@@ -4170,8 +4251,8 @@
         {
           "left_pr_number": 45742,
           "right_pr_number": 46211,
-          "similarity": 0.559,
-          "content_similarity": 0.496,
+          "similarity": 0.56,
+          "content_similarity": 0.497,
           "size_similarity": 0.963,
           "breadth_similarity": 0.25,
           "concentration_similarity": 0.852,
@@ -4225,6 +4306,89 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-47032-3",
+      "pr_numbers": [
+        47032,
+        47051,
+        47074
+      ],
+      "representative_pr_number": 47051,
+      "average_similarity": 0.416,
+      "summary": "3 open PRs share weighted file overlap around `tests/pipelines/test_pipelines_any_to_any.py`, `tests/pipelines/test_pipelines_image_text_to_text.py`, `src/transformers/pipelines/any_to_any.py`; representative PR #47051.",
+      "shared_filenames": [
+        "tests/pipelines/test_pipelines_any_to_any.py",
+        "tests/pipelines/test_pipelines_image_text_to_text.py",
+        "src/transformers/pipelines/any_to_any.py",
+        "src/transformers/pipelines/image_text_to_text.py"
+      ],
+      "shared_directories": [
+        "src/transformers/pipelines",
+        "tests/pipelines",
+        "src/transformers",
+        "tests",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 47032,
+          "right_pr_number": 47051,
+          "similarity": 0.504,
+          "content_similarity": 0.501,
+          "size_similarity": 0.234,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 0.856,
+          "shared_filenames": [
+            "src/transformers/pipelines/image_text_to_text.py",
+            "tests/pipelines/test_pipelines_image_text_to_text.py"
+          ],
+          "shared_directories": [
+            "src/transformers/pipelines",
+            "src/transformers",
+            "tests/pipelines",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 47051,
+          "right_pr_number": 47074,
+          "similarity": 0.474,
+          "content_similarity": 0.41,
+          "size_similarity": 0.514,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 0.7,
+          "shared_filenames": [
+            "src/transformers/pipelines/any_to_any.py",
+            "tests/pipelines/test_pipelines_any_to_any.py"
+          ],
+          "shared_directories": [
+            "src/transformers/pipelines",
+            "src/transformers",
+            "tests/pipelines",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 47032,
+          "right_pr_number": 47074,
+          "similarity": 0.271,
+          "content_similarity": 0.107,
+          "size_similarity": 0.455,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.556,
+          "shared_filenames": [],
+          "shared_directories": [
+            "src/transformers/pipelines",
+            "src/transformers",
+            "tests/pipelines",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-46124-3",
       "pr_numbers": [
@@ -4311,7 +4475,7 @@
         47035
       ],
       "representative_pr_number": 45694,
-      "average_similarity": 0.389,
+      "average_similarity": 0.39,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/training_args.py`; representative PR #45694.",
       "shared_filenames": [
         "src/transformers/training_args.py"
@@ -4324,8 +4488,8 @@
         {
           "left_pr_number": 45694,
           "right_pr_number": 46917,
-          "similarity": 0.479,
-          "content_similarity": 0.32,
+          "similarity": 0.485,
+          "content_similarity": 0.329,
           "size_similarity": 0.868,
           "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
@@ -4340,8 +4504,8 @@
         {
           "left_pr_number": 45694,
           "right_pr_number": 47035,
-          "similarity": 0.359,
-          "content_similarity": 0.289,
+          "similarity": 0.357,
+          "content_similarity": 0.287,
           "size_similarity": 0.043,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4357,7 +4521,7 @@
           "left_pr_number": 46917,
           "right_pr_number": 47035,
           "similarity": 0.328,
-          "content_similarity": 0.283,
+          "content_similarity": 0.281,
           "size_similarity": 0.038,
           "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
@@ -4417,7 +4581,7 @@
           "left_pr_number": 44889,
           "right_pr_number": 44981,
           "similarity": 0.395,
-          "content_similarity": 0.151,
+          "content_similarity": 0.152,
           "size_similarity": 0.991,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.812,
@@ -4434,8 +4598,8 @@
         {
           "left_pr_number": 44981,
           "right_pr_number": 46775,
-          "similarity": 0.3,
-          "content_similarity": 0.123,
+          "similarity": 0.301,
+          "content_similarity": 0.124,
           "size_similarity": 0.885,
           "breadth_similarity": 0.458,
           "concentration_similarity": 0.712,
@@ -4523,9 +4687,9 @@
         "src/transformers/models/deimv2",
         "src/transformers/models/aimv2",
         "src/transformers/models/pp_doclayout_v3",
-        "src/transformers/models/rt_detr_v2",
         "src/transformers/models/d_fine",
-        "src/transformers/models/rt_detr"
+        "src/transformers/models/rt_detr",
+        "src/transformers/models/rt_detr_v2"
       ],
       "pairwise": [
         {
@@ -4830,12 +4994,12 @@
       ],
       "representative_pr_number": 44438,
       "average_similarity": 0.798,
-      "summary": "2 open PRs share weighted file overlap around `tests/trainer/test_trainer_optimizers.py`, `src/transformers/trainer_optimizer.py`, `src/transformers/utils/__init__.py`; representative PR #44438.",
+      "summary": "2 open PRs share weighted file overlap around `tests/trainer/test_trainer_optimizers.py`, `src/transformers/trainer_optimizer.py`, `src/transformers/training_args.py`; representative PR #44438.",
       "shared_filenames": [
         "tests/trainer/test_trainer_optimizers.py",
         "src/transformers/trainer_optimizer.py",
-        "src/transformers/utils/__init__.py",
         "src/transformers/training_args.py",
+        "src/transformers/utils/__init__.py",
         "src/transformers/testing_utils.py",
         "src/transformers/utils/import_utils.py"
       ],
@@ -5116,6 +5280,43 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46848-2",
+      "pr_numbers": [
+        46848,
+        47123
+      ],
+      "representative_pr_number": 46848,
+      "average_similarity": 0.684,
+      "summary": "2 open PRs share weighted file overlap around `tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py`; representative PR #46848.",
+      "shared_filenames": [
+        "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py"
+      ],
+      "shared_directories": [
+        "tests/models/minimax_m3_vl",
+        "tests/models",
+        "tests"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46848,
+          "right_pr_number": 47123,
+          "similarity": 0.684,
+          "content_similarity": 0.831,
+          "size_similarity": 0.023,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.977,
+          "shared_filenames": [
+            "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py"
+          ],
+          "shared_directories": [
+            "tests/models/minimax_m3_vl",
+            "tests/models",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-43747-2",
       "pr_numbers": [
@@ -5190,47 +5391,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-43875-2",
-      "pr_numbers": [
-        43875,
-        46781
-      ],
-      "representative_pr_number": 43875,
-      "average_similarity": 0.651,
-      "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": 46781,
-          "similarity": 0.651,
-          "content_similarity": 0.524,
-          "size_similarity": 0.912,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.949,
-          "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-46946-2",
       "pr_numbers": [
@@ -5331,149 +5491,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-46935-2",
-      "pr_numbers": [
-        46935,
-        47084
-      ],
-      "representative_pr_number": 46935,
-      "average_similarity": 0.594,
-      "summary": "2 open PRs share weighted file overlap around `tests/trainer/test_trainer_callback.py`; representative PR #46935.",
-      "shared_filenames": [
-        "tests/trainer/test_trainer_callback.py"
-      ],
-      "shared_directories": [
-        "tests/trainer",
-        "src/transformers",
-        "tests",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 46935,
-          "right_pr_number": 47084,
-          "similarity": 0.594,
-          "content_similarity": 0.502,
-          "size_similarity": 0.789,
-          "breadth_similarity": 0.833,
-          "concentration_similarity": 0.804,
-          "shared_filenames": [
-            "tests/trainer/test_trainer_callback.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "tests/trainer",
-            "src",
-            "tests"
-          ]
-        }
-      ]
-    },
-    {
-      "cluster_id": "pr-scope-45638-2",
-      "pr_numbers": [
-        45638,
-        46229
-      ],
-      "representative_pr_number": 45638,
-      "average_similarity": 0.569,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/mtp.py`; representative PR #45638.",
-      "shared_filenames": [
-        "src/transformers/generation/mtp.py"
-      ],
-      "shared_directories": [
-        "src/transformers/generation",
-        "src/transformers/models",
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 45638,
-          "right_pr_number": 46229,
-          "similarity": 0.569,
-          "content_similarity": 0.574,
-          "size_similarity": 0.624,
-          "breadth_similarity": 0.396,
-          "concentration_similarity": 0.669,
-          "shared_filenames": [
-            "src/transformers/generation/mtp.py"
-          ],
-          "shared_directories": [
-            "src/transformers/generation",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
-    {
-      "cluster_id": "pr-scope-47104-2",
-      "pr_numbers": [
-        47104,
-        47115
-      ],
-      "representative_pr_number": 47104,
-      "average_similarity": 0.564,
-      "summary": "2 open PRs share weighted file overlap around `tests/models/altclip/test_processing_altclip.py`, `tests/models/aria/test_processing_aria.py`, `tests/models/aya_vision/test_processing_aya_vision.py`; representative PR #47104.",
-      "shared_filenames": [
-        "tests/models/altclip/test_processing_altclip.py",
-        "tests/models/aria/test_processing_aria.py",
-        "tests/models/aya_vision/test_processing_aya_vision.py",
-        "tests/models/clip/test_processing_clip.py",
-        "tests/models/csm/test_processing_csm.py",
-        "tests/models/donut/test_processing_donut.py",
-        "tests/models/ernie4_5_vl_moe/test_processing_ernie4_5_vl_moe.py",
-        "tests/models/gemma3n/test_processing_gemma3n.py"
-      ],
-      "shared_directories": [
-        "tests/models/aria",
-        "tests/models/aya_vision",
-        "tests/models/donut",
-        "tests/models/ernie4_5_vl_moe",
-        "tests/models/glm46v",
-        "tests/models/glm4v",
-        "tests/models/glm_image",
-        "tests/models/idefics2"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 47104,
-          "right_pr_number": 47115,
-          "similarity": 0.564,
-          "content_similarity": 0.587,
-          "size_similarity": 0.289,
-          "breadth_similarity": 0.87,
-          "concentration_similarity": 0.452,
-          "shared_filenames": [
-            "tests/models/altclip/test_processing_altclip.py",
-            "tests/models/aria/test_processing_aria.py",
-            "tests/models/aya_vision/test_processing_aya_vision.py",
-            "tests/models/clip/test_processing_clip.py",
-            "tests/models/colqwen2/test_processing_colqwen2.py",
-            "tests/models/csm/test_processing_csm.py",
-            "tests/models/dia/test_processing_dia.py",
-            "tests/models/donut/test_processing_donut.py",
-            "tests/models/ernie4_5_vl_moe/test_processing_ernie4_5_vl_moe.py",
-            "tests/models/gemma3n/test_processing_gemma3n.py"
-          ],
-          "shared_directories": [
-            "tests/models/altclip",
-            "tests/models/aria",
-            "tests/models/aya_vision",
-            "tests/models/clip",
-            "tests/models/colqwen2",
-            "tests/models/csm",
-            "tests/models/dia",
-            "tests/models/donut",
-            "tests/models/ernie4_5_vl_moe",
-            "tests/models/gemma3n"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-44228-2",
       "pr_numbers": [
@@ -5598,7 +5615,7 @@
         45333
       ],
       "representative_pr_number": 45332,
-      "average_similarity": 0.548,
+      "average_similarity": 0.547,
       "summary": "2 open PRs share weighted file overlap around `docs/source/en/heterogeneous_configurations.md`, `src/transformers/integrations/heterogeneity/__init__.py`, `src/transformers/integrations/heterogeneity/configuration_utils.py`; representative PR #45332.",
       "shared_filenames": [
         "docs/source/en/heterogeneous_configurations.md",
@@ -5623,7 +5640,7 @@
         {
           "left_pr_number": 45332,
           "right_pr_number": 45333,
-          "similarity": 0.548,
+          "similarity": 0.547,
           "content_similarity": 0.585,
           "size_similarity": 0.267,
           "breadth_similarity": 0.535,
@@ -5770,6 +5787,43 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45037-2",
+      "pr_numbers": [
+        45037,
+        47135
+      ],
+      "representative_pr_number": 45037,
+      "average_similarity": 0.509,
+      "summary": "2 open PRs share weighted file overlap around `docs/source/en/attention_interface.md`; representative PR #45037.",
+      "shared_filenames": [
+        "docs/source/en/attention_interface.md"
+      ],
+      "shared_directories": [
+        "docs/source/en",
+        "docs/source",
+        "docs"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45037,
+          "right_pr_number": 47135,
+          "similarity": 0.509,
+          "content_similarity": 0.46,
+          "size_similarity": 0.25,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "docs/source/en/attention_interface.md"
+          ],
+          "shared_directories": [
+            "docs/source/en",
+            "docs/source",
+            "docs"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-45056-2",
       "pr_numbers": [
@@ -6015,6 +6069,35 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46539-2",
+      "pr_numbers": [
+        46539,
+        47043
+      ],
+      "representative_pr_number": 46539,
+      "average_similarity": 0.474,
+      "summary": "2 open PRs share weighted file overlap around `conftest.py`; representative PR #46539.",
+      "shared_filenames": [
+        "conftest.py"
+      ],
+      "shared_directories": [],
+      "pairwise": [
+        {
+          "left_pr_number": 46539,
+          "right_pr_number": 47043,
+          "similarity": 0.474,
+          "content_similarity": 0.466,
+          "size_similarity": 0.689,
+          "breadth_similarity": 0.25,
+          "concentration_similarity": 0.393,
+          "shared_filenames": [
+            "conftest.py"
+          ],
+          "shared_directories": []
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-46404-2",
       "pr_numbers": [
@@ -6022,7 +6105,7 @@
         46556
       ],
       "representative_pr_number": 46404,
-      "average_similarity": 0.469,
+      "average_similarity": 0.468,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/deepseek_vl/modular_deepseek_vl.py`, `src/transformers/models/emu3/processing_emu3.py`, `src/transformers/models/florence2/processing_florence2.py`; representative PR #46404.",
       "shared_filenames": [
         "src/transformers/models/deepseek_vl/modular_deepseek_vl.py",
@@ -6048,8 +6131,8 @@
         {
           "left_pr_number": 46404,
           "right_pr_number": 46556,
-          "similarity": 0.469,
-          "content_similarity": 0.479,
+          "similarity": 0.468,
+          "content_similarity": 0.478,
           "size_similarity": 0.298,
           "breadth_similarity": 0.46,
           "concentration_similarity": 0.86,
@@ -6080,35 +6163,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-46539-2",
-      "pr_numbers": [
-        46539,
-        47043
-      ],
-      "representative_pr_number": 46539,
-      "average_similarity": 0.466,
-      "summary": "2 open PRs share weighted file overlap around `conftest.py`; representative PR #46539.",
-      "shared_filenames": [
-        "conftest.py"
-      ],
-      "shared_directories": [],
-      "pairwise": [
-        {
-          "left_pr_number": 46539,
-          "right_pr_number": 47043,
-          "similarity": 0.466,
-          "content_similarity": 0.454,
-          "size_similarity": 0.689,
-          "breadth_similarity": 0.25,
-          "concentration_similarity": 0.393,
-          "shared_filenames": [
-            "conftest.py"
-          ],
-          "shared_directories": []
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-41855-2",
       "pr_numbers": [
@@ -6155,7 +6209,7 @@
         46126
       ],
       "representative_pr_number": 46113,
-      "average_similarity": 0.46,
+      "average_similarity": 0.461,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/distributed/utils.py`; representative PR #46113.",
       "shared_filenames": [
         "src/transformers/distributed/utils.py"
@@ -6169,8 +6223,8 @@
         {
           "left_pr_number": 46113,
           "right_pr_number": 46126,
-          "similarity": 0.46,
-          "content_similarity": 0.508,
+          "similarity": 0.461,
+          "content_similarity": 0.509,
           "size_similarity": 0.302,
           "breadth_similarity": 0.292,
           "concentration_similarity": 0.603,
@@ -6283,41 +6337,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-44965-2",
-      "pr_numbers": [
-        44965,
-        47108
-      ],
-      "representative_pr_number": 44965,
-      "average_similarity": 0.433,
-      "summary": "2 open PRs share weighted file overlap around `.github/workflows/build_pr_documentation.yml`; representative PR #44965.",
-      "shared_filenames": [
-        ".github/workflows/build_pr_documentation.yml"
-      ],
-      "shared_directories": [
-        ".github/workflows",
-        ".github"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 44965,
-          "right_pr_number": 47108,
-          "similarity": 0.433,
-          "content_similarity": 0.445,
-          "size_similarity": 0.087,
-          "breadth_similarity": 0.75,
-          "concentration_similarity": 0.681,
-          "shared_filenames": [
-            ".github/workflows/build_pr_documentation.yml"
-          ],
-          "shared_directories": [
-            ".github/workflows",
-            ".github"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-46127-2",
       "pr_numbers": [
@@ -6325,7 +6344,7 @@
         46257
       ],
       "representative_pr_number": 46127,
-      "average_similarity": 0.432,
+      "average_similarity": 0.438,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/deepseek_v4/modeling_deepseek_v4.py`; representative PR #46127.",
       "shared_filenames": [
         "src/transformers/models/deepseek_v4/modeling_deepseek_v4.py"
@@ -6340,8 +6359,8 @@
         {
           "left_pr_number": 46127,
           "right_pr_number": 46257,
-          "similarity": 0.432,
-          "content_similarity": 0.427,
+          "similarity": 0.438,
+          "content_similarity": 0.435,
           "size_similarity": 0.053,
           "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
@@ -6357,6 +6376,41 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-44965-2",
+      "pr_numbers": [
+        44965,
+        47108
+      ],
+      "representative_pr_number": 44965,
+      "average_similarity": 0.434,
+      "summary": "2 open PRs share weighted file overlap around `.github/workflows/build_pr_documentation.yml`; representative PR #44965.",
+      "shared_filenames": [
+        ".github/workflows/build_pr_documentation.yml"
+      ],
+      "shared_directories": [
+        ".github/workflows",
+        ".github"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 44965,
+          "right_pr_number": 47108,
+          "similarity": 0.434,
+          "content_similarity": 0.446,
+          "size_similarity": 0.087,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 0.681,
+          "shared_filenames": [
+            ".github/workflows/build_pr_documentation.yml"
+          ],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-46099-2",
       "pr_numbers": [
@@ -6391,7 +6445,7 @@
           "left_pr_number": 46099,
           "right_pr_number": 46269,
           "similarity": 0.415,
-          "content_similarity": 0.491,
+          "content_similarity": 0.492,
           "size_similarity": 0.013,
           "breadth_similarity": 0.284,
           "concentration_similarity": 0.805,
@@ -6672,7 +6726,7 @@
         46503
       ],
       "representative_pr_number": 46501,
-      "average_similarity": 0.364,
+      "average_similarity": 0.365,
       "summary": "2 open PRs cluster in `.github/workflows`, `.github` with similar change breadth; representative PR #46501.",
       "shared_filenames": [],
       "shared_directories": [
@@ -6683,8 +6737,8 @@
         {
           "left_pr_number": 46501,
           "right_pr_number": 46503,
-          "similarity": 0.364,
-          "content_similarity": 0.091,
+          "similarity": 0.365,
+          "content_similarity": 0.093,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -6733,6 +6787,47 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45975-2",
+      "pr_numbers": [
+        45975,
+        46792
+      ],
+      "representative_pr_number": 45975,
+      "average_similarity": 0.353,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/cli/serving/model_manager.py`, `src/transformers/cli/serve.py`; representative PR #45975.",
+      "shared_filenames": [
+        "src/transformers/cli/serving/model_manager.py",
+        "src/transformers/cli/serve.py"
+      ],
+      "shared_directories": [
+        "src/transformers/cli/serving",
+        "src/transformers/cli",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45975,
+          "right_pr_number": 46792,
+          "similarity": 0.353,
+          "content_similarity": 0.257,
+          "size_similarity": 0.444,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 0.647,
+          "shared_filenames": [
+            "src/transformers/cli/serve.py",
+            "src/transformers/cli/serving/model_manager.py"
+          ],
+          "shared_directories": [
+            "src/transformers/cli/serving",
+            "src/transformers/cli",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-46319-2",
       "pr_numbers": [
@@ -6740,7 +6835,7 @@
         46889
       ],
       "representative_pr_number": 46319,
-      "average_similarity": 0.351,
+      "average_similarity": 0.352,
       "summary": "2 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #46319.",
       "shared_filenames": [],
       "shared_directories": [
@@ -6752,8 +6847,8 @@
         {
           "left_pr_number": 46319,
           "right_pr_number": 46889,
-          "similarity": 0.351,
-          "content_similarity": 0.079,
+          "similarity": 0.352,
+          "content_similarity": 0.08,
           "size_similarity": 0.974,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -6821,7 +6916,7 @@
           "left_pr_number": 45851,
           "right_pr_number": 46357,
           "similarity": 0.345,
-          "content_similarity": 0.115,
+          "content_similarity": 0.116,
           "size_similarity": 0.761,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,

pr_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:68e9346ff9f3c4749af96d72546c829e2ed7a3a0e6a28884739dc8c6e8e03064
-size 2374707
+oid sha256:418979060c669f756bf164832585da63d1e79d44f14c718864ee9f97ee546a7a
+size 2386440

pr_diffs.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f523a71267e1c3e76765c6c33fb4f13bd6045cab52f15c38a8fac79958031a90
-size 73879928
+oid sha256:c2f7ccaf8ca059e057500140ee48b76c2a3458b2bb4dd3b163bda6e813c9353a
+size 73879521

pr_files.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:bfb97b672b39af0fd0ee71bf3222b7c4d9ec1401d57709fafe0f27f449f48e89
-size 55694187
+oid sha256:b42f875d2f49a656e32a92f7d74f3869e6b1386489f7baaf5c065149638e1d98
+size 55664480

pull_requests.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f507f589cdea62db91217a058b96f4a8437bad1a92aacf0cb0929b88a89314f5
-size 2858792
+oid sha256:c5c6659cd94af495679ec1f4a0f40200a5371d9be2ab0f869e70e66c2ea4ee2e
+size 2874785

review_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:cecd423fd37f85679a9948bdac9f80e81b5380fc05625f59b4d11f49cc490870
-size 3368051
+oid sha256:d8451ec330268fe56b9ee88ea0db85e5e9fdc5e771d92ad95e3a77e5dd148b2f
+size 3381941

reviews.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:5089cc2ae4af1594cd8f4c5942ea045c7cafdbafbddcede53ba328f7e596127f
-size 1054846
+oid sha256:bfa7d9a165493178a369434635ca7a2c4fecf22c421c27bb6370eee71be34122
+size 1059528

snapshots/20260707T120022Z/manifest.json

@@ -0,0 +1,41 @@
+{
+  "artifacts": {
+    "archived_pr_scope_clusters_json": "snapshots/20260707T120022Z/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": 16643,
+    "issues": 966,
+    "links": 5942,
+    "new_contributors": 350,
+    "pr_diffs": 3236,
+    "pr_files": 39344,
+    "pull_requests": 3236,
+    "review_comments": 19842,
+    "reviews": 11527,
+    "timeline_events": 63491
+  },
+  "crawl_started_at": "2026-07-07T12:00:22Z",
+  "delta_counts": {
+    "comments": 77,
+    "issue_stubs": 51,
+    "issues": 7,
+    "links": 46,
+    "pr_diffs": 44,
+    "pr_files": 371,
+    "pull_requests": 44,
+    "review_comments": 464,
+    "reviews": 244,
+    "timeline_events": 1305
+  },
+  "extracted_at": "2026-07-07T12:00:22Z",
+  "repo": "huggingface/transformers",
+  "snapshot_id": "20260707T120022Z",
+  "watermark": {
+    "effective_since": "2026-07-07T06:07:15Z",
+    "next_since": "2026-07-07T12:00:22Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260707T060715Z/manifest.json",
-  "latest_snapshot_id": "20260707T060715Z",
+  "archived_manifest_path": "snapshots/20260707T120022Z/manifest.json",
+  "latest_snapshot_id": "20260707T120022Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-07-07T06:07:15Z",
+  "next_since": "2026-07-07T12:00:22Z",
   "repo": "huggingface/transformers",
-  "snapshot_dir": "snapshots/20260707T060715Z"
+  "snapshot_dir": "snapshots/20260707T120022Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-07-07T00:00:34Z",
-  "last_successful_snapshot_id": "20260707T060715Z",
-  "next_since": "2026-07-07T06:07:15Z",
+  "effective_since": "2026-07-07T06:07:15Z",
+  "last_successful_snapshot_id": "20260707T120022Z",
+  "next_since": "2026-07-07T12:00:22Z",
   "repo": "huggingface/transformers",
-  "updated_at": "2026-07-07T06:07:15Z"
+  "updated_at": "2026-07-07T12:00:22Z"
 }