Refresh transformers dataset snapshot 20260621T180014Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260621T120038Z`
+- latest snapshot: `20260621T180014Z`
 - 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 sha256:007a09ef8fd82489385661a65a521dfb7a47a479b361cc211822f2d19c79bb5b
-size 3137471
+oid sha256:cc89a10a70eefb307df6cca35490292230bb068060d97c055aeb5a000c17b232
+size 3138894

events.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:c9188d0eeb92da27efb1d468e5ad6ecbf1938474ba70be9bb2f511f584a059ab
-size 937159
+oid sha256:cbb5530e3b99ecd96b44d78ccbf20d4b4320fd48695830f18052683cf8643b66
+size 937400

issue_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:5eca9ee4d91b18d4c0e7090bf00097815515d4200e3d92796eb6ca0548d2e8c1
-size 995006
+oid sha256:bde3be252f1d74d9394577491afd11a028abd7599162b764ffbcdf33c70ed78b
+size 995090

issues.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:8c902b3d1d18252ba6bfa673555b898d878110e1e2543eb5b544fbbf43a91879
-size 1265015
+oid sha256:68465682bd39d2a7592bfd766a399fd01a3f7b8965b1adb5254f928c225c800d
+size 1265048

links.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:87133cd7e82162b50840a9acb44070e790c25712ad364fad47a7fc459f4269a7
-size 59677
+oid sha256:0d07b65c7352646b57760cd1894f1f45c9a6fba9b03539d9f648cc23e957d853
+size 59785

manifest.json

@@ -1,41 +1,41 @@
 {
   "artifacts": {
-    "archived_pr_scope_clusters_json": "snapshots/20260621T120038Z/pr-scope-clusters.json",
+    "archived_pr_scope_clusters_json": "snapshots/20260621T180014Z/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": 14700,
+    "comments": 14715,
     "issues": 900,
-    "links": 5019,
+    "links": 5024,
     "new_contributors": 355,
-    "pr_diffs": 2949,
-    "pr_files": 37898,
-    "pull_requests": 2949,
+    "pr_diffs": 2951,
+    "pr_files": 37909,
+    "pull_requests": 2951,
     "review_comments": 17851,
     "reviews": 10490,
-    "timeline_events": 58108
+    "timeline_events": 58127
   },
-  "crawl_started_at": "2026-06-21T12:00:38Z",
+  "crawl_started_at": "2026-06-21T18:00:14Z",
   "delta_counts": {
-    "comments": 11,
-    "issue_stubs": 10,
-    "issues": 2,
+    "comments": 15,
+    "issue_stubs": 11,
+    "issues": 1,
     "links": 23,
-    "pr_diffs": 8,
-    "pr_files": 175,
-    "pull_requests": 8,
-    "review_comments": 41,
-    "reviews": 19,
-    "timeline_events": 175
+    "pr_diffs": 10,
+    "pr_files": 397,
+    "pull_requests": 10,
+    "review_comments": 346,
+    "reviews": 177,
+    "timeline_events": 553
   },
-  "extracted_at": "2026-06-21T12:00:38Z",
+  "extracted_at": "2026-06-21T18:00:14Z",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260621T120038Z",
+  "snapshot_id": "20260621T180014Z",
   "watermark": {
-    "effective_since": "2026-06-21T06:00:15Z",
-    "next_since": "2026-06-21T12:00:38Z"
+    "effective_since": "2026-06-21T12:00:38Z",
+    "next_since": "2026-06-21T18:00:14Z"
   }
 }

new-contributors-report.json

@@ -1,17 +1,17 @@
 {
   "schema_version": "1.0",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260621T120038Z",
-  "generated_at": "2026-06-21T12:01:16Z",
+  "snapshot_id": "20260621T180014Z",
+  "generated_at": "2026-06-21T18:01:04Z",
   "window_days": 60,
   "max_authors": 0,
   "instrumentation": {
     "selected_contributors": 355,
     "first_seen_in_snapshot": 1,
     "known_via_prior_merged_pr": 163,
-    "previous_primary_author_count": 1424,
+    "previous_primary_author_count": 1425,
     "selected_seen_in_previous_primary": 354,
-    "previous_report_contributor_count": 357,
+    "previous_report_contributor_count": 355,
     "selected_overlap_previous_report": 354,
     "selected_overlap_previous_report_rate": 0.9972,
     "reused_previous_report_entries": 351,
@@ -19,8 +19,8 @@
     "live_fetches": 4,
     "window_anchor": "run_time",
     "window_anchor_cacheable": false,
-    "enrichment_elapsed_seconds": 3.137,
-    "enrichment_avg_seconds_per_author": 0.009,
+    "enrichment_elapsed_seconds": 6.202,
+    "enrichment_avg_seconds_per_author": 0.017,
     "enrichment_failures": 3
   },
   "contributors": [
@@ -1405,6 +1405,83 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "eustlb",
+      "name": null,
+      "profile_url": "https://github.com/eustlb",
+      "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": "2026-06-21T17:07:00Z",
+      "repo_primary_artifact_count": 28,
+      "repo_artifact_count": 631,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 28,
+      "snapshot_comment_count": 49,
+      "snapshot_review_count": 195,
+      "snapshot_review_comment_count": 359,
+      "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": 1607,
+      "young_account": false,
+      "follow_through_score": "strong",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 11,
+        "merged_pr_count": 8,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 3,
+        "merged_pr_rate": 0.7273,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 0.2727,
+        "distinct_repos_with_authored_prs": 3,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46795,
+            "title": "[fix][whisper]: fix max_new_tokens handling",
+            "url": "https://github.com/huggingface/transformers/pull/46795",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-21T17:03:48Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46694,
+            "title": "[fix] enable base64 str audio in load_audio",
+            "url": "https://github.com/huggingface/transformers/pull/46694",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-06-16T17:12:17Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46565,
+            "title": "Add Nemotron 3.5 ASR Streaming",
+            "url": "https://github.com/huggingface/transformers/pull/46565",
+            "state": "open",
+            "merged": false,
+            "draft": true,
+            "created_at": "2026-06-11T14:55:03Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "3outeille",
       "name": "Ferdinand Mom",
@@ -1495,83 +1572,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "eustlb",
-      "name": null,
-      "profile_url": "https://github.com/eustlb",
-      "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": "2026-06-19T15:03:45Z",
-      "repo_primary_artifact_count": 27,
-      "repo_artifact_count": 629,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 27,
-      "snapshot_comment_count": 48,
-      "snapshot_review_count": 195,
-      "snapshot_review_comment_count": 359,
-      "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": 1607,
-      "young_account": false,
-      "follow_through_score": "strong",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 11,
-        "merged_pr_count": 8,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 3,
-        "merged_pr_rate": 0.7273,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 0.2727,
-        "distinct_repos_with_authored_prs": 3,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 46694,
-            "title": "[fix] enable base64 str audio in load_audio",
-            "url": "https://github.com/huggingface/transformers/pull/46694",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-06-16T17:12:17Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46565,
-            "title": "Add Nemotron 3.5 ASR Streaming",
-            "url": "https://github.com/huggingface/transformers/pull/46565",
-            "state": "open",
-            "merged": false,
-            "draft": true,
-            "created_at": "2026-06-11T14:55:03Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46456,
-            "title": "[fix] regression introduced by #45534",
-            "url": "https://github.com/huggingface/transformers/pull/46456",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-06-05T17:04:38Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "hf-security-analysis[bot]",
       "name": null,
@@ -1764,12 +1764,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqgallouedec",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqgallouedec",
       "repo_first_seen_at": "2024-12-13T13:39:10Z",
-      "repo_last_seen_at": "2026-06-11T10:11:10Z",
+      "repo_last_seen_at": "2026-06-21T15:27:38Z",
       "repo_primary_artifact_count": 39,
-      "repo_artifact_count": 187,
+      "repo_artifact_count": 188,
       "snapshot_issue_count": 14,
       "snapshot_pr_count": 25,
-      "snapshot_comment_count": 43,
+      "snapshot_comment_count": 44,
       "snapshot_review_count": 52,
       "snapshot_review_comment_count": 53,
       "repo_association": "MEMBER",
@@ -5636,83 +5636,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "winglian",
-      "name": "Wing Lian",
-      "profile_url": "https://github.com/winglian",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Awinglian",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Awinglian",
-      "repo_first_seen_at": "2024-10-17T15:17:05Z",
-      "repo_last_seen_at": "2026-05-06T23:46:35Z",
-      "repo_primary_artifact_count": 9,
-      "repo_artifact_count": 69,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 9,
-      "snapshot_comment_count": 11,
-      "snapshot_review_count": 31,
-      "snapshot_review_comment_count": 18,
-      "repo_association": "COLLABORATOR",
-      "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": 5708,
-      "young_account": false,
-      "follow_through_score": "strong",
-      "breadth_score": "high",
-      "automation_risk_signal": "low",
-      "heuristic_note": "extremely high recent PR volume; broad repo spread; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 102,
-        "merged_pr_count": 85,
-        "closed_unmerged_pr_count": 5,
-        "open_pr_count": 12,
-        "merged_pr_rate": 0.8333,
-        "closed_unmerged_pr_rate": 0.049,
-        "still_open_pr_rate": 0.1176,
-        "distinct_repos_with_authored_prs": 10,
-        "distinct_repos_with_open_prs": 6
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45814,
-            "title": "Add pretrained model-family distributed smoke matrix",
-            "url": "https://github.com/huggingface/transformers/pull/45814",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-05-06T23:46:35Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45577,
-            "title": "Allow for registered experts from kernels hub",
-            "url": "https://github.com/huggingface/transformers/pull/45577",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-22T13:41:37Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45354,
-            "title": "fix gemma4 gradient accumulation loss and last token incorrect labels",
-            "url": "https://github.com/huggingface/transformers/pull/45354",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-10T02:54:56Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "jashshah999",
       "name": "Jash Shah",
@@ -6396,83 +6319,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "joaquinhuigomez",
-      "name": "Joaquin Hui",
-      "profile_url": "https://github.com/joaquinhuigomez",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajoaquinhuigomez",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajoaquinhuigomez",
-      "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,
-      "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": "nurpax",
       "name": "Janne Hellsten",
@@ -9277,74 +9123,7 @@
             "state": "closed",
             "merged": false,
             "draft": false,
-            "created_at": "2026-05-20T11:01:54Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
-    {
-      "author_login": "Sahith59",
-      "name": null,
-      "profile_url": "https://github.com/Sahith59",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASahith59",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASahith59",
-      "repo_first_seen_at": "2026-06-19T02:27:30Z",
-      "repo_last_seen_at": "2026-06-20T04:06:27Z",
-      "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 5,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 2,
-      "snapshot_comment_count": 3,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 1626,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "medium",
-      "heuristic_note": "many recent closed-unmerged PRs; high open PR share; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 2,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 1,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 0.5,
-        "still_open_pr_rate": 0.5,
-        "distinct_repos_with_authored_prs": 2,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 46780,
-            "title": "[RT-DETRv2] Fix MPS crash in build_2d_sinusoidal_position_embedding (float64 \u2192 dtype)",
-            "url": "https://github.com/huggingface/transformers/pull/46780",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-06-20T04:06:27Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46761,
-            "title": "[Whisper] Add Unpack[TransformersKwargs] to forward() and set use_cache=False when labels provided",
-            "url": "https://github.com/huggingface/transformers/pull/46761",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-06-19T02:33:28Z"
+            "created_at": "2026-05-20T11:01:54Z"
           }
         ],
         "issues": []
@@ -9352,66 +9131,66 @@
       "fetch_error": null
     },
     {
-      "author_login": "saiganesh47",
-      "name": "Sai Ganesh Maganti",
-      "profile_url": "https://github.com/saiganesh47",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asaiganesh47",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asaiganesh47",
-      "repo_first_seen_at": "2026-04-22T15:13:44Z",
-      "repo_last_seen_at": "2026-04-22T15:18:23Z",
+      "author_login": "Sahith59",
+      "name": null,
+      "profile_url": "https://github.com/Sahith59",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASahith59",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASahith59",
+      "repo_first_seen_at": "2026-06-19T02:27:30Z",
+      "repo_last_seen_at": "2026-06-20T04:06:27Z",
       "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 2,
+      "repo_artifact_count": 5,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 2,
-      "snapshot_comment_count": 0,
+      "snapshot_comment_count": 3,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "NONE",
+      "repo_association": "FIRST_TIME_CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
       "report_reason": null,
       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,
-      "account_age_days": 633,
+      "account_age_days": 1626,
       "young_account": false,
       "follow_through_score": "weak",
-      "breadth_score": "very high",
+      "breadth_score": "low",
       "automation_risk_signal": "medium",
-      "heuristic_note": "high recent PR volume; very broad repo spread; high open PR share; targets high-star repos",
+      "heuristic_note": "many recent closed-unmerged PRs; high open PR share; targets high-star repos",
       "public_orgs": [],
       "activity": {
-        "visible_authored_pr_count": 65,
-        "merged_pr_count": 4,
-        "closed_unmerged_pr_count": 17,
-        "open_pr_count": 44,
-        "merged_pr_rate": 0.0615,
-        "closed_unmerged_pr_rate": 0.2615,
-        "still_open_pr_rate": 0.6769,
-        "distinct_repos_with_authored_prs": 34,
-        "distinct_repos_with_open_prs": 22
+        "visible_authored_pr_count": 2,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 1,
+        "open_pr_count": 1,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.5,
+        "still_open_pr_rate": 0.5,
+        "distinct_repos_with_authored_prs": 2,
+        "distinct_repos_with_open_prs": 1
       },
       "examples": {
         "pull_requests": [
           {
             "kind": "pull_request",
-            "number": 45581,
-            "title": "Add automated reviewer assignment script",
-            "url": "https://github.com/huggingface/transformers/pull/45581",
-            "state": "closed",
+            "number": 46780,
+            "title": "[RT-DETRv2] Fix MPS crash in build_2d_sinusoidal_position_embedding (float64 \u2192 dtype)",
+            "url": "https://github.com/huggingface/transformers/pull/46780",
+            "state": "open",
             "merged": false,
             "draft": false,
-            "created_at": "2026-04-22T15:18:23Z"
+            "created_at": "2026-06-20T04:06:27Z"
           },
           {
             "kind": "pull_request",
-            "number": 45579,
-            "title": "Update assign_reviewers.py",
-            "url": "https://github.com/huggingface/transformers/pull/45579",
-            "state": "closed",
+            "number": 46761,
+            "title": "[Whisper] Add Unpack[TransformersKwargs] to forward() and set use_cache=False when labels provided",
+            "url": "https://github.com/huggingface/transformers/pull/46761",
+            "state": "open",
             "merged": false,
             "draft": false,
-            "created_at": "2026-04-22T15:13:44Z"
+            "created_at": "2026-06-19T02:33:28Z"
           }
         ],
         "issues": []
@@ -10099,6 +9878,83 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "winglian",
+      "name": "Wing Lian",
+      "profile_url": "https://github.com/winglian",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Awinglian",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Awinglian",
+      "repo_first_seen_at": "2024-10-17T15:17:05Z",
+      "repo_last_seen_at": "2026-05-06T23:46:35Z",
+      "repo_primary_artifact_count": 9,
+      "repo_artifact_count": 69,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 9,
+      "snapshot_comment_count": 11,
+      "snapshot_review_count": 31,
+      "snapshot_review_comment_count": 18,
+      "repo_association": "COLLABORATOR",
+      "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": 5708,
+      "young_account": false,
+      "follow_through_score": "strong",
+      "breadth_score": "high",
+      "automation_risk_signal": "low",
+      "heuristic_note": "extremely high recent PR volume; broad repo spread; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 102,
+        "merged_pr_count": 85,
+        "closed_unmerged_pr_count": 5,
+        "open_pr_count": 12,
+        "merged_pr_rate": 0.8333,
+        "closed_unmerged_pr_rate": 0.049,
+        "still_open_pr_rate": 0.1176,
+        "distinct_repos_with_authored_prs": 10,
+        "distinct_repos_with_open_prs": 6
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 45814,
+            "title": "Add pretrained model-family distributed smoke matrix",
+            "url": "https://github.com/huggingface/transformers/pull/45814",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-06T23:46:35Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45577,
+            "title": "Allow for registered experts from kernels hub",
+            "url": "https://github.com/huggingface/transformers/pull/45577",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-04-22T13:41:37Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45354,
+            "title": "fix gemma4 gradient accumulation loss and last token incorrect labels",
+            "url": "https://github.com/huggingface/transformers/pull/45354",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-04-10T02:54:56Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "ydshieh2",
       "name": null,
@@ -11371,6 +11227,83 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "joaquinhuigomez",
+      "name": "Joaquin Hui",
+      "profile_url": "https://github.com/joaquinhuigomez",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajoaquinhuigomez",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajoaquinhuigomez",
+      "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,
+      "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": "khushali9",
       "name": "Khushali Desai",
@@ -16134,6 +16067,65 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "BB0813",
+      "name": "Binbim_ProMax",
+      "profile_url": "https://github.com/BB0813",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABB0813",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABB0813",
+      "repo_first_seen_at": "2026-06-21T13:10:48Z",
+      "repo_last_seen_at": "2026-06-21T13:10:48Z",
+      "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": 943,
+      "young_account": false,
+      "follow_through_score": "mixed",
+      "breadth_score": "high",
+      "automation_risk_signal": "low",
+      "heuristic_note": "broad repo spread",
+      "public_orgs": [
+        "Prism-lengjing"
+      ],
+      "activity": {
+        "visible_authored_pr_count": 21,
+        "merged_pr_count": 10,
+        "closed_unmerged_pr_count": 4,
+        "open_pr_count": 7,
+        "merged_pr_rate": 0.4762,
+        "closed_unmerged_pr_rate": 0.1905,
+        "still_open_pr_rate": 0.3333,
+        "distinct_repos_with_authored_prs": 10,
+        "distinct_repos_with_open_prs": 5
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46794,
+            "title": "fix: prevent IndexError in apply_chat_template with empty conversation list",
+            "url": "https://github.com/huggingface/transformers/pull/46794",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-21T13:10:48Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "belamaran96-coder",
       "name": null,
@@ -18329,12 +18321,12 @@
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
-      "new_to_repo": true,
-      "first_seen_in_snapshot": true,
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
-      "report_reason": "first_seen_in_snapshot",
-      "enrichment_source": "live",
-      "live_refetch_skipped": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
       "account_age_days": 1426,
       "young_account": false,
       "follow_through_score": "weak",
@@ -23245,12 +23237,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ated-mosi",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ated-mosi",
       "repo_first_seen_at": "2026-06-05T13:30:42Z",
-      "repo_last_seen_at": "2026-06-14T08:24:47Z",
+      "repo_last_seen_at": "2026-06-21T13:58:23Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 11,
+      "repo_artifact_count": 12,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 2,
+      "snapshot_comment_count": 3,
       "snapshot_review_count": 4,
       "snapshot_review_comment_count": 4,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",

new-contributors-report.md

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260621T120038Z`
-- Generated: `2026-06-21T12:01:16Z`
+- Snapshot: `20260621T180014Z`
+- Generated: `2026-06-21T18:01:04Z`
 - Activity window: `60d`
 - Contributors: `355`
 
@@ -24,8 +24,8 @@
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 36 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 34 | 20 | strong | low | low | targets high-star repos |
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
+| `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 28 | 0 | strong | low | low | targets high-star repos |
 | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 27 | 1 | mixed | low | low | high open PR share; targets high-star repos |
-| `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 27 | 0 | strong | low | low | targets high-star repos |
 | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 27 | 0 | n/a | n/a | n/a | summary unavailable |
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 26 | 4 | strong | moderate | low | high recent PR volume |
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 25 | 14 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
@@ -75,7 +75,6 @@
 | `Dovis01` | [profile](https://github.com/Dovis01) | no | CONTRIBUTOR | 2009d | `2026-06-02T09:04:53Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | FIRST_TIME_CONTRIBUTOR | 1556d | `2026-03-07T22:12:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Vitaliy-Pikalo` | [profile](https://github.com/Vitaliy-Pikalo) | no | FIRST_TIME_CONTRIBUTOR | 636d | `2026-06-21T01:56:59Z` | 3 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
-| `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 9 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 8 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
 | `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5087d | `2026-03-13T14:45:22Z` | 6 | 10 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -84,7 +83,6 @@
 | `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 |
 | `gante` | [profile](https://github.com/gante) | no | CONTRIBUTOR | 4054d | `2023-02-24T12:09:33Z` | 3 | 2 | strong | low | low | targets high-star repos |
 | `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3573d | `2026-04-02T19:05:35Z` | 3 | 0 | strong | low | low | 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 |
 | `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 |
 | `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 |
 | `ishan-1010` | [profile](https://github.com/ishan-1010) | no | FIRST_TIME_CONTRIBUTOR | 1588d | `2026-06-01T06:07:21Z` | 2 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -126,7 +124,6 @@
 | `rmotgi1227` | [profile](https://github.com/rmotgi1227) | no | NONE | 295d | `2026-05-12T21:21:10Z` | 2 | 0 | mixed | moderate | low | young account; targets high-star repos |
 | `rohanbalsaraf` | [profile](https://github.com/rohanbalsaraf) | no | FIRST_TIME_CONTRIBUTOR | 1145d | `2026-05-20T11:01:54Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Sahith59` | [profile](https://github.com/Sahith59) | no | FIRST_TIME_CONTRIBUTOR | 1626d | `2026-06-19T02:27:30Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `saiganesh47` | [profile](https://github.com/saiganesh47) | no | NONE | 633d | `2026-04-22T15:13:44Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `SindhuRaghuram97` | [profile](https://github.com/SindhuRaghuram97) | no | CONTRIBUTOR | 1319d | `2026-05-05T14:47:02Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `Snakinya` | [profile](https://github.com/Snakinya) | no | NONE | 2115d | `2026-06-08T10:08:10Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `tengomucho` | [profile](https://github.com/tengomucho) | no | MEMBER | 4442d | `2026-04-29T09:26:52Z` | 2 | 0 | mixed | low | low | — |
@@ -136,6 +133,7 @@
 | `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 |
 | `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2888d | `2025-12-12T17:57:18Z` | 15 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 10 | 0 | mixed | low | low | high open PR share |
+| `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 9 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `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 |
 | `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3177d | `2021-08-30T15:40:15Z` | 6 | 2 | mixed | low | low | targets high-star repos |
@@ -150,6 +148,7 @@
 | `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 508d | `2026-03-22T17:27:20Z` | 4 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4939d | `2026-04-15T08:26:45Z` | 4 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
 | `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 |
+| `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 |
 | `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4226d | `2025-11-26T16:41:09Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `kylesayrs` | [profile](https://github.com/kylesayrs) | no | CONTRIBUTOR | 3784d | `2025-07-28T19:40:18Z` | 3 | 0 | mixed | moderate | medium | high recent PR volume; high open PR share |
 | `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5127d | `2026-01-28T15:04:44Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
@@ -223,6 +222,7 @@
 | `ash01825` | [profile](https://github.com/ash01825) | no | FIRST_TIME_CONTRIBUTOR | 930d | `2026-06-13T15:51:08Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Ashutosh-177` | [profile](https://github.com/Ashutosh-177) | no | NONE | 978d | `2026-05-19T06:28:43Z` | 1 | 0 | mixed | moderate | low | high open PR share |
 | `AzeezIsh` | [profile](https://github.com/AzeezIsh) | no | CONTRIBUTOR | 1650d | `2026-06-04T16:46:37Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
+| `BB0813` | [profile](https://github.com/BB0813) | yes | FIRST_TIME_CONTRIBUTOR | 943d | `2026-06-21T13:10:48Z` | 1 | 0 | mixed | high | low | broad repo spread |
 | `belamaran96-coder` | [profile](https://github.com/belamaran96-coder) | no | NONE | 288d | `2026-05-03T16:53:02Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `bin123apple` | [profile](https://github.com/bin123apple) | no | NONE | 1577d | `2026-06-14T02:58:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Bissmella` | [profile](https://github.com/Bissmella) | no | CONTRIBUTOR | 2186d | `2026-05-31T07:55:52Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -261,7 +261,7 @@
 | `Hannan-Komari` | [profile](https://github.com/Hannan-Komari) | no | NONE | 1308d | `2026-06-03T10:28:04Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs; no visible non-self stars |
 | `Haris-bin-shakeel` | [profile](https://github.com/Haris-bin-shakeel) | no | NONE | 589d | `2026-06-08T18:36:43Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `harryfrzz` | [profile](https://github.com/harryfrzz) | no | NONE | 735d | `2026-05-09T15:53:39Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
-| `Hasnaathussain` | [profile](https://github.com/Hasnaathussain) | yes | FIRST_TIME_CONTRIBUTOR | 1426d | `2026-06-21T11:56:27Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `Hasnaathussain` | [profile](https://github.com/Hasnaathussain) | no | FIRST_TIME_CONTRIBUTOR | 1426d | `2026-06-21T11:56:27Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `henloworldowo` | [profile](https://github.com/henloworldowo) | no | FIRST_TIMER | 2d | `2026-05-04T05:53:33Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `huzama` | [profile](https://github.com/huzama) | no | NONE | 3081d | `2026-05-14T02:06:51Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `i3hz` | [profile](https://github.com/i3hz) | no | CONTRIBUTOR | 961d | `2026-02-18T04:04:37Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -732,6 +732,29 @@ Example artifacts:
 - [PR #46128: Add SAM 3.1 to Transformers](https://github.com/huggingface/transformers/pull/46128) — open
 - [PR #46041: Fix post processing RF-DETR](https://github.com/huggingface/transformers/pull/46041) — closed, merged
 
+### `eustlb`
+
+- profile: [github.com/eustlb](https://github.com/eustlb)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
+- repo first seen: `2025-01-20T12:27:19Z`
+- repo last seen: `2026-06-21T17:07:00Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **28**
+- snapshot authored PRs/issues: **28 PRs / 0 issues**
+- snapshot discussion activity: **49 comments / 195 reviews / 359 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
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #46795: [fix][whisper]: fix max_new_tokens handling](https://github.com/huggingface/transformers/pull/46795) — open
+- [PR #46694: [fix] enable base64 str audio in load_audio](https://github.com/huggingface/transformers/pull/46694) — closed, merged
+- [PR #46565: Add Nemotron 3.5 ASR Streaming](https://github.com/huggingface/transformers/pull/46565) — open, draft
+
 ### `3outeille`
 
 - profile: [github.com/3outeille](https://github.com/3outeille)
@@ -756,29 +779,6 @@ Example artifacts:
 - [PR #46706: Add native FSDP2 module and import migration](https://github.com/huggingface/transformers/pull/46706) — closed
 - [Issue #46187: cohere2_moe fails training + tensor parallel tests](https://github.com/huggingface/transformers/issues/46187) — closed
 
-### `eustlb`
-
-- profile: [github.com/eustlb](https://github.com/eustlb)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
-- repo first seen: `2025-01-20T12:27:19Z`
-- repo last seen: `2026-06-19T15:03:45Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **27**
-- snapshot authored PRs/issues: **27 PRs / 0 issues**
-- snapshot discussion activity: **48 comments / 195 reviews / 359 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
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #46694: [fix] enable base64 str audio in load_audio](https://github.com/huggingface/transformers/pull/46694) — closed, merged
-- [PR #46565: Add Nemotron 3.5 ASR Streaming](https://github.com/huggingface/transformers/pull/46565) — open, draft
-- [PR #46456: [fix] regression introduced by #45534](https://github.com/huggingface/transformers/pull/46456) — closed, merged
-
 ### `hf-security-analysis[bot]`
 
 - profile: [github.com/hf-security-analysis[bot]](https://github.com/hf-security-analysis[bot])
@@ -835,12 +835,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqgallouedec)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqgallouedec)
 - repo first seen: `2024-12-13T13:39:10Z`
-- repo last seen: `2026-06-11T10:11:10Z`
+- repo last seen: `2026-06-21T15:27:38Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **39**
 - snapshot authored PRs/issues: **25 PRs / 14 issues**
-- snapshot discussion activity: **43 comments / 52 reviews / 53 review comments**
+- snapshot discussion activity: **44 comments / 52 reviews / 53 review comments**
 - account age: **2692 days**
 - recent public PR activity: **128 PRs** (102 merged / 5 closed-unmerged / 21 open; merged rate **80%**, closed-unmerged rate **4%**, open rate **16%**)
 - public orgs: `huggingface`
@@ -1933,29 +1933,6 @@ Example artifacts:
 - [PR #46789: fix(tokenization): guard against IndexError when apply_chat_template …](https://github.com/huggingface/transformers/pull/46789) — open
 - [PR #46788: fix: cast q_offset/kv_offset to int in flex_attention_mask to prevent tensor-type mask shape errors](https://github.com/huggingface/transformers/pull/46788) — open
 
-### `winglian`
-
-- profile: [github.com/winglian](https://github.com/winglian)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Awinglian)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Awinglian)
-- repo first seen: `2024-10-17T15:17:05Z`
-- repo last seen: `2026-05-06T23:46:35Z`
-- first seen in snapshot: **no**
-- repo association: **COLLABORATOR**
-- repo primary artifacts: **9**
-- snapshot authored PRs/issues: **9 PRs / 0 issues**
-- snapshot discussion activity: **11 comments / 31 reviews / 18 review comments**
-- account age: **5708 days**
-- recent public PR activity: **102 PRs** (85 merged / 5 closed-unmerged / 12 open; merged rate **83%**, closed-unmerged rate **5%**, open rate **12%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
-- heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
-
-Example artifacts:
-- [PR #45814: Add pretrained model-family distributed smoke matrix](https://github.com/huggingface/transformers/pull/45814) — open
-- [PR #45577: Allow for registered experts from kernels hub](https://github.com/huggingface/transformers/pull/45577) — closed, merged
-- [PR #45354: fix gemma4 gradient accumulation loss and last token incorrect labels](https://github.com/huggingface/transformers/pull/45354) — closed, merged
-
 ### `jashshah999`
 
 - profile: [github.com/jashshah999](https://github.com/jashshah999)
@@ -2146,29 +2123,6 @@ Example artifacts:
 - [PR #46385: who needs encoders?](https://github.com/huggingface/transformers/pull/46385) — closed, merged
 - [PR #45197: fix(docs): correct gemma4 docs and examples](https://github.com/huggingface/transformers/pull/45197) — closed, merged
 
-### `joaquinhuigomez`
-
-- profile: [github.com/joaquinhuigomez](https://github.com/joaquinhuigomez)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajoaquinhuigomez)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajoaquinhuigomez)
-- repo first seen: `2026-03-28T12:13:57Z`
-- repo last seen: `2026-05-15T21:06:56Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **1082 days**
-- recent public PR activity: **139 PRs** (24 merged / 63 closed-unmerged / 52 open; merged rate **17%**, closed-unmerged rate **45%**, open rate **37%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
-- heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #45997: cache: store StaticLayer.cumulative_length as a 0-dim scalar tensor](https://github.com/huggingface/transformers/pull/45997) — closed
-- [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
-
 ### `nurpax`
 
 - profile: [github.com/nurpax](https://github.com/nurpax)
@@ -3083,28 +3037,6 @@ Example artifacts:
 - [PR #46780: [RT-DETRv2] Fix MPS crash in build_2d_sinusoidal_position_embedding (float64 → dtype)](https://github.com/huggingface/transformers/pull/46780) — open
 - [PR #46761: [Whisper] Add Unpack[TransformersKwargs] to forward() and set use_cache=False when labels provided](https://github.com/huggingface/transformers/pull/46761) — open
 
-### `saiganesh47`
-
-- profile: [github.com/saiganesh47](https://github.com/saiganesh47)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asaiganesh47)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asaiganesh47)
-- repo first seen: `2026-04-22T15:13:44Z`
-- repo last seen: `2026-04-22T15:18:23Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **633 days**
-- recent public PR activity: **65 PRs** (4 merged / 17 closed-unmerged / 44 open; merged rate **6%**, closed-unmerged rate **26%**, open rate **68%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
-- heuristic read: **high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45581: Add automated reviewer assignment script](https://github.com/huggingface/transformers/pull/45581) — closed
-- [PR #45579: Update assign_reviewers.py](https://github.com/huggingface/transformers/pull/45579) — closed
-
 ### `SindhuRaghuram97`
 
 - profile: [github.com/SindhuRaghuram97](https://github.com/SindhuRaghuram97)
@@ -3310,6 +3242,29 @@ Example artifacts:
 - [PR #44392: [VibeVoice ASR] Use updated padding cache for ASR model.](https://github.com/huggingface/transformers/pull/44392) — closed, merged
 - [PR #44391: [VibeVoice ASR] Use newer cache object for modular](https://github.com/huggingface/transformers/pull/44391) — closed
 
+### `winglian`
+
+- profile: [github.com/winglian](https://github.com/winglian)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Awinglian)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Awinglian)
+- repo first seen: `2024-10-17T15:17:05Z`
+- repo last seen: `2026-05-06T23:46:35Z`
+- first seen in snapshot: **no**
+- repo association: **COLLABORATOR**
+- repo primary artifacts: **9**
+- snapshot authored PRs/issues: **9 PRs / 0 issues**
+- snapshot discussion activity: **11 comments / 31 reviews / 18 review comments**
+- account age: **5708 days**
+- recent public PR activity: **102 PRs** (85 merged / 5 closed-unmerged / 12 open; merged rate **83%**, closed-unmerged rate **5%**, open rate **12%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
+- heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
+
+Example artifacts:
+- [PR #45814: Add pretrained model-family distributed smoke matrix](https://github.com/huggingface/transformers/pull/45814) — open
+- [PR #45577: Allow for registered experts from kernels hub](https://github.com/huggingface/transformers/pull/45577) — closed, merged
+- [PR #45354: fix gemma4 gradient accumulation loss and last token incorrect labels](https://github.com/huggingface/transformers/pull/45354) — closed, merged
+
 ### `ydshieh2`
 
 - profile: [github.com/ydshieh2](https://github.com/ydshieh2)
@@ -3649,6 +3604,29 @@ Example artifacts:
 - [PR #43888: Support for BharatGen's Param2MoE model architecture](https://github.com/huggingface/transformers/pull/43888) — closed
 - [PR #43752: Param2moe v4.52.3](https://github.com/huggingface/transformers/pull/43752) — closed
 
+### `joaquinhuigomez`
+
+- profile: [github.com/joaquinhuigomez](https://github.com/joaquinhuigomez)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajoaquinhuigomez)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajoaquinhuigomez)
+- repo first seen: `2026-03-28T12:13:57Z`
+- repo last seen: `2026-05-15T21:06:56Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **1082 days**
+- recent public PR activity: **139 PRs** (24 merged / 63 closed-unmerged / 52 open; merged rate **17%**, closed-unmerged rate **45%**, open rate **37%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
+- heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #45997: cache: store StaticLayer.cumulative_length as a 0-dim scalar tensor](https://github.com/huggingface/transformers/pull/45997) — closed
+- [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
+
 ### `khushali9`
 
 - profile: [github.com/khushali9](https://github.com/khushali9)
@@ -5237,6 +5215,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46423: Add GB10/SM121 Hub-kernel path for Qwen3.6 Gated DeltaNet](https://github.com/huggingface/transformers/pull/46423) — closed, merged
 
+### `BB0813`
+
+- profile: [github.com/BB0813](https://github.com/BB0813)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABB0813)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABB0813)
+- repo first seen: `2026-06-21T13:10:48Z`
+- repo last seen: `2026-06-21T13:10:48Z`
+- 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: **943 days**
+- recent public PR activity: **21 PRs** (10 merged / 4 closed-unmerged / 7 open; merged rate **48%**, closed-unmerged rate **19%**, open rate **33%**)
+- public orgs: `Prism-lengjing`
+- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
+- heuristic read: **broad repo spread**
+
+Example artifacts:
+- [PR #46794: fix: prevent IndexError in apply_chat_template with empty conversation list](https://github.com/huggingface/transformers/pull/46794) — open
+
 ### `belamaran96-coder`
 
 - profile: [github.com/belamaran96-coder](https://github.com/belamaran96-coder)
@@ -6042,7 +6041,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AHasnaathussain)
 - repo first seen: `2026-06-21T11:56:27Z`
 - repo last seen: `2026-06-21T11:56:27Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -7847,12 +7846,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ated-mosi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ated-mosi)
 - repo first seen: `2026-06-05T13:30:42Z`
-- repo last seen: `2026-06-14T08:24:47Z`
+- repo last seen: `2026-06-21T13:58:23Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 4 reviews / 4 review comments**
+- snapshot discussion activity: **3 comments / 4 reviews / 4 review comments**
 - account age: **3 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible

new_contributors.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e997d8b29b1c7c6ba4791607a54f41663b074a0488a8a1a7927f0c79235da266
-size 64066
+oid sha256:4454ad4fc387c9014cd1bcd6bbbb4a885ac68ba5a196c58675abe8cc1e25ba24
+size 64036

pr-scope-clusters.json

@@ -1,7 +1,7 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260621T120038Z",
-  "generated_at": "2026-06-21T12:01:12Z",
+  "snapshot_id": "20260621T180014Z",
+  "generated_at": "2026-06-21T18:00:57Z",
   "cluster_count": 74,
   "pr_scope_clusters": [
     {
@@ -66,7 +66,7 @@
           "left_pr_number": 43663,
           "right_pr_number": 46775,
           "similarity": 0.553,
-          "content_similarity": 0.446,
+          "content_similarity": 0.447,
           "size_similarity": 0.6,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -82,7 +82,7 @@
           "left_pr_number": 43651,
           "right_pr_number": 43663,
           "similarity": 0.534,
-          "content_similarity": 0.394,
+          "content_similarity": 0.395,
           "size_similarity": 0.72,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -226,7 +226,7 @@
           "left_pr_number": 43636,
           "right_pr_number": 43663,
           "similarity": 0.457,
-          "content_similarity": 0.344,
+          "content_similarity": 0.345,
           "size_similarity": 0.44,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -402,7 +402,7 @@
           "left_pr_number": 43663,
           "right_pr_number": 44257,
           "similarity": 0.422,
-          "content_similarity": 0.337,
+          "content_similarity": 0.338,
           "size_similarity": 0.24,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -513,7 +513,7 @@
         {
           "left_pr_number": 44257,
           "right_pr_number": 45067,
-          "similarity": 0.4,
+          "similarity": 0.401,
           "content_similarity": 0.306,
           "size_similarity": 0.24,
           "breadth_similarity": 1.0,
@@ -607,11 +607,11 @@
           ]
         },
         {
-          "left_pr_number": 45055,
-          "right_pr_number": 45273,
+          "left_pr_number": 44257,
+          "right_pr_number": 45055,
           "similarity": 0.382,
-          "content_similarity": 0.189,
-          "size_similarity": 0.667,
+          "content_similarity": 0.224,
+          "size_similarity": 0.5,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -623,11 +623,11 @@
           ]
         },
         {
-          "left_pr_number": 44257,
-          "right_pr_number": 45055,
-          "similarity": 0.381,
-          "content_similarity": 0.224,
-          "size_similarity": 0.5,
+          "left_pr_number": 45055,
+          "right_pr_number": 45273,
+          "similarity": 0.382,
+          "content_similarity": 0.189,
+          "size_similarity": 0.667,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -642,7 +642,7 @@
           "left_pr_number": 45055,
           "right_pr_number": 45067,
           "similarity": 0.38,
-          "content_similarity": 0.302,
+          "content_similarity": 0.303,
           "size_similarity": 0.12,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -706,7 +706,7 @@
           "left_pr_number": 43636,
           "right_pr_number": 44123,
           "similarity": 0.369,
-          "content_similarity": 0.27,
+          "content_similarity": 0.271,
           "size_similarity": 0.2,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -913,219 +913,583 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-46504-6",
+      "cluster_id": "pr-scope-45541-7",
       "pr_numbers": [
-        46504,
-        46554,
-        46558,
-        46563,
-        46716,
-        46747
+        45541,
+        46177,
+        46753,
+        46778,
+        46789,
+        46791,
+        46794
       ],
-      "representative_pr_number": 46716,
-      "average_similarity": 0.728,
-      "summary": "6 open PRs share weighted file overlap around `.github/workflows/pr-ci-security-gate.yml`; representative PR #46716.",
+      "representative_pr_number": 46789,
+      "average_similarity": 0.529,
+      "summary": "7 open PRs share weighted file overlap around `src/transformers/tokenization_utils_base.py`, `tests/test_tokenization_common.py`; representative PR #46789.",
       "shared_filenames": [
-        ".github/workflows/pr-ci-security-gate.yml"
+        "src/transformers/tokenization_utils_base.py",
+        "tests/test_tokenization_common.py"
       ],
       "shared_directories": [
-        ".github/workflows",
-        ".github"
+        "src/transformers",
+        "src",
+        "tests"
       ],
       "pairwise": [
         {
-          "left_pr_number": 46716,
-          "right_pr_number": 46747,
-          "similarity": 0.993,
-          "content_similarity": 0.99,
+          "left_pr_number": 46791,
+          "right_pr_number": 46794,
+          "similarity": 1.0,
+          "content_similarity": 1.0,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
-            ".github/workflows/pr-ci-security-gate.yml"
+            "src/transformers/tokenization_utils_base.py"
           ],
           "shared_directories": [
-            ".github/workflows",
-            ".github"
+            "src/transformers",
+            "src"
           ]
         },
         {
-          "left_pr_number": 46558,
-          "right_pr_number": 46747,
-          "similarity": 0.991,
-          "content_similarity": 0.987,
-          "size_similarity": 1.0,
+          "left_pr_number": 46753,
+          "right_pr_number": 46778,
+          "similarity": 0.953,
+          "content_similarity": 0.999,
+          "size_similarity": 0.714,
           "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
+          "concentration_similarity": 0.943,
           "shared_filenames": [
-            ".github/workflows/pr-ci-security-gate.yml"
+            "src/transformers/tokenization_utils_base.py",
+            "tests/test_tokenization_common.py"
           ],
           "shared_directories": [
-            ".github/workflows",
-            ".github"
+            "src/transformers",
+            "src",
+            "tests"
           ]
         },
         {
-          "left_pr_number": 46558,
-          "right_pr_number": 46716,
-          "similarity": 0.968,
-          "content_similarity": 0.955,
-          "size_similarity": 1.0,
+          "left_pr_number": 46789,
+          "right_pr_number": 46791,
+          "similarity": 0.889,
+          "content_similarity": 0.985,
+          "size_similarity": 0.333,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
-            ".github/workflows/pr-ci-security-gate.yml"
+            "src/transformers/tokenization_utils_base.py"
           ],
           "shared_directories": [
-            ".github/workflows",
-            ".github"
+            "src/transformers",
+            "src"
           ]
         },
         {
-          "left_pr_number": 46563,
-          "right_pr_number": 46716,
-          "similarity": 0.949,
-          "content_similarity": 0.999,
-          "size_similarity": 0.667,
+          "left_pr_number": 46789,
+          "right_pr_number": 46794,
+          "similarity": 0.889,
+          "content_similarity": 0.985,
+          "size_similarity": 0.333,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
-            ".github/workflows/pr-ci-security-gate.yml"
+            "src/transformers/tokenization_utils_base.py"
           ],
           "shared_directories": [
-            ".github/workflows",
-            ".github"
+            "src/transformers",
+            "src"
           ]
         },
         {
-          "left_pr_number": 46563,
-          "right_pr_number": 46747,
-          "similarity": 0.946,
-          "content_similarity": 0.995,
-          "size_similarity": 0.667,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
+          "left_pr_number": 46753,
+          "right_pr_number": 46789,
+          "similarity": 0.546,
+          "content_similarity": 0.53,
+          "size_similarity": 0.6,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.7,
           "shared_filenames": [
-            ".github/workflows/pr-ci-security-gate.yml"
+            "src/transformers/tokenization_utils_base.py"
           ],
           "shared_directories": [
-            ".github/workflows",
-            ".github"
+            "src/transformers",
+            "src"
           ]
         },
         {
-          "left_pr_number": 46558,
-          "right_pr_number": 46563,
-          "similarity": 0.926,
-          "content_similarity": 0.966,
-          "size_similarity": 0.667,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
+          "left_pr_number": 46778,
+          "right_pr_number": 46789,
+          "similarity": 0.535,
+          "content_similarity": 0.556,
+          "size_similarity": 0.429,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.643,
           "shared_filenames": [
-            ".github/workflows/pr-ci-security-gate.yml"
+            "src/transformers/tokenization_utils_base.py"
           ],
           "shared_directories": [
-            ".github/workflows",
-            ".github"
+            "src/transformers",
+            "src"
           ]
         },
         {
-          "left_pr_number": 46554,
-          "right_pr_number": 46563,
-          "similarity": 0.873,
-          "content_similarity": 0.997,
-          "size_similarity": 0.167,
+          "left_pr_number": 45541,
+          "right_pr_number": 46177,
+          "similarity": 0.502,
+          "content_similarity": 0.392,
+          "size_similarity": 0.519,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
-            ".github/workflows/pr-ci-security-gate.yml"
+            "src/transformers/tokenization_utils_base.py"
           ],
           "shared_directories": [
-            ".github/workflows",
-            ".github"
+            "src/transformers",
+            "src"
           ]
         },
         {
-          "left_pr_number": 46554,
-          "right_pr_number": 46716,
-          "similarity": 0.866,
-          "content_similarity": 0.999,
-          "size_similarity": 0.111,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
+          "left_pr_number": 46778,
+          "right_pr_number": 46791,
+          "similarity": 0.491,
+          "content_similarity": 0.554,
+          "size_similarity": 0.143,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.643,
           "shared_filenames": [
-            ".github/workflows/pr-ci-security-gate.yml"
+            "src/transformers/tokenization_utils_base.py"
           ],
           "shared_directories": [
-            ".github/workflows",
-            ".github"
+            "src/transformers",
+            "src"
           ]
         },
         {
-          "left_pr_number": 46554,
-          "right_pr_number": 46747,
-          "similarity": 0.855,
-          "content_similarity": 0.983,
-          "size_similarity": 0.111,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
+          "left_pr_number": 46778,
+          "right_pr_number": 46794,
+          "similarity": 0.491,
+          "content_similarity": 0.554,
+          "size_similarity": 0.143,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.643,
           "shared_filenames": [
-            ".github/workflows/pr-ci-security-gate.yml"
+            "src/transformers/tokenization_utils_base.py"
           ],
           "shared_directories": [
-            ".github/workflows",
-            ".github"
+            "src/transformers",
+            "src"
           ]
         },
         {
-          "left_pr_number": 46554,
-          "right_pr_number": 46558,
-          "similarity": 0.825,
-          "content_similarity": 0.94,
-          "size_similarity": 0.111,
+          "left_pr_number": 46177,
+          "right_pr_number": 46789,
+          "similarity": 0.489,
+          "content_similarity": 0.393,
+          "size_similarity": 0.429,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
-            ".github/workflows/pr-ci-security-gate.yml"
+            "src/transformers/tokenization_utils_base.py"
           ],
           "shared_directories": [
-            ".github/workflows",
-            ".github"
+            "src/transformers",
+            "src"
           ]
         },
         {
-          "left_pr_number": 46504,
-          "right_pr_number": 46716,
-          "similarity": 0.39,
-          "content_similarity": 0.129,
-          "size_similarity": 1.0,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [],
+          "left_pr_number": 46753,
+          "right_pr_number": 46791,
+          "similarity": 0.489,
+          "content_similarity": 0.535,
+          "size_similarity": 0.2,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.7,
+          "shared_filenames": [
+            "src/transformers/tokenization_utils_base.py"
+          ],
           "shared_directories": [
-            ".github/workflows",
-            ".github"
+            "src/transformers",
+            "src"
           ]
         },
         {
-          "left_pr_number": 46504,
-          "right_pr_number": 46747,
-          "similarity": 0.378,
-          "content_similarity": 0.111,
-          "size_similarity": 1.0,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [],
+          "left_pr_number": 46753,
+          "right_pr_number": 46794,
+          "similarity": 0.489,
+          "content_similarity": 0.535,
+          "size_similarity": 0.2,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.7,
+          "shared_filenames": [
+            "src/transformers/tokenization_utils_base.py"
+          ],
           "shared_directories": [
-            ".github/workflows",
-            ".github"
+            "src/transformers",
+            "src"
           ]
         },
         {
-          "left_pr_number": 46504,
-          "right_pr_number": 46558,
-          "similarity": 0.362,
-          "content_similarity": 0.088,
+          "left_pr_number": 45541,
+          "right_pr_number": 46789,
+          "similarity": 0.488,
+          "content_similarity": 0.435,
+          "size_similarity": 0.222,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/tokenization_utils_base.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 45541,
+          "right_pr_number": 46791,
+          "similarity": 0.4,
+          "content_similarity": 0.342,
+          "size_similarity": 0.074,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/tokenization_utils_base.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 45541,
+          "right_pr_number": 46794,
+          "similarity": 0.4,
+          "content_similarity": 0.342,
+          "size_similarity": 0.074,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/tokenization_utils_base.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 46177,
+          "right_pr_number": 46791,
+          "similarity": 0.387,
+          "content_similarity": 0.309,
+          "size_similarity": 0.143,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/tokenization_utils_base.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 46177,
+          "right_pr_number": 46794,
+          "similarity": 0.387,
+          "content_similarity": 0.309,
+          "size_similarity": 0.143,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/tokenization_utils_base.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 46177,
+          "right_pr_number": 46778,
+          "similarity": 0.373,
+          "content_similarity": 0.201,
+          "size_similarity": 1.0,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.643,
+          "shared_filenames": [
+            "src/transformers/tokenization_utils_base.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 45541,
+          "right_pr_number": 46778,
+          "similarity": 0.316,
+          "content_similarity": 0.223,
+          "size_similarity": 0.519,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.643,
+          "shared_filenames": [
+            "src/transformers/tokenization_utils_base.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 46177,
+          "right_pr_number": 46753,
+          "similarity": 0.314,
+          "content_similarity": 0.174,
+          "size_similarity": 0.714,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.7,
+          "shared_filenames": [
+            "src/transformers/tokenization_utils_base.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 45541,
+          "right_pr_number": 46753,
+          "similarity": 0.276,
+          "content_similarity": 0.193,
+          "size_similarity": 0.37,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.7,
+          "shared_filenames": [
+            "src/transformers/tokenization_utils_base.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
+    {
+      "cluster_id": "pr-scope-46504-6",
+      "pr_numbers": [
+        46504,
+        46554,
+        46558,
+        46563,
+        46716,
+        46747
+      ],
+      "representative_pr_number": 46716,
+      "average_similarity": 0.728,
+      "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"
+      ],
+      "shared_directories": [
+        ".github/workflows",
+        ".github"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46716,
+          "right_pr_number": 46747,
+          "similarity": 0.993,
+          "content_similarity": 0.99,
+          "size_similarity": 1.0,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            ".github/workflows/pr-ci-security-gate.yml"
+          ],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
+          "left_pr_number": 46558,
+          "right_pr_number": 46747,
+          "similarity": 0.991,
+          "content_similarity": 0.987,
+          "size_similarity": 1.0,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            ".github/workflows/pr-ci-security-gate.yml"
+          ],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
+          "left_pr_number": 46558,
+          "right_pr_number": 46716,
+          "similarity": 0.968,
+          "content_similarity": 0.955,
+          "size_similarity": 1.0,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            ".github/workflows/pr-ci-security-gate.yml"
+          ],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
+          "left_pr_number": 46563,
+          "right_pr_number": 46716,
+          "similarity": 0.949,
+          "content_similarity": 0.999,
+          "size_similarity": 0.667,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            ".github/workflows/pr-ci-security-gate.yml"
+          ],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
+          "left_pr_number": 46563,
+          "right_pr_number": 46747,
+          "similarity": 0.946,
+          "content_similarity": 0.995,
+          "size_similarity": 0.667,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            ".github/workflows/pr-ci-security-gate.yml"
+          ],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
+          "left_pr_number": 46558,
+          "right_pr_number": 46563,
+          "similarity": 0.926,
+          "content_similarity": 0.966,
+          "size_similarity": 0.667,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            ".github/workflows/pr-ci-security-gate.yml"
+          ],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
+          "left_pr_number": 46554,
+          "right_pr_number": 46563,
+          "similarity": 0.873,
+          "content_similarity": 0.997,
+          "size_similarity": 0.167,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            ".github/workflows/pr-ci-security-gate.yml"
+          ],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
+          "left_pr_number": 46554,
+          "right_pr_number": 46716,
+          "similarity": 0.866,
+          "content_similarity": 0.999,
+          "size_similarity": 0.111,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            ".github/workflows/pr-ci-security-gate.yml"
+          ],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
+          "left_pr_number": 46554,
+          "right_pr_number": 46747,
+          "similarity": 0.855,
+          "content_similarity": 0.983,
+          "size_similarity": 0.111,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            ".github/workflows/pr-ci-security-gate.yml"
+          ],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
+          "left_pr_number": 46554,
+          "right_pr_number": 46558,
+          "similarity": 0.825,
+          "content_similarity": 0.94,
+          "size_similarity": 0.111,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            ".github/workflows/pr-ci-security-gate.yml"
+          ],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
+          "left_pr_number": 46504,
+          "right_pr_number": 46716,
+          "similarity": 0.39,
+          "content_similarity": 0.129,
+          "size_similarity": 1.0,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
+          "left_pr_number": 46504,
+          "right_pr_number": 46747,
+          "similarity": 0.378,
+          "content_similarity": 0.111,
+          "size_similarity": 1.0,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
+          "left_pr_number": 46504,
+          "right_pr_number": 46558,
+          "similarity": 0.362,
+          "content_similarity": 0.088,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1327,7 +1691,7 @@
         {
           "left_pr_number": 44070,
           "right_pr_number": 45546,
-          "similarity": 0.731,
+          "similarity": 0.732,
           "content_similarity": 0.749,
           "size_similarity": 0.404,
           "breadth_similarity": 1.0,
@@ -1495,40 +1859,42 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-45422-6",
+      "cluster_id": "pr-scope-41606-6",
       "pr_numbers": [
+        41606,
+        42668,
+        44543,
         45422,
-        46753,
-        46778,
-        46789,
-        46791,
-        46793
+        45627,
+        46161
       ],
-      "representative_pr_number": 46778,
-      "average_similarity": 0.497,
-      "summary": "6 open PRs share weighted file overlap around `src/transformers/tokenization_utils_base.py`, `tests/test_tokenization_common.py`, `src/transformers/processing_utils.py`; representative PR #46778.",
+      "representative_pr_number": 45627,
+      "average_similarity": 0.425,
+      "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/tokenization_utils_base.py",
-        "tests/test_tokenization_common.py",
-        "src/transformers/processing_utils.py"
+        "src/transformers/processing_utils.py",
+        "tests/test_processing_common.py",
+        "tests/models/auto/test_processor_auto.py"
       ],
       "shared_directories": [
         "src/transformers",
+        "tests",
         "src",
-        "tests"
+        "tests/models/auto",
+        "tests/models"
       ],
       "pairwise": [
         {
-          "left_pr_number": 46753,
-          "right_pr_number": 46778,
-          "similarity": 0.953,
-          "content_similarity": 0.999,
-          "size_similarity": 0.714,
+          "left_pr_number": 41606,
+          "right_pr_number": 44543,
+          "similarity": 0.682,
+          "content_similarity": 0.658,
+          "size_similarity": 0.583,
           "breadth_similarity": 1.0,
-          "concentration_similarity": 0.943,
+          "concentration_similarity": 0.683,
           "shared_filenames": [
-            "src/transformers/tokenization_utils_base.py",
-            "tests/test_tokenization_common.py"
+            "src/transformers/processing_utils.py",
+            "tests/test_processing_common.py"
           ],
           "shared_directories": [
             "src/transformers",
@@ -1537,96 +1903,111 @@
           ]
         },
         {
-          "left_pr_number": 46789,
-          "right_pr_number": 46791,
-          "similarity": 0.889,
-          "content_similarity": 0.985,
-          "size_similarity": 0.333,
+          "left_pr_number": 45627,
+          "right_pr_number": 46161,
+          "similarity": 0.67,
+          "content_similarity": 0.584,
+          "size_similarity": 0.747,
           "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
+          "concentration_similarity": 0.985,
           "shared_filenames": [
-            "src/transformers/tokenization_utils_base.py"
+            "src/transformers/processing_utils.py",
+            "tests/models/auto/test_processor_auto.py"
           ],
           "shared_directories": [
+            "tests/models/auto",
             "src/transformers",
-            "src"
+            "tests/models",
+            "src",
+            "tests"
           ]
         },
         {
-          "left_pr_number": 46753,
-          "right_pr_number": 46789,
-          "similarity": 0.552,
-          "content_similarity": 0.538,
-          "size_similarity": 0.6,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.7,
+          "left_pr_number": 42668,
+          "right_pr_number": 45627,
+          "similarity": 0.657,
+          "content_similarity": 0.8,
+          "size_similarity": 0.189,
+          "breadth_similarity": 0.216,
+          "concentration_similarity": 0.952,
           "shared_filenames": [
-            "src/transformers/tokenization_utils_base.py"
+            "src/transformers/processing_utils.py",
+            "tests/models/auto/test_processor_auto.py"
           ],
           "shared_directories": [
+            "tests/models/auto",
             "src/transformers",
-            "src"
+            "tests/models",
+            "src",
+            "tests"
           ]
         },
         {
-          "left_pr_number": 46778,
-          "right_pr_number": 46789,
-          "similarity": 0.541,
-          "content_similarity": 0.564,
-          "size_similarity": 0.429,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.643,
+          "left_pr_number": 42668,
+          "right_pr_number": 46161,
+          "similarity": 0.569,
+          "content_similarity": 0.66,
+          "size_similarity": 0.253,
+          "breadth_similarity": 0.216,
+          "concentration_similarity": 0.937,
           "shared_filenames": [
-            "src/transformers/tokenization_utils_base.py"
+            "src/transformers/processing_utils.py",
+            "tests/models/auto/test_processor_auto.py"
           ],
           "shared_directories": [
+            "tests/models/auto",
             "src/transformers",
-            "src"
+            "tests/models",
+            "src",
+            "tests"
           ]
         },
         {
-          "left_pr_number": 46778,
-          "right_pr_number": 46791,
-          "similarity": 0.497,
-          "content_similarity": 0.562,
-          "size_similarity": 0.143,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.643,
+          "left_pr_number": 41606,
+          "right_pr_number": 45422,
+          "similarity": 0.512,
+          "content_similarity": 0.439,
+          "size_similarity": 0.569,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 0.881,
           "shared_filenames": [
-            "src/transformers/tokenization_utils_base.py"
+            "src/transformers/processing_utils.py",
+            "tests/test_processing_common.py"
           ],
           "shared_directories": [
             "src/transformers",
-            "src"
+            "src",
+            "tests"
           ]
         },
         {
-          "left_pr_number": 46753,
-          "right_pr_number": 46791,
+          "left_pr_number": 44543,
+          "right_pr_number": 45422,
           "similarity": 0.495,
-          "content_similarity": 0.543,
-          "size_similarity": 0.2,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.7,
+          "content_similarity": 0.472,
+          "size_similarity": 0.331,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 0.802,
           "shared_filenames": [
-            "src/transformers/tokenization_utils_base.py"
+            "src/transformers/processing_utils.py",
+            "tests/test_processing_common.py"
           ],
           "shared_directories": [
             "src/transformers",
-            "src"
+            "src",
+            "tests"
           ]
         },
         {
-          "left_pr_number": 45422,
-          "right_pr_number": 46778,
-          "similarity": 0.485,
-          "content_similarity": 0.468,
-          "size_similarity": 0.241,
-          "breadth_similarity": 0.75,
-          "concentration_similarity": 0.919,
+          "left_pr_number": 44543,
+          "right_pr_number": 46161,
+          "similarity": 0.377,
+          "content_similarity": 0.205,
+          "size_similarity": 0.566,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.97,
           "shared_filenames": [
-            "src/transformers/tokenization_utils_base.py",
-            "tests/test_tokenization_common.py"
+            "src/transformers/processing_utils.py"
           ],
           "shared_directories": [
             "src/transformers",
@@ -1635,16 +2016,15 @@
           ]
         },
         {
-          "left_pr_number": 45422,
-          "right_pr_number": 46753,
-          "similarity": 0.469,
-          "content_similarity": 0.456,
-          "size_similarity": 0.172,
-          "breadth_similarity": 0.75,
-          "concentration_similarity": 0.976,
+          "left_pr_number": 41606,
+          "right_pr_number": 46161,
+          "similarity": 0.358,
+          "content_similarity": 0.11,
+          "size_similarity": 0.971,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.712,
           "shared_filenames": [
-            "src/transformers/tokenization_utils_base.py",
-            "tests/test_tokenization_common.py"
+            "src/transformers/processing_utils.py"
           ],
           "shared_directories": [
             "src/transformers",
@@ -1653,15 +2033,15 @@
           ]
         },
         {
-          "left_pr_number": 46778,
-          "right_pr_number": 46793,
-          "similarity": 0.403,
-          "content_similarity": 0.224,
-          "size_similarity": 0.857,
-          "breadth_similarity": 0.75,
-          "concentration_similarity": 0.857,
+          "left_pr_number": 44543,
+          "right_pr_number": 45627,
+          "similarity": 0.349,
+          "content_similarity": 0.195,
+          "size_similarity": 0.423,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.985,
           "shared_filenames": [
-            "src/transformers/tokenization_utils_base.py"
+            "src/transformers/processing_utils.py"
           ],
           "shared_directories": [
             "src/transformers",
@@ -1670,31 +2050,33 @@
           ]
         },
         {
-          "left_pr_number": 46789,
-          "right_pr_number": 46793,
-          "similarity": 0.402,
-          "content_similarity": 0.378,
-          "size_similarity": 0.5,
-          "breadth_similarity": 0.375,
-          "concentration_similarity": 0.5,
+          "left_pr_number": 42668,
+          "right_pr_number": 44543,
+          "similarity": 0.341,
+          "content_similarity": 0.291,
+          "size_similarity": 0.446,
+          "breadth_similarity": 0.216,
+          "concentration_similarity": 0.967,
           "shared_filenames": [
-            "src/transformers/tokenization_utils_base.py"
+            "src/transformers/processing_utils.py",
+            "tests/test_processing_common.py"
           ],
           "shared_directories": [
             "src/transformers",
-            "src"
+            "src",
+            "tests"
           ]
         },
         {
-          "left_pr_number": 46753,
-          "right_pr_number": 46793,
-          "similarity": 0.392,
-          "content_similarity": 0.217,
-          "size_similarity": 0.833,
-          "breadth_similarity": 0.75,
-          "concentration_similarity": 0.8,
+          "left_pr_number": 41606,
+          "right_pr_number": 45627,
+          "similarity": 0.317,
+          "content_similarity": 0.105,
+          "size_similarity": 0.725,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.697,
           "shared_filenames": [
-            "src/transformers/tokenization_utils_base.py"
+            "src/transformers/processing_utils.py"
           ],
           "shared_directories": [
             "src/transformers",
@@ -1704,15 +2086,14 @@
         },
         {
           "left_pr_number": 45422,
-          "right_pr_number": 46793,
-          "similarity": 0.376,
-          "content_similarity": 0.295,
-          "size_similarity": 0.207,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.776,
+          "right_pr_number": 45627,
+          "similarity": 0.301,
+          "content_similarity": 0.096,
+          "size_similarity": 0.784,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 0.816,
           "shared_filenames": [
-            "src/transformers/processing_utils.py",
-            "src/transformers/tokenization_utils_base.py"
+            "src/transformers/processing_utils.py"
           ],
           "shared_directories": [
             "src/transformers",
@@ -1721,51 +2102,56 @@
           ]
         },
         {
-          "left_pr_number": 46791,
-          "right_pr_number": 46793,
-          "similarity": 0.356,
-          "content_similarity": 0.383,
-          "size_similarity": 0.167,
-          "breadth_similarity": 0.375,
-          "concentration_similarity": 0.5,
+          "left_pr_number": 45422,
+          "right_pr_number": 46161,
+          "similarity": 0.275,
+          "content_similarity": 0.101,
+          "size_similarity": 0.586,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 0.831,
           "shared_filenames": [
-            "src/transformers/tokenization_utils_base.py"
+            "src/transformers/processing_utils.py"
           ],
           "shared_directories": [
             "src/transformers",
-            "src"
+            "src",
+            "tests"
           ]
         },
         {
-          "left_pr_number": 45422,
-          "right_pr_number": 46789,
-          "similarity": 0.33,
-          "content_similarity": 0.344,
-          "size_similarity": 0.103,
-          "breadth_similarity": 0.375,
-          "concentration_similarity": 0.724,
+          "left_pr_number": 41606,
+          "right_pr_number": 42668,
+          "similarity": 0.268,
+          "content_similarity": 0.25,
+          "size_similarity": 0.26,
+          "breadth_similarity": 0.216,
+          "concentration_similarity": 0.649,
           "shared_filenames": [
-            "src/transformers/tokenization_utils_base.py"
+            "src/transformers/processing_utils.py",
+            "tests/test_processing_common.py"
           ],
           "shared_directories": [
             "src/transformers",
-            "src"
+            "src",
+            "tests"
           ]
         },
         {
-          "left_pr_number": 45422,
-          "right_pr_number": 46791,
-          "similarity": 0.316,
-          "content_similarity": 0.339,
-          "size_similarity": 0.034,
-          "breadth_similarity": 0.375,
-          "concentration_similarity": 0.724,
+          "left_pr_number": 42668,
+          "right_pr_number": 45422,
+          "similarity": 0.2,
+          "content_similarity": 0.155,
+          "size_similarity": 0.148,
+          "breadth_similarity": 0.307,
+          "concentration_similarity": 0.768,
           "shared_filenames": [
-            "src/transformers/tokenization_utils_base.py"
+            "src/transformers/processing_utils.py",
+            "tests/test_processing_common.py"
           ],
           "shared_directories": [
             "src/transformers",
-            "src"
+            "src",
+            "tests"
           ]
         }
       ]
@@ -1836,7 +2222,7 @@
           "left_pr_number": 46651,
           "right_pr_number": 46763,
           "similarity": 0.602,
-          "content_similarity": 0.433,
+          "content_similarity": 0.434,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.965,
@@ -2092,286 +2478,77 @@
           "content_similarity": 0.324,
           "size_similarity": 0.4,
           "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/modeling_flash_attention_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 41097,
-          "right_pr_number": 46013,
-          "similarity": 0.435,
-          "content_similarity": 0.373,
-          "size_similarity": 0.16,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/modeling_flash_attention_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 43549,
-          "right_pr_number": 44547,
-          "similarity": 0.424,
-          "content_similarity": 0.334,
-          "size_similarity": 0.267,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/modeling_flash_attention_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 44547,
-          "right_pr_number": 46696,
-          "similarity": 0.395,
-          "content_similarity": 0.265,
-          "size_similarity": 0.4,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/modeling_flash_attention_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 41097,
-          "right_pr_number": 44547,
-          "similarity": 0.387,
-          "content_similarity": 0.305,
-          "size_similarity": 0.16,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/modeling_flash_attention_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
-    {
-      "cluster_id": "pr-scope-41606-5",
-      "pr_numbers": [
-        41606,
-        42668,
-        44543,
-        45627,
-        46161
-      ],
-      "representative_pr_number": 45627,
-      "average_similarity": 0.459,
-      "summary": "5 open PRs share weighted file overlap around `src/transformers/processing_utils.py`, `tests/models/auto/test_processor_auto.py`, `tests/test_processing_common.py`; representative PR #45627.",
-      "shared_filenames": [
-        "src/transformers/processing_utils.py",
-        "tests/models/auto/test_processor_auto.py",
-        "tests/test_processing_common.py"
-      ],
-      "shared_directories": [
-        "src/transformers",
-        "tests",
-        "src",
-        "tests/models/auto",
-        "tests/models"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 41606,
-          "right_pr_number": 44543,
-          "similarity": 0.682,
-          "content_similarity": 0.658,
-          "size_similarity": 0.583,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.683,
-          "shared_filenames": [
-            "src/transformers/processing_utils.py",
-            "tests/test_processing_common.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src",
-            "tests"
-          ]
-        },
-        {
-          "left_pr_number": 45627,
-          "right_pr_number": 46161,
-          "similarity": 0.67,
-          "content_similarity": 0.584,
-          "size_similarity": 0.747,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.985,
-          "shared_filenames": [
-            "src/transformers/processing_utils.py",
-            "tests/models/auto/test_processor_auto.py"
-          ],
-          "shared_directories": [
-            "tests/models/auto",
-            "src/transformers",
-            "tests/models",
-            "src",
-            "tests"
-          ]
-        },
-        {
-          "left_pr_number": 42668,
-          "right_pr_number": 45627,
-          "similarity": 0.657,
-          "content_similarity": 0.8,
-          "size_similarity": 0.189,
-          "breadth_similarity": 0.216,
-          "concentration_similarity": 0.952,
-          "shared_filenames": [
-            "src/transformers/processing_utils.py",
-            "tests/models/auto/test_processor_auto.py"
-          ],
-          "shared_directories": [
-            "tests/models/auto",
-            "src/transformers",
-            "tests/models",
-            "src",
-            "tests"
-          ]
-        },
-        {
-          "left_pr_number": 42668,
-          "right_pr_number": 46161,
-          "similarity": 0.568,
-          "content_similarity": 0.66,
-          "size_similarity": 0.253,
-          "breadth_similarity": 0.216,
-          "concentration_similarity": 0.937,
-          "shared_filenames": [
-            "src/transformers/processing_utils.py",
-            "tests/models/auto/test_processor_auto.py"
-          ],
-          "shared_directories": [
-            "tests/models/auto",
-            "src/transformers",
-            "tests/models",
-            "src",
-            "tests"
-          ]
-        },
-        {
-          "left_pr_number": 44543,
-          "right_pr_number": 46161,
-          "similarity": 0.377,
-          "content_similarity": 0.205,
-          "size_similarity": 0.566,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.97,
-          "shared_filenames": [
-            "src/transformers/processing_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src",
-            "tests"
-          ]
-        },
-        {
-          "left_pr_number": 41606,
-          "right_pr_number": 46161,
-          "similarity": 0.358,
-          "content_similarity": 0.11,
-          "size_similarity": 0.971,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.712,
+          "concentration_similarity": 1.0,
           "shared_filenames": [
-            "src/transformers/processing_utils.py"
+            "src/transformers/modeling_flash_attention_utils.py"
           ],
           "shared_directories": [
             "src/transformers",
-            "src",
-            "tests"
+            "src"
           ]
         },
         {
-          "left_pr_number": 44543,
-          "right_pr_number": 45627,
-          "similarity": 0.349,
-          "content_similarity": 0.195,
-          "size_similarity": 0.423,
+          "left_pr_number": 41097,
+          "right_pr_number": 46013,
+          "similarity": 0.435,
+          "content_similarity": 0.373,
+          "size_similarity": 0.16,
           "breadth_similarity": 1.0,
-          "concentration_similarity": 0.985,
+          "concentration_similarity": 1.0,
           "shared_filenames": [
-            "src/transformers/processing_utils.py"
+            "src/transformers/modeling_flash_attention_utils.py"
           ],
           "shared_directories": [
             "src/transformers",
-            "src",
-            "tests"
+            "src"
           ]
         },
         {
-          "left_pr_number": 42668,
-          "right_pr_number": 44543,
-          "similarity": 0.341,
-          "content_similarity": 0.291,
-          "size_similarity": 0.446,
-          "breadth_similarity": 0.216,
-          "concentration_similarity": 0.967,
+          "left_pr_number": 43549,
+          "right_pr_number": 44547,
+          "similarity": 0.424,
+          "content_similarity": 0.334,
+          "size_similarity": 0.267,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
           "shared_filenames": [
-            "src/transformers/processing_utils.py",
-            "tests/test_processing_common.py"
+            "src/transformers/modeling_flash_attention_utils.py"
           ],
           "shared_directories": [
             "src/transformers",
-            "src",
-            "tests"
+            "src"
           ]
         },
         {
-          "left_pr_number": 41606,
-          "right_pr_number": 45627,
-          "similarity": 0.317,
-          "content_similarity": 0.105,
-          "size_similarity": 0.725,
+          "left_pr_number": 44547,
+          "right_pr_number": 46696,
+          "similarity": 0.395,
+          "content_similarity": 0.265,
+          "size_similarity": 0.4,
           "breadth_similarity": 1.0,
-          "concentration_similarity": 0.697,
+          "concentration_similarity": 1.0,
           "shared_filenames": [
-            "src/transformers/processing_utils.py"
+            "src/transformers/modeling_flash_attention_utils.py"
           ],
           "shared_directories": [
             "src/transformers",
-            "src",
-            "tests"
+            "src"
           ]
         },
         {
-          "left_pr_number": 41606,
-          "right_pr_number": 42668,
-          "similarity": 0.268,
-          "content_similarity": 0.25,
-          "size_similarity": 0.26,
-          "breadth_similarity": 0.216,
-          "concentration_similarity": 0.649,
+          "left_pr_number": 41097,
+          "right_pr_number": 44547,
+          "similarity": 0.387,
+          "content_similarity": 0.305,
+          "size_similarity": 0.16,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
           "shared_filenames": [
-            "src/transformers/processing_utils.py",
-            "tests/test_processing_common.py"
+            "src/transformers/modeling_flash_attention_utils.py"
           ],
           "shared_directories": [
             "src/transformers",
-            "src",
-            "tests"
+            "src"
           ]
         }
       ]
@@ -2425,7 +2602,7 @@
           "left_pr_number": 46735,
           "right_pr_number": 46790,
           "similarity": 0.505,
-          "content_similarity": 0.403,
+          "content_similarity": 0.402,
           "size_similarity": 0.5,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.967,
@@ -2499,7 +2676,7 @@
           "left_pr_number": 46124,
           "right_pr_number": 46735,
           "similarity": 0.381,
-          "content_similarity": 0.236,
+          "content_similarity": 0.235,
           "size_similarity": 0.467,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.917,
@@ -2797,7 +2974,7 @@
         {
           "left_pr_number": 39683,
           "right_pr_number": 45985,
-          "similarity": 0.586,
+          "similarity": 0.587,
           "content_similarity": 0.484,
           "size_similarity": 0.652,
           "breadth_similarity": 1.0,
@@ -2815,7 +2992,7 @@
           "left_pr_number": 34667,
           "right_pr_number": 39683,
           "similarity": 0.515,
-          "content_similarity": 0.419,
+          "content_similarity": 0.42,
           "size_similarity": 0.478,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3373,7 +3550,7 @@
         46781
       ],
       "representative_pr_number": 46781,
-      "average_similarity": 0.676,
+      "average_similarity": 0.674,
       "summary": "3 open PRs share weighted file overlap around `tests/utils/test_cache_utils.py`, `src/transformers/cache_utils.py`; representative PR #46781.",
       "shared_filenames": [
         "tests/utils/test_cache_utils.py",
@@ -3389,8 +3566,8 @@
         {
           "left_pr_number": 46748,
           "right_pr_number": 46781,
-          "similarity": 0.811,
-          "content_similarity": 0.81,
+          "similarity": 0.807,
+          "content_similarity": 0.804,
           "size_similarity": 0.661,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.906,
@@ -3427,8 +3604,8 @@
         {
           "left_pr_number": 43875,
           "right_pr_number": 46748,
-          "similarity": 0.587,
-          "content_similarity": 0.522,
+          "similarity": 0.585,
+          "content_similarity": 0.519,
           "size_similarity": 0.5,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.935,
@@ -3513,6 +3690,84 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-43654-3",
+      "pr_numbers": [
+        43654,
+        46279,
+        46793
+      ],
+      "representative_pr_number": 43654,
+      "average_similarity": 0.574,
+      "summary": "3 open PRs share weighted file overlap around `tests/tokenization/test_tokenization_utils.py`, `src/transformers/tokenization_utils_base.py`; representative PR #43654.",
+      "shared_filenames": [
+        "tests/tokenization/test_tokenization_utils.py",
+        "src/transformers/tokenization_utils_base.py"
+      ],
+      "shared_directories": [
+        "tests/tokenization",
+        "src/transformers",
+        "tests",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 43654,
+          "right_pr_number": 46279,
+          "similarity": 0.623,
+          "content_similarity": 0.478,
+          "size_similarity": 0.966,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.867,
+          "shared_filenames": [
+            "tests/tokenization/test_tokenization_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/tokenization",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 43654,
+          "right_pr_number": 46793,
+          "similarity": 0.603,
+          "content_similarity": 0.49,
+          "size_similarity": 0.929,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 0.912,
+          "shared_filenames": [
+            "tests/tokenization/test_tokenization_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/tokenization",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 46279,
+          "right_pr_number": 46793,
+          "similarity": 0.495,
+          "content_similarity": 0.34,
+          "size_similarity": 0.897,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 0.955,
+          "shared_filenames": [
+            "src/transformers/tokenization_utils_base.py",
+            "tests/tokenization/test_tokenization_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/tokenization",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-44940-3",
       "pr_numbers": [
@@ -3557,7 +3812,7 @@
           "left_pr_number": 44940,
           "right_pr_number": 46632,
           "similarity": 0.554,
-          "content_similarity": 0.512,
+          "content_similarity": 0.513,
           "size_similarity": 0.446,
           "breadth_similarity": 0.833,
           "concentration_similarity": 0.903,
@@ -3702,7 +3957,7 @@
         {
           "left_pr_number": 44015,
           "right_pr_number": 44059,
-          "similarity": 0.611,
+          "similarity": 0.612,
           "content_similarity": 0.675,
           "size_similarity": 0.543,
           "breadth_similarity": 0.333,
@@ -4000,7 +4255,7 @@
         {
           "left_pr_number": 44385,
           "right_pr_number": 46152,
-          "similarity": 0.393,
+          "similarity": 0.394,
           "content_similarity": 0.349,
           "size_similarity": 0.217,
           "breadth_similarity": 0.667,
@@ -4150,7 +4405,7 @@
           "left_pr_number": 45917,
           "right_pr_number": 46734,
           "similarity": 0.445,
-          "content_similarity": 0.381,
+          "content_similarity": 0.382,
           "size_similarity": 0.404,
           "breadth_similarity": 0.833,
           "concentration_similarity": 0.67,
@@ -4377,7 +4632,7 @@
           "left_pr_number": 46654,
           "right_pr_number": 46724,
           "similarity": 0.378,
-          "content_similarity": 0.394,
+          "content_similarity": 0.395,
           "size_similarity": 0.022,
           "breadth_similarity": 0.487,
           "concentration_similarity": 0.997,
@@ -4523,7 +4778,7 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44550,
-          "similarity": 0.387,
+          "similarity": 0.388,
           "content_similarity": 0.125,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
@@ -4540,7 +4795,7 @@
           "left_pr_number": 44407,
           "right_pr_number": 44550,
           "similarity": 0.358,
-          "content_similarity": 0.092,
+          "content_similarity": 0.093,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4880,7 +5135,7 @@
         43775
       ],
       "representative_pr_number": 43543,
-      "average_similarity": 0.775,
+      "average_similarity": 0.774,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/jetmoe/modeling_jetmoe.py`, `src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py`, `src/transformers/models/minimax_m2/modeling_minimax_m2.py`; representative PR #43543.",
       "shared_filenames": [
         "src/transformers/models/jetmoe/modeling_jetmoe.py",
@@ -4906,8 +5161,8 @@
         {
           "left_pr_number": 43543,
           "right_pr_number": 43775,
-          "similarity": 0.775,
-          "content_similarity": 0.879,
+          "similarity": 0.774,
+          "content_similarity": 0.878,
           "size_similarity": 0.191,
           "breadth_similarity": 0.811,
           "concentration_similarity": 0.996,
@@ -5190,45 +5445,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-43654-2",
-      "pr_numbers": [
-        43654,
-        46279
-      ],
-      "representative_pr_number": 43654,
-      "average_similarity": 0.623,
-      "summary": "2 open PRs share weighted file overlap around `tests/tokenization/test_tokenization_utils.py`; representative PR #43654.",
-      "shared_filenames": [
-        "tests/tokenization/test_tokenization_utils.py"
-      ],
-      "shared_directories": [
-        "tests/tokenization",
-        "src/transformers",
-        "tests",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 43654,
-          "right_pr_number": 46279,
-          "similarity": 0.623,
-          "content_similarity": 0.478,
-          "size_similarity": 0.966,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.867,
-          "shared_filenames": [
-            "tests/tokenization/test_tokenization_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "tests/tokenization",
-            "src",
-            "tests"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-41992-2",
       "pr_numbers": [
@@ -5236,7 +5452,7 @@
         46738
       ],
       "representative_pr_number": 41992,
-      "average_similarity": 0.566,
+      "average_similarity": 0.592,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/bamba/configuration_bamba.py`, `src/transformers/models/bart/modeling_bart.py`, `src/transformers/models/big_bird/modeling_big_bird.py`; representative PR #41992.",
       "shared_filenames": [
         "src/transformers/models/bamba/configuration_bamba.py",
@@ -5262,22 +5478,22 @@
         {
           "left_pr_number": 41992,
           "right_pr_number": 46738,
-          "similarity": 0.566,
-          "content_similarity": 0.595,
-          "size_similarity": 0.384,
-          "breadth_similarity": 0.602,
-          "concentration_similarity": 0.627,
+          "similarity": 0.592,
+          "content_similarity": 0.619,
+          "size_similarity": 0.433,
+          "breadth_similarity": 0.609,
+          "concentration_similarity": 0.67,
           "shared_filenames": [
             "src/transformers/cache_utils.py",
             "src/transformers/configuration_utils.py",
+            "src/transformers/conversion_mapping.py",
             "src/transformers/masking_utils.py",
             "src/transformers/models/afmoe/modeling_afmoe.py",
             "src/transformers/models/afmoe/modular_afmoe.py",
             "src/transformers/models/bamba/configuration_bamba.py",
             "src/transformers/models/bamba/modeling_bamba.py",
             "src/transformers/models/bamba/modular_bamba.py",
-            "src/transformers/models/bart/modeling_bart.py",
-            "src/transformers/models/big_bird/modeling_big_bird.py"
+            "src/transformers/models/bart/modeling_bart.py"
           ],
           "shared_directories": [
             "src/transformers/models/afmoe",
@@ -5495,41 +5711,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-45541-2",
-      "pr_numbers": [
-        45541,
-        46177
-      ],
-      "representative_pr_number": 45541,
-      "average_similarity": 0.502,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_base.py`; representative PR #45541.",
-      "shared_filenames": [
-        "src/transformers/tokenization_utils_base.py"
-      ],
-      "shared_directories": [
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 45541,
-          "right_pr_number": 46177,
-          "similarity": 0.502,
-          "content_similarity": 0.392,
-          "size_similarity": 0.519,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/tokenization_utils_base.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-45110-2",
       "pr_numbers": [
@@ -6014,6 +6195,45 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45570-2",
+      "pr_numbers": [
+        45570,
+        46795
+      ],
+      "representative_pr_number": 45570,
+      "average_similarity": 0.448,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/whisper/generation_whisper.py`; representative PR #45570.",
+      "shared_filenames": [
+        "src/transformers/models/whisper/generation_whisper.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/whisper",
+        "src/transformers/models",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45570,
+          "right_pr_number": 46795,
+          "similarity": 0.448,
+          "content_similarity": 0.346,
+          "size_similarity": 0.375,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/models/whisper/generation_whisper.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/whisper",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-46127-2",
       "pr_numbers": [
@@ -6060,7 +6280,7 @@
         46526
       ],
       "representative_pr_number": 41458,
-      "average_similarity": 0.436,
+      "average_similarity": 0.431,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/granitemoe/modular_granitemoe.py`, `src/transformers/models/granitemoe/modeling_granitemoe.py`, `src/transformers/models/granitemoeshared/modeling_granitemoeshared.py`; representative PR #41458.",
       "shared_filenames": [
         "src/transformers/models/granitemoe/modular_granitemoe.py",
@@ -6080,8 +6300,8 @@
         {
           "left_pr_number": 41458,
           "right_pr_number": 46526,
-          "similarity": 0.436,
-          "content_similarity": 0.474,
+          "similarity": 0.431,
+          "content_similarity": 0.467,
           "size_similarity": 0.024,
           "breadth_similarity": 0.646,
           "concentration_similarity": 0.717,
@@ -6550,7 +6770,7 @@
         46148
       ],
       "representative_pr_number": 45513,
-      "average_similarity": 0.39,
+      "average_similarity": 0.384,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/qwen3_next/modular_qwen3_next.py`, `src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py`, `src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py`; representative PR #45513.",
       "shared_filenames": [
         "src/transformers/models/qwen3_next/modular_qwen3_next.py",
@@ -6572,8 +6792,8 @@
         {
           "left_pr_number": 45513,
           "right_pr_number": 46148,
-          "similarity": 0.39,
-          "content_similarity": 0.374,
+          "similarity": 0.384,
+          "content_similarity": 0.364,
           "size_similarity": 0.229,
           "breadth_similarity": 0.536,
           "concentration_similarity": 0.812,

pr_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:dc2aed9c7adaa377dd3ccf6a9be58a3eb14608f35bf346692d28b29de89a22fa
-size 2114990
+oid sha256:757b963be1833e32fb213b1d294ee9deaef4892f5cb982de00088886f58c3d68
+size 2116384

pr_diffs.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:89abbd7a8e2fbb6edfc6e4ee97f8aeb7c2315052de8e4c0380c64e52167684c0
-size 64575623
+oid sha256:05c33dd56560e3bbb35973e98db98ef0c810abe36fce96515fd0c405eb51a953
+size 64611981

pr_files.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:a0d27c60643af853a6a7bd77d48965b2241824bba6d086c71c26b65d628a63be
-size 54110310
+oid sha256:4f488eaf92b306a4d7e0cba8c2dc4d396ba1bdc5a6ddb2a0a05e0d35b3ba85f4
+size 54112991

pull_requests.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:70535d52db5ee43087d866f536d57528c2b37b522b559b7fe50f22d708902f1b
-size 2519299
+oid sha256:409b0c91b3b33cacf4b9100cd1133ccef7dd90da0154fb0700b5c53a5e53e7c4
+size 2524262

review_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:5a6b7c448c4e3df24a23f887c6d2a30640b226f4c870937fdc7e878f648331e4
-size 3065085
+oid sha256:a464e85079c0836d852483ec53260fcea2826af695029055ded521cae2623029
+size 3065165

reviews.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:a1b9c6d03e5b9ed094987df3becddf8043ed01714794ac60c7718d2e369b96e6
-size 964112
+oid sha256:1aad45f3289ef91cc3ceb2b2fa50c80f4c90405c9def73016db0a58e6b1e3324
+size 964157

snapshots/20260621T180014Z/manifest.json

@@ -0,0 +1,41 @@
+{
+  "artifacts": {
+    "archived_pr_scope_clusters_json": "snapshots/20260621T180014Z/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": 14715,
+    "issues": 900,
+    "links": 5024,
+    "new_contributors": 355,
+    "pr_diffs": 2951,
+    "pr_files": 37909,
+    "pull_requests": 2951,
+    "review_comments": 17851,
+    "reviews": 10490,
+    "timeline_events": 58127
+  },
+  "crawl_started_at": "2026-06-21T18:00:14Z",
+  "delta_counts": {
+    "comments": 15,
+    "issue_stubs": 11,
+    "issues": 1,
+    "links": 23,
+    "pr_diffs": 10,
+    "pr_files": 397,
+    "pull_requests": 10,
+    "review_comments": 346,
+    "reviews": 177,
+    "timeline_events": 553
+  },
+  "extracted_at": "2026-06-21T18:00:14Z",
+  "repo": "huggingface/transformers",
+  "snapshot_id": "20260621T180014Z",
+  "watermark": {
+    "effective_since": "2026-06-21T12:00:38Z",
+    "next_since": "2026-06-21T18:00:14Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260621T120038Z/manifest.json",
-  "latest_snapshot_id": "20260621T120038Z",
+  "archived_manifest_path": "snapshots/20260621T180014Z/manifest.json",
+  "latest_snapshot_id": "20260621T180014Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-06-21T12:00:38Z",
+  "next_since": "2026-06-21T18:00:14Z",
   "repo": "huggingface/transformers",
-  "snapshot_dir": "snapshots/20260621T120038Z"
+  "snapshot_dir": "snapshots/20260621T180014Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-06-21T06:00:15Z",
-  "last_successful_snapshot_id": "20260621T120038Z",
-  "next_since": "2026-06-21T12:00:38Z",
+  "effective_since": "2026-06-21T12:00:38Z",
+  "last_successful_snapshot_id": "20260621T180014Z",
+  "next_since": "2026-06-21T18:00:14Z",
   "repo": "huggingface/transformers",
-  "updated_at": "2026-06-21T12:00:38Z"
+  "updated_at": "2026-06-21T18:00:14Z"
 }