Refresh transformers dataset snapshot 20260626T060016Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260626T000017Z`
+- latest snapshot: `20260626T060016Z`
 - 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 sha256:3e240edadef7f5accfb37c397611db770384b526dd79ba19dea753466f9ee471
-size 3253311
+oid sha256:78c7b13ef67bf68ac15f5e525c637bc7decc07765d6f4c1094f6f92a6eefb9e1
+size 3255184

events.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:46231e0250ee2323cc7dc2dce46a8779e169552b583deacb7aac210a84e53595
-size 966397
+oid sha256:4a6f9d9f7ca1194ecc186d06ab13edb0cae15b5f90cd91f481253f4d538d0f2c
+size 967077

issue_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:c5d572fe93d94173d7744f66f5c243d56dc907c2f4c9055cc41a2c639d12ac76
-size 1025801
+oid sha256:a7f7f78e9ed2e747910943eb134491414b1989a75702114dad548f209302131d
+size 1026218

issues.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:13c1a7d7c95ead468bb74b54c8959782c8dca719e5b0c3545d88fe951a484ecb
-size 1287377
+oid sha256:d39fa806329488a5f0ebe7c7943845418be8febc59af3d0a128d7a39ec138adb
+size 1288937

links.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b5b9f50233483088aa351e8b29dd36b29681bc4e73de932ba2a2ce78b837d8b4
-size 61763
+oid sha256:99a8ed4014474ff0e8a544970870cd41d56a73d7e6f5e3150a155fd82851cf36
+size 61865

manifest.json

@@ -1,41 +1,41 @@
 {
   "artifacts": {
-    "archived_pr_scope_clusters_json": "snapshots/20260626T000017Z/pr-scope-clusters.json",
+    "archived_pr_scope_clusters_json": "snapshots/20260626T060016Z/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": 15320,
-    "issues": 916,
-    "links": 5308,
-    "new_contributors": 352,
-    "pr_diffs": 3042,
-    "pr_files": 38485,
-    "pull_requests": 3042,
-    "review_comments": 18669,
-    "reviews": 10856,
-    "timeline_events": 59791
+    "comments": 15334,
+    "issues": 917,
+    "links": 5314,
+    "new_contributors": 353,
+    "pr_diffs": 3045,
+    "pr_files": 38492,
+    "pull_requests": 3045,
+    "review_comments": 18673,
+    "reviews": 10860,
+    "timeline_events": 59830
   },
-  "crawl_started_at": "2026-06-26T00:00:17Z",
+  "crawl_started_at": "2026-06-26T06:00:16Z",
   "delta_counts": {
-    "comments": 15,
-    "issue_stubs": 16,
-    "issues": 4,
-    "links": 31,
+    "comments": 14,
+    "issue_stubs": 14,
+    "issues": 2,
+    "links": 17,
     "pr_diffs": 12,
-    "pr_files": 69,
+    "pr_files": 120,
     "pull_requests": 12,
-    "review_comments": 12,
-    "reviews": 13,
-    "timeline_events": 215
+    "review_comments": 633,
+    "reviews": 238,
+    "timeline_events": 518
   },
-  "extracted_at": "2026-06-26T00:00:17Z",
+  "extracted_at": "2026-06-26T06:00:16Z",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260626T000017Z",
+  "snapshot_id": "20260626T060016Z",
   "watermark": {
-    "effective_since": "2026-06-25T18:00:18Z",
-    "next_since": "2026-06-26T00:00:17Z"
+    "effective_since": "2026-06-26T00:00:17Z",
+    "next_since": "2026-06-26T06:00:16Z"
   }
 }

new-contributors-report.json

@@ -1,25 +1,25 @@
 {
   "schema_version": "1.0",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260626T000017Z",
-  "generated_at": "2026-06-26T00:01:06Z",
+  "snapshot_id": "20260626T060016Z",
+  "generated_at": "2026-06-26T06:01:11Z",
   "window_days": 60,
   "max_authors": 0,
   "instrumentation": {
-    "selected_contributors": 352,
+    "selected_contributors": 353,
     "first_seen_in_snapshot": 1,
     "known_via_prior_merged_pr": 163,
-    "previous_primary_author_count": 1447,
-    "selected_seen_in_previous_primary": 351,
-    "previous_report_contributor_count": 351,
-    "selected_overlap_previous_report": 351,
+    "previous_primary_author_count": 1449,
+    "selected_seen_in_previous_primary": 352,
+    "previous_report_contributor_count": 352,
+    "selected_overlap_previous_report": 352,
     "selected_overlap_previous_report_rate": 0.9972,
-    "reused_previous_report_entries": 348,
+    "reused_previous_report_entries": 349,
     "reused_known_merged_contributors": 160,
     "live_fetches": 4,
     "window_anchor": "run_time",
     "window_anchor_cacheable": false,
-    "enrichment_elapsed_seconds": 3.308,
+    "enrichment_elapsed_seconds": 3.237,
     "enrichment_avg_seconds_per_author": 0.009,
     "enrichment_failures": 3
   },
@@ -972,14 +972,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or",
       "repo_first_seen_at": "2025-09-11T21:27:59Z",
-      "repo_last_seen_at": "2026-06-25T04:33:06Z",
+      "repo_last_seen_at": "2026-06-26T02:16:12Z",
       "repo_primary_artifact_count": 46,
-      "repo_artifact_count": 486,
+      "repo_artifact_count": 494,
       "snapshot_issue_count": 1,
       "snapshot_pr_count": 45,
       "snapshot_comment_count": 63,
-      "snapshot_review_count": 186,
-      "snapshot_review_comment_count": 191,
+      "snapshot_review_count": 190,
+      "snapshot_review_comment_count": 195,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -1225,12 +1225,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshaljanjani",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshaljanjani",
       "repo_first_seen_at": "2025-09-17T20:29:13Z",
-      "repo_last_seen_at": "2026-06-22T20:02:22Z",
+      "repo_last_seen_at": "2026-06-26T04:19:13Z",
       "repo_primary_artifact_count": 55,
-      "repo_artifact_count": 436,
+      "repo_artifact_count": 437,
       "snapshot_issue_count": 20,
       "snapshot_pr_count": 35,
-      "snapshot_comment_count": 109,
+      "snapshot_comment_count": 110,
       "snapshot_review_count": 136,
       "snapshot_review_comment_count": 136,
       "repo_association": "CONTRIBUTOR",
@@ -2243,12 +2243,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYangKai0616",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYangKai0616",
       "repo_first_seen_at": "2025-12-24T11:54:53Z",
-      "repo_last_seen_at": "2026-06-24T03:02:32Z",
+      "repo_last_seen_at": "2026-06-26T05:08:12Z",
       "repo_primary_artifact_count": 20,
-      "repo_artifact_count": 296,
+      "repo_artifact_count": 297,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 20,
-      "snapshot_comment_count": 28,
+      "snapshot_comment_count": 29,
       "snapshot_review_count": 124,
       "snapshot_review_comment_count": 124,
       "repo_association": "CONTRIBUTOR",
@@ -2399,12 +2399,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALinZiyuu",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALinZiyuu",
       "repo_first_seen_at": "2026-05-13T14:52:41Z",
-      "repo_last_seen_at": "2026-06-25T15:20:58Z",
+      "repo_last_seen_at": "2026-06-26T02:17:14Z",
       "repo_primary_artifact_count": 17,
-      "repo_artifact_count": 34,
+      "repo_artifact_count": 35,
       "snapshot_issue_count": 1,
       "snapshot_pr_count": 16,
-      "snapshot_comment_count": 17,
+      "snapshot_comment_count": 18,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "CONTRIBUTOR",
@@ -4333,6 +4333,83 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "kylesayrs",
+      "name": "Kyle Sayers",
+      "profile_url": "https://github.com/kylesayrs",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akylesayrs",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akylesayrs",
+      "repo_first_seen_at": "2025-07-28T19:40:18Z",
+      "repo_last_seen_at": "2026-06-26T02:23:51Z",
+      "repo_primary_artifact_count": 5,
+      "repo_artifact_count": 22,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 5,
+      "snapshot_comment_count": 4,
+      "snapshot_review_count": 5,
+      "snapshot_review_comment_count": 8,
+      "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": 3784,
+      "young_account": false,
+      "follow_through_score": "mixed",
+      "breadth_score": "moderate",
+      "automation_risk_signal": "medium",
+      "heuristic_note": "high recent PR volume; high open PR share",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 65,
+        "merged_pr_count": 35,
+        "closed_unmerged_pr_count": 2,
+        "open_pr_count": 28,
+        "merged_pr_rate": 0.5385,
+        "closed_unmerged_pr_rate": 0.0308,
+        "still_open_pr_rate": 0.4308,
+        "distinct_repos_with_authored_prs": 6,
+        "distinct_repos_with_open_prs": 6
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46902,
+            "title": "[Bugfix] Save disk-offloaded buffers",
+            "url": "https://github.com/huggingface/transformers/pull/46902",
+            "state": "open",
+            "merged": false,
+            "draft": true,
+            "created_at": "2026-06-26T02:23:51Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46849,
+            "title": "[Offloading] [Bugfix] Fix disk offloading of models with explicit tensor dtypes",
+            "url": "https://github.com/huggingface/transformers/pull/46849",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-06-23T16:54:17Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46749,
+            "title": "[Offloading] Support full disk offloading",
+            "url": "https://github.com/huggingface/transformers/pull/46749",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-06-18T16:06:25Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "McPatate",
       "name": "Luc Georges",
@@ -6694,85 +6771,8 @@
             "url": "https://github.com/huggingface/transformers/pull/45638",
             "state": "open",
             "merged": false,
-            "draft": true,
-            "created_at": "2026-04-24T15:24:02Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
-    {
-      "author_login": "kylesayrs",
-      "name": "Kyle Sayers",
-      "profile_url": "https://github.com/kylesayrs",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akylesayrs",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akylesayrs",
-      "repo_first_seen_at": "2025-07-28T19:40:18Z",
-      "repo_last_seen_at": "2026-06-23T16:54:17Z",
-      "repo_primary_artifact_count": 4,
-      "repo_artifact_count": 21,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 4,
-      "snapshot_comment_count": 4,
-      "snapshot_review_count": 5,
-      "snapshot_review_comment_count": 8,
-      "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": 3784,
-      "young_account": false,
-      "follow_through_score": "mixed",
-      "breadth_score": "moderate",
-      "automation_risk_signal": "medium",
-      "heuristic_note": "high recent PR volume; high open PR share",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 65,
-        "merged_pr_count": 35,
-        "closed_unmerged_pr_count": 2,
-        "open_pr_count": 28,
-        "merged_pr_rate": 0.5385,
-        "closed_unmerged_pr_rate": 0.0308,
-        "still_open_pr_rate": 0.4308,
-        "distinct_repos_with_authored_prs": 6,
-        "distinct_repos_with_open_prs": 6
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 46849,
-            "title": "[Offloading] [Bugfix] Fix disk offloading of models with explicit tensor dtypes",
-            "url": "https://github.com/huggingface/transformers/pull/46849",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-06-23T16:54:17Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46749,
-            "title": "[Offloading] Support full disk offloading",
-            "url": "https://github.com/huggingface/transformers/pull/46749",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-06-18T16:06:25Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 39770,
-            "title": "[Bugfix] Fix `AutoModel.from_pretrained(..., quantization_config=None)` regression",
-            "url": "https://github.com/huggingface/transformers/pull/39770",
-            "state": "closed",
-            "merged": false,
             "draft": false,
-            "created_at": "2025-07-29T23:09:01Z"
+            "created_at": "2026-04-24T15:24:02Z"
           }
         ],
         "issues": []
@@ -9516,6 +9516,73 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "praful-srinivasan-027",
+      "name": "A Praful Srinivasan",
+      "profile_url": "https://github.com/praful-srinivasan-027",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apraful-srinivasan-027",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apraful-srinivasan-027",
+      "repo_first_seen_at": "2026-06-25T18:51:59Z",
+      "repo_last_seen_at": "2026-06-26T05:14:35Z",
+      "repo_primary_artifact_count": 2,
+      "repo_artifact_count": 4,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 2,
+      "snapshot_comment_count": 2,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "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": 469,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 13,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 4,
+        "open_pr_count": 9,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.3077,
+        "still_open_pr_rate": 0.6923,
+        "distinct_repos_with_authored_prs": 3,
+        "distinct_repos_with_open_prs": 3
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46904,
+            "title": "Fix dtype casting for quantized multimodal embedders",
+            "url": "https://github.com/huggingface/transformers/pull/46904",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-26T05:13:25Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46896,
+            "title": "Update EvalPrediction annotations for batch_eval_metrics",
+            "url": "https://github.com/huggingface/transformers/pull/46896",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-25T18:51:59Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "primordialomegazero",
       "name": "DanFernandez",
@@ -13993,6 +14060,76 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "OmkumarSolanki",
+      "name": "Omkumar Solanki",
+      "profile_url": "https://github.com/OmkumarSolanki",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AOmkumarSolanki",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AOmkumarSolanki",
+      "repo_first_seen_at": "2026-06-26T02:23:31Z",
+      "repo_last_seen_at": "2026-06-26T02:24:39Z",
+      "repo_primary_artifact_count": 2,
+      "repo_artifact_count": 2,
+      "snapshot_issue_count": 1,
+      "snapshot_pr_count": 1,
+      "snapshot_comment_count": 0,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "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": 1018,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "moderate",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high recent PR volume; high open PR share; targets high-star repos",
+      "public_orgs": [
+        "CSYE6225-Network-Struct-Cloud-Computing"
+      ],
+      "activity": {
+        "visible_authored_pr_count": 32,
+        "merged_pr_count": 3,
+        "closed_unmerged_pr_count": 11,
+        "open_pr_count": 18,
+        "merged_pr_rate": 0.0938,
+        "closed_unmerged_pr_rate": 0.3438,
+        "still_open_pr_rate": 0.5625,
+        "distinct_repos_with_authored_prs": 6,
+        "distinct_repos_with_open_prs": 5
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46903,
+            "title": "Fix PPFormulaNet training-loss double-shift (train against labels, not labels[..., 1:])",
+            "url": "https://github.com/huggingface/transformers/pull/46903",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-26T02:24:39Z"
+          }
+        ],
+        "issues": [
+          {
+            "kind": "issue",
+            "number": 46901,
+            "title": "PPFormulaNet training-loss double-shift: trains against labels[..., 1:] instead of labels",
+            "url": "https://github.com/huggingface/transformers/issues/46901",
+            "state": "open",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-06-26T02:23:31Z"
+          }
+        ]
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "Reigenleif",
       "name": "Reigenlef",
@@ -20871,63 +21008,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "praful-srinivasan-027",
-      "name": "A Praful Srinivasan",
-      "profile_url": "https://github.com/praful-srinivasan-027",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apraful-srinivasan-027",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apraful-srinivasan-027",
-      "repo_first_seen_at": "2026-06-25T18:51:59Z",
-      "repo_last_seen_at": "2026-06-25T18:57:31Z",
-      "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 2,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 1,
-      "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": 469,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high open PR share; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 13,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 4,
-        "open_pr_count": 9,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 0.3077,
-        "still_open_pr_rate": 0.6923,
-        "distinct_repos_with_authored_prs": 3,
-        "distinct_repos_with_open_prs": 3
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 46896,
-            "title": "Update EvalPrediction annotations for batch_eval_metrics",
-            "url": "https://github.com/huggingface/transformers/pull/46896",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-06-25T18:51:59Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "pritishyuvraj",
       "name": "Pritish Yuvraj",

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260626T000017Z`
-- Generated: `2026-06-26T00:01:06Z`
+- Snapshot: `20260626T060016Z`
+- Generated: `2026-06-26T06:01:11Z`
 - Activity window: `60d`
-- Contributors: `352`
+- Contributors: `353`
 
 ## Summary
 
@@ -59,6 +59,7 @@
 | `CharlieKerfoot` | [profile](https://github.com/CharlieKerfoot) | no | CONTRIBUTOR | 1583d | `2026-05-03T18:22:43Z` | 5 | 0 | weak | moderate | low | high recent PR volume; targets high-star repos |
 | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `kamran-nizamani` | [profile](https://github.com/kamran-nizamani) | no | CONTRIBUTOR | 622d | `2026-06-11T21:16:42Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `kylesayrs` | [profile](https://github.com/kylesayrs) | no | CONTRIBUTOR | 3784d | `2025-07-28T19:40:18Z` | 5 | 0 | mixed | moderate | medium | high recent PR volume; high open PR share |
 | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-09-05T15:52:11Z` | 5 | 0 | strong | moderate | low | high recent PR volume |
 | `Sriniketh24` | [profile](https://github.com/Sriniketh24) | no | CONTRIBUTOR | 609d | `2026-05-18T14:39:34Z` | 5 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `sharmax-vikas` | [profile](https://github.com/sharmax-vikas) | no | CONTRIBUTOR | 702d | `2026-06-18T18:50:23Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
@@ -88,7 +89,6 @@
 | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3449d | `2026-03-09T09:03:10Z` | 5 | 0 | mixed | low | low | — |
 | `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2500d | `2025-10-30T12:45:06Z` | 4 | 1 | mixed | moderate | low | — |
 | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
-| `kylesayrs` | [profile](https://github.com/kylesayrs) | no | CONTRIBUTOR | 3784d | `2025-07-28T19:40:18Z` | 4 | 0 | mixed | moderate | medium | high recent PR volume; high open PR share |
 | `Abineshabee` | [profile](https://github.com/Abineshabee) | no | CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 3 | 2 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `gante` | [profile](https://github.com/gante) | no | CONTRIBUTOR | 4054d | `2023-02-24T12:09:33Z` | 3 | 2 | strong | low | low | 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 |
@@ -127,6 +127,7 @@
 | `nileshpatil6` | [profile](https://github.com/nileshpatil6) | no | CONTRIBUTOR | 1148d | `2026-05-16T14:53:41Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `otjdiepluong` | [profile](https://github.com/otjdiepluong) | no | NONE | 32d | `2026-05-14T03:52:29Z` | 2 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `poojansatani` | [profile](https://github.com/poojansatani) | no | FIRST_TIME_CONTRIBUTOR | 1048d | `2026-05-16T15:35:41Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `praful-srinivasan-027` | [profile](https://github.com/praful-srinivasan-027) | no | FIRST_TIME_CONTRIBUTOR | 469d | `2026-06-25T18:51:59Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `primordialomegazero` | [profile](https://github.com/primordialomegazero) | no | FIRST_TIME_CONTRIBUTOR | 98d | `2026-06-18T22:40:42Z` | 2 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
 | `punyamodi` | [profile](https://github.com/punyamodi) | no | CONTRIBUTOR | 2156d | `2026-06-12T08:32:21Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ranjithchinnanan` | [profile](https://github.com/ranjithchinnanan) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-05-05T12:03:53Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -187,6 +188,7 @@
 | `mjkmain` | [profile](https://github.com/mjkmain) | no | NONE | 2071d | `2026-06-04T22:13:07Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `nealwu` | [profile](https://github.com/nealwu) | no | CONTRIBUTOR | 5508d | `2026-05-12T03:11:36Z` | 1 | 1 | strong | low | low | — |
 | `nunq` | [profile](https://github.com/nunq) | no | CONTRIBUTOR | 2694d | `2026-05-08T00:29:00Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `OmkumarSolanki` | [profile](https://github.com/OmkumarSolanki) | yes | FIRST_TIME_CONTRIBUTOR | 1018d | `2026-06-26T02:23:31Z` | 1 | 1 | weak | moderate | low | high recent PR volume; high open PR share; targets high-star repos |
 | `Reigenleif` | [profile](https://github.com/Reigenleif) | no | NONE | 1631d | `2026-06-06T14:24:41Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `Sainava` | [profile](https://github.com/Sainava) | no | CONTRIBUTOR | 865d | `2026-06-09T09:43:45Z` | 1 | 1 | mixed | moderate | low | — |
 | `shubhammr21` | [profile](https://github.com/shubhammr21) | no | FIRST_TIME_CONTRIBUTOR | 4155d | `2026-05-22T10:45:10Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -306,7 +308,6 @@
 | `petecao` | [profile](https://github.com/petecao) | no | CONTRIBUTOR | 2982d | `2026-05-25T19:01:18Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `PHclaw` | [profile](https://github.com/PHclaw) | no | NONE | 26d | `2026-04-29T02:08:23Z` | 1 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
 | `PINKIIILQWQ` | [profile](https://github.com/PINKIIILQWQ) | no | NONE | 333d | `2026-06-16T20:11:32Z` | 1 | 0 | weak | high | medium | young account; high recent PR volume; broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `praful-srinivasan-027` | [profile](https://github.com/praful-srinivasan-027) | yes | FIRST_TIME_CONTRIBUTOR | 469d | `2026-06-25T18:51:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `pritishyuvraj` | [profile](https://github.com/pritishyuvraj) | no | FIRST_TIME_CONTRIBUTOR | 3913d | `2026-04-30T04:36:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `professoralbay` | [profile](https://github.com/professoralbay) | no | FIRST_TIMER | 780d | `2026-06-03T20:51:18Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Protocol-zero-0` | [profile](https://github.com/Protocol-zero-0) | no | NONE | 110d | `2026-05-16T15:42:56Z` | 1 | 0 | weak | very high | high | young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
@@ -615,12 +616,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
 - repo first seen: `2025-09-11T21:27:59Z`
-- repo last seen: `2026-06-25T04:33:06Z`
+- repo last seen: `2026-06-26T02:16:12Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **46**
 - snapshot authored PRs/issues: **45 PRs / 1 issues**
-- snapshot discussion activity: **63 comments / 186 reviews / 191 review comments**
+- snapshot discussion activity: **63 comments / 190 reviews / 195 review comments**
 - account age: **1813 days**
 - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
 - public orgs: none visible
@@ -686,12 +687,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshaljanjani)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshaljanjani)
 - repo first seen: `2025-09-17T20:29:13Z`
-- repo last seen: `2026-06-22T20:02:22Z`
+- repo last seen: `2026-06-26T04:19:13Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **55**
 - snapshot authored PRs/issues: **35 PRs / 20 issues**
-- snapshot discussion activity: **109 comments / 136 reviews / 136 review comments**
+- snapshot discussion activity: **110 comments / 136 reviews / 136 review comments**
 - account age: **1961 days**
 - recent public PR activity: **18 PRs** (15 merged / 0 closed-unmerged / 3 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
 - public orgs: none visible
@@ -955,12 +956,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYangKai0616)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYangKai0616)
 - repo first seen: `2025-12-24T11:54:53Z`
-- repo last seen: `2026-06-24T03:02:32Z`
+- repo last seen: `2026-06-26T05:08:12Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **20**
 - snapshot authored PRs/issues: **20 PRs / 0 issues**
-- snapshot discussion activity: **28 comments / 124 reviews / 124 review comments**
+- snapshot discussion activity: **29 comments / 124 reviews / 124 review comments**
 - account age: **1497 days**
 - recent public PR activity: **17 PRs** (8 merged / 3 closed-unmerged / 6 open; merged rate **47%**, closed-unmerged rate **18%**, open rate **35%**)
 - public orgs: none visible
@@ -1001,12 +1002,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALinZiyuu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALinZiyuu)
 - repo first seen: `2026-05-13T14:52:41Z`
-- repo last seen: `2026-06-25T15:20:58Z`
+- repo last seen: `2026-06-26T02:17:14Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **17**
 - snapshot authored PRs/issues: **16 PRs / 1 issues**
-- snapshot discussion activity: **17 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **18 comments / 0 reviews / 0 review comments**
 - account age: **1483 days**
 - recent public PR activity: **9 PRs** (1 merged / 1 closed-unmerged / 7 open; merged rate **11%**, closed-unmerged rate **11%**, open rate **78%**)
 - public orgs: none visible
@@ -1556,6 +1557,29 @@ Example artifacts:
 - [PR #46696: Fix inverted is_tracing condition causing FA2 long-context decode regression](https://github.com/huggingface/transformers/pull/46696) — open
 - [PR #46631: fix: beam search cache reorder for non-standard caches (Mamba, RWKV, …](https://github.com/huggingface/transformers/pull/46631) — closed
 
+### `kylesayrs`
+
+- profile: [github.com/kylesayrs](https://github.com/kylesayrs)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akylesayrs)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akylesayrs)
+- repo first seen: `2025-07-28T19:40:18Z`
+- repo last seen: `2026-06-26T02:23:51Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **5 PRs / 0 issues**
+- snapshot discussion activity: **4 comments / 5 reviews / 8 review comments**
+- account age: **3784 days**
+- recent public PR activity: **65 PRs** (35 merged / 2 closed-unmerged / 28 open; merged rate **54%**, closed-unmerged rate **3%**, open rate **43%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **medium**
+- heuristic read: **high recent PR volume; high open PR share**
+
+Example artifacts:
+- [PR #46902: [Bugfix] Save disk-offloaded buffers](https://github.com/huggingface/transformers/pull/46902) — open, draft
+- [PR #46849: [Offloading] [Bugfix] Fix disk offloading of models with explicit tensor dtypes](https://github.com/huggingface/transformers/pull/46849) — closed, merged
+- [PR #46749: [Offloading] Support full disk offloading](https://github.com/huggingface/transformers/pull/46749) — closed, merged
+
 ### `McPatate`
 
 - profile: [github.com/McPatate](https://github.com/McPatate)
@@ -2233,30 +2257,7 @@ Example artifacts:
 Example artifacts:
 - [PR #46433: feat(qwen3.5+trainer): MTP training loss plumbing aligned with #46229](https://github.com/huggingface/transformers/pull/46433) — closed
 - [PR #46428: Pr 46229](https://github.com/huggingface/transformers/pull/46428) — closed
-- [PR #45638: Add MTP training support for Qwen3.5](https://github.com/huggingface/transformers/pull/45638) — open, draft
-
-### `kylesayrs`
-
-- profile: [github.com/kylesayrs](https://github.com/kylesayrs)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akylesayrs)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akylesayrs)
-- repo first seen: `2025-07-28T19:40:18Z`
-- repo last seen: `2026-06-23T16:54:17Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 5 reviews / 8 review comments**
-- account age: **3784 days**
-- recent public PR activity: **65 PRs** (35 merged / 2 closed-unmerged / 28 open; merged rate **54%**, closed-unmerged rate **3%**, open rate **43%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **medium**
-- heuristic read: **high recent PR volume; high open PR share**
-
-Example artifacts:
-- [PR #46849: [Offloading] [Bugfix] Fix disk offloading of models with explicit tensor dtypes](https://github.com/huggingface/transformers/pull/46849) — closed, merged
-- [PR #46749: [Offloading] Support full disk offloading](https://github.com/huggingface/transformers/pull/46749) — closed, merged
-- [PR #39770: [Bugfix] Fix `AutoModel.from_pretrained(..., quantization_config=None)` regression](https://github.com/huggingface/transformers/pull/39770) — closed
+- [PR #45638: Add MTP training support for Qwen3.5](https://github.com/huggingface/transformers/pull/45638) — open
 
 ### `Abineshabee`
 
@@ -3112,6 +3113,28 @@ Example artifacts:
 - [PR #46040: fix: prevent OOM/hang in smart_resize for large images](https://github.com/huggingface/transformers/pull/46040) — closed
 - [PR #46007: docs: fix OOM/hang for Qwen dynamic resolution models by setting min_pixels and max_pixels](https://github.com/huggingface/transformers/pull/46007) — open
 
+### `praful-srinivasan-027`
+
+- profile: [github.com/praful-srinivasan-027](https://github.com/praful-srinivasan-027)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apraful-srinivasan-027)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apraful-srinivasan-027)
+- repo first seen: `2026-06-25T18:51:59Z`
+- repo last seen: `2026-06-26T05:14:35Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **469 days**
+- recent public PR activity: **13 PRs** (0 merged / 4 closed-unmerged / 9 open; merged rate **0%**, closed-unmerged rate **31%**, open rate **69%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46904: Fix dtype casting for quantized multimodal embedders](https://github.com/huggingface/transformers/pull/46904) — open
+- [PR #46896: Update EvalPrediction annotations for batch_eval_metrics](https://github.com/huggingface/transformers/pull/46896) — open
+
 ### `primordialomegazero`
 
 - profile: [github.com/primordialomegazero](https://github.com/primordialomegazero)
@@ -4472,6 +4495,28 @@ Example artifacts:
 - [PR #45835: fix: kosmos2.5: properly expand embeddings table](https://github.com/huggingface/transformers/pull/45835) — closed, merged
 - [Issue #45834: Kosmos2.5: index error on long ocr input](https://github.com/huggingface/transformers/issues/45834) — closed
 
+### `OmkumarSolanki`
+
+- profile: [github.com/OmkumarSolanki](https://github.com/OmkumarSolanki)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AOmkumarSolanki)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AOmkumarSolanki)
+- repo first seen: `2026-06-26T02:23:31Z`
+- repo last seen: `2026-06-26T02:24:39Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **1 PRs / 1 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **1018 days**
+- recent public PR activity: **32 PRs** (3 merged / 11 closed-unmerged / 18 open; merged rate **9%**, closed-unmerged rate **34%**, open rate **56%**)
+- public orgs: `CSYE6225-Network-Struct-Cloud-Computing`
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46903: Fix PPFormulaNet training-loss double-shift (train against labels, not labels[..., 1:])](https://github.com/huggingface/transformers/pull/46903) — open
+- [Issue #46901: PPFormulaNet training-loss double-shift: trains against labels[..., 1:] instead of labels](https://github.com/huggingface/transformers/issues/46901) — open
+
 ### `Reigenleif`
 
 - profile: [github.com/Reigenleif](https://github.com/Reigenleif)
@@ -6976,27 +7021,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46699: fix(sdpa): add MPS workarounds for bidirectional attention and value head dim bugs](https://github.com/huggingface/transformers/pull/46699) — closed
 
-### `praful-srinivasan-027`
-
-- profile: [github.com/praful-srinivasan-027](https://github.com/praful-srinivasan-027)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apraful-srinivasan-027)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apraful-srinivasan-027)
-- repo first seen: `2026-06-25T18:51:59Z`
-- repo last seen: `2026-06-25T18:57:31Z`
-- 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: **1 comments / 0 reviews / 0 review comments**
-- account age: **469 days**
-- recent public PR activity: **13 PRs** (0 merged / 4 closed-unmerged / 9 open; merged rate **0%**, closed-unmerged rate **31%**, open rate **69%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46896: Update EvalPrediction annotations for batch_eval_metrics](https://github.com/huggingface/transformers/pull/46896) — open
-
 ### `pritishyuvraj`
 
 - profile: [github.com/pritishyuvraj](https://github.com/pritishyuvraj)

new_contributors.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:9489cf0d31803e3004a94e64e004e17a072d25816f756cba57d44df04b75ee5d
-size 63669
+oid sha256:07aa1b01b43fa7650747be13031a35f3306a7767ad187f9beb676aa28eb5b412
+size 63879

pr-scope-clusters.json

@@ -1,7 +1,7 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260626T000017Z",
-  "generated_at": "2026-06-26T00:01:02Z",
+  "snapshot_id": "20260626T060016Z",
+  "generated_at": "2026-06-26T06:01:07Z",
   "cluster_count": 72,
   "pr_scope_clusters": [
     {
@@ -80,7 +80,7 @@
         {
           "left_pr_number": 43651,
           "right_pr_number": 45067,
-          "similarity": 0.511,
+          "similarity": 0.512,
           "content_similarity": 0.362,
           "size_similarity": 0.72,
           "breadth_similarity": 1.0,
@@ -112,8 +112,8 @@
         {
           "left_pr_number": 44257,
           "right_pr_number": 44660,
-          "similarity": 0.479,
-          "content_similarity": 0.256,
+          "similarity": 0.48,
+          "content_similarity": 0.257,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -177,7 +177,7 @@
           "left_pr_number": 44189,
           "right_pr_number": 44660,
           "similarity": 0.458,
-          "content_similarity": 0.297,
+          "content_similarity": 0.298,
           "size_similarity": 0.667,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -208,7 +208,7 @@
         {
           "left_pr_number": 44189,
           "right_pr_number": 45055,
-          "similarity": 0.442,
+          "similarity": 0.443,
           "content_similarity": 0.257,
           "size_similarity": 0.75,
           "breadth_similarity": 1.0,
@@ -224,8 +224,8 @@
         {
           "left_pr_number": 43636,
           "right_pr_number": 45067,
-          "similarity": 0.437,
-          "content_similarity": 0.316,
+          "similarity": 0.438,
+          "content_similarity": 0.317,
           "size_similarity": 0.44,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -241,7 +241,7 @@
           "left_pr_number": 44660,
           "right_pr_number": 45067,
           "similarity": 0.434,
-          "content_similarity": 0.354,
+          "content_similarity": 0.355,
           "size_similarity": 0.24,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -273,7 +273,7 @@
           "left_pr_number": 44189,
           "right_pr_number": 44257,
           "similarity": 0.428,
-          "content_similarity": 0.254,
+          "content_similarity": 0.255,
           "size_similarity": 0.667,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -286,11 +286,11 @@
           ]
         },
         {
-          "left_pr_number": 43636,
-          "right_pr_number": 44660,
-          "similarity": 0.419,
-          "content_similarity": 0.268,
-          "size_similarity": 0.545,
+          "left_pr_number": 43663,
+          "right_pr_number": 44257,
+          "similarity": 0.42,
+          "content_similarity": 0.334,
+          "size_similarity": 0.24,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -302,11 +302,11 @@
           ]
         },
         {
-          "left_pr_number": 43651,
-          "right_pr_number": 44123,
+          "left_pr_number": 43636,
+          "right_pr_number": 44660,
           "similarity": 0.419,
-          "content_similarity": 0.314,
-          "size_similarity": 0.327,
+          "content_similarity": 0.268,
+          "size_similarity": 0.545,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -318,11 +318,11 @@
           ]
         },
         {
-          "left_pr_number": 43663,
-          "right_pr_number": 44257,
+          "left_pr_number": 43651,
+          "right_pr_number": 44123,
           "similarity": 0.419,
-          "content_similarity": 0.333,
-          "size_similarity": 0.24,
+          "content_similarity": 0.314,
+          "size_similarity": 0.327,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -336,8 +336,8 @@
         {
           "left_pr_number": 43651,
           "right_pr_number": 44660,
-          "similarity": 0.414,
-          "content_similarity": 0.306,
+          "similarity": 0.415,
+          "content_similarity": 0.307,
           "size_similarity": 0.333,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -432,7 +432,7 @@
         {
           "left_pr_number": 43636,
           "right_pr_number": 44189,
-          "similarity": 0.39,
+          "similarity": 0.391,
           "content_similarity": 0.266,
           "size_similarity": 0.364,
           "breadth_similarity": 1.0,
@@ -446,11 +446,11 @@
           ]
         },
         {
-          "left_pr_number": 45055,
-          "right_pr_number": 45273,
+          "left_pr_number": 43651,
+          "right_pr_number": 44257,
           "similarity": 0.384,
-          "content_similarity": 0.192,
-          "size_similarity": 0.667,
+          "content_similarity": 0.262,
+          "size_similarity": 0.333,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -462,11 +462,11 @@
           ]
         },
         {
-          "left_pr_number": 43651,
-          "right_pr_number": 44257,
-          "similarity": 0.383,
-          "content_similarity": 0.262,
-          "size_similarity": 0.333,
+          "left_pr_number": 45055,
+          "right_pr_number": 45273,
+          "similarity": 0.384,
+          "content_similarity": 0.192,
+          "size_similarity": 0.667,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -513,7 +513,7 @@
           "left_pr_number": 44257,
           "right_pr_number": 45055,
           "similarity": 0.38,
-          "content_similarity": 0.221,
+          "content_similarity": 0.222,
           "size_similarity": 0.5,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -545,7 +545,7 @@
           "left_pr_number": 44123,
           "right_pr_number": 44189,
           "similarity": 0.374,
-          "content_similarity": 0.304,
+          "content_similarity": 0.305,
           "size_similarity": 0.073,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -577,7 +577,7 @@
           "left_pr_number": 43663,
           "right_pr_number": 45273,
           "similarity": 0.364,
-          "content_similarity": 0.288,
+          "content_similarity": 0.289,
           "size_similarity": 0.08,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -641,7 +641,7 @@
           "left_pr_number": 44123,
           "right_pr_number": 44257,
           "similarity": 0.35,
-          "content_similarity": 0.262,
+          "content_similarity": 0.263,
           "size_similarity": 0.109,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -656,7 +656,7 @@
         {
           "left_pr_number": 45067,
           "right_pr_number": 45273,
-          "similarity": 0.345,
+          "similarity": 0.346,
           "content_similarity": 0.262,
           "size_similarity": 0.08,
           "breadth_similarity": 1.0,
@@ -1079,7 +1079,7 @@
           "left_pr_number": 45668,
           "right_pr_number": 46718,
           "similarity": 0.81,
-          "content_similarity": 0.783,
+          "content_similarity": 0.784,
           "size_similarity": 0.773,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.912,
@@ -1440,7 +1440,7 @@
           "left_pr_number": 45996,
           "right_pr_number": 46651,
           "similarity": 0.477,
-          "content_similarity": 0.486,
+          "content_similarity": 0.485,
           "size_similarity": 0.265,
           "breadth_similarity": 0.583,
           "concentration_similarity": 0.783,
@@ -1458,8 +1458,8 @@
         {
           "left_pr_number": 45421,
           "right_pr_number": 45635,
-          "similarity": 0.46,
-          "content_similarity": 0.372,
+          "similarity": 0.461,
+          "content_similarity": 0.373,
           "size_similarity": 0.803,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.586,
@@ -1477,7 +1477,7 @@
           "left_pr_number": 44974,
           "right_pr_number": 46717,
           "similarity": 0.459,
-          "content_similarity": 0.332,
+          "content_similarity": 0.331,
           "size_similarity": 0.636,
           "breadth_similarity": 0.9,
           "concentration_similarity": 0.834,
@@ -1493,37 +1493,37 @@
           ]
         },
         {
-          "left_pr_number": 45635,
-          "right_pr_number": 46717,
-          "similarity": 0.418,
-          "content_similarity": 0.337,
-          "size_similarity": 0.375,
-          "breadth_similarity": 0.875,
-          "concentration_similarity": 0.763,
+          "left_pr_number": 44974,
+          "right_pr_number": 45421,
+          "similarity": 0.417,
+          "content_similarity": 0.296,
+          "size_similarity": 0.735,
+          "breadth_similarity": 0.667,
+          "concentration_similarity": 0.657,
           "shared_filenames": [
-            "src/transformers/core_model_loading.py",
-            "tests/utils/test_core_model_loading.py"
+            "src/transformers/core_model_loading.py"
           ],
           "shared_directories": [
             "src/transformers",
-            "tests/utils",
             "src",
             "tests"
           ]
         },
         {
-          "left_pr_number": 44974,
-          "right_pr_number": 45421,
+          "left_pr_number": 45635,
+          "right_pr_number": 46717,
           "similarity": 0.417,
-          "content_similarity": 0.296,
-          "size_similarity": 0.735,
-          "breadth_similarity": 0.667,
-          "concentration_similarity": 0.657,
+          "content_similarity": 0.336,
+          "size_similarity": 0.375,
+          "breadth_similarity": 0.875,
+          "concentration_similarity": 0.763,
           "shared_filenames": [
-            "src/transformers/core_model_loading.py"
+            "src/transformers/core_model_loading.py",
+            "tests/utils/test_core_model_loading.py"
           ],
           "shared_directories": [
             "src/transformers",
+            "tests/utils",
             "src",
             "tests"
           ]
@@ -1550,8 +1550,8 @@
         {
           "left_pr_number": 45996,
           "right_pr_number": 46717,
-          "similarity": 0.38,
-          "content_similarity": 0.271,
+          "similarity": 0.379,
+          "content_similarity": 0.27,
           "size_similarity": 0.268,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.995,
@@ -1586,8 +1586,8 @@
         {
           "left_pr_number": 46651,
           "right_pr_number": 46717,
-          "similarity": 0.299,
-          "content_similarity": 0.272,
+          "similarity": 0.298,
+          "content_similarity": 0.271,
           "size_similarity": 0.071,
           "breadth_similarity": 0.583,
           "concentration_similarity": 0.788,
@@ -1667,7 +1667,7 @@
         {
           "left_pr_number": 41606,
           "right_pr_number": 44543,
-          "similarity": 0.679,
+          "similarity": 0.68,
           "content_similarity": 0.654,
           "size_similarity": 0.583,
           "breadth_similarity": 1.0,
@@ -1726,7 +1726,7 @@
           "left_pr_number": 42668,
           "right_pr_number": 46161,
           "similarity": 0.572,
-          "content_similarity": 0.665,
+          "content_similarity": 0.666,
           "size_similarity": 0.253,
           "breadth_similarity": 0.216,
           "concentration_similarity": 0.937,
@@ -1946,7 +1946,7 @@
         46696
       ],
       "representative_pr_number": 43549,
-      "average_similarity": 0.496,
+      "average_similarity": 0.497,
       "summary": "5 open PRs share weighted file overlap around `src/transformers/modeling_flash_attention_utils.py`; representative PR #43549.",
       "shared_filenames": [
         "src/transformers/modeling_flash_attention_utils.py"
@@ -2200,7 +2200,7 @@
           "left_pr_number": 45438,
           "right_pr_number": 45883,
           "similarity": 0.544,
-          "content_similarity": 0.581,
+          "content_similarity": 0.582,
           "size_similarity": 0.392,
           "breadth_similarity": 0.325,
           "concentration_similarity": 0.92,
@@ -2218,8 +2218,8 @@
         {
           "left_pr_number": 45438,
           "right_pr_number": 46850,
-          "similarity": 0.488,
-          "content_similarity": 0.426,
+          "similarity": 0.489,
+          "content_similarity": 0.428,
           "size_similarity": 0.615,
           "breadth_similarity": 0.757,
           "concentration_similarity": 0.437,
@@ -2241,8 +2241,8 @@
         {
           "left_pr_number": 46642,
           "right_pr_number": 46850,
-          "similarity": 0.428,
-          "content_similarity": 0.251,
+          "similarity": 0.426,
+          "content_similarity": 0.249,
           "size_similarity": 0.811,
           "breadth_similarity": 0.85,
           "concentration_similarity": 0.909,
@@ -2285,8 +2285,8 @@
         {
           "left_pr_number": 45294,
           "right_pr_number": 46850,
-          "similarity": 0.402,
-          "content_similarity": 0.379,
+          "similarity": 0.404,
+          "content_similarity": 0.381,
           "size_similarity": 0.258,
           "breadth_similarity": 0.757,
           "concentration_similarity": 0.449,
@@ -2329,8 +2329,8 @@
         {
           "left_pr_number": 45883,
           "right_pr_number": 46850,
-          "similarity": 0.314,
-          "content_similarity": 0.337,
+          "similarity": 0.316,
+          "content_similarity": 0.339,
           "size_similarity": 0.241,
           "breadth_similarity": 0.243,
           "concentration_similarity": 0.357,
@@ -2348,7 +2348,7 @@
         {
           "left_pr_number": 45883,
           "right_pr_number": 46642,
-          "similarity": 0.302,
+          "similarity": 0.303,
           "content_similarity": 0.308,
           "size_similarity": 0.297,
           "breadth_similarity": 0.2,
@@ -2376,7 +2376,7 @@
         46831
       ],
       "representative_pr_number": 46831,
-      "average_similarity": 0.365,
+      "average_similarity": 0.364,
       "summary": "5 open PRs share weighted file overlap around `src/transformers/models/qwen3_5/modeling_qwen3_5.py`, `src/transformers/models/qwen3_next/modular_qwen3_next.py`, `src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py`; representative PR #46831.",
       "shared_filenames": [
         "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
@@ -2400,8 +2400,8 @@
         {
           "left_pr_number": 45513,
           "right_pr_number": 46831,
-          "similarity": 0.489,
-          "content_similarity": 0.565,
+          "similarity": 0.488,
+          "content_similarity": 0.564,
           "size_similarity": 0.043,
           "breadth_similarity": 0.464,
           "concentration_similarity": 0.812,
@@ -2447,8 +2447,8 @@
         {
           "left_pr_number": 46148,
           "right_pr_number": 46831,
-          "similarity": 0.436,
-          "content_similarity": 0.386,
+          "similarity": 0.435,
+          "content_similarity": 0.385,
           "size_similarity": 0.188,
           "breadth_similarity": 0.875,
           "concentration_similarity": 1.0,
@@ -2470,8 +2470,8 @@
         {
           "left_pr_number": 45707,
           "right_pr_number": 46831,
-          "similarity": 0.382,
-          "content_similarity": 0.45,
+          "similarity": 0.381,
+          "content_similarity": 0.449,
           "size_similarity": 0.133,
           "breadth_similarity": 0.267,
           "concentration_similarity": 0.4,
@@ -2486,13 +2486,13 @@
           ]
         },
         {
-          "left_pr_number": 46148,
-          "right_pr_number": 46817,
-          "similarity": 0.381,
-          "content_similarity": 0.331,
-          "size_similarity": 0.075,
-          "breadth_similarity": 0.917,
-          "concentration_similarity": 0.933,
+          "left_pr_number": 45513,
+          "right_pr_number": 46148,
+          "similarity": 0.38,
+          "content_similarity": 0.359,
+          "size_similarity": 0.229,
+          "breadth_similarity": 0.536,
+          "concentration_similarity": 0.812,
           "shared_filenames": [
             "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
             "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
@@ -2511,13 +2511,13 @@
           ]
         },
         {
-          "left_pr_number": 45513,
-          "right_pr_number": 46148,
+          "left_pr_number": 46148,
+          "right_pr_number": 46817,
           "similarity": 0.38,
-          "content_similarity": 0.36,
-          "size_similarity": 0.229,
-          "breadth_similarity": 0.536,
-          "concentration_similarity": 0.812,
+          "content_similarity": 0.33,
+          "size_similarity": 0.075,
+          "breadth_similarity": 0.917,
+          "concentration_similarity": 0.933,
           "shared_filenames": [
             "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
             "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
@@ -2564,8 +2564,8 @@
         {
           "left_pr_number": 45707,
           "right_pr_number": 46817,
-          "similarity": 0.347,
-          "content_similarity": 0.371,
+          "similarity": 0.346,
+          "content_similarity": 0.37,
           "size_similarity": 0.333,
           "breadth_similarity": 0.208,
           "concentration_similarity": 0.333,
@@ -2582,8 +2582,8 @@
         {
           "left_pr_number": 45513,
           "right_pr_number": 45707,
-          "similarity": 0.204,
-          "content_similarity": 0.258,
+          "similarity": 0.203,
+          "content_similarity": 0.257,
           "size_similarity": 0.006,
           "breadth_similarity": 0.121,
           "concentration_similarity": 0.212,
@@ -2600,8 +2600,8 @@
         {
           "left_pr_number": 45707,
           "right_pr_number": 46148,
-          "similarity": 0.192,
-          "content_similarity": 0.209,
+          "similarity": 0.19,
+          "content_similarity": 0.205,
           "size_similarity": 0.025,
           "breadth_similarity": 0.225,
           "concentration_similarity": 0.4,
@@ -2696,7 +2696,7 @@
         {
           "left_pr_number": 42976,
           "right_pr_number": 46885,
-          "similarity": 0.553,
+          "similarity": 0.554,
           "content_similarity": 0.529,
           "size_similarity": 0.479,
           "breadth_similarity": 0.617,
@@ -2744,7 +2744,7 @@
           "left_pr_number": 42976,
           "right_pr_number": 45077,
           "similarity": 0.47,
-          "content_similarity": 0.489,
+          "content_similarity": 0.49,
           "size_similarity": 0.074,
           "breadth_similarity": 0.659,
           "concentration_similarity": 1.0,
@@ -2793,7 +2793,7 @@
         45985
       ],
       "representative_pr_number": 45985,
-      "average_similarity": 0.505,
+      "average_similarity": 0.504,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
       "shared_filenames": [
         "src/transformers/generation/utils.py"
@@ -2808,7 +2808,7 @@
           "left_pr_number": 34667,
           "right_pr_number": 45985,
           "similarity": 0.598,
-          "content_similarity": 0.483,
+          "content_similarity": 0.482,
           "size_similarity": 0.733,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2824,8 +2824,8 @@
         {
           "left_pr_number": 39683,
           "right_pr_number": 45985,
-          "similarity": 0.597,
-          "content_similarity": 0.498,
+          "similarity": 0.596,
+          "content_similarity": 0.497,
           "size_similarity": 0.652,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2842,7 +2842,7 @@
           "left_pr_number": 34667,
           "right_pr_number": 39683,
           "similarity": 0.525,
-          "content_similarity": 0.434,
+          "content_similarity": 0.433,
           "size_similarity": 0.478,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2859,7 +2859,7 @@
           "left_pr_number": 44872,
           "right_pr_number": 45985,
           "similarity": 0.457,
-          "content_similarity": 0.396,
+          "content_similarity": 0.395,
           "size_similarity": 0.2,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2876,7 +2876,7 @@
           "left_pr_number": 34667,
           "right_pr_number": 44872,
           "similarity": 0.432,
-          "content_similarity": 0.345,
+          "content_similarity": 0.344,
           "size_similarity": 0.273,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2893,7 +2893,7 @@
           "left_pr_number": 39683,
           "right_pr_number": 44872,
           "similarity": 0.418,
-          "content_similarity": 0.356,
+          "content_similarity": 0.355,
           "size_similarity": 0.13,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2932,7 +2932,7 @@
           "left_pr_number": 44615,
           "right_pr_number": 46152,
           "similarity": 0.623,
-          "content_similarity": 0.551,
+          "content_similarity": 0.55,
           "size_similarity": 0.583,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2965,8 +2965,8 @@
         {
           "left_pr_number": 44385,
           "right_pr_number": 44615,
-          "similarity": 0.41,
-          "content_similarity": 0.339,
+          "similarity": 0.409,
+          "content_similarity": 0.338,
           "size_similarity": 0.371,
           "breadth_similarity": 0.667,
           "concentration_similarity": 1.0,
@@ -3000,7 +3000,7 @@
           "left_pr_number": 44615,
           "right_pr_number": 45060,
           "similarity": 0.314,
-          "content_similarity": 0.24,
+          "content_similarity": 0.239,
           "size_similarity": 0.614,
           "breadth_similarity": 0.333,
           "concentration_similarity": 0.421,
@@ -3178,8 +3178,8 @@
         {
           "left_pr_number": 45932,
           "right_pr_number": 46780,
-          "similarity": 0.608,
-          "content_similarity": 0.637,
+          "similarity": 0.609,
+          "content_similarity": 0.638,
           "size_similarity": 0.322,
           "breadth_similarity": 0.679,
           "concentration_similarity": 0.916,
@@ -3211,7 +3211,7 @@
           "left_pr_number": 45932,
           "right_pr_number": 46174,
           "similarity": 0.593,
-          "content_similarity": 0.631,
+          "content_similarity": 0.632,
           "size_similarity": 0.248,
           "breadth_similarity": 0.679,
           "concentration_similarity": 0.916,
@@ -3409,7 +3409,7 @@
         {
           "left_pr_number": 46207,
           "right_pr_number": 46890,
-          "similarity": 0.575,
+          "similarity": 0.574,
           "content_similarity": 0.512,
           "size_similarity": 0.5,
           "breadth_similarity": 1.0,
@@ -3429,7 +3429,7 @@
           "left_pr_number": 44940,
           "right_pr_number": 46207,
           "similarity": 0.542,
-          "content_similarity": 0.454,
+          "content_similarity": 0.453,
           "size_similarity": 0.662,
           "breadth_similarity": 0.833,
           "concentration_similarity": 0.839,
@@ -3574,10 +3574,10 @@
         {
           "left_pr_number": 44114,
           "right_pr_number": 46196,
-          "similarity": 0.677,
-          "content_similarity": 0.715,
-          "size_similarity": 0.442,
-          "breadth_similarity": 0.606,
+          "similarity": 0.681,
+          "content_similarity": 0.713,
+          "size_similarity": 0.443,
+          "breadth_similarity": 0.659,
           "concentration_similarity": 0.994,
           "shared_filenames": [
             "src/transformers/models/data2vec/modeling_data2vec_audio.py",
@@ -3640,10 +3640,10 @@
         {
           "left_pr_number": 45720,
           "right_pr_number": 46196,
-          "similarity": 0.393,
-          "content_similarity": 0.322,
+          "similarity": 0.391,
+          "content_similarity": 0.321,
           "size_similarity": 0.243,
-          "breadth_similarity": 0.821,
+          "breadth_similarity": 0.798,
           "concentration_similarity": 0.995,
           "shared_filenames": [
             "src/transformers/models/data2vec/modeling_data2vec_audio.py",
@@ -3925,7 +3925,7 @@
         {
           "left_pr_number": 45548,
           "right_pr_number": 45649,
-          "similarity": 0.513,
+          "similarity": 0.514,
           "content_similarity": 0.523,
           "size_similarity": 0.149,
           "breadth_similarity": 0.75,
@@ -3942,7 +3942,7 @@
           "left_pr_number": 45649,
           "right_pr_number": 45655,
           "similarity": 0.513,
-          "content_similarity": 0.351,
+          "content_similarity": 0.352,
           "size_similarity": 0.778,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3957,7 +3957,7 @@
         {
           "left_pr_number": 45548,
           "right_pr_number": 45655,
-          "similarity": 0.356,
+          "similarity": 0.357,
           "content_similarity": 0.29,
           "size_similarity": 0.191,
           "breadth_similarity": 0.75,
@@ -4141,7 +4141,7 @@
         46124
       ],
       "representative_pr_number": 42655,
-      "average_similarity": 0.423,
+      "average_similarity": 0.422,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/candidate_generator.py`, `tests/generation/test_utils.py`, `src/transformers/generation/utils.py`; representative PR #42655.",
       "shared_filenames": [
         "src/transformers/generation/candidate_generator.py",
@@ -4159,8 +4159,8 @@
         {
           "left_pr_number": 32189,
           "right_pr_number": 42655,
-          "similarity": 0.464,
-          "content_similarity": 0.501,
+          "similarity": 0.463,
+          "content_similarity": 0.5,
           "size_similarity": 0.231,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.568,
@@ -4178,7 +4178,7 @@
           "left_pr_number": 42655,
           "right_pr_number": 46124,
           "similarity": 0.408,
-          "content_similarity": 0.462,
+          "content_similarity": 0.461,
           "size_similarity": 0.038,
           "breadth_similarity": 0.417,
           "concentration_similarity": 0.753,
@@ -4197,8 +4197,8 @@
         {
           "left_pr_number": 32189,
           "right_pr_number": 46124,
-          "similarity": 0.397,
-          "content_similarity": 0.354,
+          "similarity": 0.396,
+          "content_similarity": 0.353,
           "size_similarity": 0.165,
           "breadth_similarity": 0.833,
           "concentration_similarity": 0.815,
@@ -4221,7 +4221,7 @@
         46211
       ],
       "representative_pr_number": 45742,
-      "average_similarity": 0.419,
+      "average_similarity": 0.418,
       "summary": "3 open PRs share weighted file overlap around `tests/models/llama/test_modeling_llama.py`, `src/transformers/models/llama/configuration_llama.py`, `src/transformers/models/llama/modeling_llama.py`; representative PR #45742.",
       "shared_filenames": [
         "tests/models/llama/test_modeling_llama.py",
@@ -4304,7 +4304,7 @@
         46775
       ],
       "representative_pr_number": 44889,
-      "average_similarity": 0.383,
+      "average_similarity": 0.384,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/trainer.py`, `tests/trainer/distributed/test_trainer_distributed_deepspeed.py`; representative PR #44889.",
       "shared_filenames": [
         "src/transformers/trainer.py",
@@ -4384,7 +4384,7 @@
         44550
       ],
       "representative_pr_number": 44550,
-      "average_similarity": 0.367,
+      "average_similarity": 0.366,
       "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
       "shared_filenames": [],
       "shared_directories": [
@@ -4397,8 +4397,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44550,
-          "similarity": 0.39,
-          "content_similarity": 0.128,
+          "similarity": 0.389,
+          "content_similarity": 0.127,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4413,8 +4413,8 @@
         {
           "left_pr_number": 44407,
           "right_pr_number": 44550,
-          "similarity": 0.36,
-          "content_similarity": 0.095,
+          "similarity": 0.359,
+          "content_similarity": 0.094,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4428,8 +4428,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44407,
-          "similarity": 0.351,
-          "content_similarity": 0.082,
+          "similarity": 0.35,
+          "content_similarity": 0.081,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4964,7 +4964,7 @@
         "src/transformers/models/canine",
         "src/transformers/models/moshi",
         "src/transformers/models/plbart",
-        "src/transformers/models/pp_formulanet"
+        "src/transformers/models/prophetnet"
       ],
       "pairwise": [
         {
@@ -5179,6 +5179,45 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45638-2",
+      "pr_numbers": [
+        45638,
+        46229
+      ],
+      "representative_pr_number": 45638,
+      "average_similarity": 0.572,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/mtp.py`; representative PR #45638.",
+      "shared_filenames": [
+        "src/transformers/generation/mtp.py"
+      ],
+      "shared_directories": [
+        "src/transformers/generation",
+        "src/transformers/models",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45638,
+          "right_pr_number": 46229,
+          "similarity": 0.572,
+          "content_similarity": 0.581,
+          "size_similarity": 0.612,
+          "breadth_similarity": 0.396,
+          "concentration_similarity": 0.67,
+          "shared_filenames": [
+            "src/transformers/generation/mtp.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-44228-2",
       "pr_numbers": [
@@ -6379,39 +6418,6 @@
           ]
         }
       ]
-    },
-    {
-      "cluster_id": "pr-scope-45851-2",
-      "pr_numbers": [
-        45851,
-        46357
-      ],
-      "representative_pr_number": 45851,
-      "average_similarity": 0.34,
-      "summary": "2 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #45851.",
-      "shared_filenames": [],
-      "shared_directories": [
-        "docs/source/en",
-        "docs/source",
-        "docs"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 45851,
-          "right_pr_number": 46357,
-          "similarity": 0.34,
-          "content_similarity": 0.109,
-          "size_similarity": 0.761,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [],
-          "shared_directories": [
-            "docs/source/en",
-            "docs/source",
-            "docs"
-          ]
-        }
-      ]
     }
   ]
 }

pr_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:67e161cf6c7a1002c2ce0b50a6519d548f0b36a10fe500c5d49e9b5b55447321
-size 2198630
+oid sha256:8ec5c555799657c9bb771ce527beb137cce255925b677ab59eb4277535f317ef
+size 2200166

pr_diffs.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:127c099f50224f030a236a6fe2918f2b69d929c0f255e3149ed1009744a7c0b6
-size 72852613
+oid sha256:40945bc673e9beac584d425c99f25f983c9236ba19fade5b6a98584b8a232803
+size 72818501

pr_files.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:4dc823793314194ab028200a73aabfbe5f15ecdf2d1188b82388bd53405e43b1
-size 54657187
+oid sha256:9fef927f4e7a6e770c7a98010ba5ac192517f115475f850d0beb9bea83b49d28
+size 54648962

pull_requests.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f1fdcd79981593e37fb597f0eb08e36fa929e109ddf2b5951d21f507cb950eb4
-size 2618175
+oid sha256:4c4fa9060d4e3a71f1b54636e9c810197e02f6ff4b22d2df3b45bb2dbdc686a6
+size 2620726

review_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:bbf84657e47345ca574ebbe484e7129938e2b21457cee97308a20ead2fa36aef
-size 3183622
+oid sha256:a4f189aa8f86f84c5c09fb2aceb8a94866ee58b3752a7562ab8eae11432c3704
+size 3185266

reviews.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e45b3b7037932ecc06abb2217d981d102562d14ec7cc2565f5d1ec2203f06ca6
-size 996098
+oid sha256:9ba749cb36976cbae51ba24c20352db6b9fb1e071f589ca2b323f43c301ab21d
+size 996362

snapshots/20260626T060016Z/manifest.json

@@ -0,0 +1,41 @@
+{
+  "artifacts": {
+    "archived_pr_scope_clusters_json": "snapshots/20260626T060016Z/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": 15334,
+    "issues": 917,
+    "links": 5314,
+    "new_contributors": 353,
+    "pr_diffs": 3045,
+    "pr_files": 38492,
+    "pull_requests": 3045,
+    "review_comments": 18673,
+    "reviews": 10860,
+    "timeline_events": 59830
+  },
+  "crawl_started_at": "2026-06-26T06:00:16Z",
+  "delta_counts": {
+    "comments": 14,
+    "issue_stubs": 14,
+    "issues": 2,
+    "links": 17,
+    "pr_diffs": 12,
+    "pr_files": 120,
+    "pull_requests": 12,
+    "review_comments": 633,
+    "reviews": 238,
+    "timeline_events": 518
+  },
+  "extracted_at": "2026-06-26T06:00:16Z",
+  "repo": "huggingface/transformers",
+  "snapshot_id": "20260626T060016Z",
+  "watermark": {
+    "effective_since": "2026-06-26T00:00:17Z",
+    "next_since": "2026-06-26T06:00:16Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260626T000017Z/manifest.json",
-  "latest_snapshot_id": "20260626T000017Z",
+  "archived_manifest_path": "snapshots/20260626T060016Z/manifest.json",
+  "latest_snapshot_id": "20260626T060016Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-06-26T00:00:17Z",
+  "next_since": "2026-06-26T06:00:16Z",
   "repo": "huggingface/transformers",
-  "snapshot_dir": "snapshots/20260626T000017Z"
+  "snapshot_dir": "snapshots/20260626T060016Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-06-25T18:00:18Z",
-  "last_successful_snapshot_id": "20260626T000017Z",
-  "next_since": "2026-06-26T00:00:17Z",
+  "effective_since": "2026-06-26T00:00:17Z",
+  "last_successful_snapshot_id": "20260626T060016Z",
+  "next_since": "2026-06-26T06:00:16Z",
   "repo": "huggingface/transformers",
-  "updated_at": "2026-06-26T00:00:17Z"
+  "updated_at": "2026-06-26T06:00:16Z"
 }