Datasets:

evalstate
/

transformers-pr

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 Notes:
-- latest snapshot: `20260623T060018Z`
 - 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

 - eval set creation
 Notes:
+- latest snapshot: `20260623T120018Z`
 - 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 CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b6e70499b0e1a6ddff764a51e0fa221b8f0ad5e965cf77e7b5dac2b56f1b51bd
-size 3175701

 version https://git-lfs.github.com/spec/v1
+oid sha256:12607f7c00a8f5ff52548c0634af15f291fd6a06f958d2ae78510bf8f13eec06
+size 3182671

events.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:7c6abf30ef6384aad4f975ae324038013374b9c848eef1990398595c01c1f425
-size 947113

 version https://git-lfs.github.com/spec/v1
+oid sha256:1ae5481f69cb7c2b3bb6977628e0333975a774f7c9445d8dd70b61014d487d7b
+size 949341

issue_comments.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:12b63b1a7945448fa7d64b0989903bee0806a65d35886dc7ba134289cbecd5af
-size 1002061

 version https://git-lfs.github.com/spec/v1
+oid sha256:1f8229a60595e74529d57cf229d4426036a66b9681bef6d6ab02cdf4e8fece68
+size 1002764

issues.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:8e6fed7be6bb3575693afb6212cc888369879189654ac365dcf88d293d26a74c
-size 1269462

 version https://git-lfs.github.com/spec/v1
+oid sha256:25fb1acc0822695079178b39ecde42c7e0dc79fcddef7310daa501d706df7cb1
+size 1271096

links.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e0a23833d515af04885617c213fc1c9a4ffb819e0d0af9bc5a35031a7918882b
-size 60343

 version https://git-lfs.github.com/spec/v1
+oid sha256:6c73a7b798a4644ecb422d264f1aa8893d94b27d5e4ed97b2e2b713a1cc0a0fa
+size 60476

manifest.json CHANGED Viewed

@@ -1,41 +1,41 @@
 {
   "artifacts": {
-    "archived_pr_scope_clusters_json": "snapshots/20260623T060018Z/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": 14909,
-    "issues": 905,
-    "links": 5068,
-    "new_contributors": 347,
-    "pr_diffs": 2983,
-    "pr_files": 38060,
-    "pull_requests": 2983,
-    "review_comments": 18097,
-    "reviews": 10571,
-    "timeline_events": 58664
   },
-  "crawl_started_at": "2026-06-23T06:00:18Z",
   "delta_counts": {
-    "comments": 26,
-    "issue_stubs": 23,
-    "issues": 2,
-    "links": 21,
-    "pr_diffs": 21,
-    "pr_files": 404,
-    "pull_requests": 21,
-    "review_comments": 66,
-    "reviews": 49,
-    "timeline_events": 374
   },
-  "extracted_at": "2026-06-23T06:00:18Z",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260623T060018Z",
   "watermark": {
-    "effective_since": "2026-06-23T00:00:22Z",
-    "next_since": "2026-06-23T06:00:18Z"
   }
 }

 {
   "artifacts": {
+    "archived_pr_scope_clusters_json": "snapshots/20260623T120018Z/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": 14971,
+    "issues": 906,
+    "links": 5078,
+    "new_contributors": 348,
+    "pr_diffs": 2994,
+    "pr_files": 38133,
+    "pull_requests": 2994,
+    "review_comments": 18155,
+    "reviews": 10605,
+    "timeline_events": 58814
   },
+  "crawl_started_at": "2026-06-23T12:00:18Z",
   "delta_counts": {
+    "comments": 63,
+    "issue_stubs": 41,
+    "issues": 5,
+    "links": 37,
+    "pr_diffs": 36,
+    "pr_files": 701,
+    "pull_requests": 36,
+    "review_comments": 592,
+    "reviews": 261,
+    "timeline_events": 1105
   },
+  "extracted_at": "2026-06-23T12:00:18Z",
   "repo": "huggingface/transformers",
+  "snapshot_id": "20260623T120018Z",
   "watermark": {
+    "effective_since": "2026-06-23T06:00:18Z",
+    "next_since": "2026-06-23T12:00:18Z"
   }
 }

new-contributors-report.json CHANGED Viewed

@@ -1,26 +1,26 @@
 {
   "schema_version": "1.0",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260623T060018Z",
-  "generated_at": "2026-06-23T06:01:29Z",
   "window_days": 60,
   "max_authors": 0,
   "instrumentation": {
-    "selected_contributors": 347,
-    "first_seen_in_snapshot": 1,
-    "known_via_prior_merged_pr": 156,
-    "previous_primary_author_count": 1433,
-    "selected_seen_in_previous_primary": 346,
     "previous_report_contributor_count": 347,
-    "selected_overlap_previous_report": 346,
-    "selected_overlap_previous_report_rate": 0.9971,
-    "reused_previous_report_entries": 343,
-    "reused_known_merged_contributors": 153,
-    "live_fetches": 4,
     "window_anchor": "run_time",
     "window_anchor_cacheable": false,
-    "enrichment_elapsed_seconds": 5.592,
-    "enrichment_avg_seconds_per_author": 0.016,
     "enrichment_failures": 3
   },
   "contributors": [
@@ -407,14 +407,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp",
       "repo_first_seen_at": "2024-09-26T09:23:39Z",
-      "repo_last_seen_at": "2026-06-22T14:41:30Z",
-      "repo_primary_artifact_count": 92,
-      "repo_artifact_count": 3967,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 92,
-      "snapshot_comment_count": 655,
-      "snapshot_review_count": 1015,
-      "snapshot_review_comment_count": 2205,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -445,6 +445,16 @@
       },
       "examples": {
         "pull_requests": [
           {
             "kind": "pull_request",
             "number": 46767,
@@ -464,16 +474,6 @@
             "merged": true,
             "draft": false,
             "created_at": "2026-06-15T10:53:12Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46654,
-            "title": "DiffusionGemma: mask layout and CI",
-            "url": "https://github.com/huggingface/transformers/pull/46654",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-06-15T09:20:34Z"
           }
         ],
         "issues": []
@@ -695,14 +695,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu",
       "repo_first_seen_at": "2025-08-26T12:13:50Z",
-      "repo_last_seen_at": "2026-06-22T19:42:22Z",
       "repo_primary_artifact_count": 56,
-      "repo_artifact_count": 7267,
       "snapshot_issue_count": 2,
       "snapshot_pr_count": 54,
-      "snapshot_comment_count": 706,
-      "snapshot_review_count": 1292,
-      "snapshot_review_comment_count": 5213,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -893,12 +893,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1",
       "repo_first_seen_at": "2023-02-27T14:00:41Z",
-      "repo_last_seen_at": "2026-06-22T13:58:52Z",
       "repo_primary_artifact_count": 46,
-      "repo_artifact_count": 1316,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 46,
-      "snapshot_comment_count": 809,
       "snapshot_review_count": 295,
       "snapshot_review_comment_count": 166,
       "repo_association": "MEMBER",
@@ -972,11 +972,11 @@
       "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": "2026-06-23T02:13:26Z",
-      "repo_primary_artifact_count": 45,
-      "repo_artifact_count": 448,
       "snapshot_issue_count": 1,
-      "snapshot_pr_count": 44,
       "snapshot_comment_count": 62,
       "snapshot_review_count": 168,
       "snapshot_review_comment_count": 173,
@@ -1007,6 +1007,16 @@
       },
       "examples": {
         "pull_requests": [
           {
             "kind": "pull_request",
             "number": 46765,
@@ -1026,16 +1036,6 @@
             "merged": false,
             "draft": false,
             "created_at": "2026-06-17T08:05:58Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46680,
-            "title": "[Fix] Serve drops some attributes at serialization",
-            "url": "https://github.com/huggingface/transformers/pull/46680",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-06-16T01:33:44Z"
           }
         ],
         "issues": [
@@ -1412,11 +1412,11 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng",
       "repo_first_seen_at": "2024-03-21T04:37:45Z",
-      "repo_last_seen_at": "2026-06-23T02:12:28Z",
-      "repo_primary_artifact_count": 32,
-      "repo_artifact_count": 184,
       "snapshot_issue_count": 4,
-      "snapshot_pr_count": 28,
       "snapshot_comment_count": 62,
       "snapshot_review_count": 45,
       "snapshot_review_comment_count": 45,
@@ -1447,6 +1447,16 @@
       },
       "examples": {
         "pull_requests": [
           {
             "kind": "pull_request",
             "number": 46808,
@@ -1466,16 +1476,6 @@
             "merged": true,
             "draft": false,
             "created_at": "2026-06-22T05:27:47Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46681,
-            "title": "Lazily build the default kernel mapping to decouple `kernels` from normal transformers usage",
-            "url": "https://github.com/huggingface/transformers/pull/46681",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-06-16T02:26:04Z"
           }
         ],
         "issues": [
@@ -1597,14 +1597,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille",
       "repo_first_seen_at": "2025-11-26T16:58:10Z",
-      "repo_last_seen_at": "2026-06-17T10:04:47Z",
       "repo_primary_artifact_count": 28,
-      "repo_artifact_count": 258,
       "snapshot_issue_count": 1,
       "snapshot_pr_count": 27,
       "snapshot_comment_count": 32,
-      "snapshot_review_count": 98,
-      "snapshot_review_comment_count": 100,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -1806,8 +1806,8 @@
             "number": 46827,
             "title": "Avoid NumPy 2.0 `__array__` copy-keyword deprecation in `create_mm_token_type_ids`",
             "url": "https://github.com/huggingface/transformers/pull/46827",
-            "state": "open",
-            "merged": false,
             "draft": false,
             "created_at": "2026-06-23T03:25:09Z"
           },
@@ -1874,14 +1874,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil",
       "repo_first_seen_at": "2025-07-04T08:41:29Z",
-      "repo_last_seen_at": "2026-06-22T21:03:18Z",
       "repo_primary_artifact_count": 28,
-      "repo_artifact_count": 857,
       "snapshot_issue_count": 4,
       "snapshot_pr_count": 24,
-      "snapshot_comment_count": 75,
-      "snapshot_review_count": 394,
-      "snapshot_review_comment_count": 360,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -1915,7 +1915,7 @@
           {
             "kind": "pull_request",
             "number": 46818,
-            "title": "EP+FP8: fix EP router contract for many models and honor FP8 scale format",
             "url": "https://github.com/huggingface/transformers/pull/46818",
             "state": "open",
             "merged": false,
@@ -2086,11 +2086,11 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbdennacer-Badaoui",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbdennacer-Badaoui",
       "repo_first_seen_at": "2026-01-08T18:13:10Z",
-      "repo_last_seen_at": "2026-06-22T16:59:51Z",
-      "repo_primary_artifact_count": 20,
-      "repo_artifact_count": 106,
       "snapshot_issue_count": 0,
-      "snapshot_pr_count": 20,
       "snapshot_comment_count": 8,
       "snapshot_review_count": 39,
       "snapshot_review_comment_count": 39,
@@ -2124,6 +2124,16 @@
       },
       "examples": {
         "pull_requests": [
           {
             "kind": "pull_request",
             "number": 46810,
@@ -2143,16 +2153,6 @@
             "merged": true,
             "draft": false,
             "created_at": "2026-05-28T17:14:58Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46213,
-            "title": "[AMD CI] revert AMD mi325 hf-workflows ref from SHA back to @main",
-            "url": "https://github.com/huggingface/transformers/pull/46213",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-05-26T08:54:51Z"
           }
         ],
         "issues": []
@@ -2166,12 +2166,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akashif",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akashif",
       "repo_first_seen_at": "2025-09-08T13:05:54Z",
-      "repo_last_seen_at": "2026-06-22T14:25:56Z",
       "repo_primary_artifact_count": 20,
-      "repo_artifact_count": 229,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 20,
-      "snapshot_comment_count": 53,
       "snapshot_review_count": 79,
       "snapshot_review_comment_count": 77,
       "repo_association": "MEMBER",
@@ -2641,14 +2641,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap",
       "repo_first_seen_at": "2024-06-13T14:13:17Z",
-      "repo_last_seen_at": "2026-06-19T16:54:56Z",
       "repo_primary_artifact_count": 12,
-      "repo_artifact_count": 915,
       "snapshot_issue_count": 1,
       "snapshot_pr_count": 11,
       "snapshot_comment_count": 47,
-      "snapshot_review_count": 222,
-      "snapshot_review_comment_count": 634,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -3186,83 +3186,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "zhang-prog",
-      "name": null,
-      "profile_url": "https://github.com/zhang-prog",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azhang-prog",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azhang-prog",
-      "repo_first_seen_at": "2025-12-23T11:18:14Z",
-      "repo_last_seen_at": "2026-06-12T02:48:45Z",
-      "repo_primary_artifact_count": 9,
-      "repo_artifact_count": 775,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 9,
-      "snapshot_comment_count": 39,
-      "snapshot_review_count": 363,
-      "snapshot_review_comment_count": 364,
-      "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": 2074,
-      "young_account": false,
-      "follow_through_score": "mixed",
-      "breadth_score": "moderate",
-      "automation_risk_signal": "low",
-      "heuristic_note": "targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 19,
-        "merged_pr_count": 16,
-        "closed_unmerged_pr_count": 2,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.8421,
-        "closed_unmerged_pr_rate": 0.1053,
-        "still_open_pr_rate": 0.0526,
-        "distinct_repos_with_authored_prs": 6,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 46576,
-            "title": "PP-OCRv6: update documentation and slow tests",
-            "url": "https://github.com/huggingface/transformers/pull/46576",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-06-12T02:48:45Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45838,
-            "title": "[Model] Add PP-OCRv6 Models Support",
-            "url": "https://github.com/huggingface/transformers/pull/45838",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-05-08T03:42:49Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45626,
-            "title": "[Model] Add PP-FormulaNet Model Support",
-            "url": "https://github.com/huggingface/transformers/pull/45626",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-24T09:25:27Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "Incheonkirin",
       "name": "Mingi Jeong",
@@ -3449,6 +3372,85 @@
       },
       "fetch_error": null
     },
     {
       "author_login": "juliendenize",
       "name": "Julien Denize",
@@ -3682,85 +3684,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "guarin",
-      "name": null,
-      "profile_url": "https://github.com/guarin",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin",
-      "repo_first_seen_at": "2026-05-12T18:20:58Z",
-      "repo_last_seen_at": "2026-06-22T13:52:31Z",
-      "repo_primary_artifact_count": 6,
-      "repo_artifact_count": 288,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 6,
-      "snapshot_comment_count": 33,
-      "snapshot_review_count": 108,
-      "snapshot_review_comment_count": 141,
-      "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": 2794,
-      "young_account": false,
-      "follow_through_score": "strong",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "\u2014",
-      "public_orgs": [
-        "huggingface"
-      ],
-      "activity": {
-        "visible_authored_pr_count": 21,
-        "merged_pr_count": 19,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 2,
-        "merged_pr_rate": 0.9048,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 0.0952,
-        "distinct_repos_with_authored_prs": 3,
-        "distinct_repos_with_open_prs": 2
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 46674,
-            "title": "Sapiens2: Remove modeling imports in image processing",
-            "url": "https://github.com/huggingface/transformers/pull/46674",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-06-15T16:11:17Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46438,
-            "title": "Speed up modular conversion by reusing process pool",
-            "url": "https://github.com/huggingface/transformers/pull/46438",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-06-05T08:57:52Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46344,
-            "title": "Fix flip_back graph break",
-            "url": "https://github.com/huggingface/transformers/pull/46344",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-06-02T13:24:38Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "KirtiRamchandani",
       "name": "Kirtikumar Anandrao Ramchandani",
@@ -4303,7 +4226,7 @@
             "number": 46824,
             "title": "fix: update tokenizers version range to include stable 0.23.1",
             "url": "https://github.com/huggingface/transformers/pull/46824",
-            "state": "open",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-22T19:43:20Z"
@@ -4459,8 +4382,8 @@
             "number": 46744,
             "title": "docs: update apple silicon doc with safetensors `0.8.0` benefits",
             "url": "https://github.com/huggingface/transformers/pull/46744",
-            "state": "open",
-            "merged": false,
             "draft": false,
             "created_at": "2026-06-18T13:17:53Z"
           },
@@ -5307,6 +5230,173 @@
       },
       "fetch_error": null
     },
     {
       "author_login": "Chao1Han",
       "name": "Chao Han",
@@ -5750,19 +5840,96 @@
             "title": "fix(tokenization): guard against IndexError when apply_chat_template \u2026",
             "url": "https://github.com/huggingface/transformers/pull/46789",
             "state": "closed",
-            "merged": false,
             "draft": false,
-            "created_at": "2026-06-21T03:55:59Z"
           },
           {
             "kind": "pull_request",
-            "number": 46788,
-            "title": "fix: cast q_offset/kv_offset to int in flex_attention_mask to prevent tensor-type mask shape errors",
-            "url": "https://github.com/huggingface/transformers/pull/46788",
             "state": "closed",
-            "merged": false,
             "draft": false,
-            "created_at": "2026-06-21T01:56:59Z"
           }
         ],
         "issues": []
@@ -6196,87 +6363,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "sergiopaniego",
-      "name": "Sergio Paniego Blanco",
-      "profile_url": "https://github.com/sergiopaniego",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergiopaniego",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergiopaniego",
-      "repo_first_seen_at": "2026-03-19T10:22:40Z",
-      "repo_last_seen_at": "2026-05-14T12:45:44Z",
-      "repo_primary_artifact_count": 4,
-      "repo_artifact_count": 8,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 4,
-      "snapshot_comment_count": 4,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "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": 3718,
-      "young_account": false,
-      "follow_through_score": "mixed",
-      "breadth_score": "moderate",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high recent PR volume; targets high-star repos",
-      "public_orgs": [
-        "JdeRobot",
-        "TheRoboticsClub",
-        "huggingface"
-      ],
-      "activity": {
-        "visible_authored_pr_count": 28,
-        "merged_pr_count": 19,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 9,
-        "merged_pr_rate": 0.6786,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 0.3214,
-        "distinct_repos_with_authored_prs": 6,
-        "distinct_repos_with_open_prs": 3
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45943,
-            "title": "fix: restore `_attn_implementation `and fix request offset in `generate_batch()`",
-            "url": "https://github.com/huggingface/transformers/pull/45943",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-05-13T13:58:21Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45625,
-            "title": "Add `supports_gradient_checkpointing` to `NemotronHPreTrainedModel`",
-            "url": "https://github.com/huggingface/transformers/pull/45625",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-24T08:55:34Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 44873,
-            "title": "Fix VL model rope_deltas batch size mismatch in online RL training",
-            "url": "https://github.com/huggingface/transformers/pull/44873",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-03-20T08:38:03Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "Abineshabee",
       "name": "Abinesh N",
@@ -7146,86 +7232,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "pcuenca",
-      "name": "Pedro Cuenca",
-      "profile_url": "https://github.com/pcuenca",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apcuenca",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apcuenca",
-      "repo_first_seen_at": "2024-04-23T13:23:10Z",
-      "repo_last_seen_at": "2026-06-17T13:50:52Z",
-      "repo_primary_artifact_count": 3,
-      "repo_artifact_count": 73,
-      "snapshot_issue_count": 1,
-      "snapshot_pr_count": 2,
-      "snapshot_comment_count": 7,
-      "snapshot_review_count": 25,
-      "snapshot_review_comment_count": 38,
-      "repo_association": "MEMBER",
-      "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": 5316,
-      "young_account": false,
-      "follow_through_score": "mixed",
-      "breadth_score": "high",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high recent PR volume; broad repo spread",
-      "public_orgs": [
-        "huggingface"
-      ],
-      "activity": {
-        "visible_authored_pr_count": 31,
-        "merged_pr_count": 20,
-        "closed_unmerged_pr_count": 3,
-        "open_pr_count": 8,
-        "merged_pr_rate": 0.6452,
-        "closed_unmerged_pr_rate": 0.0968,
-        "still_open_pr_rate": 0.2581,
-        "distinct_repos_with_authored_prs": 15,
-        "distinct_repos_with_open_prs": 6
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 46257,
-            "title": "Update deepseek v4 snippet: model id, quant config",
-            "url": "https://github.com/huggingface/transformers/pull/46257",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-05-28T10:35:57Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46255,
-            "title": "Rename liger_kernels -> liger-kernels",
-            "url": "https://github.com/huggingface/transformers/pull/46255",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-05-28T10:05:21Z"
-          }
-        ],
-        "issues": [
-          {
-            "kind": "issue",
-            "number": 30430,
-            "title": "Remove `mps` workaround for `isin()`",
-            "url": "https://github.com/huggingface/transformers/issues/30430",
-            "state": "closed",
-            "merged": null,
-            "draft": null,
-            "created_at": "2024-04-23T13:23:10Z"
-          }
-        ]
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "Abhijeet1815",
       "name": null,
@@ -10443,8 +10449,8 @@
             "number": 46724,
             "title": "[DiffusionGemma] return_dict_in_generate=False for image-text-to-text\u2026",
             "url": "https://github.com/huggingface/transformers/pull/46724",
-            "state": "open",
-            "merged": false,
             "draft": false,
             "created_at": "2026-06-17T15:00:42Z"
           },
@@ -10475,7 +10481,7 @@
             "number": 46701,
             "title": "[DiffusionGemmaGenerationOutput] image-text-to-text pipeline does not work",
             "url": "https://github.com/huggingface/transformers/issues/46701",
-            "state": "open",
             "merged": null,
             "draft": null,
             "created_at": "2026-06-17T01:22:38Z"
@@ -10851,114 +10857,37 @@
           },
           {
             "kind": "pull_request",
-            "number": 45495,
-            "title": "revert sha commit pointing to main for transformers_amd_ci_  workflows",
-            "url": "https://github.com/huggingface/transformers/pull/45495",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-17T14:18:37Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45442,
-            "title": "Update workflow references to new commit hash",
-            "url": "https://github.com/huggingface/transformers/pull/45442",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-14T18:49:49Z"
-          }
-        ],
-        "issues": [
-          {
-            "kind": "issue",
-            "number": 45182,
-            "title": "\ud83d\udd12 Track: Pin GitHub Actions to commit SHAs",
-            "url": "https://github.com/huggingface/transformers/issues/45182",
-            "state": "closed",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-04-02T08:19:53Z"
-          }
-        ]
-      },
-      "fetch_error": null
-    },
-    {
-      "author_login": "javierdejesusda",
-      "name": "Javier De Jesus",
-      "profile_url": "https://github.com/javierdejesusda",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajavierdejesusda",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajavierdejesusda",
-      "repo_first_seen_at": "2026-03-22T17:27:20Z",
-      "repo_last_seen_at": "2026-06-21T23:32:59Z",
-      "repo_primary_artifact_count": 4,
-      "repo_artifact_count": 10,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 4,
-      "snapshot_comment_count": 2,
-      "snapshot_review_count": 2,
-      "snapshot_review_comment_count": 2,
-      "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": 508,
-      "young_account": false,
-      "follow_through_score": "mixed",
-      "breadth_score": "high",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high recent PR volume; broad repo spread",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 46,
-        "merged_pr_count": 30,
-        "closed_unmerged_pr_count": 5,
-        "open_pr_count": 11,
-        "merged_pr_rate": 0.6522,
-        "closed_unmerged_pr_rate": 0.1087,
-        "still_open_pr_rate": 0.2391,
-        "distinct_repos_with_authored_prs": 17,
-        "distinct_repos_with_open_prs": 10
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45627,
-            "title": "Processing Utils: honor pre-built sub-processor kwargs in from_pretrained",
-            "url": "https://github.com/huggingface/transformers/pull/45627",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-24T09:48:25Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45079,
-            "title": "Fix resized LM head weights being overwritten by post_init",
-            "url": "https://github.com/huggingface/transformers/pull/45079",
             "state": "closed",
             "merged": true,
             "draft": false,
-            "created_at": "2026-03-28T00:06:03Z"
           },
           {
             "kind": "pull_request",
-            "number": 45019,
-            "title": "Fix GraniteConfig type hints to accept int for multiplier fields",
-            "url": "https://github.com/huggingface/transformers/pull/45019",
             "state": "closed",
             "merged": true,
             "draft": false,
-            "created_at": "2026-03-26T11:19:19Z"
           }
         ],
-        "issues": []
       },
       "fetch_error": null
     },
@@ -11041,6 +10970,87 @@
       },
       "fetch_error": null
     },
     {
       "author_login": "bhargav-patel-29",
       "name": "Bhargav Patel",
@@ -12937,6 +12947,74 @@
       },
       "fetch_error": null
     },
     {
       "author_login": "dvdimitrov13",
       "name": "Dimitar Dimitrov",
@@ -17805,13 +17883,13 @@
       "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": 2510,
       "young_account": false,
       "follow_through_score": "mixed",
@@ -17837,7 +17915,7 @@
             "number": 46828,
             "title": "fix: convert Tensor q_offset/kv_offset to int in flex_attention_mask",
             "url": "https://github.com/huggingface/transformers/pull/46828",
-            "state": "open",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-23T04:36:24Z"
@@ -20078,6 +20156,63 @@
       },
       "fetch_error": null
     },
     {
       "author_login": "n0gu-furiosa",
       "name": "Sungyoon Jeong",
@@ -20543,65 +20678,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "pratapyash",
-      "name": "Yash Pratap Singh",
-      "profile_url": "https://github.com/pratapyash",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apratapyash",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apratapyash",
-      "repo_first_seen_at": "2026-04-24T07:14:52Z",
-      "repo_last_seen_at": "2026-04-24T07:14:52Z",
-      "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 1,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 0,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "NONE",
-      "new_to_repo": 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": 3227,
-      "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": [
-        "stimuler"
-      ],
-      "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": 45620,
-            "title": "Fix TypeError in video_processor_class_from_name when torchvision is not installed",
-            "url": "https://github.com/huggingface/transformers/pull/45620",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-24T07:14:52Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "pritishyuvraj",
       "name": "Pritish Yuvraj",
@@ -20845,7 +20921,7 @@
       "snapshot_comment_count": 0,
       "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,
@@ -20877,7 +20953,7 @@
             "number": 46685,
             "title": "Add Susono model",
             "url": "https://github.com/huggingface/transformers/pull/46685",
-            "state": "open",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-16T05:24:18Z"

 {
   "schema_version": "1.0",
   "repo": "huggingface/transformers",
+  "snapshot_id": "20260623T120018Z",
+  "generated_at": "2026-06-23T12:02:33Z",
   "window_days": 60,
   "max_authors": 0,
   "instrumentation": {
+    "selected_contributors": 348,
+    "first_seen_in_snapshot": 3,
+    "known_via_prior_merged_pr": 155,
+    "previous_primary_author_count": 1434,
+    "selected_seen_in_previous_primary": 345,
     "previous_report_contributor_count": 347,
+    "selected_overlap_previous_report": 345,
+    "selected_overlap_previous_report_rate": 0.9914,
+    "reused_previous_report_entries": 342,
+    "reused_known_merged_contributors": 152,
+    "live_fetches": 6,
     "window_anchor": "run_time",
     "window_anchor_cacheable": false,
+    "enrichment_elapsed_seconds": 18.705,
+    "enrichment_avg_seconds_per_author": 0.054,
     "enrichment_failures": 3
   },
   "contributors": [
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp",
       "repo_first_seen_at": "2024-09-26T09:23:39Z",
+      "repo_last_seen_at": "2026-06-23T11:32:30Z",
+      "repo_primary_artifact_count": 93,
+      "repo_artifact_count": 3992,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 93,
+      "snapshot_comment_count": 660,
+      "snapshot_review_count": 1025,
+      "snapshot_review_comment_count": 2214,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       },
       "examples": {
         "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46839,
+            "title": "Fix mask when generating beyond sliding window",
+            "url": "https://github.com/huggingface/transformers/pull/46839",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-23T10:26:36Z"
+          },
           {
             "kind": "pull_request",
             "number": 46767,
             "merged": true,
             "draft": false,
             "created_at": "2026-06-15T10:53:12Z"
           }
         ],
         "issues": []
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu",
       "repo_first_seen_at": "2025-08-26T12:13:50Z",
+      "repo_last_seen_at": "2026-06-23T10:44:38Z",
       "repo_primary_artifact_count": 56,
+      "repo_artifact_count": 7286,
       "snapshot_issue_count": 2,
       "snapshot_pr_count": 54,
+      "snapshot_comment_count": 708,
+      "snapshot_review_count": 1294,
+      "snapshot_review_comment_count": 5228,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1",
       "repo_first_seen_at": "2023-02-27T14:00:41Z",
+      "repo_last_seen_at": "2026-06-23T11:19:26Z",
       "repo_primary_artifact_count": 46,
+      "repo_artifact_count": 1324,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 46,
+      "snapshot_comment_count": 817,
       "snapshot_review_count": 295,
       "snapshot_review_comment_count": 166,
       "repo_association": "MEMBER",
       "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": "2026-06-23T09:28:17Z",
+      "repo_primary_artifact_count": 46,
+      "repo_artifact_count": 449,
       "snapshot_issue_count": 1,
+      "snapshot_pr_count": 45,
       "snapshot_comment_count": 62,
       "snapshot_review_count": 168,
       "snapshot_review_comment_count": 173,
       },
       "examples": {
         "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46838,
+            "title": "[Fix] Make require_flash_attn3 match runtime",
+            "url": "https://github.com/huggingface/transformers/pull/46838",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-23T09:28:17Z"
+          },
           {
             "kind": "pull_request",
             "number": 46765,
             "merged": false,
             "draft": false,
             "created_at": "2026-06-17T08:05:58Z"
           }
         ],
         "issues": [
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng",
       "repo_first_seen_at": "2024-03-21T04:37:45Z",
+      "repo_last_seen_at": "2026-06-23T07:41:31Z",
+      "repo_primary_artifact_count": 33,
+      "repo_artifact_count": 185,
       "snapshot_issue_count": 4,
+      "snapshot_pr_count": 29,
       "snapshot_comment_count": 62,
       "snapshot_review_count": 45,
       "snapshot_review_comment_count": 45,
       },
       "examples": {
         "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46835,
+            "title": "Fix CPM-Ant LM head tying (vocabulary-slice tie)",
+            "url": "https://github.com/huggingface/transformers/pull/46835",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-23T07:41:31Z"
+          },
           {
             "kind": "pull_request",
             "number": 46808,
             "merged": true,
             "draft": false,
             "created_at": "2026-06-22T05:27:47Z"
           }
         ],
         "issues": [
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille",
       "repo_first_seen_at": "2025-11-26T16:58:10Z",
+      "repo_last_seen_at": "2026-06-23T08:35:35Z",
       "repo_primary_artifact_count": 28,
+      "repo_artifact_count": 266,
       "snapshot_issue_count": 1,
       "snapshot_pr_count": 27,
       "snapshot_comment_count": 32,
+      "snapshot_review_count": 102,
+      "snapshot_review_comment_count": 104,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
             "number": 46827,
             "title": "Avoid NumPy 2.0 `__array__` copy-keyword deprecation in `create_mm_token_type_ids`",
             "url": "https://github.com/huggingface/transformers/pull/46827",
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-06-23T03:25:09Z"
           },
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil",
       "repo_first_seen_at": "2025-07-04T08:41:29Z",
+      "repo_last_seen_at": "2026-06-23T11:37:31Z",
       "repo_primary_artifact_count": 28,
+      "repo_artifact_count": 878,
       "snapshot_issue_count": 4,
       "snapshot_pr_count": 24,
+      "snapshot_comment_count": 76,
+      "snapshot_review_count": 404,
+      "snapshot_review_comment_count": 370,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
           {
             "kind": "pull_request",
             "number": 46818,
+            "title": "\ud83d\udea8 EP: fix EP router contract for many models + honor FP8 scale format",
             "url": "https://github.com/huggingface/transformers/pull/46818",
             "state": "open",
             "merged": false,
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbdennacer-Badaoui",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbdennacer-Badaoui",
       "repo_first_seen_at": "2026-01-08T18:13:10Z",
+      "repo_last_seen_at": "2026-06-23T08:42:59Z",
+      "repo_primary_artifact_count": 21,
+      "repo_artifact_count": 107,
       "snapshot_issue_count": 0,
+      "snapshot_pr_count": 21,
       "snapshot_comment_count": 8,
       "snapshot_review_count": 39,
       "snapshot_review_comment_count": 39,
       },
       "examples": {
         "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46837,
+            "title": "[ROCm] gpt-oss: route FA3 to aiter-flash-attn, generate ROCm fixtures",
+            "url": "https://github.com/huggingface/transformers/pull/46837",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-23T08:42:59Z"
+          },
           {
             "kind": "pull_request",
             "number": 46810,
             "merged": true,
             "draft": false,
             "created_at": "2026-05-28T17:14:58Z"
           }
         ],
         "issues": []
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akashif",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akashif",
       "repo_first_seen_at": "2025-09-08T13:05:54Z",
+      "repo_last_seen_at": "2026-06-23T10:53:37Z",
       "repo_primary_artifact_count": 20,
+      "repo_artifact_count": 231,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 20,
+      "snapshot_comment_count": 55,
       "snapshot_review_count": 79,
       "snapshot_review_comment_count": 77,
       "repo_association": "MEMBER",
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap",
       "repo_first_seen_at": "2024-06-13T14:13:17Z",
+      "repo_last_seen_at": "2026-06-23T09:36:50Z",
       "repo_primary_artifact_count": 12,
+      "repo_artifact_count": 926,
       "snapshot_issue_count": 1,
       "snapshot_pr_count": 11,
       "snapshot_comment_count": 47,
+      "snapshot_review_count": 223,
+      "snapshot_review_comment_count": 644,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       },
       "fetch_error": null
     },
     {
       "author_login": "Incheonkirin",
       "name": "Mingi Jeong",
       },
       "fetch_error": null
     },
+    {
+      "author_login": "guarin",
+      "name": null,
+      "profile_url": "https://github.com/guarin",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin",
+      "repo_first_seen_at": "2026-05-12T18:20:58Z",
+      "repo_last_seen_at": "2026-06-23T09:50:20Z",
+      "repo_primary_artifact_count": 7,
+      "repo_artifact_count": 293,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 7,
+      "snapshot_comment_count": 33,
+      "snapshot_review_count": 110,
+      "snapshot_review_comment_count": 143,
+      "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": 2794,
+      "young_account": false,
+      "follow_through_score": "strong",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "\u2014",
+      "public_orgs": [
+        "huggingface"
+      ],
+      "activity": {
+        "visible_authored_pr_count": 21,
+        "merged_pr_count": 19,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 2,
+        "merged_pr_rate": 0.9048,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 0.0952,
+        "distinct_repos_with_authored_prs": 3,
+        "distinct_repos_with_open_prs": 2
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46836,
+            "title": "Add Unlimited OCR",
+            "url": "https://github.com/huggingface/transformers/pull/46836",
+            "state": "open",
+            "merged": false,
+            "draft": true,
+            "created_at": "2026-06-23T07:56:45Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46674,
+            "title": "Sapiens2: Remove modeling imports in image processing",
+            "url": "https://github.com/huggingface/transformers/pull/46674",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-06-15T16:11:17Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46438,
+            "title": "Speed up modular conversion by reusing process pool",
+            "url": "https://github.com/huggingface/transformers/pull/46438",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-06-05T08:57:52Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "juliendenize",
       "name": "Julien Denize",
       },
       "fetch_error": null
     },
     {
       "author_login": "KirtiRamchandani",
       "name": "Kirtikumar Anandrao Ramchandani",
             "number": 46824,
             "title": "fix: update tokenizers version range to include stable 0.23.1",
             "url": "https://github.com/huggingface/transformers/pull/46824",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-22T19:43:20Z"
             "number": 46744,
             "title": "docs: update apple silicon doc with safetensors `0.8.0` benefits",
             "url": "https://github.com/huggingface/transformers/pull/46744",
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-06-18T13:17:53Z"
           },
       },
       "fetch_error": null
     },
+    {
+      "author_login": "pcuenca",
+      "name": "Pedro Cuenca",
+      "profile_url": "https://github.com/pcuenca",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apcuenca",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apcuenca",
+      "repo_first_seen_at": "2024-04-23T13:23:10Z",
+      "repo_last_seen_at": "2026-06-23T11:47:12Z",
+      "repo_primary_artifact_count": 4,
+      "repo_artifact_count": 74,
+      "snapshot_issue_count": 1,
+      "snapshot_pr_count": 3,
+      "snapshot_comment_count": 7,
+      "snapshot_review_count": 25,
+      "snapshot_review_comment_count": 38,
+      "repo_association": "MEMBER",
+      "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": 5316,
+      "young_account": false,
+      "follow_through_score": "mixed",
+      "breadth_score": "high",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high recent PR volume; broad repo spread",
+      "public_orgs": [
+        "huggingface"
+      ],
+      "activity": {
+        "visible_authored_pr_count": 31,
+        "merged_pr_count": 20,
+        "closed_unmerged_pr_count": 3,
+        "open_pr_count": 8,
+        "merged_pr_rate": 0.6452,
+        "closed_unmerged_pr_rate": 0.0968,
+        "still_open_pr_rate": 0.2581,
+        "distinct_repos_with_authored_prs": 15,
+        "distinct_repos_with_open_prs": 6
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46842,
+            "title": "[glm-mode-dsa] Indexer uses interleaved rope",
+            "url": "https://github.com/huggingface/transformers/pull/46842",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-23T11:47:12Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46257,
+            "title": "Update deepseek v4 snippet: model id, quant config",
+            "url": "https://github.com/huggingface/transformers/pull/46257",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-28T10:35:57Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46255,
+            "title": "Rename liger_kernels -> liger-kernels",
+            "url": "https://github.com/huggingface/transformers/pull/46255",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-28T10:05:21Z"
+          }
+        ],
+        "issues": [
+          {
+            "kind": "issue",
+            "number": 30430,
+            "title": "Remove `mps` workaround for `isin()`",
+            "url": "https://github.com/huggingface/transformers/issues/30430",
+            "state": "closed",
+            "merged": null,
+            "draft": null,
+            "created_at": "2024-04-23T13:23:10Z"
+          }
+        ]
+      },
+      "fetch_error": null
+    },
+    {
+      "author_login": "boringcrypto",
+      "name": "BoringCrypto",
+      "profile_url": "https://github.com/boringcrypto",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aboringcrypto",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aboringcrypto",
+      "repo_first_seen_at": "2026-06-23T10:53:58Z",
+      "repo_last_seen_at": "2026-06-23T11:52:32Z",
+      "repo_primary_artifact_count": 3,
+      "repo_artifact_count": 6,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 3,
+      "snapshot_comment_count": 1,
+      "snapshot_review_count": 1,
+      "snapshot_review_comment_count": 1,
+      "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": 5420,
+      "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": 4,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 1,
+        "open_pr_count": 3,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.25,
+        "still_open_pr_rate": 0.75,
+        "distinct_repos_with_authored_prs": 2,
+        "distinct_repos_with_open_prs": 2
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46843,
+            "title": "Enhance return type annotation in apply_chat_template in processing_u\u2026",
+            "url": "https://github.com/huggingface/transformers/pull/46843",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-23T11:52:32Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46841,
+            "title": "Import diffusion_gemma in models init",
+            "url": "https://github.com/huggingface/transformers/pull/46841",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-23T11:22:30Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46840,
+            "title": "Enhance apply_chat_template with overloads for type checking",
+            "url": "https://github.com/huggingface/transformers/pull/46840",
+            "state": "closed",
+            "merged": false,
+            "draft": true,
+            "created_at": "2026-06-23T10:53:58Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "Chao1Han",
       "name": "Chao Han",
             "title": "fix(tokenization): guard against IndexError when apply_chat_template \u2026",
             "url": "https://github.com/huggingface/transformers/pull/46789",
             "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-21T03:55:59Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46788,
+            "title": "fix: cast q_offset/kv_offset to int in flex_attention_mask to prevent tensor-type mask shape errors",
+            "url": "https://github.com/huggingface/transformers/pull/46788",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-21T01:56:59Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
+    {
+      "author_login": "zhang-prog",
+      "name": null,
+      "profile_url": "https://github.com/zhang-prog",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azhang-prog",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azhang-prog",
+      "repo_first_seen_at": "2025-12-23T11:18:14Z",
+      "repo_last_seen_at": "2026-06-12T02:48:45Z",
+      "repo_primary_artifact_count": 9,
+      "repo_artifact_count": 775,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 9,
+      "snapshot_comment_count": 39,
+      "snapshot_review_count": 363,
+      "snapshot_review_comment_count": 364,
+      "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": 2074,
+      "young_account": false,
+      "follow_through_score": "mixed",
+      "breadth_score": "moderate",
+      "automation_risk_signal": "low",
+      "heuristic_note": "targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 19,
+        "merged_pr_count": 16,
+        "closed_unmerged_pr_count": 2,
+        "open_pr_count": 1,
+        "merged_pr_rate": 0.8421,
+        "closed_unmerged_pr_rate": 0.1053,
+        "still_open_pr_rate": 0.0526,
+        "distinct_repos_with_authored_prs": 6,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46576,
+            "title": "PP-OCRv6: update documentation and slow tests",
+            "url": "https://github.com/huggingface/transformers/pull/46576",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-06-12T02:48:45Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45838,
+            "title": "[Model] Add PP-OCRv6 Models Support",
+            "url": "https://github.com/huggingface/transformers/pull/45838",
+            "state": "closed",
+            "merged": true,
             "draft": false,
+            "created_at": "2026-05-08T03:42:49Z"
           },
           {
             "kind": "pull_request",
+            "number": 45626,
+            "title": "[Model] Add PP-FormulaNet Model Support",
+            "url": "https://github.com/huggingface/transformers/pull/45626",
             "state": "closed",
+            "merged": true,
             "draft": false,
+            "created_at": "2026-04-24T09:25:27Z"
           }
         ],
         "issues": []
       },
       "fetch_error": null
     },
     {
       "author_login": "Abineshabee",
       "name": "Abinesh N",
       },
       "fetch_error": null
     },
     {
       "author_login": "Abhijeet1815",
       "name": null,
             "number": 46724,
             "title": "[DiffusionGemma] return_dict_in_generate=False for image-text-to-text\u2026",
             "url": "https://github.com/huggingface/transformers/pull/46724",
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-06-17T15:00:42Z"
           },
             "number": 46701,
             "title": "[DiffusionGemmaGenerationOutput] image-text-to-text pipeline does not work",
             "url": "https://github.com/huggingface/transformers/issues/46701",
+            "state": "closed",
             "merged": null,
             "draft": null,
             "created_at": "2026-06-17T01:22:38Z"
           },
           {
             "kind": "pull_request",
+            "number": 45495,
+            "title": "revert sha commit pointing to main for transformers_amd_ci_  workflows",
+            "url": "https://github.com/huggingface/transformers/pull/45495",
             "state": "closed",
             "merged": true,
             "draft": false,
+            "created_at": "2026-04-17T14:18:37Z"
           },
           {
             "kind": "pull_request",
+            "number": 45442,
+            "title": "Update workflow references to new commit hash",
+            "url": "https://github.com/huggingface/transformers/pull/45442",
             "state": "closed",
             "merged": true,
             "draft": false,
+            "created_at": "2026-04-14T18:49:49Z"
           }
         ],
+        "issues": [
+          {
+            "kind": "issue",
+            "number": 45182,
+            "title": "\ud83d\udd12 Track: Pin GitHub Actions to commit SHAs",
+            "url": "https://github.com/huggingface/transformers/issues/45182",
+            "state": "closed",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-04-02T08:19:53Z"
+          }
+        ]
       },
       "fetch_error": null
     },
       },
       "fetch_error": null
     },
+    {
+      "author_login": "sergiopaniego",
+      "name": "Sergio Paniego Blanco",
+      "profile_url": "https://github.com/sergiopaniego",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergiopaniego",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergiopaniego",
+      "repo_first_seen_at": "2026-03-19T10:22:40Z",
+      "repo_last_seen_at": "2026-05-14T12:45:44Z",
+      "repo_primary_artifact_count": 4,
+      "repo_artifact_count": 8,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 4,
+      "snapshot_comment_count": 4,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "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": 3718,
+      "young_account": false,
+      "follow_through_score": "mixed",
+      "breadth_score": "moderate",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high recent PR volume; targets high-star repos",
+      "public_orgs": [
+        "JdeRobot",
+        "TheRoboticsClub",
+        "huggingface"
+      ],
+      "activity": {
+        "visible_authored_pr_count": 28,
+        "merged_pr_count": 19,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 9,
+        "merged_pr_rate": 0.6786,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 0.3214,
+        "distinct_repos_with_authored_prs": 6,
+        "distinct_repos_with_open_prs": 3
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 45943,
+            "title": "fix: restore `_attn_implementation `and fix request offset in `generate_batch()`",
+            "url": "https://github.com/huggingface/transformers/pull/45943",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-05-13T13:58:21Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45625,
+            "title": "Add `supports_gradient_checkpointing` to `NemotronHPreTrainedModel`",
+            "url": "https://github.com/huggingface/transformers/pull/45625",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-04-24T08:55:34Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 44873,
+            "title": "Fix VL model rope_deltas batch size mismatch in online RL training",
+            "url": "https://github.com/huggingface/transformers/pull/44873",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-03-20T08:38:03Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "bhargav-patel-29",
       "name": "Bhargav Patel",
       },
       "fetch_error": null
     },
+    {
+      "author_login": "c1prk",
+      "name": "Siwon Park",
+      "profile_url": "https://github.com/c1prk",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ac1prk",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ac1prk",
+      "repo_first_seen_at": "2026-06-23T06:34:53Z",
+      "repo_last_seen_at": "2026-06-23T06:45:32Z",
+      "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": 2143,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share; no visible non-self stars; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 1,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 1,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 1.0,
+        "distinct_repos_with_authored_prs": 1,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46833,
+            "title": "Fix RT-DETR indexing error when num_feature_levels exceeds backbone o\u2026",
+            "url": "https://github.com/huggingface/transformers/pull/46833",
+            "state": "open",
+            "merged": false,
+            "draft": true,
+            "created_at": "2026-06-23T06:45:32Z"
+          }
+        ],
+        "issues": [
+          {
+            "kind": "issue",
+            "number": 46832,
+            "title": "[RT-DETR] TypeError in RTDetrModel.forward when num_feature_levels > len(backbone outputs)",
+            "url": "https://github.com/huggingface/transformers/issues/46832",
+            "state": "open",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-06-23T06:34:53Z"
+          }
+        ]
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "dvdimitrov13",
       "name": "Dimitar Dimitrov",
       "snapshot_comment_count": 1,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
+      "repo_association": "NONE",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
       "account_age_days": 2510,
       "young_account": false,
       "follow_through_score": "mixed",
             "number": 46828,
             "title": "fix: convert Tensor q_offset/kv_offset to int in flex_attention_mask",
             "url": "https://github.com/huggingface/transformers/pull/46828",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-23T04:36:24Z"
       },
       "fetch_error": null
     },
+    {
+      "author_login": "muhamedfazalps",
+      "name": "MUHAMED FAZAL PS",
+      "profile_url": "https://github.com/muhamedfazalps",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amuhamedfazalps",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amuhamedfazalps",
+      "repo_first_seen_at": "2026-06-23T06:57:49Z",
+      "repo_last_seen_at": "2026-06-23T06:57:49Z",
+      "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": 1469,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "very high",
+      "automation_risk_signal": "medium",
+      "heuristic_note": "high recent PR volume; very broad repo spread; high open PR share",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 85,
+        "merged_pr_count": 21,
+        "closed_unmerged_pr_count": 26,
+        "open_pr_count": 38,
+        "merged_pr_rate": 0.2471,
+        "closed_unmerged_pr_rate": 0.3059,
+        "still_open_pr_rate": 0.4471,
+        "distinct_repos_with_authored_prs": 72,
+        "distinct_repos_with_open_prs": 37
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46834,
+            "title": "fix(timesfm2_5): correct method name in window_size moving average call",
+            "url": "https://github.com/huggingface/transformers/pull/46834",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-23T06:57:49Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "n0gu-furiosa",
       "name": "Sungyoon Jeong",
       },
       "fetch_error": null
     },
     {
       "author_login": "pritishyuvraj",
       "name": "Pritish Yuvraj",
       "snapshot_comment_count": 0,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
+      "repo_association": "NONE",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
             "number": 46685,
             "title": "Add Susono model",
             "url": "https://github.com/huggingface/transformers/pull/46685",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-16T05:24:18Z"

new-contributors-report.md CHANGED Viewed

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
-- Snapshot: `20260623T060018Z`
-- Generated: `2026-06-23T06:01:29Z`
 - Activity window: `60d`
-- Contributors: `347`
 ## Summary
@@ -13,25 +13,25 @@
 | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 103 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 97 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 97 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 92 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 67 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 54 | 2 | mixed | low | low | targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 50 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 46 | 0 | strong | low | low | targets high-star repos |
-| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 44 | 1 | strong | low | low | targets high-star repos |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 40 | 1 | strong | moderate | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 37 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 35 | 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 |
-| `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 28 | 4 | strong | moderate | low | high recent PR volume |
 | `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 |
 | `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 |
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 26 | 14 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 24 | 4 | strong | low | low | — |
 | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 22 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
-| `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 20 | 0 | strong | moderate | low | — |
 | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 20 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 20 | 0 | mixed | moderate | low | — |
 | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 18 | 0 | strong | moderate | low | targets high-star repos |
@@ -45,13 +45,12 @@
 | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 10 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
 | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 9 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 9 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
-| `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 9 | 0 | mixed | moderate | low | targets high-star repos |
 | `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 7 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 7 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 7 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `kpal002` | [profile](https://github.com/kpal002) | no | CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 7 | 0 | strong | moderate | low | high recent PR volume |
 | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 6 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
-| `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 6 | 0 | strong | low | low | — |
 | `KirtiRamchandani` | [profile](https://github.com/KirtiRamchandani) | no | NONE | 3143d | `2026-06-13T17:53:25Z` | 6 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `XciD` | [profile](https://github.com/XciD) | no | MEMBER | 4481d | `2026-05-14T05:53:53Z` | 6 | 0 | mixed | high | low | extremely high recent PR volume; broad repo spread |
 | `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 5 | 5 | strong | moderate | low | high recent PR volume |
@@ -71,18 +70,20 @@
 | `TheShreyanshiDwivedi` | [profile](https://github.com/TheShreyanshiDwivedi) | no | NONE | 87d | `2026-05-15T10:01:57Z` | 4 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `qflen` | [profile](https://github.com/qflen) | no | CONTRIBUTOR | 479d | `2026-04-25T02:09:42Z` | 3 | 4 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `ldkhang1201` | [profile](https://github.com/ldkhang1201) | no | CONTRIBUTOR | 1377d | `2026-06-12T19:30:35Z` | 3 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Chao1Han` | [profile](https://github.com/Chao1Han) | no | FIRST_TIME_CONTRIBUTOR | 1422d | `2026-05-14T09:13:18Z` | 3 | 0 | mixed | moderate | low | high open PR share |
 | `Charuhasini30` | [profile](https://github.com/Charuhasini30) | no | FIRST_TIME_CONTRIBUTOR | 925d | `2026-06-22T06:53:20Z` | 3 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
 | `Sahith59` | [profile](https://github.com/Sahith59) | no | FIRST_TIME_CONTRIBUTOR | 1626d | `2026-06-19T02:27:30Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Vitaliy-Pikalo` | [profile](https://github.com/Vitaliy-Pikalo) | no | NONE | 636d | `2026-06-21T01:56:59Z` | 3 | 0 | weak | high | low | broad repo spread; high open PR share; 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 |
 | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2500d | `2025-10-30T12:45:06Z` | 4 | 1 | mixed | moderate | low | — |
-| `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 4 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `Abineshabee` | [profile](https://github.com/Abineshabee) | no | CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 3 | 2 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `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 |
@@ -93,7 +94,6 @@
 | `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 2 | 1 | mixed | low | low | — |
 | `J3r3myPerera` | [profile](https://github.com/J3r3myPerera) | no | CONTRIBUTOR | 1323d | `2026-05-20T14:37:39Z` | 2 | 1 | mixed | moderate | low | no visible non-self stars |
 | `Milan-Bhimani` | [profile](https://github.com/Milan-Bhimani) | no | FIRST_TIME_CONTRIBUTOR | 823d | `2026-04-30T06:10:00Z` | 2 | 1 | mixed | low | low | many recent closed-unmerged PRs |
-| `pcuenca` | [profile](https://github.com/pcuenca) | no | MEMBER | 5316d | `2024-04-23T13:23:10Z` | 2 | 1 | mixed | high | low | high recent PR volume; broad repo spread |
 | `Abhijeet1815` | [profile](https://github.com/Abhijeet1815) | no | FIRST_TIME_CONTRIBUTOR | 611d | `2026-06-16T19:12:22Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Ace3Z` | [profile](https://github.com/Ace3Z) | no | CONTRIBUTOR | 2598d | `2026-05-24T21:47:03Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Achyuthan-S` | [profile](https://github.com/Achyuthan-S) | no | FIRST_TIME_CONTRIBUTOR | 1368d | `2026-06-06T07:20:32Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -144,8 +144,8 @@
 | `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
 | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 4 | 3 | weak | low | low | targets high-star repos |
 | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 4 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
-| `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 |
@@ -172,6 +172,7 @@
 | `AnkitAhlawat7742` | [profile](https://github.com/AnkitAhlawat7742) | no | CONTRIBUTOR | 432d | `2026-04-27T13:28:53Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `anxovatomica` | [profile](https://github.com/anxovatomica) | no | NONE | 3464d | `2026-05-12T13:01:28Z` | 1 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `atharv1945` | [profile](https://github.com/atharv1945) | no | CONTRIBUTOR | 1082d | `2026-06-15T10:52:55Z` | 1 | 1 | strong | low | low | targets high-star repos |
 | `dvdimitrov13` | [profile](https://github.com/dvdimitrov13) | no | FIRST_TIME_CONTRIBUTOR | 2296d | `2026-04-24T14:56:28Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `jshn9515` | [profile](https://github.com/jshn9515) | no | NONE | 214d | `2026-05-29T22:55:56Z` | 1 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `julien-gadonneix` | [profile](https://github.com/julien-gadonneix) | no | NONE | 987d | `2026-06-02T15:31:42Z` | 1 | 1 | mixed | low | low | high open PR share |
@@ -254,7 +255,7 @@
 | `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 |
-| `hashwnath` | [profile](https://github.com/hashwnath) | yes | FIRST_TIME_CONTRIBUTOR | 2510d | `2026-06-23T04:36:24Z` | 1 | 0 | mixed | high | low | broad repo spread; high open PR share |
 | `Hasnaathussain` | [profile](https://github.com/Hasnaathussain) | no | NONE | 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 |
@@ -294,6 +295,7 @@
 | `MinuriRajapakse` | [profile](https://github.com/MinuriRajapakse) | no | FIRST_TIME_CONTRIBUTOR | 1037d | `2026-04-29T06:12:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `mironable` | [profile](https://github.com/mironable) | no | FIRST_TIME_CONTRIBUTOR | 3559d | `2026-06-15T12:56:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `msdsm` | [profile](https://github.com/msdsm) | no | FIRST_TIME_CONTRIBUTOR | 2197d | `2026-06-06T10:53:47Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `n0gu-furiosa` | [profile](https://github.com/n0gu-furiosa) | no | CONTRIBUTOR | 863d | `2026-06-04T05:04:15Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `NanoCode012` | [profile](https://github.com/NanoCode012) | no | CONTRIBUTOR | 4220d | `2026-06-13T06:09:47Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `ndvbd` | [profile](https://github.com/ndvbd) | no | FIRST_TIME_CONTRIBUTOR | 5482d | `2026-06-16T08:24:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -302,12 +304,11 @@
 | `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 |
-| `pratapyash` | [profile](https://github.com/pratapyash) | no | NONE | 3227d | `2026-04-24T07:14:52Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; 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 |
 | `puneetdixit200` | [profile](https://github.com/puneetdixit200) | no | NONE | 223d | `2026-05-16T09:13:29Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
-| `puwaer` | [profile](https://github.com/puwaer) | no | FIRST_TIME_CONTRIBUTOR | 1811d | `2026-06-16T05:24:18Z` | 1 | 0 | strong | moderate | low | — |
 | `pvelayudhan` | [profile](https://github.com/pvelayudhan) | no | CONTRIBUTOR | 2051d | `2026-05-27T14:26:06Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `py-ai-dev` | [profile](https://github.com/py-ai-dev) | no | NONE | 78d | `2026-03-21T22:53:27Z` | 1 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `ramkumar27072006` | [profile](https://github.com/ramkumar27072006) | no | CONTRIBUTOR | 543d | `2026-06-07T03:16:30Z` | 1 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -463,12 +464,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
 - repo first seen: `2024-09-26T09:23:39Z`
-- repo last seen: `2026-06-22T14:41:30Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **92**
-- snapshot authored PRs/issues: **92 PRs / 0 issues**
-- snapshot discussion activity: **655 comments / 1015 reviews / 2205 review comments**
 - account age: **1508 days**
 - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
 - public orgs: `huggingface`, `deeppavlov`
@@ -476,9 +477,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 Example artifacts:
 - [PR #46767: fix another flaky test](https://github.com/huggingface/transformers/pull/46767) — closed, merged
 - [PR #46662: Smovlm: pad videos up to max frames](https://github.com/huggingface/transformers/pull/46662) — closed, merged
-- [PR #46654: DiffusionGemma: mask layout and CI](https://github.com/huggingface/transformers/pull/46654) — closed, merged
 ### `ArthurZucker`
@@ -537,12 +538,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
 - repo first seen: `2025-08-26T12:13:50Z`
-- repo last seen: `2026-06-22T19:42:22Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **56**
 - snapshot authored PRs/issues: **54 PRs / 2 issues**
-- snapshot discussion activity: **706 comments / 1292 reviews / 5213 review comments**
 - account age: **1991 days**
 - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
 - public orgs: none visible
@@ -587,12 +588,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
 - repo first seen: `2023-02-27T14:00:41Z`
-- repo last seen: `2026-06-22T13:58:52Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **46**
 - snapshot authored PRs/issues: **46 PRs / 0 issues**
-- snapshot discussion activity: **809 comments / 295 reviews / 166 review comments**
 - account age: **3961 days**
 - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
 - public orgs: `huggingface`
@@ -610,11 +611,11 @@ 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: `2026-06-23T02:13:26Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **45**
-- snapshot authored PRs/issues: **44 PRs / 1 issues**
 - snapshot discussion activity: **62 comments / 168 reviews / 173 review comments**
 - account age: **1813 days**
 - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
@@ -623,9 +624,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 Example artifacts:
 - [PR #46765: [CB] Fix issues with FA read / writes](https://github.com/huggingface/transformers/pull/46765) — open
 - [PR #46712: [CB] Changes to increase max_batch_tokens](https://github.com/huggingface/transformers/pull/46712) — open
-- [PR #46680: [Fix] Serve drops some attributes at serialization](https://github.com/huggingface/transformers/pull/46680) — closed, merged
 - [Issue #46516: [Continuous batching] Tracker for issues and feature requests](https://github.com/huggingface/transformers/issues/46516) — open
 ### `sywangyi`
@@ -730,11 +731,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
 - repo first seen: `2024-03-21T04:37:45Z`
-- repo last seen: `2026-06-23T02:12:28Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **32**
-- snapshot authored PRs/issues: **28 PRs / 4 issues**
 - snapshot discussion activity: **62 comments / 45 reviews / 45 review comments**
 - account age: **1396 days**
 - recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
@@ -743,9 +744,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume**
 Example artifacts:
 - [PR #46808: Fix BitNet packed-weight unpacking dtype (`F.linear` dtype mismatch)](https://github.com/huggingface/transformers/pull/46808) — open
 - [PR #46802: Fix flex_attention block mask creation when `get_seq_length` returns a tensor](https://github.com/huggingface/transformers/pull/46802) — closed, merged
-- [PR #46681: Lazily build the default kernel mapping to decouple `kernels` from normal transformers usage](https://github.com/huggingface/transformers/pull/46681) — closed, merged
 - [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — closed
 - [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
 - [Issue #42994: quantized model saving failed](https://github.com/huggingface/transformers/issues/42994) — closed
@@ -779,12 +780,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
 - repo first seen: `2025-11-26T16:58:10Z`
-- repo last seen: `2026-06-17T10:04:47Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **28**
 - snapshot authored PRs/issues: **27 PRs / 1 issues**
-- snapshot discussion activity: **32 comments / 98 reviews / 100 review comments**
 - account age: **2625 days**
 - recent public PR activity: **9 PRs** (4 merged / 0 closed-unmerged / 5 open; merged rate **44%**, closed-unmerged rate **0%**, open rate **56%**)
 - public orgs: `huggingface`
@@ -840,7 +841,7 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; targets high-star repos**
 Example artifacts:
-- [PR #46827: Avoid NumPy 2.0 `__array__` copy-keyword deprecation in `create_mm_token_type_ids`](https://github.com/huggingface/transformers/pull/46827) — open
 - [PR #46204: Fix `num_items_in_batch` over-counting for causal LM losses](https://github.com/huggingface/transformers/pull/46204) — closed, merged
 - [PR #45930: [DeepSeek V4] Fix MoE converter substring-matching FP8 scale companions](https://github.com/huggingface/transformers/pull/45930) — closed, merged
 - [Issue #46559: `apply_chat_template(return_assistant_tokens_mask=True)` returns an empty assistant mask for VLM processors when an image is present](https://github.com/huggingface/transformers/issues/46559) — closed
@@ -853,12 +854,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
 - repo first seen: `2025-07-04T08:41:29Z`
-- repo last seen: `2026-06-22T21:03:18Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **28**
 - snapshot authored PRs/issues: **24 PRs / 4 issues**
-- snapshot discussion activity: **75 comments / 394 reviews / 360 review comments**
 - account age: **2354 days**
 - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
 - public orgs: `huggingface`, `Chouafa`
@@ -866,7 +867,7 @@ Example artifacts:
 - heuristic read: **—**
 Example artifacts:
-- [PR #46818: EP+FP8: fix EP router contract for many models and honor FP8 scale format](https://github.com/huggingface/transformers/pull/46818) — open
 - [PR #46742: finegrained v3](https://github.com/huggingface/transformers/pull/46742) — closed, merged
 - [PR #46738: 🚨 Modeling changes for export, compile, and hybrid-attention standardization](https://github.com/huggingface/transformers/pull/46738) — open
 - [Issue #46443: Vision RoPE refactor](https://github.com/huggingface/transformers/issues/46443) — open
@@ -904,11 +905,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbdennacer-Badaoui)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbdennacer-Badaoui)
 - repo first seen: `2026-01-08T18:13:10Z`
-- repo last seen: `2026-06-22T16:59:51Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **20**
-- snapshot authored PRs/issues: **20 PRs / 0 issues**
 - snapshot discussion activity: **8 comments / 39 reviews / 39 review comments**
 - account age: **1414 days**
 - recent public PR activity: **17 PRs** (16 merged / 0 closed-unmerged / 1 open; merged rate **94%**, closed-unmerged rate **0%**, open rate **6%**)
@@ -917,9 +918,9 @@ Example artifacts:
 - heuristic read: **—**
 Example artifacts:
 - [PR #46810: update kernels-community/aiter-rope version](https://github.com/huggingface/transformers/pull/46810) — closed, merged
 - [PR #46268: Add some AITER kernel routing for ROCm](https://github.com/huggingface/transformers/pull/46268) — closed, merged
-- [PR #46213: [AMD CI] revert AMD mi325 hf-workflows ref from SHA back to @main](https://github.com/huggingface/transformers/pull/46213) — closed, merged
 ### `kashif`
@@ -927,12 +928,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akashif)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akashif)
 - repo first seen: `2025-09-08T13:05:54Z`
-- repo last seen: `2026-06-22T14:25:56Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **20**
 - snapshot authored PRs/issues: **20 PRs / 0 issues**
-- snapshot discussion activity: **53 comments / 79 reviews / 77 review comments**
 - account age: **6569 days**
 - recent public PR activity: **32 PRs** (20 merged / 1 closed-unmerged / 11 open; merged rate **62%**, closed-unmerged rate **3%**, open rate **34%**)
 - public orgs: none visible
@@ -1066,12 +1067,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
 - repo first seen: `2024-06-13T14:13:17Z`
-- repo last seen: `2026-06-19T16:54:56Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **12**
 - snapshot authored PRs/issues: **11 PRs / 1 issues**
-- snapshot discussion activity: **47 comments / 222 reviews / 634 review comments**
 - account age: **2914 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -1222,29 +1223,6 @@ Example artifacts:
 - [PR #46817: Don't pin the gated delta net norm to `cuda:0` with a hardcoded device](https://github.com/huggingface/transformers/pull/46817) — open
 - [PR #46790: Fix prompt lookup decoding crash when no EOS token is configured](https://github.com/huggingface/transformers/pull/46790) — closed, merged
-### `zhang-prog`
-- profile: [github.com/zhang-prog](https://github.com/zhang-prog)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azhang-prog)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azhang-prog)
-- repo first seen: `2025-12-23T11:18:14Z`
-- repo last seen: `2026-06-12T02:48:45Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **9**
-- snapshot authored PRs/issues: **9 PRs / 0 issues**
-- snapshot discussion activity: **39 comments / 363 reviews / 364 review comments**
-- account age: **2074 days**
-- recent public PR activity: **19 PRs** (16 merged / 2 closed-unmerged / 1 open; merged rate **84%**, closed-unmerged rate **11%**, open rate **5%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **targets high-star repos**
-Example artifacts:
-- [PR #46576: PP-OCRv6: update documentation and slow tests](https://github.com/huggingface/transformers/pull/46576) — closed, merged
-- [PR #45838: [Model] Add PP-OCRv6 Models Support](https://github.com/huggingface/transformers/pull/45838) — closed, merged
-- [PR #45626: [Model] Add PP-FormulaNet Model Support](https://github.com/huggingface/transformers/pull/45626) — closed, merged
 ### `Incheonkirin`
 - profile: [github.com/Incheonkirin](https://github.com/Incheonkirin)
@@ -1294,6 +1272,29 @@ Example artifacts:
 - [PR #45716: [Gemma4] Fix SharedKVCache identity loss under FSDP2 cast_forward_inputs](https://github.com/huggingface/transformers/pull/45716) — closed
 - [Issue #46121: `convert_rope_params_to_dict` raises `TypeError` when `ignore_keys_at_rope_validation` is a JSON-loaded list](https://github.com/huggingface/transformers/issues/46121) — closed
 ### `juliendenize`
 - profile: [github.com/juliendenize](https://github.com/juliendenize)
@@ -1363,29 +1364,6 @@ Example artifacts:
 - [PR #45682: FIX Restore LoRA hotswapping functionality](https://github.com/huggingface/transformers/pull/45682) — open
 - [PR #45679: TST Run fast PEFT tests in normal CI](https://github.com/huggingface/transformers/pull/45679) — open
-### `guarin`
-- profile: [github.com/guarin](https://github.com/guarin)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
-- repo first seen: `2026-05-12T18:20:58Z`
-- repo last seen: `2026-06-22T13:52:31Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **6**
-- snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **33 comments / 108 reviews / 141 review comments**
-- account age: **2794 days**
-- recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
-- public orgs: `huggingface`
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-Example artifacts:
-- [PR #46674: Sapiens2: Remove modeling imports in image processing](https://github.com/huggingface/transformers/pull/46674) — closed, merged
-- [PR #46438: Speed up modular conversion by reusing process pool](https://github.com/huggingface/transformers/pull/46438) — closed, merged
-- [PR #46344: Fix flip_back graph break](https://github.com/huggingface/transformers/pull/46344) — closed, merged
 ### `KirtiRamchandani`
 - profile: [github.com/KirtiRamchandani](https://github.com/KirtiRamchandani)
@@ -1547,7 +1525,7 @@ Example artifacts:
 - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
 Example artifacts:
-- [PR #46824: fix: update tokenizers version range to include stable 0.23.1](https://github.com/huggingface/transformers/pull/46824) — open
 - [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
@@ -1593,7 +1571,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume**
 Example artifacts:
-- [PR #46744: docs: update apple silicon doc with safetensors `0.8.0` benefits](https://github.com/huggingface/transformers/pull/46744) — open
 - [PR #46523: feat: bump safetensors to `0.8.0`](https://github.com/huggingface/transformers/pull/46523) — closed, merged
 - [PR #46239: fix: cache warmup `RuntimeError` on mps](https://github.com/huggingface/transformers/pull/46239) — closed, merged
@@ -1831,6 +1809,53 @@ Example artifacts:
 - [PR #46611: Fix dynamic module loading from symlinked Hub cache (snapshots -> blobs)](https://github.com/huggingface/transformers/pull/46611) — closed
 - [Issue #46617: FileNotFoundError when loading a trust_remote_code model from cache](https://github.com/huggingface/transformers/issues/46617) — open
 ### `Chao1Han`
 - profile: [github.com/Chao1Han](https://github.com/Chao1Han)
@@ -1969,6 +1994,29 @@ Example artifacts:
 - [PR #46789: fix(tokenization): guard against IndexError when apply_chat_template …](https://github.com/huggingface/transformers/pull/46789) — closed
 - [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) — closed
 ### `jashshah999`
 - profile: [github.com/jashshah999](https://github.com/jashshah999)
@@ -2088,29 +2136,6 @@ Example artifacts:
 - [PR #43915: add PaddleOCR-VL conversion](https://github.com/huggingface/transformers/pull/43915) — closed
 - [Issue #41950: video-classification pipeline looks for image processors](https://github.com/huggingface/transformers/issues/41950) — closed
-### `sergiopaniego`
-- profile: [github.com/sergiopaniego](https://github.com/sergiopaniego)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergiopaniego)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergiopaniego)
-- repo first seen: `2026-03-19T10:22:40Z`
-- repo last seen: `2026-05-14T12:45:44Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **3718 days**
-- recent public PR activity: **28 PRs** (19 merged / 0 closed-unmerged / 9 open; merged rate **68%**, closed-unmerged rate **0%**, open rate **32%**)
-- public orgs: `JdeRobot`, `TheRoboticsClub`, `huggingface`
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
-Example artifacts:
-- [PR #45943: fix: restore `_attn_implementation `and fix request offset in `generate_batch()`](https://github.com/huggingface/transformers/pull/45943) — closed, merged
-- [PR #45625: Add `supports_gradient_checkpointing` to `NemotronHPreTrainedModel`](https://github.com/huggingface/transformers/pull/45625) — closed, merged
-- [PR #44873: Fix VL model rope_deltas batch size mismatch in online RL training](https://github.com/huggingface/transformers/pull/44873) — closed, merged
 ### `Abineshabee`
 - profile: [github.com/Abineshabee](https://github.com/Abineshabee)
@@ -2350,29 +2375,6 @@ Example artifacts:
 - [PR #45713: fix: restore vocabulary loading in CamembertTokenizer](https://github.com/huggingface/transformers/pull/45713) — closed
 - [Issue #45710: Fix wrong repo link in Dinov2ForImageClassification doc example](https://github.com/huggingface/transformers/issues/45710) — closed
-### `pcuenca`
-- profile: [github.com/pcuenca](https://github.com/pcuenca)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apcuenca)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apcuenca)
-- repo first seen: `2024-04-23T13:23:10Z`
-- repo last seen: `2026-06-17T13:50:52Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **7 comments / 25 reviews / 38 review comments**
-- account age: **5316 days**
-- recent public PR activity: **31 PRs** (20 merged / 3 closed-unmerged / 8 open; merged rate **65%**, closed-unmerged rate **10%**, open rate **26%**)
-- public orgs: `huggingface`
-- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
-- heuristic read: **high recent PR volume; broad repo spread**
-Example artifacts:
-- [PR #46257: Update deepseek v4 snippet: model id, quant config](https://github.com/huggingface/transformers/pull/46257) — open
-- [PR #46255: Rename liger_kernels -> liger-kernels](https://github.com/huggingface/transformers/pull/46255) — closed
-- [Issue #30430: Remove `mps` workaround for `isin()`](https://github.com/huggingface/transformers/issues/30430) — closed
 ### `Abhijeet1815`
 - profile: [github.com/Abhijeet1815](https://github.com/Abhijeet1815)
@@ -3396,10 +3398,10 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 Example artifacts:
-- [PR #46724: [DiffusionGemma] return_dict_in_generate=False for image-text-to-text…](https://github.com/huggingface/transformers/pull/46724) — open
 - [PR #45311: resize_token_embeddings does not effect to output_embeddings](https://github.com/huggingface/transformers/pull/45311) — closed
 - [PR #45236: resize_token_embeddings does not resize lm_head](https://github.com/huggingface/transformers/pull/45236) — closed
-- [Issue #46701: [DiffusionGemmaGenerationOutput] image-text-to-text pipeline does not work](https://github.com/huggingface/transformers/issues/46701) — open
 - [Issue #45335: [t5gemma] resize_token_embeddings does not effect to decoder.embed_tokens](https://github.com/huggingface/transformers/issues/45335) — closed
 - [Issue #45292: resize_token_embeddings does not effect to output_embeddings](https://github.com/huggingface/transformers/issues/45292) — closed
@@ -3502,29 +3504,6 @@ Example artifacts:
 - [PR #45442: Update workflow references to new commit hash](https://github.com/huggingface/transformers/pull/45442) — closed, merged
 - [Issue #45182: 🔒 Track: Pin GitHub Actions to commit SHAs](https://github.com/huggingface/transformers/issues/45182) — closed
-### `javierdejesusda`
-- profile: [github.com/javierdejesusda](https://github.com/javierdejesusda)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajavierdejesusda)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajavierdejesusda)
-- repo first seen: `2026-03-22T17:27:20Z`
-- repo last seen: `2026-06-21T23:32:59Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 2 reviews / 2 review comments**
-- account age: **508 days**
-- recent public PR activity: **46 PRs** (30 merged / 5 closed-unmerged / 11 open; merged rate **65%**, closed-unmerged rate **11%**, open rate **24%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
-- heuristic read: **high recent PR volume; broad repo spread**
-Example artifacts:
-- [PR #45627: Processing Utils: honor pre-built sub-processor kwargs in from_pretrained](https://github.com/huggingface/transformers/pull/45627) — open
-- [PR #45079: Fix resized LM head weights being overwritten by post_init](https://github.com/huggingface/transformers/pull/45079) — closed, merged
-- [PR #45019: Fix GraniteConfig type hints to accept int for multiplier fields](https://github.com/huggingface/transformers/pull/45019) — closed, merged
 ### `rtrompier`
 - profile: [github.com/rtrompier](https://github.com/rtrompier)
@@ -3548,6 +3527,29 @@ Example artifacts:
 - [PR #45547: Add disable_mmap kwarg to from_pretrained with hf-mount auto-detection](https://github.com/huggingface/transformers/pull/45547) — closed, merged
 - [PR #45474: chore: bump doc-builder SHA for main doc build workflow](https://github.com/huggingface/transformers/pull/45474) — closed, draft
 ### `bhargav-patel-29`
 - profile: [github.com/bhargav-patel-29](https://github.com/bhargav-patel-29)
@@ -4133,6 +4135,28 @@ Example artifacts:
 - [PR #46669: Fix AttributeError in auto_factory when model_class lacks config_class](https://github.com/huggingface/transformers/pull/46669) — closed, merged
 - [Issue #46661: AutoModel.from_pretrained raises AttributeError: model_class has no attribute 'config_class' for remote-code models](https://github.com/huggingface/transformers/issues/46661) — closed
 ### `dvdimitrov13`
 - profile: [github.com/dvdimitrov13](https://github.com/dvdimitrov13)
@@ -5876,8 +5900,8 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahashwnath)
 - repo first seen: `2026-06-23T04:36:24Z`
 - repo last seen: `2026-06-23T04:51:59Z`
-- 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**
@@ -5888,7 +5912,7 @@ Example artifacts:
 - heuristic read: **broad repo spread; high open PR share**
 Example artifacts:
-- [PR #46828: fix: convert Tensor q_offset/kv_offset to int in flex_attention_mask](https://github.com/huggingface/transformers/pull/46828) — open
 ### `Hasnaathussain`
@@ -6709,6 +6733,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46461: Speed up nested BatchFeature tensor conversion](https://github.com/huggingface/transformers/pull/46461) — open
 ### `n0gu-furiosa`
 - profile: [github.com/n0gu-furiosa](https://github.com/n0gu-furiosa)
@@ -6877,27 +6922,6 @@ 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
-### `pratapyash`
-- profile: [github.com/pratapyash](https://github.com/pratapyash)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apratapyash)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apratapyash)
-- repo first seen: `2026-04-24T07:14:52Z`
-- repo last seen: `2026-04-24T07:14:52Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **3227 days**
-- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
-- public orgs: `stimuler`
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
-Example artifacts:
-- [PR #45620: Fix TypeError in video_processor_class_from_name when torchvision is not installed](https://github.com/huggingface/transformers/pull/45620) — closed
 ### `pritishyuvraj`
 - profile: [github.com/pritishyuvraj](https://github.com/pritishyuvraj)
@@ -6990,7 +7014,7 @@ Example artifacts:
 - repo first seen: `2026-06-16T05:24:18Z`
 - repo last seen: `2026-06-16T05:24:18Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -7001,7 +7025,7 @@ Example artifacts:
 - heuristic read: **—**
 Example artifacts:
-- [PR #46685: Add Susono model](https://github.com/huggingface/transformers/pull/46685) — open
 ### `pvelayudhan`

 # New Contributor Report: huggingface/transformers
+- Snapshot: `20260623T120018Z`
+- Generated: `2026-06-23T12:02:33Z`
 - Activity window: `60d`
+- Contributors: `348`
 ## Summary
 | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 103 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 97 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 97 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 93 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 67 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 54 | 2 | mixed | low | low | targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 50 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 46 | 0 | strong | low | low | targets high-star repos |
+| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 45 | 1 | strong | low | low | targets high-star repos |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 40 | 1 | strong | moderate | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 37 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 35 | 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 |
+| `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 29 | 4 | strong | moderate | low | high recent PR volume |
 | `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 |
 | `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 |
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 26 | 14 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 24 | 4 | strong | low | low | — |
 | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 22 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
+| `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 21 | 0 | strong | moderate | low | — |
 | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 20 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 20 | 0 | mixed | moderate | low | — |
 | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 18 | 0 | strong | moderate | low | targets high-star repos |
 | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 10 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
 | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 9 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 9 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
 | `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 7 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 7 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
+| `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 7 | 0 | strong | low | low | — |
 | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 7 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `kpal002` | [profile](https://github.com/kpal002) | no | CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 7 | 0 | strong | moderate | low | high recent PR volume |
 | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 6 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `KirtiRamchandani` | [profile](https://github.com/KirtiRamchandani) | no | NONE | 3143d | `2026-06-13T17:53:25Z` | 6 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `XciD` | [profile](https://github.com/XciD) | no | MEMBER | 4481d | `2026-05-14T05:53:53Z` | 6 | 0 | mixed | high | low | extremely high recent PR volume; broad repo spread |
 | `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 5 | 5 | strong | moderate | low | high recent PR volume |
 | `TheShreyanshiDwivedi` | [profile](https://github.com/TheShreyanshiDwivedi) | no | NONE | 87d | `2026-05-15T10:01:57Z` | 4 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `qflen` | [profile](https://github.com/qflen) | no | CONTRIBUTOR | 479d | `2026-04-25T02:09:42Z` | 3 | 4 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `ldkhang1201` | [profile](https://github.com/ldkhang1201) | no | CONTRIBUTOR | 1377d | `2026-06-12T19:30:35Z` | 3 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
+| `pcuenca` | [profile](https://github.com/pcuenca) | no | MEMBER | 5316d | `2024-04-23T13:23:10Z` | 3 | 1 | mixed | high | low | high recent PR volume; broad repo spread |
+| `boringcrypto` | [profile](https://github.com/boringcrypto) | yes | FIRST_TIME_CONTRIBUTOR | 5420d | `2026-06-23T10:53:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Chao1Han` | [profile](https://github.com/Chao1Han) | no | FIRST_TIME_CONTRIBUTOR | 1422d | `2026-05-14T09:13:18Z` | 3 | 0 | mixed | moderate | low | high open PR share |
 | `Charuhasini30` | [profile](https://github.com/Charuhasini30) | no | FIRST_TIME_CONTRIBUTOR | 925d | `2026-06-22T06:53:20Z` | 3 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
 | `Sahith59` | [profile](https://github.com/Sahith59) | no | FIRST_TIME_CONTRIBUTOR | 1626d | `2026-06-19T02:27:30Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Vitaliy-Pikalo` | [profile](https://github.com/Vitaliy-Pikalo) | no | NONE | 636d | `2026-06-21T01:56:59Z` | 3 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
+| `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 9 | 0 | mixed | moderate | low | targets high-star repos |
 | `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 |
 | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2500d | `2025-10-30T12:45:06Z` | 4 | 1 | mixed | moderate | low | — |
 | `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 |
 | `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 |
 | `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 2 | 1 | mixed | low | low | — |
 | `J3r3myPerera` | [profile](https://github.com/J3r3myPerera) | no | CONTRIBUTOR | 1323d | `2026-05-20T14:37:39Z` | 2 | 1 | mixed | moderate | low | no visible non-self stars |
 | `Milan-Bhimani` | [profile](https://github.com/Milan-Bhimani) | no | FIRST_TIME_CONTRIBUTOR | 823d | `2026-04-30T06:10:00Z` | 2 | 1 | mixed | low | low | many recent closed-unmerged PRs |
 | `Abhijeet1815` | [profile](https://github.com/Abhijeet1815) | no | FIRST_TIME_CONTRIBUTOR | 611d | `2026-06-16T19:12:22Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Ace3Z` | [profile](https://github.com/Ace3Z) | no | CONTRIBUTOR | 2598d | `2026-05-24T21:47:03Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Achyuthan-S` | [profile](https://github.com/Achyuthan-S) | no | FIRST_TIME_CONTRIBUTOR | 1368d | `2026-06-06T07:20:32Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
 | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 4 | 3 | weak | low | low | targets high-star repos |
 | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 4 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
 | `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 |
+| `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 |
 | `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 |
 | `AnkitAhlawat7742` | [profile](https://github.com/AnkitAhlawat7742) | no | CONTRIBUTOR | 432d | `2026-04-27T13:28:53Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `anxovatomica` | [profile](https://github.com/anxovatomica) | no | NONE | 3464d | `2026-05-12T13:01:28Z` | 1 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `atharv1945` | [profile](https://github.com/atharv1945) | no | CONTRIBUTOR | 1082d | `2026-06-15T10:52:55Z` | 1 | 1 | strong | low | low | targets high-star repos |
+| `c1prk` | [profile](https://github.com/c1prk) | yes | FIRST_TIME_CONTRIBUTOR | 2143d | `2026-06-23T06:34:53Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `dvdimitrov13` | [profile](https://github.com/dvdimitrov13) | no | FIRST_TIME_CONTRIBUTOR | 2296d | `2026-04-24T14:56:28Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `jshn9515` | [profile](https://github.com/jshn9515) | no | NONE | 214d | `2026-05-29T22:55:56Z` | 1 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `julien-gadonneix` | [profile](https://github.com/julien-gadonneix) | no | NONE | 987d | `2026-06-02T15:31:42Z` | 1 | 1 | mixed | low | low | high open PR share |
 | `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 |
+| `hashwnath` | [profile](https://github.com/hashwnath) | no | NONE | 2510d | `2026-06-23T04:36:24Z` | 1 | 0 | mixed | high | low | broad repo spread; high open PR share |
 | `Hasnaathussain` | [profile](https://github.com/Hasnaathussain) | no | NONE | 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 |
 | `MinuriRajapakse` | [profile](https://github.com/MinuriRajapakse) | no | FIRST_TIME_CONTRIBUTOR | 1037d | `2026-04-29T06:12:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `mironable` | [profile](https://github.com/mironable) | no | FIRST_TIME_CONTRIBUTOR | 3559d | `2026-06-15T12:56:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `msdsm` | [profile](https://github.com/msdsm) | no | FIRST_TIME_CONTRIBUTOR | 2197d | `2026-06-06T10:53:47Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `muhamedfazalps` | [profile](https://github.com/muhamedfazalps) | yes | FIRST_TIME_CONTRIBUTOR | 1469d | `2026-06-23T06:57:49Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
 | `n0gu-furiosa` | [profile](https://github.com/n0gu-furiosa) | no | CONTRIBUTOR | 863d | `2026-06-04T05:04:15Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `NanoCode012` | [profile](https://github.com/NanoCode012) | no | CONTRIBUTOR | 4220d | `2026-06-13T06:09:47Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `ndvbd` | [profile](https://github.com/ndvbd) | no | FIRST_TIME_CONTRIBUTOR | 5482d | `2026-06-16T08:24:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `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 |
 | `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 |
 | `puneetdixit200` | [profile](https://github.com/puneetdixit200) | no | NONE | 223d | `2026-05-16T09:13:29Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
+| `puwaer` | [profile](https://github.com/puwaer) | no | NONE | 1811d | `2026-06-16T05:24:18Z` | 1 | 0 | strong | moderate | low | — |
 | `pvelayudhan` | [profile](https://github.com/pvelayudhan) | no | CONTRIBUTOR | 2051d | `2026-05-27T14:26:06Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `py-ai-dev` | [profile](https://github.com/py-ai-dev) | no | NONE | 78d | `2026-03-21T22:53:27Z` | 1 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `ramkumar27072006` | [profile](https://github.com/ramkumar27072006) | no | CONTRIBUTOR | 543d | `2026-06-07T03:16:30Z` | 1 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
 - repo first seen: `2024-09-26T09:23:39Z`
+- repo last seen: `2026-06-23T11:32:30Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
+- repo primary artifacts: **93**
+- snapshot authored PRs/issues: **93 PRs / 0 issues**
+- snapshot discussion activity: **660 comments / 1025 reviews / 2214 review comments**
 - account age: **1508 days**
 - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
 - public orgs: `huggingface`, `deeppavlov`
 - heuristic read: **high recent PR volume; targets high-star repos**
 Example artifacts:
+- [PR #46839: Fix mask when generating beyond sliding window](https://github.com/huggingface/transformers/pull/46839) — open
 - [PR #46767: fix another flaky test](https://github.com/huggingface/transformers/pull/46767) — closed, merged
 - [PR #46662: Smovlm: pad videos up to max frames](https://github.com/huggingface/transformers/pull/46662) — closed, merged
 ### `ArthurZucker`
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
 - repo first seen: `2025-08-26T12:13:50Z`
+- repo last seen: `2026-06-23T10:44:38Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **56**
 - snapshot authored PRs/issues: **54 PRs / 2 issues**
+- snapshot discussion activity: **708 comments / 1294 reviews / 5228 review comments**
 - account age: **1991 days**
 - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
 - public orgs: none visible
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
 - repo first seen: `2023-02-27T14:00:41Z`
+- repo last seen: `2026-06-23T11:19:26Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **46**
 - snapshot authored PRs/issues: **46 PRs / 0 issues**
+- snapshot discussion activity: **817 comments / 295 reviews / 166 review comments**
 - account age: **3961 days**
 - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
 - public orgs: `huggingface`
 - 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: `2026-06-23T09:28:17Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
+- repo primary artifacts: **46**
+- snapshot authored PRs/issues: **45 PRs / 1 issues**
 - snapshot discussion activity: **62 comments / 168 reviews / 173 review comments**
 - account age: **1813 days**
 - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
 - heuristic read: **targets high-star repos**
 Example artifacts:
+- [PR #46838: [Fix] Make require_flash_attn3 match runtime](https://github.com/huggingface/transformers/pull/46838) — open
 - [PR #46765: [CB] Fix issues with FA read / writes](https://github.com/huggingface/transformers/pull/46765) — open
 - [PR #46712: [CB] Changes to increase max_batch_tokens](https://github.com/huggingface/transformers/pull/46712) — open
 - [Issue #46516: [Continuous batching] Tracker for issues and feature requests](https://github.com/huggingface/transformers/issues/46516) — open
 ### `sywangyi`
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
 - repo first seen: `2024-03-21T04:37:45Z`
+- repo last seen: `2026-06-23T07:41:31Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
+- repo primary artifacts: **33**
+- snapshot authored PRs/issues: **29 PRs / 4 issues**
 - snapshot discussion activity: **62 comments / 45 reviews / 45 review comments**
 - account age: **1396 days**
 - recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
 - heuristic read: **high recent PR volume**
 Example artifacts:
+- [PR #46835: Fix CPM-Ant LM head tying (vocabulary-slice tie)](https://github.com/huggingface/transformers/pull/46835) — open
 - [PR #46808: Fix BitNet packed-weight unpacking dtype (`F.linear` dtype mismatch)](https://github.com/huggingface/transformers/pull/46808) — open
 - [PR #46802: Fix flex_attention block mask creation when `get_seq_length` returns a tensor](https://github.com/huggingface/transformers/pull/46802) — closed, merged
 - [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — closed
 - [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
 - [Issue #42994: quantized model saving failed](https://github.com/huggingface/transformers/issues/42994) — closed
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
 - repo first seen: `2025-11-26T16:58:10Z`
+- repo last seen: `2026-06-23T08:35:35Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **28**
 - snapshot authored PRs/issues: **27 PRs / 1 issues**
+- snapshot discussion activity: **32 comments / 102 reviews / 104 review comments**
 - account age: **2625 days**
 - recent public PR activity: **9 PRs** (4 merged / 0 closed-unmerged / 5 open; merged rate **44%**, closed-unmerged rate **0%**, open rate **56%**)
 - public orgs: `huggingface`
 - heuristic read: **extremely high recent PR volume; targets high-star repos**
 Example artifacts:
+- [PR #46827: Avoid NumPy 2.0 `__array__` copy-keyword deprecation in `create_mm_token_type_ids`](https://github.com/huggingface/transformers/pull/46827) — closed, merged
 - [PR #46204: Fix `num_items_in_batch` over-counting for causal LM losses](https://github.com/huggingface/transformers/pull/46204) — closed, merged
 - [PR #45930: [DeepSeek V4] Fix MoE converter substring-matching FP8 scale companions](https://github.com/huggingface/transformers/pull/45930) — closed, merged
 - [Issue #46559: `apply_chat_template(return_assistant_tokens_mask=True)` returns an empty assistant mask for VLM processors when an image is present](https://github.com/huggingface/transformers/issues/46559) — closed
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
 - repo first seen: `2025-07-04T08:41:29Z`
+- repo last seen: `2026-06-23T11:37:31Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **28**
 - snapshot authored PRs/issues: **24 PRs / 4 issues**
+- snapshot discussion activity: **76 comments / 404 reviews / 370 review comments**
 - account age: **2354 days**
 - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
 - public orgs: `huggingface`, `Chouafa`
 - heuristic read: **—**
 Example artifacts:
+- [PR #46818: 🚨 EP: fix EP router contract for many models + honor FP8 scale format](https://github.com/huggingface/transformers/pull/46818) — open
 - [PR #46742: finegrained v3](https://github.com/huggingface/transformers/pull/46742) — closed, merged
 - [PR #46738: 🚨 Modeling changes for export, compile, and hybrid-attention standardization](https://github.com/huggingface/transformers/pull/46738) — open
 - [Issue #46443: Vision RoPE refactor](https://github.com/huggingface/transformers/issues/46443) — open
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbdennacer-Badaoui)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbdennacer-Badaoui)
 - repo first seen: `2026-01-08T18:13:10Z`
+- repo last seen: `2026-06-23T08:42:59Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
+- repo primary artifacts: **21**
+- snapshot authored PRs/issues: **21 PRs / 0 issues**
 - snapshot discussion activity: **8 comments / 39 reviews / 39 review comments**
 - account age: **1414 days**
 - recent public PR activity: **17 PRs** (16 merged / 0 closed-unmerged / 1 open; merged rate **94%**, closed-unmerged rate **0%**, open rate **6%**)
 - heuristic read: **—**
 Example artifacts:
+- [PR #46837: [ROCm] gpt-oss: route FA3 to aiter-flash-attn, generate ROCm fixtures](https://github.com/huggingface/transformers/pull/46837) — open
 - [PR #46810: update kernels-community/aiter-rope version](https://github.com/huggingface/transformers/pull/46810) — closed, merged
 - [PR #46268: Add some AITER kernel routing for ROCm](https://github.com/huggingface/transformers/pull/46268) — closed, merged
 ### `kashif`
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akashif)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akashif)
 - repo first seen: `2025-09-08T13:05:54Z`
+- repo last seen: `2026-06-23T10:53:37Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **20**
 - snapshot authored PRs/issues: **20 PRs / 0 issues**
+- snapshot discussion activity: **55 comments / 79 reviews / 77 review comments**
 - account age: **6569 days**
 - recent public PR activity: **32 PRs** (20 merged / 1 closed-unmerged / 11 open; merged rate **62%**, closed-unmerged rate **3%**, open rate **34%**)
 - public orgs: none visible
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
 - repo first seen: `2024-06-13T14:13:17Z`
+- repo last seen: `2026-06-23T09:36:50Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **12**
 - snapshot authored PRs/issues: **11 PRs / 1 issues**
+- snapshot discussion activity: **47 comments / 223 reviews / 644 review comments**
 - account age: **2914 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
 - [PR #46817: Don't pin the gated delta net norm to `cuda:0` with a hardcoded device](https://github.com/huggingface/transformers/pull/46817) — open
 - [PR #46790: Fix prompt lookup decoding crash when no EOS token is configured](https://github.com/huggingface/transformers/pull/46790) — closed, merged
 ### `Incheonkirin`
 - profile: [github.com/Incheonkirin](https://github.com/Incheonkirin)
 - [PR #45716: [Gemma4] Fix SharedKVCache identity loss under FSDP2 cast_forward_inputs](https://github.com/huggingface/transformers/pull/45716) — closed
 - [Issue #46121: `convert_rope_params_to_dict` raises `TypeError` when `ignore_keys_at_rope_validation` is a JSON-loaded list](https://github.com/huggingface/transformers/issues/46121) — closed
+### `guarin`
+- profile: [github.com/guarin](https://github.com/guarin)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
+- repo first seen: `2026-05-12T18:20:58Z`
+- repo last seen: `2026-06-23T09:50:20Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **7**
+- snapshot authored PRs/issues: **7 PRs / 0 issues**
+- snapshot discussion activity: **33 comments / 110 reviews / 143 review comments**
+- account age: **2794 days**
+- recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+Example artifacts:
+- [PR #46836: Add Unlimited OCR](https://github.com/huggingface/transformers/pull/46836) — open, draft
+- [PR #46674: Sapiens2: Remove modeling imports in image processing](https://github.com/huggingface/transformers/pull/46674) — closed, merged
+- [PR #46438: Speed up modular conversion by reusing process pool](https://github.com/huggingface/transformers/pull/46438) — closed, merged
 ### `juliendenize`
 - profile: [github.com/juliendenize](https://github.com/juliendenize)
 - [PR #45682: FIX Restore LoRA hotswapping functionality](https://github.com/huggingface/transformers/pull/45682) — open
 - [PR #45679: TST Run fast PEFT tests in normal CI](https://github.com/huggingface/transformers/pull/45679) — open
 ### `KirtiRamchandani`
 - profile: [github.com/KirtiRamchandani](https://github.com/KirtiRamchandani)
 - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
 Example artifacts:
+- [PR #46824: fix: update tokenizers version range to include stable 0.23.1](https://github.com/huggingface/transformers/pull/46824) — closed
 - [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
 - heuristic read: **high recent PR volume**
 Example artifacts:
+- [PR #46744: docs: update apple silicon doc with safetensors `0.8.0` benefits](https://github.com/huggingface/transformers/pull/46744) — closed, merged
 - [PR #46523: feat: bump safetensors to `0.8.0`](https://github.com/huggingface/transformers/pull/46523) — closed, merged
 - [PR #46239: fix: cache warmup `RuntimeError` on mps](https://github.com/huggingface/transformers/pull/46239) — closed, merged
 - [PR #46611: Fix dynamic module loading from symlinked Hub cache (snapshots -> blobs)](https://github.com/huggingface/transformers/pull/46611) — closed
 - [Issue #46617: FileNotFoundError when loading a trust_remote_code model from cache](https://github.com/huggingface/transformers/issues/46617) — open
+### `pcuenca`
+- profile: [github.com/pcuenca](https://github.com/pcuenca)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apcuenca)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apcuenca)
+- repo first seen: `2024-04-23T13:23:10Z`
+- repo last seen: `2026-06-23T11:47:12Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **3 PRs / 1 issues**
+- snapshot discussion activity: **7 comments / 25 reviews / 38 review comments**
+- account age: **5316 days**
+- recent public PR activity: **31 PRs** (20 merged / 3 closed-unmerged / 8 open; merged rate **65%**, closed-unmerged rate **10%**, open rate **26%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
+- heuristic read: **high recent PR volume; broad repo spread**
+Example artifacts:
+- [PR #46842: [glm-mode-dsa] Indexer uses interleaved rope](https://github.com/huggingface/transformers/pull/46842) — open
+- [PR #46257: Update deepseek v4 snippet: model id, quant config](https://github.com/huggingface/transformers/pull/46257) — open
+- [PR #46255: Rename liger_kernels -> liger-kernels](https://github.com/huggingface/transformers/pull/46255) — closed
+- [Issue #30430: Remove `mps` workaround for `isin()`](https://github.com/huggingface/transformers/issues/30430) — closed
+### `boringcrypto`
+- profile: [github.com/boringcrypto](https://github.com/boringcrypto)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aboringcrypto)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aboringcrypto)
+- repo first seen: `2026-06-23T10:53:58Z`
+- repo last seen: `2026-06-23T11:52:32Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
+- account age: **5420 days**
+- recent public PR activity: **4 PRs** (0 merged / 1 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **25%**, open rate **75%**)
+- 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 #46843: Enhance return type annotation in apply_chat_template in processing_u…](https://github.com/huggingface/transformers/pull/46843) — open
+- [PR #46841: Import diffusion_gemma in models init](https://github.com/huggingface/transformers/pull/46841) — open
+- [PR #46840: Enhance apply_chat_template with overloads for type checking](https://github.com/huggingface/transformers/pull/46840) — closed, draft
 ### `Chao1Han`
 - profile: [github.com/Chao1Han](https://github.com/Chao1Han)
 - [PR #46789: fix(tokenization): guard against IndexError when apply_chat_template …](https://github.com/huggingface/transformers/pull/46789) — closed
 - [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) — closed
+### `zhang-prog`
+- profile: [github.com/zhang-prog](https://github.com/zhang-prog)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azhang-prog)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azhang-prog)
+- repo first seen: `2025-12-23T11:18:14Z`
+- repo last seen: `2026-06-12T02:48:45Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **9**
+- snapshot authored PRs/issues: **9 PRs / 0 issues**
+- snapshot discussion activity: **39 comments / 363 reviews / 364 review comments**
+- account age: **2074 days**
+- recent public PR activity: **19 PRs** (16 merged / 2 closed-unmerged / 1 open; merged rate **84%**, closed-unmerged rate **11%**, open rate **5%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **targets high-star repos**
+Example artifacts:
+- [PR #46576: PP-OCRv6: update documentation and slow tests](https://github.com/huggingface/transformers/pull/46576) — closed, merged
+- [PR #45838: [Model] Add PP-OCRv6 Models Support](https://github.com/huggingface/transformers/pull/45838) — closed, merged
+- [PR #45626: [Model] Add PP-FormulaNet Model Support](https://github.com/huggingface/transformers/pull/45626) — closed, merged
 ### `jashshah999`
 - profile: [github.com/jashshah999](https://github.com/jashshah999)
 - [PR #43915: add PaddleOCR-VL conversion](https://github.com/huggingface/transformers/pull/43915) — closed
 - [Issue #41950: video-classification pipeline looks for image processors](https://github.com/huggingface/transformers/issues/41950) — closed
 ### `Abineshabee`
 - profile: [github.com/Abineshabee](https://github.com/Abineshabee)
 - [PR #45713: fix: restore vocabulary loading in CamembertTokenizer](https://github.com/huggingface/transformers/pull/45713) — closed
 - [Issue #45710: Fix wrong repo link in Dinov2ForImageClassification doc example](https://github.com/huggingface/transformers/issues/45710) — closed
 ### `Abhijeet1815`
 - profile: [github.com/Abhijeet1815](https://github.com/Abhijeet1815)
 - heuristic read: **high open PR share; targets high-star repos**
 Example artifacts:
+- [PR #46724: [DiffusionGemma] return_dict_in_generate=False for image-text-to-text…](https://github.com/huggingface/transformers/pull/46724) — closed, merged
 - [PR #45311: resize_token_embeddings does not effect to output_embeddings](https://github.com/huggingface/transformers/pull/45311) — closed
 - [PR #45236: resize_token_embeddings does not resize lm_head](https://github.com/huggingface/transformers/pull/45236) — closed
+- [Issue #46701: [DiffusionGemmaGenerationOutput] image-text-to-text pipeline does not work](https://github.com/huggingface/transformers/issues/46701) — closed
 - [Issue #45335: [t5gemma] resize_token_embeddings does not effect to decoder.embed_tokens](https://github.com/huggingface/transformers/issues/45335) — closed
 - [Issue #45292: resize_token_embeddings does not effect to output_embeddings](https://github.com/huggingface/transformers/issues/45292) — closed
 - [PR #45442: Update workflow references to new commit hash](https://github.com/huggingface/transformers/pull/45442) — closed, merged
 - [Issue #45182: 🔒 Track: Pin GitHub Actions to commit SHAs](https://github.com/huggingface/transformers/issues/45182) — closed
 ### `rtrompier`
 - profile: [github.com/rtrompier](https://github.com/rtrompier)
 - [PR #45547: Add disable_mmap kwarg to from_pretrained with hf-mount auto-detection](https://github.com/huggingface/transformers/pull/45547) — closed, merged
 - [PR #45474: chore: bump doc-builder SHA for main doc build workflow](https://github.com/huggingface/transformers/pull/45474) — closed, draft
+### `sergiopaniego`
+- profile: [github.com/sergiopaniego](https://github.com/sergiopaniego)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergiopaniego)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergiopaniego)
+- repo first seen: `2026-03-19T10:22:40Z`
+- repo last seen: `2026-05-14T12:45:44Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- account age: **3718 days**
+- recent public PR activity: **28 PRs** (19 merged / 0 closed-unmerged / 9 open; merged rate **68%**, closed-unmerged rate **0%**, open rate **32%**)
+- public orgs: `JdeRobot`, `TheRoboticsClub`, `huggingface`
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+Example artifacts:
+- [PR #45943: fix: restore `_attn_implementation `and fix request offset in `generate_batch()`](https://github.com/huggingface/transformers/pull/45943) — closed, merged
+- [PR #45625: Add `supports_gradient_checkpointing` to `NemotronHPreTrainedModel`](https://github.com/huggingface/transformers/pull/45625) — closed, merged
+- [PR #44873: Fix VL model rope_deltas batch size mismatch in online RL training](https://github.com/huggingface/transformers/pull/44873) — closed, merged
 ### `bhargav-patel-29`
 - profile: [github.com/bhargav-patel-29](https://github.com/bhargav-patel-29)
 - [PR #46669: Fix AttributeError in auto_factory when model_class lacks config_class](https://github.com/huggingface/transformers/pull/46669) — closed, merged
 - [Issue #46661: AutoModel.from_pretrained raises AttributeError: model_class has no attribute 'config_class' for remote-code models](https://github.com/huggingface/transformers/issues/46661) — closed
+### `c1prk`
+- profile: [github.com/c1prk](https://github.com/c1prk)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ac1prk)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ac1prk)
+- repo first seen: `2026-06-23T06:34:53Z`
+- repo last seen: `2026-06-23T06:45:32Z`
+- 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: **2143 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
+Example artifacts:
+- [PR #46833: Fix RT-DETR indexing error when num_feature_levels exceeds backbone o…](https://github.com/huggingface/transformers/pull/46833) — open, draft
+- [Issue #46832: [RT-DETR] TypeError in RTDetrModel.forward when num_feature_levels > len(backbone outputs)](https://github.com/huggingface/transformers/issues/46832) — open
 ### `dvdimitrov13`
 - profile: [github.com/dvdimitrov13](https://github.com/dvdimitrov13)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahashwnath)
 - repo first seen: `2026-06-23T04:36:24Z`
 - repo last seen: `2026-06-23T04:51:59Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - heuristic read: **broad repo spread; high open PR share**
 Example artifacts:
+- [PR #46828: fix: convert Tensor q_offset/kv_offset to int in flex_attention_mask](https://github.com/huggingface/transformers/pull/46828) — closed
 ### `Hasnaathussain`
 Example artifacts:
 - [PR #46461: Speed up nested BatchFeature tensor conversion](https://github.com/huggingface/transformers/pull/46461) — open
+### `muhamedfazalps`
+- profile: [github.com/muhamedfazalps](https://github.com/muhamedfazalps)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amuhamedfazalps)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amuhamedfazalps)
+- repo first seen: `2026-06-23T06:57:49Z`
+- repo last seen: `2026-06-23T06:57:49Z`
+- 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: **1469 days**
+- recent public PR activity: **85 PRs** (21 merged / 26 closed-unmerged / 38 open; merged rate **25%**, closed-unmerged rate **31%**, open rate **45%**)
+- 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**
+Example artifacts:
+- [PR #46834: fix(timesfm2_5): correct method name in window_size moving average call](https://github.com/huggingface/transformers/pull/46834) — open
 ### `n0gu-furiosa`
 - profile: [github.com/n0gu-furiosa](https://github.com/n0gu-furiosa)
 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
 ### `pritishyuvraj`
 - profile: [github.com/pritishyuvraj](https://github.com/pritishyuvraj)
 - repo first seen: `2026-06-16T05:24:18Z`
 - repo last seen: `2026-06-16T05:24:18Z`
 - first seen in snapshot: **no**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
 - heuristic read: **—**
 Example artifacts:
+- [PR #46685: Add Susono model](https://github.com/huggingface/transformers/pull/46685) — closed
 ### `pvelayudhan`

new_contributors.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:ec62d47fd883175aebf10b883007128a09fc5a3d7fe267469f78a2f2ad5ec435
-size 63024

 version https://git-lfs.github.com/spec/v1
+oid sha256:e589ae74a9028a3024471d69f1dc61663cc37fa2d25d8e4821be96052b680638
+size 63211

pr-scope-clusters.json CHANGED Viewed

@@ -1,8 +1,8 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260623T060018Z",
-  "generated_at": "2026-06-23T06:01:23Z",
-  "cluster_count": 76,
   "pr_scope_clusters": [
     {
       "cluster_id": "pr-scope-43636-11",
@@ -20,7 +20,7 @@
         46775
       ],
       "representative_pr_number": 45067,
-      "average_similarity": 0.423,
       "summary": "11 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
       "shared_filenames": [
         "src/transformers/trainer.py"
@@ -145,7 +145,7 @@
         {
           "left_pr_number": 43651,
           "right_pr_number": 45067,
-          "similarity": 0.508,
           "content_similarity": 0.358,
           "size_similarity": 0.72,
           "breadth_similarity": 1.0,
@@ -194,7 +194,7 @@
           "left_pr_number": 43636,
           "right_pr_number": 46775,
           "similarity": 0.474,
-          "content_similarity": 0.305,
           "size_similarity": 0.733,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -450,7 +450,7 @@
           "left_pr_number": 43651,
           "right_pr_number": 44123,
           "similarity": 0.416,
-          "content_similarity": 0.309,
           "size_similarity": 0.327,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -482,7 +482,7 @@
           "left_pr_number": 44660,
           "right_pr_number": 45055,
           "similarity": 0.404,
-          "content_similarity": 0.255,
           "size_similarity": 0.5,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -690,7 +690,7 @@
           "left_pr_number": 44123,
           "right_pr_number": 44189,
           "similarity": 0.371,
-          "content_similarity": 0.3,
           "size_similarity": 0.073,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -785,7 +785,7 @@
         {
           "left_pr_number": 43636,
           "right_pr_number": 45055,
-          "similarity": 0.35,
           "content_similarity": 0.228,
           "size_similarity": 0.273,
           "breadth_similarity": 1.0,
@@ -924,7 +924,7 @@
         46763
       ],
       "representative_pr_number": 45635,
-      "average_similarity": 0.406,
       "summary": "7 open PRs share weighted file overlap around `tests/utils/test_core_model_loading.py`, `src/transformers/core_model_loading.py`, `tests/test_modeling_common.py`; representative PR #45635.",
       "shared_filenames": [
         "tests/utils/test_core_model_loading.py",
@@ -1076,7 +1076,7 @@
           "left_pr_number": 45421,
           "right_pr_number": 45635,
           "similarity": 0.459,
-          "content_similarity": 0.371,
           "size_similarity": 0.803,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.586,
@@ -1129,7 +1129,7 @@
         {
           "left_pr_number": 45635,
           "right_pr_number": 46717,
-          "similarity": 0.415,
           "content_similarity": 0.334,
           "size_similarity": 0.375,
           "breadth_similarity": 0.875,
@@ -1167,8 +1167,8 @@
         {
           "left_pr_number": 45996,
           "right_pr_number": 46717,
-          "similarity": 0.376,
-          "content_similarity": 0.266,
           "size_similarity": 0.268,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.995,
@@ -1206,7 +1206,7 @@
           "left_pr_number": 45421,
           "right_pr_number": 45996,
           "similarity": 0.32,
-          "content_similarity": 0.191,
           "size_similarity": 0.573,
           "breadth_similarity": 0.583,
           "concentration_similarity": 0.828,
@@ -1336,7 +1336,7 @@
         46747
       ],
       "representative_pr_number": 46716,
-      "average_similarity": 0.727,
       "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"
@@ -1510,7 +1510,7 @@
           "left_pr_number": 46504,
           "right_pr_number": 46716,
           "similarity": 0.389,
-          "content_similarity": 0.126,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1523,7 +1523,7 @@
         {
           "left_pr_number": 46504,
           "right_pr_number": 46747,
-          "similarity": 0.376,
           "content_similarity": 0.109,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
@@ -1907,269 +1907,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-41097-6",
-      "pr_numbers": [
-        41097,
-        43549,
-        44547,
-        46013,
-        46696,
-        46824
-      ],
-      "representative_pr_number": 43549,
-      "average_similarity": 0.488,
-      "summary": "6 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"
-      ],
-      "shared_directories": [
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 43549,
-          "right_pr_number": 46013,
-          "similarity": 0.885,
-          "content_similarity": 0.993,
-          "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": 46696,
-          "right_pr_number": 46824,
-          "similarity": 0.86,
-          "content_similarity": 0.92,
-          "size_similarity": 0.833,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.833,
-          "shared_filenames": [
-            "src/transformers/modeling_flash_attention_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 41097,
-          "right_pr_number": 43549,
-          "similarity": 0.533,
-          "content_similarity": 0.419,
-          "size_similarity": 0.6,
-          "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": 46696,
-          "similarity": 0.516,
-          "content_similarity": 0.38,
-          "size_similarity": 0.667,
-          "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": 46013,
-          "similarity": 0.497,
-          "content_similarity": 0.282,
-          "size_similarity": 1.0,
-          "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": 46824,
-          "similarity": 0.456,
-          "content_similarity": 0.349,
-          "size_similarity": 0.8,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.833,
-          "shared_filenames": [
-            "src/transformers/modeling_flash_attention_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 41097,
-          "right_pr_number": 46696,
-          "similarity": 0.452,
-          "content_similarity": 0.346,
-          "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": 46013,
-          "right_pr_number": 46696,
-          "similarity": 0.441,
-          "content_similarity": 0.329,
-          "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": 0.428,
-          "content_similarity": 0.363,
-          "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": 0.417,
-          "content_similarity": 0.325,
-          "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": 0.398,
-          "content_similarity": 0.269,
-          "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": 46824,
-          "similarity": 0.386,
-          "content_similarity": 0.318,
-          "size_similarity": 0.48,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.833,
-          "shared_filenames": [
-            "src/transformers/modeling_flash_attention_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 41097,
-          "right_pr_number": 44547,
-          "similarity": 0.381,
-          "content_similarity": 0.296,
-          "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": 46013,
-          "right_pr_number": 46824,
-          "similarity": 0.354,
-          "content_similarity": 0.303,
-          "size_similarity": 0.333,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.833,
-          "shared_filenames": [
-            "src/transformers/modeling_flash_attention_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 44547,
-          "right_pr_number": 46824,
-          "similarity": 0.315,
-          "content_similarity": 0.247,
-          "size_similarity": 0.333,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.833,
-          "shared_filenames": [
-            "src/transformers/modeling_flash_attention_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-41606-6",
       "pr_numbers": [
@@ -2181,7 +1918,7 @@
         46161
       ],
       "representative_pr_number": 45627,
-      "average_similarity": 0.423,
       "summary": "6 open PRs share weighted file overlap around `src/transformers/processing_utils.py`, `tests/test_processing_common.py`, `tests/models/auto/test_processor_auto.py`; representative PR #45627.",
       "shared_filenames": [
         "src/transformers/processing_utils.py",
@@ -2217,8 +1954,8 @@
         {
           "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,
@@ -2238,7 +1975,7 @@
           "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,
@@ -2257,8 +1994,8 @@
         {
           "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,
@@ -2278,7 +2015,7 @@
           "left_pr_number": 41606,
           "right_pr_number": 45422,
           "similarity": 0.503,
-          "content_similarity": 0.426,
           "size_similarity": 0.569,
           "breadth_similarity": 0.75,
           "concentration_similarity": 0.881,
@@ -2295,8 +2032,8 @@
         {
           "left_pr_number": 44543,
           "right_pr_number": 45422,
-          "similarity": 0.485,
-          "content_similarity": 0.458,
           "size_similarity": 0.331,
           "breadth_similarity": 0.75,
           "concentration_similarity": 0.802,
@@ -2313,8 +2050,8 @@
         {
           "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,
@@ -2330,8 +2067,8 @@
         {
           "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,
@@ -2347,8 +2084,8 @@
         {
           "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,
@@ -2364,8 +2101,8 @@
         {
           "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,
@@ -2382,8 +2119,8 @@
         {
           "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,
@@ -2399,8 +2136,8 @@
         {
           "left_pr_number": 45422,
           "right_pr_number": 45627,
-          "similarity": 0.299,
-          "content_similarity": 0.093,
           "size_similarity": 0.784,
           "breadth_similarity": 0.75,
           "concentration_similarity": 0.816,
@@ -2416,8 +2153,8 @@
         {
           "left_pr_number": 45422,
           "right_pr_number": 46161,
-          "similarity": 0.273,
-          "content_similarity": 0.098,
           "size_similarity": 0.586,
           "breadth_similarity": 0.75,
           "concentration_similarity": 0.831,
@@ -2433,8 +2170,8 @@
         {
           "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,
@@ -2451,8 +2188,8 @@
         {
           "left_pr_number": 42668,
           "right_pr_number": 45422,
-          "similarity": 0.197,
-          "content_similarity": 0.151,
           "size_similarity": 0.148,
           "breadth_similarity": 0.307,
           "concentration_similarity": 0.768,
@@ -2468,6 +2205,188 @@
         }
       ]
     },
     {
       "cluster_id": "pr-scope-42975-4",
       "pr_numbers": [
@@ -2548,7 +2467,7 @@
           "left_pr_number": 42976,
           "right_pr_number": 46564,
           "similarity": 0.563,
-          "content_similarity": 0.537,
           "size_similarity": 0.5,
           "breadth_similarity": 0.621,
           "concentration_similarity": 1.0,
@@ -2594,7 +2513,7 @@
         {
           "left_pr_number": 42976,
           "right_pr_number": 45077,
-          "similarity": 0.471,
           "content_similarity": 0.492,
           "size_similarity": 0.074,
           "breadth_similarity": 0.659,
@@ -2676,7 +2595,7 @@
           "left_pr_number": 39683,
           "right_pr_number": 45985,
           "similarity": 0.584,
-          "content_similarity": 0.48,
           "size_similarity": 0.652,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2710,7 +2629,7 @@
           "left_pr_number": 44872,
           "right_pr_number": 45985,
           "similarity": 0.446,
-          "content_similarity": 0.379,
           "size_similarity": 0.2,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2744,7 +2663,7 @@
           "left_pr_number": 39683,
           "right_pr_number": 44872,
           "similarity": 0.407,
-          "content_similarity": 0.339,
           "size_similarity": 0.13,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2838,7 +2757,7 @@
         {
           "left_pr_number": 45438,
           "right_pr_number": 45883,
-          "similarity": 0.543,
           "content_similarity": 0.579,
           "size_similarity": 0.392,
           "breadth_similarity": 0.325,
@@ -2857,8 +2776,8 @@
         {
           "left_pr_number": 45438,
           "right_pr_number": 46642,
-          "similarity": 0.413,
-          "content_similarity": 0.297,
           "size_similarity": 0.759,
           "breadth_similarity": 0.65,
           "concentration_similarity": 0.529,
@@ -2878,8 +2797,8 @@
         {
           "left_pr_number": 45294,
           "right_pr_number": 46642,
-          "similarity": 0.335,
-          "content_similarity": 0.279,
           "size_similarity": 0.318,
           "breadth_similarity": 0.65,
           "concentration_similarity": 0.54,
@@ -2899,8 +2818,8 @@
         {
           "left_pr_number": 45883,
           "right_pr_number": 46642,
-          "similarity": 0.305,
-          "content_similarity": 0.312,
           "size_similarity": 0.297,
           "breadth_similarity": 0.2,
           "concentration_similarity": 0.448,
@@ -2960,7 +2879,7 @@
           "left_pr_number": 43911,
           "right_pr_number": 46816,
           "similarity": 0.609,
-          "content_similarity": 0.631,
           "size_similarity": 0.111,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3048,33 +2967,274 @@
         }
       ]
     },
     {
       "cluster_id": "pr-scope-45513-4",
       "pr_numbers": [
         45513,
-        46148,
         46817,
         46831
       ],
       "representative_pr_number": 46831,
-      "average_similarity": 0.419,
-      "summary": "4 open PRs share weighted file overlap around `src/transformers/models/qwen3_next/modular_qwen3_next.py`, `src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py`, `src/transformers/models/qwen3_next/modeling_qwen3_next.py`; representative PR #46831.",
       "shared_filenames": [
         "src/transformers/models/qwen3_next/modular_qwen3_next.py",
         "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
         "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
-        "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
-        "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
         "src/transformers/models/olmo_hybrid/modular_olmo_hybrid.py",
         "src/transformers/models/qwen3_5/modular_qwen3_5.py"
       ],
       "shared_directories": [
-        "src/transformers/models/qwen3_5_moe",
-        "src/transformers/models/qwen3_next",
         "src/transformers/models/qwen3_5",
         "src/transformers/models",
         "src/transformers",
         "src",
         "src/transformers/models/olmo_hybrid"
       ],
       "pairwise": [
@@ -3082,7 +3242,7 @@
           "left_pr_number": 45513,
           "right_pr_number": 46831,
           "similarity": 0.492,
-          "content_similarity": 0.57,
           "size_similarity": 0.043,
           "breadth_similarity": 0.464,
           "concentration_similarity": 0.812,
@@ -3105,7 +3265,7 @@
         {
           "left_pr_number": 46817,
           "right_pr_number": 46831,
-          "similarity": 0.488,
           "content_similarity": 0.431,
           "size_similarity": 0.4,
           "breadth_similarity": 0.792,
@@ -3126,73 +3286,18 @@
           ]
         },
         {
-          "left_pr_number": 46148,
-          "right_pr_number": 46831,
-          "similarity": 0.425,
-          "content_similarity": 0.371,
-          "size_similarity": 0.188,
-          "breadth_similarity": 0.875,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
-            "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
-            "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
-            "src/transformers/models/qwen3_next/modular_qwen3_next.py"
-          ],
-          "shared_directories": [
-            "src/transformers/models/qwen3_5",
-            "src/transformers/models/qwen3_5_moe",
-            "src/transformers/models/qwen3_next",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 45513,
-          "right_pr_number": 46148,
-          "similarity": 0.377,
-          "content_similarity": 0.355,
-          "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",
-            "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
-            "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
-            "src/transformers/models/qwen3_next/modular_qwen3_next.py"
-          ],
-          "shared_directories": [
-            "src/transformers/models/olmo_hybrid",
-            "src/transformers/models/qwen3_5",
-            "src/transformers/models/qwen3_5_moe",
-            "src/transformers/models/qwen3_next",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 46148,
-          "right_pr_number": 46817,
-          "similarity": 0.375,
-          "content_similarity": 0.322,
-          "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",
-            "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
-            "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
-            "src/transformers/models/qwen3_next/modular_qwen3_next.py"
           ],
           "shared_directories": [
-            "src/transformers/models/olmo_hybrid",
             "src/transformers/models/qwen3_5",
-            "src/transformers/models/qwen3_5_moe",
-            "src/transformers/models/qwen3_next",
             "src/transformers/models",
             "src/transformers",
             "src"
@@ -3223,120 +3328,39 @@
             "src/transformers",
             "src"
           ]
-        }
-      ]
-    },
-    {
-      "cluster_id": "pr-scope-45548-4",
-      "pr_numbers": [
-        45548,
-        45649,
-        45655,
-        46749
-      ],
-      "representative_pr_number": 45649,
-      "average_similarity": 0.407,
-      "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
-      "shared_filenames": [
-        "src/transformers/modeling_utils.py"
-      ],
-      "shared_directories": [
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 45548,
-          "right_pr_number": 45649,
-          "similarity": 0.514,
-          "content_similarity": 0.524,
-          "size_similarity": 0.149,
-          "breadth_similarity": 0.75,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/modeling_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 45649,
-          "right_pr_number": 45655,
-          "similarity": 0.513,
-          "content_similarity": 0.352,
-          "size_similarity": 0.778,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/modeling_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 45548,
-          "right_pr_number": 46749,
-          "similarity": 0.43,
-          "content_similarity": 0.352,
-          "size_similarity": 0.489,
-          "breadth_similarity": 0.75,
-          "concentration_similarity": 0.696,
-          "shared_filenames": [
-            "src/transformers/modeling_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 45548,
-          "right_pr_number": 45655,
-          "similarity": 0.361,
-          "content_similarity": 0.295,
-          "size_similarity": 0.191,
-          "breadth_similarity": 0.75,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/modeling_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
         },
         {
-          "left_pr_number": 45649,
-          "right_pr_number": 46749,
-          "similarity": 0.323,
-          "content_similarity": 0.275,
-          "size_similarity": 0.304,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.696,
           "shared_filenames": [
-            "src/transformers/modeling_utils.py"
           ],
           "shared_directories": [
             "src/transformers",
             "src"
           ]
         },
         {
-          "left_pr_number": 45655,
-          "right_pr_number": 46749,
-          "similarity": 0.304,
-          "content_similarity": 0.23,
-          "size_similarity": 0.391,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.696,
           "shared_filenames": [
-            "src/transformers/modeling_utils.py"
           ],
           "shared_directories": [
             "src/transformers",
             "src"
           ]
@@ -3813,7 +3837,7 @@
           "left_pr_number": 44015,
           "right_pr_number": 44676,
           "similarity": 0.412,
-          "content_similarity": 0.5,
           "size_similarity": 0.034,
           "breadth_similarity": 0.333,
           "concentration_similarity": 0.488,
@@ -3890,7 +3914,7 @@
         {
           "left_pr_number": 43997,
           "right_pr_number": 44019,
-          "similarity": 0.276,
           "content_similarity": 0.025,
           "size_similarity": 0.722,
           "breadth_similarity": 1.0,
@@ -4036,78 +4060,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-44385-3",
-      "pr_numbers": [
-        44385,
-        44615,
-        46152
-      ],
-      "representative_pr_number": 44615,
-      "average_similarity": 0.475,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
-      "shared_filenames": [
-        "src/transformers/utils/import_utils.py"
-      ],
-      "shared_directories": [
-        "src/transformers/utils",
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 44615,
-          "right_pr_number": 46152,
-          "similarity": 0.623,
-          "content_similarity": 0.55,
-          "size_similarity": 0.583,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/utils/import_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/utils",
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 44385,
-          "right_pr_number": 44615,
-          "similarity": 0.409,
-          "content_similarity": 0.338,
-          "size_similarity": 0.371,
-          "breadth_similarity": 0.667,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/utils/import_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/utils",
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 44385,
-          "right_pr_number": 46152,
-          "similarity": 0.394,
-          "content_similarity": 0.349,
-          "size_similarity": 0.217,
-          "breadth_similarity": 0.667,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/utils/import_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/utils",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-43656-3",
       "pr_numbers": [
@@ -4131,7 +4083,7 @@
           "left_pr_number": 43656,
           "right_pr_number": 43842,
           "similarity": 0.577,
-          "content_similarity": 0.562,
           "size_similarity": 0.222,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4147,8 +4099,8 @@
         {
           "left_pr_number": 43656,
           "right_pr_number": 44682,
-          "similarity": 0.436,
-          "content_similarity": 0.484,
           "size_similarity": 0.048,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.802,
@@ -4164,8 +4116,8 @@
         {
           "left_pr_number": 43842,
           "right_pr_number": 44682,
-          "similarity": 0.402,
-          "content_similarity": 0.443,
           "size_similarity": 0.011,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.802,
@@ -4205,7 +4157,7 @@
           "left_pr_number": 34925,
           "right_pr_number": 45917,
           "similarity": 0.495,
-          "content_similarity": 0.425,
           "size_similarity": 0.39,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.78,
@@ -4241,7 +4193,7 @@
         {
           "left_pr_number": 45917,
           "right_pr_number": 46734,
-          "similarity": 0.444,
           "content_similarity": 0.381,
           "size_similarity": 0.404,
           "breadth_similarity": 0.833,
@@ -4497,7 +4449,7 @@
         44550
       ],
       "representative_pr_number": 44550,
-      "average_similarity": 0.364,
       "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
       "shared_filenames": [],
       "shared_directories": [
@@ -4510,8 +4462,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44550,
-          "similarity": 0.387,
-          "content_similarity": 0.124,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4526,8 +4478,8 @@
         {
           "left_pr_number": 44407,
           "right_pr_number": 44550,
-          "similarity": 0.357,
-          "content_similarity": 0.091,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4541,8 +4493,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44407,
-          "similarity": 0.349,
-          "content_similarity": 0.079,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4563,7 +4515,7 @@
         46826
       ],
       "representative_pr_number": 46826,
-      "average_similarity": 0.35,
       "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #46826.",
       "shared_filenames": [],
       "shared_directories": [
@@ -4575,8 +4527,8 @@
         {
           "left_pr_number": 45851,
           "right_pr_number": 46826,
-          "similarity": 0.37,
-          "content_similarity": 0.1,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4590,8 +4542,8 @@
         {
           "left_pr_number": 46357,
           "right_pr_number": 46826,
-          "similarity": 0.344,
-          "content_similarity": 0.114,
           "size_similarity": 0.761,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4605,8 +4557,8 @@
         {
           "left_pr_number": 45851,
           "right_pr_number": 46357,
-          "similarity": 0.337,
-          "content_similarity": 0.105,
           "size_similarity": 0.761,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4819,17 +4771,17 @@
         46267
       ],
       "representative_pr_number": 45847,
-      "average_similarity": 0.862,
       "summary": "2 open PRs share weighted file overlap around `docs/source/en/chat_response_parsing.md`, `src/transformers/models/gemma4/convert_gemma4_weights.py`, `src/transformers/pipelines/any_to_any.py`; representative PR #45847.",
       "shared_filenames": [
         "docs/source/en/chat_response_parsing.md",
         "src/transformers/models/gemma4/convert_gemma4_weights.py",
         "src/transformers/pipelines/any_to_any.py",
         "src/transformers/pipelines/text_generation.py",
         "src/transformers/utils/chat_parsing/__init__.py",
         "src/transformers/utils/chat_parsing/content_parsers.py",
-        "src/transformers/utils/chat_parsing/response_parser.py",
-        "src/transformers/utils/chat_parsing/response_templates.py"
       ],
       "shared_directories": [
         "src/transformers/utils/chat_parsing",
@@ -4845,8 +4797,8 @@
         {
           "left_pr_number": 45847,
           "right_pr_number": 46267,
-          "similarity": 0.862,
-          "content_similarity": 0.851,
           "size_similarity": 0.856,
           "breadth_similarity": 0.925,
           "concentration_similarity": 0.909,
@@ -4973,33 +4925,33 @@
       ],
       "representative_pr_number": 43543,
       "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",
-        "src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py",
         "src/transformers/models/minimax_m2/modeling_minimax_m2.py",
-        "src/transformers/models/phimoe/modeling_phimoe.py",
         "src/transformers/models/dbrx/modeling_dbrx.py",
         "src/transformers/models/flex_olmo/modeling_flex_olmo.py",
-        "src/transformers/models/gpt_oss/modeling_gpt_oss.py",
-        "src/transformers/models/mixtral/modeling_mixtral.py"
       ],
       "shared_directories": [
         "src/transformers/models/jetmoe",
         "src/transformers/models/ernie4_5_moe",
         "src/transformers/models/phimoe",
-        "src/transformers/models/dbrx",
         "src/transformers/models/flex_olmo",
         "src/transformers/models/minimax_m2",
-        "src/transformers/models/mixtral",
-        "src/transformers/models/qwen2_moe"
       ],
       "pairwise": [
         {
           "left_pr_number": 43543,
           "right_pr_number": 43775,
           "similarity": 0.774,
-          "content_similarity": 0.878,
           "size_similarity": 0.191,
           "breadth_similarity": 0.811,
           "concentration_similarity": 0.996,
@@ -5207,75 +5159,87 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-43747-2",
       "pr_numbers": [
-        43747,
-        45480
       ],
-      "representative_pr_number": 43747,
-      "average_similarity": 0.674,
-      "summary": "2 open PRs share weighted file overlap around `tests/quantization/compressed_tensors_integration/test_compressed_models.py`; representative PR #43747.",
       "shared_filenames": [
-        "tests/quantization/compressed_tensors_integration/test_compressed_models.py"
       ],
       "shared_directories": [
-        "tests/quantization/compressed_tensors_integration",
-        "tests/quantization",
-        "tests"
       ],
       "pairwise": [
         {
-          "left_pr_number": 43747,
-          "right_pr_number": 45480,
-          "similarity": 0.674,
-          "content_similarity": 0.624,
-          "size_similarity": 0.664,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.751,
           "shared_filenames": [
-            "tests/quantization/compressed_tensors_integration/test_compressed_models.py"
           ],
           "shared_directories": [
-            "tests/quantization/compressed_tensors_integration",
-            "tests/quantization",
             "tests"
           ]
         }
       ]
     },
     {
-      "cluster_id": "pr-scope-43779-2",
       "pr_numbers": [
-        43779,
-        43816
       ],
-      "representative_pr_number": 43779,
-      "average_similarity": 0.663,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/integration_utils.py`; representative PR #43779.",
       "shared_filenames": [
-        "src/transformers/integrations/integration_utils.py"
       ],
       "shared_directories": [
-        "src/transformers/integrations",
-        "src/transformers",
-        "src"
       ],
       "pairwise": [
         {
-          "left_pr_number": 43779,
-          "right_pr_number": 43816,
-          "similarity": 0.663,
-          "content_similarity": 0.679,
-          "size_similarity": 0.25,
           "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
           "shared_filenames": [
-            "src/transformers/integrations/integration_utils.py"
           ],
           "shared_directories": [
-            "src/transformers/integrations",
-            "src/transformers",
-            "src"
           ]
         }
       ]
@@ -5287,7 +5251,7 @@
         46738
       ],
       "representative_pr_number": 41992,
-      "average_similarity": 0.659,
       "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",
@@ -5313,11 +5277,11 @@
         {
           "left_pr_number": 41992,
           "right_pr_number": 46738,
-          "similarity": 0.659,
-          "content_similarity": 0.684,
-          "size_similarity": 0.541,
-          "breadth_similarity": 0.605,
-          "concentration_similarity": 0.778,
           "shared_filenames": [
             "src/transformers/cache_utils.py",
             "src/transformers/configuration_utils.py",
@@ -5345,6 +5309,43 @@
         }
       ]
     },
     {
       "cluster_id": "pr-scope-43875-2",
       "pr_numbers": [
@@ -5352,7 +5353,7 @@
         46781
       ],
       "representative_pr_number": 43875,
-      "average_similarity": 0.637,
       "summary": "2 open PRs share weighted file overlap around `tests/utils/test_cache_utils.py`, `src/transformers/cache_utils.py`; representative PR #43875.",
       "shared_filenames": [
         "tests/utils/test_cache_utils.py",
@@ -5368,8 +5369,8 @@
         {
           "left_pr_number": 43875,
           "right_pr_number": 46781,
-          "similarity": 0.637,
-          "content_similarity": 0.536,
           "size_similarity": 0.756,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.971,
@@ -5492,7 +5493,7 @@
         46229
       ],
       "representative_pr_number": 45638,
-      "average_similarity": 0.593,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/mtp.py`; representative PR #45638.",
       "shared_filenames": [
         "src/transformers/generation/mtp.py"
@@ -5507,11 +5508,11 @@
         {
           "left_pr_number": 45638,
           "right_pr_number": 46229,
-          "similarity": 0.593,
-          "content_similarity": 0.582,
-          "size_similarity": 0.683,
           "breadth_similarity": 0.5,
-          "concentration_similarity": 0.654,
           "shared_filenames": [
             "src/transformers/generation/mtp.py"
           ],
@@ -5570,7 +5571,7 @@
         44116
       ],
       "representative_pr_number": 44101,
-      "average_similarity": 0.555,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/flaubert/modeling_flaubert.py`; representative PR #44101.",
       "shared_filenames": [
         "src/transformers/models/flaubert/modeling_flaubert.py"
@@ -5585,7 +5586,7 @@
         {
           "left_pr_number": 44101,
           "right_pr_number": 44116,
-          "similarity": 0.555,
           "content_similarity": 0.616,
           "size_similarity": 0.319,
           "breadth_similarity": 0.5,
@@ -5643,6 +5644,57 @@
         }
       ]
     },
     {
       "cluster_id": "pr-scope-45541-2",
       "pr_numbers": [
@@ -5841,7 +5893,7 @@
           "left_pr_number": 43532,
           "right_pr_number": 43649,
           "similarity": 0.495,
-          "content_similarity": 0.433,
           "size_similarity": 0.395,
           "breadth_similarity": 0.875,
           "concentration_similarity": 0.893,
@@ -6018,50 +6070,83 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-46712-2",
       "pr_numbers": [
-        46712,
-        46765
       ],
-      "representative_pr_number": 46712,
-      "average_similarity": 0.481,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/continuous_batching/cache.py`, `src/transformers/generation/continuous_batching/input_outputs.py`, `src/transformers/generation/continuous_batching/scheduler.py`; representative PR #46712.",
       "shared_filenames": [
-        "src/transformers/generation/continuous_batching/cache.py",
-        "src/transformers/generation/continuous_batching/input_outputs.py",
-        "src/transformers/generation/continuous_batching/scheduler.py",
-        "tests/generation/test_continuous_batching.py",
-        "src/transformers/generation/configuration_utils.py"
       ],
       "shared_directories": [
-        "src/transformers/generation/continuous_batching",
-        "src/transformers/generation",
-        "tests/generation",
         "src/transformers",
         "tests",
         "src"
       ],
       "pairwise": [
         {
-          "left_pr_number": 46712,
-          "right_pr_number": 46765,
-          "similarity": 0.481,
-          "content_similarity": 0.522,
-          "size_similarity": 0.134,
-          "breadth_similarity": 0.531,
-          "concentration_similarity": 0.859,
           "shared_filenames": [
-            "src/transformers/generation/configuration_utils.py",
-            "src/transformers/generation/continuous_batching/cache.py",
-            "src/transformers/generation/continuous_batching/input_outputs.py",
-            "src/transformers/generation/continuous_batching/scheduler.py",
-            "tests/generation/test_continuous_batching.py"
           ],
           "shared_directories": [
-            "src/transformers/generation/continuous_batching",
-            "src/transformers/generation",
             "src/transformers",
-            "tests/generation",
             "src",
             "tests"
           ]
@@ -6105,45 +6190,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-41855-2",
-      "pr_numbers": [
-        41855,
-        46330
-      ],
-      "representative_pr_number": 41855,
-      "average_similarity": 0.464,
-      "summary": "2 open PRs share weighted file overlap around `tests/test_tokenization_mistral_common.py`, `src/transformers/tokenization_mistral_common.py`; representative PR #41855.",
-      "shared_filenames": [
-        "tests/test_tokenization_mistral_common.py",
-        "src/transformers/tokenization_mistral_common.py"
-      ],
-      "shared_directories": [
-        "src/transformers",
-        "tests",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 41855,
-          "right_pr_number": 46330,
-          "similarity": 0.464,
-          "content_similarity": 0.386,
-          "size_similarity": 0.371,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.758,
-          "shared_filenames": [
-            "src/transformers/tokenization_mistral_common.py",
-            "tests/test_tokenization_mistral_common.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src",
-            "tests"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-40755-2",
       "pr_numbers": [
@@ -6151,7 +6197,7 @@
         45233
       ],
       "representative_pr_number": 40755,
-      "average_similarity": 0.461,
       "summary": "2 open PRs share weighted file overlap around `tests/models/timesfm/test_modeling_timesfm.py`, `src/transformers/models/timesfm/modeling_timesfm.py`, `src/transformers/models/timesfm/modular_timesfm.py`; representative PR #40755.",
       "shared_filenames": [
         "tests/models/timesfm/test_modeling_timesfm.py",
@@ -6171,8 +6217,8 @@
         {
           "left_pr_number": 40755,
           "right_pr_number": 45233,
-          "similarity": 0.461,
-          "content_similarity": 0.422,
           "size_similarity": 0.266,
           "breadth_similarity": 0.792,
           "concentration_similarity": 0.928,
@@ -6193,6 +6239,45 @@
         }
       ]
     },
     {
       "cluster_id": "pr-scope-44680-2",
       "pr_numbers": [
@@ -6200,7 +6285,7 @@
         45666
       ],
       "representative_pr_number": 44680,
-      "average_similarity": 0.448,
       "summary": "2 open PRs share weighted file overlap around `tests/kernels/test_kernels.py`, `src/transformers/integrations/hub_kernels.py`; representative PR #44680.",
       "shared_filenames": [
         "tests/kernels/test_kernels.py",
@@ -6217,7 +6302,7 @@
         {
           "left_pr_number": 44680,
           "right_pr_number": 45666,
-          "similarity": 0.448,
           "content_similarity": 0.527,
           "size_similarity": 0.042,
           "breadth_similarity": 0.417,
@@ -6370,7 +6455,7 @@
         46771
       ],
       "representative_pr_number": 46754,
-      "average_similarity": 0.429,
       "summary": "2 open PRs share weighted file overlap around `docs/source/en/kernel_doc/loading_kernels.md`, `src/transformers/integrations/hub_kernels.py`; representative PR #46754.",
       "shared_filenames": [
         "docs/source/en/kernel_doc/loading_kernels.md",
@@ -6389,7 +6474,7 @@
         {
           "left_pr_number": 46754,
           "right_pr_number": 46771,
-          "similarity": 0.429,
           "content_similarity": 0.265,
           "size_similarity": 0.757,
           "breadth_similarity": 1.0,
@@ -6521,7 +6606,7 @@
         46269
       ],
       "representative_pr_number": 46099,
-      "average_similarity": 0.412,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/apertus/configuration_apertus.py`, `src/transformers/models/apertus/modular_apertus.py`, `src/transformers/models/arcee/modular_arcee.py`; representative PR #46099.",
       "shared_filenames": [
         "src/transformers/models/apertus/configuration_apertus.py",
@@ -6547,8 +6632,8 @@
         {
           "left_pr_number": 46099,
           "right_pr_number": 46269,
-          "similarity": 0.412,
-          "content_similarity": 0.488,
           "size_similarity": 0.013,
           "breadth_similarity": 0.284,
           "concentration_similarity": 0.805,
@@ -6794,7 +6879,7 @@
           "left_pr_number": 46501,
           "right_pr_number": 46503,
           "similarity": 0.363,
-          "content_similarity": 0.09,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -6813,7 +6898,7 @@
         46319
       ],
       "representative_pr_number": 45732,
-      "average_similarity": 0.35,
       "summary": "2 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #45732.",
       "shared_filenames": [],
       "shared_directories": [
@@ -6825,8 +6910,8 @@
         {
           "left_pr_number": 45732,
           "right_pr_number": 46319,
-          "similarity": 0.35,
-          "content_similarity": 0.089,
           "size_similarity": 0.919,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -6846,7 +6931,7 @@
         46792
       ],
       "representative_pr_number": 45975,
-      "average_similarity": 0.347,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/cli/serving/model_manager.py`, `src/transformers/cli/serve.py`; representative PR #45975.",
       "shared_filenames": [
         "src/transformers/cli/serving/model_manager.py",
@@ -6862,8 +6947,8 @@
         {
           "left_pr_number": 45975,
           "right_pr_number": 46792,
-          "similarity": 0.347,
-          "content_similarity": 0.249,
           "size_similarity": 0.429,
           "breadth_similarity": 0.75,
           "concentration_similarity": 0.659,

 {
   "repo": "huggingface/transformers",
+  "snapshot_id": "20260623T120018Z",
+  "generated_at": "2026-06-23T12:02:13Z",
+  "cluster_count": 79,
   "pr_scope_clusters": [
     {
       "cluster_id": "pr-scope-43636-11",
         46775
       ],
       "representative_pr_number": 45067,
+      "average_similarity": 0.424,
       "summary": "11 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
       "shared_filenames": [
         "src/transformers/trainer.py"
         {
           "left_pr_number": 43651,
           "right_pr_number": 45067,
+          "similarity": 0.509,
           "content_similarity": 0.358,
           "size_similarity": 0.72,
           "breadth_similarity": 1.0,
           "left_pr_number": 43636,
           "right_pr_number": 46775,
           "similarity": 0.474,
+          "content_similarity": 0.306,
           "size_similarity": 0.733,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "left_pr_number": 43651,
           "right_pr_number": 44123,
           "similarity": 0.416,
+          "content_similarity": 0.31,
           "size_similarity": 0.327,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "left_pr_number": 44660,
           "right_pr_number": 45055,
           "similarity": 0.404,
+          "content_similarity": 0.256,
           "size_similarity": 0.5,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "left_pr_number": 44123,
           "right_pr_number": 44189,
           "similarity": 0.371,
+          "content_similarity": 0.301,
           "size_similarity": 0.073,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
         {
           "left_pr_number": 43636,
           "right_pr_number": 45055,
+          "similarity": 0.351,
           "content_similarity": 0.228,
           "size_similarity": 0.273,
           "breadth_similarity": 1.0,
         46763
       ],
       "representative_pr_number": 45635,
+      "average_similarity": 0.407,
       "summary": "7 open PRs share weighted file overlap around `tests/utils/test_core_model_loading.py`, `src/transformers/core_model_loading.py`, `tests/test_modeling_common.py`; representative PR #45635.",
       "shared_filenames": [
         "tests/utils/test_core_model_loading.py",
           "left_pr_number": 45421,
           "right_pr_number": 45635,
           "similarity": 0.459,
+          "content_similarity": 0.37,
           "size_similarity": 0.803,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.586,
         {
           "left_pr_number": 45635,
           "right_pr_number": 46717,
+          "similarity": 0.416,
           "content_similarity": 0.334,
           "size_similarity": 0.375,
           "breadth_similarity": 0.875,
         {
           "left_pr_number": 45996,
           "right_pr_number": 46717,
+          "similarity": 0.377,
+          "content_similarity": 0.267,
           "size_similarity": 0.268,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.995,
           "left_pr_number": 45421,
           "right_pr_number": 45996,
           "similarity": 0.32,
+          "content_similarity": 0.192,
           "size_similarity": 0.573,
           "breadth_similarity": 0.583,
           "concentration_similarity": 0.828,
         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"
           "left_pr_number": 46504,
           "right_pr_number": 46716,
           "similarity": 0.389,
+          "content_similarity": 0.127,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
         {
           "left_pr_number": 46504,
           "right_pr_number": 46747,
+          "similarity": 0.377,
           "content_similarity": 0.109,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
         }
       ]
     },
     {
       "cluster_id": "pr-scope-41606-6",
       "pr_numbers": [
         46161
       ],
       "representative_pr_number": 45627,
+      "average_similarity": 0.424,
       "summary": "6 open PRs share weighted file overlap around `src/transformers/processing_utils.py`, `tests/test_processing_common.py`, `tests/models/auto/test_processor_auto.py`; representative PR #45627.",
       "shared_filenames": [
         "src/transformers/processing_utils.py",
         {
           "left_pr_number": 45627,
           "right_pr_number": 46161,
+          "similarity": 0.671,
+          "content_similarity": 0.585,
           "size_similarity": 0.747,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.985,
           "left_pr_number": 42668,
           "right_pr_number": 45627,
           "similarity": 0.657,
+          "content_similarity": 0.799,
           "size_similarity": 0.189,
           "breadth_similarity": 0.216,
           "concentration_similarity": 0.952,
         {
           "left_pr_number": 42668,
           "right_pr_number": 46161,
+          "similarity": 0.57,
+          "content_similarity": 0.662,
           "size_similarity": 0.253,
           "breadth_similarity": 0.216,
           "concentration_similarity": 0.937,
           "left_pr_number": 41606,
           "right_pr_number": 45422,
           "similarity": 0.503,
+          "content_similarity": 0.427,
           "size_similarity": 0.569,
           "breadth_similarity": 0.75,
           "concentration_similarity": 0.881,
         {
           "left_pr_number": 44543,
           "right_pr_number": 45422,
+          "similarity": 0.486,
+          "content_similarity": 0.459,
           "size_similarity": 0.331,
           "breadth_similarity": 0.75,
           "concentration_similarity": 0.802,
         {
           "left_pr_number": 44543,
           "right_pr_number": 46161,
+          "similarity": 0.38,
+          "content_similarity": 0.209,
           "size_similarity": 0.566,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.97,
         {
           "left_pr_number": 41606,
           "right_pr_number": 46161,
+          "similarity": 0.36,
+          "content_similarity": 0.112,
           "size_similarity": 0.971,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.712,
         {
           "left_pr_number": 44543,
           "right_pr_number": 45627,
+          "similarity": 0.352,
+          "content_similarity": 0.199,
           "size_similarity": 0.423,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.985,
         {
           "left_pr_number": 42668,
           "right_pr_number": 44543,
+          "similarity": 0.343,
+          "content_similarity": 0.295,
           "size_similarity": 0.446,
           "breadth_similarity": 0.216,
           "concentration_similarity": 0.967,
         {
           "left_pr_number": 41606,
           "right_pr_number": 45627,
+          "similarity": 0.318,
+          "content_similarity": 0.107,
           "size_similarity": 0.725,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.697,
         {
           "left_pr_number": 45422,
           "right_pr_number": 45627,
+          "similarity": 0.3,
+          "content_similarity": 0.095,
           "size_similarity": 0.784,
           "breadth_similarity": 0.75,
           "concentration_similarity": 0.816,
         {
           "left_pr_number": 45422,
           "right_pr_number": 46161,
+          "similarity": 0.275,
+          "content_similarity": 0.1,
           "size_similarity": 0.586,
           "breadth_similarity": 0.75,
           "concentration_similarity": 0.831,
         {
           "left_pr_number": 41606,
           "right_pr_number": 42668,
+          "similarity": 0.269,
+          "content_similarity": 0.252,
           "size_similarity": 0.26,
           "breadth_similarity": 0.216,
           "concentration_similarity": 0.649,
         {
           "left_pr_number": 42668,
           "right_pr_number": 45422,
+          "similarity": 0.198,
+          "content_similarity": 0.152,
           "size_similarity": 0.148,
           "breadth_similarity": 0.307,
           "concentration_similarity": 0.768,
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-41097-5",
+      "pr_numbers": [
+        41097,
+        43549,
+        44547,
+        46013,
+        46696
+      ],
+      "representative_pr_number": 43549,
+      "average_similarity": 0.496,
+      "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"
+      ],
+      "shared_directories": [
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 43549,
+          "right_pr_number": 46013,
+          "similarity": 0.885,
+          "content_similarity": 0.993,
+          "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": 41097,
+          "right_pr_number": 43549,
+          "similarity": 0.54,
+          "content_similarity": 0.429,
+          "size_similarity": 0.6,
+          "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": 46696,
+          "similarity": 0.511,
+          "content_similarity": 0.372,
+          "size_similarity": 0.667,
+          "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": 46013,
+          "similarity": 0.503,
+          "content_similarity": 0.29,
+          "size_similarity": 1.0,
+          "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": 46696,
+          "similarity": 0.448,
+          "content_similarity": 0.34,
+          "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": 46013,
+          "right_pr_number": 46696,
+          "similarity": 0.437,
+          "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-42975-4",
       "pr_numbers": [
           "left_pr_number": 42976,
           "right_pr_number": 46564,
           "similarity": 0.563,
+          "content_similarity": 0.538,
           "size_similarity": 0.5,
           "breadth_similarity": 0.621,
           "concentration_similarity": 1.0,
         {
           "left_pr_number": 42976,
           "right_pr_number": 45077,
+          "similarity": 0.472,
           "content_similarity": 0.492,
           "size_similarity": 0.074,
           "breadth_similarity": 0.659,
           "left_pr_number": 39683,
           "right_pr_number": 45985,
           "similarity": 0.584,
+          "content_similarity": 0.481,
           "size_similarity": 0.652,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "left_pr_number": 44872,
           "right_pr_number": 45985,
           "similarity": 0.446,
+          "content_similarity": 0.38,
           "size_similarity": 0.2,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "left_pr_number": 39683,
           "right_pr_number": 44872,
           "similarity": 0.407,
+          "content_similarity": 0.34,
           "size_similarity": 0.13,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
         {
           "left_pr_number": 45438,
           "right_pr_number": 45883,
+          "similarity": 0.542,
           "content_similarity": 0.579,
           "size_similarity": 0.392,
           "breadth_similarity": 0.325,
         {
           "left_pr_number": 45438,
           "right_pr_number": 46642,
+          "similarity": 0.414,
+          "content_similarity": 0.298,
           "size_similarity": 0.759,
           "breadth_similarity": 0.65,
           "concentration_similarity": 0.529,
         {
           "left_pr_number": 45294,
           "right_pr_number": 46642,
+          "similarity": 0.336,
+          "content_similarity": 0.28,
           "size_similarity": 0.318,
           "breadth_similarity": 0.65,
           "concentration_similarity": 0.54,
         {
           "left_pr_number": 45883,
           "right_pr_number": 46642,
+          "similarity": 0.306,
+          "content_similarity": 0.313,
           "size_similarity": 0.297,
           "breadth_similarity": 0.2,
           "concentration_similarity": 0.448,
           "left_pr_number": 43911,
           "right_pr_number": 46816,
           "similarity": 0.609,
+          "content_similarity": 0.632,
           "size_similarity": 0.111,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45548-4",
+      "pr_numbers": [
+        45548,
+        45649,
+        45655,
+        46749
+      ],
+      "representative_pr_number": 45649,
+      "average_similarity": 0.405,
+      "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
+      "shared_filenames": [
+        "src/transformers/modeling_utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45548,
+          "right_pr_number": 45649,
+          "similarity": 0.512,
+          "content_similarity": 0.521,
+          "size_similarity": 0.149,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 45649,
+          "right_pr_number": 45655,
+          "similarity": 0.51,
+          "content_similarity": 0.348,
+          "size_similarity": 0.778,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 45548,
+          "right_pr_number": 46749,
+          "similarity": 0.428,
+          "content_similarity": 0.35,
+          "size_similarity": 0.489,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 0.696,
+          "shared_filenames": [
+            "src/transformers/modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 45548,
+          "right_pr_number": 45655,
+          "similarity": 0.358,
+          "content_similarity": 0.292,
+          "size_similarity": 0.191,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 45649,
+          "right_pr_number": 46749,
+          "similarity": 0.321,
+          "content_similarity": 0.272,
+          "size_similarity": 0.304,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.696,
+          "shared_filenames": [
+            "src/transformers/modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 45655,
+          "right_pr_number": 46749,
+          "similarity": 0.302,
+          "content_similarity": 0.227,
+          "size_similarity": 0.391,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.696,
+          "shared_filenames": [
+            "src/transformers/modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
+    {
+      "cluster_id": "pr-scope-44385-4",
+      "pr_numbers": [
+        44385,
+        44615,
+        45060,
+        46152
+      ],
+      "representative_pr_number": 46152,
+      "average_similarity": 0.404,
+      "summary": "4 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #46152.",
+      "shared_filenames": [
+        "src/transformers/utils/import_utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers/utils",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 44615,
+          "right_pr_number": 46152,
+          "similarity": 0.623,
+          "content_similarity": 0.55,
+          "size_similarity": 0.583,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/utils/import_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/utils",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 45060,
+          "right_pr_number": 46152,
+          "similarity": 0.437,
+          "content_similarity": 0.343,
+          "size_similarity": 0.95,
+          "breadth_similarity": 0.333,
+          "concentration_similarity": 0.421,
+          "shared_filenames": [
+            "src/transformers/utils/import_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/utils",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 44385,
+          "right_pr_number": 44615,
+          "similarity": 0.409,
+          "content_similarity": 0.338,
+          "size_similarity": 0.371,
+          "breadth_similarity": 0.667,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/utils/import_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/utils",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 44385,
+          "right_pr_number": 46152,
+          "similarity": 0.394,
+          "content_similarity": 0.349,
+          "size_similarity": 0.217,
+          "breadth_similarity": 0.667,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/utils/import_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/utils",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 44615,
+          "right_pr_number": 45060,
+          "similarity": 0.314,
+          "content_similarity": 0.239,
+          "size_similarity": 0.614,
+          "breadth_similarity": 0.333,
+          "concentration_similarity": 0.421,
+          "shared_filenames": [
+            "src/transformers/utils/import_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/utils",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 44385,
+          "right_pr_number": 45060,
+          "similarity": 0.245,
+          "content_similarity": 0.176,
+          "size_similarity": 0.228,
+          "breadth_similarity": 0.667,
+          "concentration_similarity": 0.421,
+          "shared_filenames": [
+            "src/transformers/utils/import_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/utils",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-45513-4",
       "pr_numbers": [
         45513,
+        45707,
         46817,
         46831
       ],
       "representative_pr_number": 46831,
+      "average_similarity": 0.378,
+      "summary": "4 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",
         "src/transformers/models/qwen3_next/modular_qwen3_next.py",
         "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
         "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
         "src/transformers/models/olmo_hybrid/modular_olmo_hybrid.py",
+        "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
         "src/transformers/models/qwen3_5/modular_qwen3_5.py"
       ],
       "shared_directories": [
         "src/transformers/models/qwen3_5",
         "src/transformers/models",
         "src/transformers",
         "src",
+        "src/transformers/models/qwen3_5_moe",
+        "src/transformers/models/qwen3_next",
         "src/transformers/models/olmo_hybrid"
       ],
       "pairwise": [
           "left_pr_number": 45513,
           "right_pr_number": 46831,
           "similarity": 0.492,
+          "content_similarity": 0.569,
           "size_similarity": 0.043,
           "breadth_similarity": 0.464,
           "concentration_similarity": 0.812,
         {
           "left_pr_number": 46817,
           "right_pr_number": 46831,
+          "similarity": 0.487,
           "content_similarity": 0.431,
           "size_similarity": 0.4,
           "breadth_similarity": 0.792,
           ]
         },
         {
+          "left_pr_number": 45707,
+          "right_pr_number": 46831,
+          "similarity": 0.379,
+          "content_similarity": 0.447,
+          "size_similarity": 0.133,
+          "breadth_similarity": 0.267,
+          "concentration_similarity": 0.4,
           "shared_filenames": [
+            "src/transformers/models/qwen3_5/modeling_qwen3_5.py"
           ],
           "shared_directories": [
             "src/transformers/models/qwen3_5",
             "src/transformers/models",
             "src/transformers",
             "src"
             "src/transformers",
             "src"
           ]
         },
         {
+          "left_pr_number": 45707,
+          "right_pr_number": 46817,
+          "similarity": 0.352,
+          "content_similarity": 0.378,
+          "size_similarity": 0.333,
+          "breadth_similarity": 0.208,
+          "concentration_similarity": 0.333,
           "shared_filenames": [
+            "src/transformers/models/qwen3_5/modeling_qwen3_5.py"
           ],
           "shared_directories": [
+            "src/transformers/models/qwen3_5",
+            "src/transformers/models",
             "src/transformers",
             "src"
           ]
         },
         {
+          "left_pr_number": 45513,
+          "right_pr_number": 45707,
+          "similarity": 0.204,
+          "content_similarity": 0.258,
+          "size_similarity": 0.006,
+          "breadth_similarity": 0.121,
+          "concentration_similarity": 0.212,
           "shared_filenames": [
+            "src/transformers/models/qwen3_5/modeling_qwen3_5.py"
           ],
           "shared_directories": [
+            "src/transformers/models/qwen3_5",
+            "src/transformers/models",
             "src/transformers",
             "src"
           ]
           "left_pr_number": 44015,
           "right_pr_number": 44676,
           "similarity": 0.412,
+          "content_similarity": 0.499,
           "size_similarity": 0.034,
           "breadth_similarity": 0.333,
           "concentration_similarity": 0.488,
         {
           "left_pr_number": 43997,
           "right_pr_number": 44019,
+          "similarity": 0.275,
           "content_similarity": 0.025,
           "size_similarity": 0.722,
           "breadth_similarity": 1.0,
         }
       ]
     },
     {
       "cluster_id": "pr-scope-43656-3",
       "pr_numbers": [
           "left_pr_number": 43656,
           "right_pr_number": 43842,
           "similarity": 0.577,
+          "content_similarity": 0.563,
           "size_similarity": 0.222,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
         {
           "left_pr_number": 43656,
           "right_pr_number": 44682,
+          "similarity": 0.437,
+          "content_similarity": 0.485,
           "size_similarity": 0.048,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.802,
         {
           "left_pr_number": 43842,
           "right_pr_number": 44682,
+          "similarity": 0.403,
+          "content_similarity": 0.445,
           "size_similarity": 0.011,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.802,
           "left_pr_number": 34925,
           "right_pr_number": 45917,
           "similarity": 0.495,
+          "content_similarity": 0.426,
           "size_similarity": 0.39,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.78,
         {
           "left_pr_number": 45917,
           "right_pr_number": 46734,
+          "similarity": 0.445,
           "content_similarity": 0.381,
           "size_similarity": 0.404,
           "breadth_similarity": 0.833,
         44550
       ],
       "representative_pr_number": 44550,
+      "average_similarity": 0.365,
       "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
       "shared_filenames": [],
       "shared_directories": [
         {
           "left_pr_number": 33686,
           "right_pr_number": 44550,
+          "similarity": 0.388,
+          "content_similarity": 0.126,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
         {
           "left_pr_number": 44407,
           "right_pr_number": 44550,
+          "similarity": 0.358,
+          "content_similarity": 0.093,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
         {
           "left_pr_number": 33686,
           "right_pr_number": 44407,
+          "similarity": 0.35,
+          "content_similarity": 0.08,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
         46826
       ],
       "representative_pr_number": 46826,
+      "average_similarity": 0.352,
       "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #46826.",
       "shared_filenames": [],
       "shared_directories": [
         {
           "left_pr_number": 45851,
           "right_pr_number": 46826,
+          "similarity": 0.371,
+          "content_similarity": 0.102,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
         {
           "left_pr_number": 46357,
           "right_pr_number": 46826,
+          "similarity": 0.345,
+          "content_similarity": 0.115,
           "size_similarity": 0.761,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
         {
           "left_pr_number": 45851,
           "right_pr_number": 46357,
+          "similarity": 0.339,
+          "content_similarity": 0.106,
           "size_similarity": 0.761,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
         46267
       ],
       "representative_pr_number": 45847,
+      "average_similarity": 0.861,
       "summary": "2 open PRs share weighted file overlap around `docs/source/en/chat_response_parsing.md`, `src/transformers/models/gemma4/convert_gemma4_weights.py`, `src/transformers/pipelines/any_to_any.py`; representative PR #45847.",
       "shared_filenames": [
         "docs/source/en/chat_response_parsing.md",
         "src/transformers/models/gemma4/convert_gemma4_weights.py",
         "src/transformers/pipelines/any_to_any.py",
+        "src/transformers/pipelines/image_text_to_text.py",
         "src/transformers/pipelines/text_generation.py",
         "src/transformers/utils/chat_parsing/__init__.py",
         "src/transformers/utils/chat_parsing/content_parsers.py",
+        "src/transformers/utils/chat_parsing/response_parser.py"
       ],
       "shared_directories": [
         "src/transformers/utils/chat_parsing",
         {
           "left_pr_number": 45847,
           "right_pr_number": 46267,
+          "similarity": 0.861,
+          "content_similarity": 0.849,
           "size_similarity": 0.856,
           "breadth_similarity": 0.925,
           "concentration_similarity": 0.909,
       ],
       "representative_pr_number": 43543,
       "average_similarity": 0.774,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/jetmoe/modeling_jetmoe.py`, `src/transformers/models/minimax_m2/modeling_minimax_m2.py`, `src/transformers/models/dbrx/modeling_dbrx.py`; representative PR #43543.",
       "shared_filenames": [
         "src/transformers/models/jetmoe/modeling_jetmoe.py",
         "src/transformers/models/minimax_m2/modeling_minimax_m2.py",
         "src/transformers/models/dbrx/modeling_dbrx.py",
+        "src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py",
         "src/transformers/models/flex_olmo/modeling_flex_olmo.py",
+        "src/transformers/models/mixtral/modeling_mixtral.py",
+        "src/transformers/models/mixtral/modular_mixtral.py",
+        "src/transformers/models/phimoe/modeling_phimoe.py"
       ],
       "shared_directories": [
         "src/transformers/models/jetmoe",
+        "src/transformers/models/dbrx",
         "src/transformers/models/ernie4_5_moe",
         "src/transformers/models/phimoe",
         "src/transformers/models/flex_olmo",
         "src/transformers/models/minimax_m2",
+        "src/transformers/models/jamba",
+        "src/transformers/models/mixtral"
       ],
       "pairwise": [
         {
           "left_pr_number": 43543,
           "right_pr_number": 43775,
           "similarity": 0.774,
+          "content_similarity": 0.877,
           "size_similarity": 0.191,
           "breadth_similarity": 0.811,
           "concentration_similarity": 0.996,
       ]
     },
     {
+      "cluster_id": "pr-scope-46160-2",
       "pr_numbers": [
+        46160,
+        46837
       ],
+      "representative_pr_number": 46160,
+      "average_similarity": 0.678,
+      "summary": "2 open PRs share weighted file overlap around `tests/fixtures/gpt_oss/integration_tests.json`, `tests/models/gpt_oss/test_modeling_gpt_oss.py`, `tests/test_modeling_common.py`; representative PR #46160.",
       "shared_filenames": [
+        "tests/fixtures/gpt_oss/integration_tests.json",
+        "tests/models/gpt_oss/test_modeling_gpt_oss.py",
+        "tests/test_modeling_common.py"
       ],
       "shared_directories": [
+        "tests/fixtures/gpt_oss",
+        "tests/models/gpt_oss",
+        "tests/fixtures",
+        "tests/models",
+        "src/transformers",
+        "tests",
+        "src"
       ],
       "pairwise": [
         {
+          "left_pr_number": 46160,
+          "right_pr_number": 46837,
+          "similarity": 0.678,
+          "content_similarity": 0.619,
+          "size_similarity": 0.899,
+          "breadth_similarity": 0.69,
+          "concentration_similarity": 0.816,
           "shared_filenames": [
+            "tests/fixtures/gpt_oss/integration_tests.json",
+            "tests/models/gpt_oss/test_modeling_gpt_oss.py",
+            "tests/test_modeling_common.py"
           ],
           "shared_directories": [
+            "tests/fixtures/gpt_oss",
+            "tests/models/gpt_oss",
+            "src/transformers",
+            "tests/fixtures",
+            "tests/models",
+            "src",
             "tests"
           ]
         }
       ]
     },
     {
+      "cluster_id": "pr-scope-43747-2",
       "pr_numbers": [
+        43747,
+        45480
       ],
+      "representative_pr_number": 43747,
+      "average_similarity": 0.674,
+      "summary": "2 open PRs share weighted file overlap around `tests/quantization/compressed_tensors_integration/test_compressed_models.py`; representative PR #43747.",
       "shared_filenames": [
+        "tests/quantization/compressed_tensors_integration/test_compressed_models.py"
       ],
       "shared_directories": [
+        "tests/quantization/compressed_tensors_integration",
+        "tests/quantization",
+        "tests"
       ],
       "pairwise": [
         {
+          "left_pr_number": 43747,
+          "right_pr_number": 45480,
+          "similarity": 0.674,
+          "content_similarity": 0.624,
+          "size_similarity": 0.664,
           "breadth_similarity": 1.0,
+          "concentration_similarity": 0.751,
           "shared_filenames": [
+            "tests/quantization/compressed_tensors_integration/test_compressed_models.py"
           ],
           "shared_directories": [
+            "tests/quantization/compressed_tensors_integration",
+            "tests/quantization",
+            "tests"
           ]
         }
       ]
         46738
       ],
       "representative_pr_number": 41992,
+      "average_similarity": 0.665,
       "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",
         {
           "left_pr_number": 41992,
           "right_pr_number": 46738,
+          "similarity": 0.665,
+          "content_similarity": 0.691,
+          "size_similarity": 0.538,
+          "breadth_similarity": 0.612,
+          "concentration_similarity": 0.78,
           "shared_filenames": [
             "src/transformers/cache_utils.py",
             "src/transformers/configuration_utils.py",
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-43779-2",
+      "pr_numbers": [
+        43779,
+        43816
+      ],
+      "representative_pr_number": 43779,
+      "average_similarity": 0.663,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/integration_utils.py`; representative PR #43779.",
+      "shared_filenames": [
+        "src/transformers/integrations/integration_utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers/integrations",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 43779,
+          "right_pr_number": 43816,
+          "similarity": 0.663,
+          "content_similarity": 0.679,
+          "size_similarity": 0.25,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/integrations/integration_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/integrations",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-43875-2",
       "pr_numbers": [
         46781
       ],
       "representative_pr_number": 43875,
+      "average_similarity": 0.638,
       "summary": "2 open PRs share weighted file overlap around `tests/utils/test_cache_utils.py`, `src/transformers/cache_utils.py`; representative PR #43875.",
       "shared_filenames": [
         "tests/utils/test_cache_utils.py",
         {
           "left_pr_number": 43875,
           "right_pr_number": 46781,
+          "similarity": 0.638,
+          "content_similarity": 0.537,
           "size_similarity": 0.756,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.971,
         46229
       ],
       "representative_pr_number": 45638,
+      "average_similarity": 0.574,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/mtp.py`; representative PR #45638.",
       "shared_filenames": [
         "src/transformers/generation/mtp.py"
         {
           "left_pr_number": 45638,
           "right_pr_number": 46229,
+          "similarity": 0.574,
+          "content_similarity": 0.57,
+          "size_similarity": 0.62,
           "breadth_similarity": 0.5,
+          "concentration_similarity": 0.633,
           "shared_filenames": [
             "src/transformers/generation/mtp.py"
           ],
         44116
       ],
       "representative_pr_number": 44101,
+      "average_similarity": 0.554,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/flaubert/modeling_flaubert.py`; representative PR #44101.",
       "shared_filenames": [
         "src/transformers/models/flaubert/modeling_flaubert.py"
         {
           "left_pr_number": 44101,
           "right_pr_number": 44116,
+          "similarity": 0.554,
           "content_similarity": 0.616,
           "size_similarity": 0.319,
           "breadth_similarity": 0.5,
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46712-2",
+      "pr_numbers": [
+        46712,
+        46765
+      ],
+      "representative_pr_number": 46712,
+      "average_similarity": 0.542,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/continuous_batching/cache.py`, `src/transformers/generation/continuous_batching/input_outputs.py`, `src/transformers/generation/continuous_batching/scheduler.py`; representative PR #46712.",
+      "shared_filenames": [
+        "src/transformers/generation/continuous_batching/cache.py",
+        "src/transformers/generation/continuous_batching/input_outputs.py",
+        "src/transformers/generation/continuous_batching/scheduler.py",
+        "tests/generation/test_continuous_batching.py",
+        "src/transformers/generation/configuration_utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers/generation/continuous_batching",
+        "src/transformers/generation",
+        "tests/generation",
+        "src/transformers",
+        "tests",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46712,
+          "right_pr_number": 46765,
+          "similarity": 0.542,
+          "content_similarity": 0.571,
+          "size_similarity": 0.22,
+          "breadth_similarity": 0.648,
+          "concentration_similarity": 0.891,
+          "shared_filenames": [
+            "src/transformers/generation/configuration_utils.py",
+            "src/transformers/generation/continuous_batching/cache.py",
+            "src/transformers/generation/continuous_batching/input_outputs.py",
+            "src/transformers/generation/continuous_batching/scheduler.py",
+            "tests/generation/test_continuous_batching.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation/continuous_batching",
+            "src/transformers/generation",
+            "src/transformers",
+            "tests/generation",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-45541-2",
       "pr_numbers": [
           "left_pr_number": 43532,
           "right_pr_number": 43649,
           "similarity": 0.495,
+          "content_similarity": 0.434,
           "size_similarity": 0.395,
           "breadth_similarity": 0.875,
           "concentration_similarity": 0.893,
       ]
     },
     {
+      "cluster_id": "pr-scope-46768-2",
       "pr_numbers": [
+        46768,
+        46838
       ],
+      "representative_pr_number": 46768,
+      "average_similarity": 0.487,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/testing_utils.py`; representative PR #46768.",
       "shared_filenames": [
+        "src/transformers/testing_utils.py"
       ],
       "shared_directories": [
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46768,
+          "right_pr_number": 46838,
+          "similarity": 0.487,
+          "content_similarity": 0.409,
+          "size_similarity": 0.333,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/testing_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
+    {
+      "cluster_id": "pr-scope-46572-2",
+      "pr_numbers": [
+        46572,
+        46839
+      ],
+      "representative_pr_number": 46572,
+      "average_similarity": 0.483,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/diffusion_gemma/modular_diffusion_gemma.py`, `tests/models/diffusion_gemma/test_modeling_diffusion_gemma.py`, `src/transformers/models/diffusion_gemma/modeling_diffusion_gemma.py`; representative PR #46572.",
+      "shared_filenames": [
+        "src/transformers/models/diffusion_gemma/modular_diffusion_gemma.py",
+        "tests/models/diffusion_gemma/test_modeling_diffusion_gemma.py",
+        "src/transformers/models/diffusion_gemma/modeling_diffusion_gemma.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/diffusion_gemma",
+        "tests/models/diffusion_gemma",
+        "src/transformers/models",
+        "tests/models",
         "src/transformers",
         "tests",
         "src"
       ],
       "pairwise": [
         {
+          "left_pr_number": 46572,
+          "right_pr_number": 46839,
+          "similarity": 0.483,
+          "content_similarity": 0.472,
+          "size_similarity": 0.163,
+          "breadth_similarity": 0.875,
+          "concentration_similarity": 0.806,
           "shared_filenames": [
+            "src/transformers/models/diffusion_gemma/modeling_diffusion_gemma.py",
+            "src/transformers/models/diffusion_gemma/modular_diffusion_gemma.py",
+            "tests/models/diffusion_gemma/test_modeling_diffusion_gemma.py"
           ],
           "shared_directories": [
+            "src/transformers/models/diffusion_gemma",
+            "src/transformers/models",
+            "tests/models/diffusion_gemma",
             "src/transformers",
+            "tests/models",
             "src",
             "tests"
           ]
         }
       ]
     },
     {
       "cluster_id": "pr-scope-40755-2",
       "pr_numbers": [
         45233
       ],
       "representative_pr_number": 40755,
+      "average_similarity": 0.465,
       "summary": "2 open PRs share weighted file overlap around `tests/models/timesfm/test_modeling_timesfm.py`, `src/transformers/models/timesfm/modeling_timesfm.py`, `src/transformers/models/timesfm/modular_timesfm.py`; representative PR #40755.",
       "shared_filenames": [
         "tests/models/timesfm/test_modeling_timesfm.py",
         {
           "left_pr_number": 40755,
           "right_pr_number": 45233,
+          "similarity": 0.465,
+          "content_similarity": 0.428,
           "size_similarity": 0.266,
           "breadth_similarity": 0.792,
           "concentration_similarity": 0.928,
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-41855-2",
+      "pr_numbers": [
+        41855,
+        46330
+      ],
+      "representative_pr_number": 41855,
+      "average_similarity": 0.464,
+      "summary": "2 open PRs share weighted file overlap around `tests/test_tokenization_mistral_common.py`, `src/transformers/tokenization_mistral_common.py`; representative PR #41855.",
+      "shared_filenames": [
+        "tests/test_tokenization_mistral_common.py",
+        "src/transformers/tokenization_mistral_common.py"
+      ],
+      "shared_directories": [
+        "src/transformers",
+        "tests",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 41855,
+          "right_pr_number": 46330,
+          "similarity": 0.464,
+          "content_similarity": 0.386,
+          "size_similarity": 0.371,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.758,
+          "shared_filenames": [
+            "src/transformers/tokenization_mistral_common.py",
+            "tests/test_tokenization_mistral_common.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-44680-2",
       "pr_numbers": [
         45666
       ],
       "representative_pr_number": 44680,
+      "average_similarity": 0.449,
       "summary": "2 open PRs share weighted file overlap around `tests/kernels/test_kernels.py`, `src/transformers/integrations/hub_kernels.py`; representative PR #44680.",
       "shared_filenames": [
         "tests/kernels/test_kernels.py",
         {
           "left_pr_number": 44680,
           "right_pr_number": 45666,
+          "similarity": 0.449,
           "content_similarity": 0.527,
           "size_similarity": 0.042,
           "breadth_similarity": 0.417,
         46771
       ],
       "representative_pr_number": 46754,
+      "average_similarity": 0.43,
       "summary": "2 open PRs share weighted file overlap around `docs/source/en/kernel_doc/loading_kernels.md`, `src/transformers/integrations/hub_kernels.py`; representative PR #46754.",
       "shared_filenames": [
         "docs/source/en/kernel_doc/loading_kernels.md",
         {
           "left_pr_number": 46754,
           "right_pr_number": 46771,
+          "similarity": 0.43,
           "content_similarity": 0.265,
           "size_similarity": 0.757,
           "breadth_similarity": 1.0,
         46269
       ],
       "representative_pr_number": 46099,
+      "average_similarity": 0.413,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/apertus/configuration_apertus.py`, `src/transformers/models/apertus/modular_apertus.py`, `src/transformers/models/arcee/modular_arcee.py`; representative PR #46099.",
       "shared_filenames": [
         "src/transformers/models/apertus/configuration_apertus.py",
         {
           "left_pr_number": 46099,
           "right_pr_number": 46269,
+          "similarity": 0.413,
+          "content_similarity": 0.49,
           "size_similarity": 0.013,
           "breadth_similarity": 0.284,
           "concentration_similarity": 0.805,
           "left_pr_number": 46501,
           "right_pr_number": 46503,
           "similarity": 0.363,
+          "content_similarity": 0.091,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
         46319
       ],
       "representative_pr_number": 45732,
+      "average_similarity": 0.351,
       "summary": "2 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #45732.",
       "shared_filenames": [],
       "shared_directories": [
         {
           "left_pr_number": 45732,
           "right_pr_number": 46319,
+          "similarity": 0.351,
+          "content_similarity": 0.09,
           "size_similarity": 0.919,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
         46792
       ],
       "representative_pr_number": 45975,
+      "average_similarity": 0.348,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/cli/serving/model_manager.py`, `src/transformers/cli/serve.py`; representative PR #45975.",
       "shared_filenames": [
         "src/transformers/cli/serving/model_manager.py",
         {
           "left_pr_number": 45975,
           "right_pr_number": 46792,
+          "similarity": 0.348,
+          "content_similarity": 0.251,
           "size_similarity": 0.429,
           "breadth_similarity": 0.75,
           "concentration_similarity": 0.659,

pr_comments.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e4bca60c24b15b95a77a9e8177199e4d9698ea2d8ea3113a368ca8db857e286c
-size 2145628

 version https://git-lfs.github.com/spec/v1
+oid sha256:ef95a48bcbd239b09ed94b690e846f1600fd5d7a21df6eec0bad0941f51fd5b5
+size 2152284

pr_diffs.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1e6f69c7a4e19609a67c31e8f26df5a079ec21fa9cd61bfaa2d99e726e3e4fc0
-size 64848753

 version https://git-lfs.github.com/spec/v1
+oid sha256:53a8ac5cf1e8332d242d94fc77c104ea7588b5faa224aa172c6d28aec92f5187
+size 64921384

pr_files.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:65a5c094a29b0452b489a9c7f83523f730802158d3d37019c1eab38b628f0198
-size 54398541

 version https://git-lfs.github.com/spec/v1
+oid sha256:e016f877533dcc08a4ef1bb2e67a8c3402bfefbb48240ec121929c18e81706d8
+size 54473016

pull_requests.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:eceefba63017a043c9d052e309e2875ee2465db3e6213c4b6e6344a1e7928efb
-size 2554203

 version https://git-lfs.github.com/spec/v1
+oid sha256:e20daa9b75243a66e8d701b69acb17c889e3b28aaf6a7fd4d4d3da01b143c0d8
+size 2563010

review_comments.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:c29f9a41ff4fc9bfaf2782736a4becb8559468f85cd1f3e5b01daa87c035a1ee
-size 3099376

 version https://git-lfs.github.com/spec/v1
+oid sha256:b4f2868265e94fff0b5cf84897978de86fa5462980a732a736268ae34271295d
+size 3109923

reviews.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3bc6a048814994d0e69a1403e30a74f6eabe32eb29681f1cea4f977a2d64ae6e
-size 972832

 version https://git-lfs.github.com/spec/v1
+oid sha256:073b62b54df2c3420b3010cb19c0aa741b7c11d2f208bc5c724cf8daf882b8e7
+size 976365

snapshots/20260623T120018Z/manifest.json ADDED Viewed

	@@ -0,0 +1,41 @@

+{
+  "artifacts": {
+    "archived_pr_scope_clusters_json": "snapshots/20260623T120018Z/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": 14971,
+    "issues": 906,
+    "links": 5078,
+    "new_contributors": 348,
+    "pr_diffs": 2994,
+    "pr_files": 38133,
+    "pull_requests": 2994,
+    "review_comments": 18155,
+    "reviews": 10605,
+    "timeline_events": 58814
+  },
+  "crawl_started_at": "2026-06-23T12:00:18Z",
+  "delta_counts": {
+    "comments": 63,
+    "issue_stubs": 41,
+    "issues": 5,
+    "links": 37,
+    "pr_diffs": 36,
+    "pr_files": 701,
+    "pull_requests": 36,
+    "review_comments": 592,
+    "reviews": 261,
+    "timeline_events": 1105
+  },
+  "extracted_at": "2026-06-23T12:00:18Z",
+  "repo": "huggingface/transformers",
+  "snapshot_id": "20260623T120018Z",
+  "watermark": {
+    "effective_since": "2026-06-23T06:00:18Z",
+    "next_since": "2026-06-23T12:00:18Z"
+  }
+}

snapshots/20260623T120018Z/pr-scope-clusters.json ADDED Viewed

The diff for this file is too large to render. See raw diff

snapshots/latest.json CHANGED Viewed

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260623T060018Z/manifest.json",
-  "latest_snapshot_id": "20260623T060018Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-06-23T06:00:18Z",
   "repo": "huggingface/transformers",
-  "snapshot_dir": "snapshots/20260623T060018Z"
 }

 {
+  "archived_manifest_path": "snapshots/20260623T120018Z/manifest.json",
+  "latest_snapshot_id": "20260623T120018Z",
   "manifest_path": "manifest.json",
+  "next_since": "2026-06-23T12:00:18Z",
   "repo": "huggingface/transformers",
+  "snapshot_dir": "snapshots/20260623T120018Z"
 }

state/watermark.json CHANGED Viewed

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-06-23T00:00:22Z",
-  "last_successful_snapshot_id": "20260623T060018Z",
-  "next_since": "2026-06-23T06:00:18Z",
   "repo": "huggingface/transformers",
-  "updated_at": "2026-06-23T06:00:18Z"
 }

 {
+  "effective_since": "2026-06-23T06:00:18Z",
+  "last_successful_snapshot_id": "20260623T120018Z",
+  "next_since": "2026-06-23T12:00:18Z",
   "repo": "huggingface/transformers",
+  "updated_at": "2026-06-23T12:00:18Z"
 }