Refresh transformers dataset snapshot 20260630T120021Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260630T060014Z`
+- latest snapshot: `20260630T120021Z`
 - raw data only; no labels or moderation decisions
 - PR metadata, file-level patch hunks, and full unified diffs are included
 - full file contents for changed files are not included

comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:41506b3d2a06fc3017b81e0c256d2520dbfcf0f557e3b51ec393c8eb27daac7a
-size 3325549
+oid sha256:7c2f23bcaf4fd5c836c8c46ccbd68a59ff188ab87a69042857525f024d7147ea
+size 3330699

events.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:761068ae22a9226d7f6949e31eb2b77ba521cb2ec8801e4b99a6b5cdcf48982a
-size 985812
+oid sha256:0323b1d57fa331832d339e83d672be48832676da0702d46106751fb91165303b
+size 987481

issue_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:8cb0eda8e128662e5265b79fdb26e2e184c3630141b1a05873e2f71ba15a24fd
-size 1046478
+oid sha256:23e5f65df7e3b95af57e0c28c15dba76bf8718fd2e8eed570c95580199224911
+size 1047923

issues.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:c20882bd3dacba285e920ae101f9cc1bedf9b98976d674c381bbec6dc5943444
-size 1316120
+oid sha256:7702ec120d0b11df34f63b29dc44ea6897c7dd429bd8b06d0193715f5dfb0398
+size 1316139

links.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:7a56918c9b363d3d80ec33fb952f63f79e8240952ecb50823a83c344220036a3
-size 64103
+oid sha256:555b4abd031f5245836be1cab282a58253313d7208f4f904104f684cf48e1f18
+size 64133

manifest.json

@@ -1,41 +1,41 @@
 {
   "artifacts": {
-    "archived_pr_scope_clusters_json": "snapshots/20260630T060014Z/pr-scope-clusters.json",
+    "archived_pr_scope_clusters_json": "snapshots/20260630T120021Z/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": 15682,
+    "comments": 15714,
     "issues": 930,
-    "links": 5443,
+    "links": 5447,
     "new_contributors": 348,
-    "pr_diffs": 3105,
-    "pr_files": 38738,
-    "pull_requests": 3105,
-    "review_comments": 18937,
-    "reviews": 11017,
-    "timeline_events": 60894
+    "pr_diffs": 3108,
+    "pr_files": 38743,
+    "pull_requests": 3108,
+    "review_comments": 18992,
+    "reviews": 11047,
+    "timeline_events": 60984
   },
-  "crawl_started_at": "2026-06-30T06:00:14Z",
+  "crawl_started_at": "2026-06-30T12:00:21Z",
   "delta_counts": {
-    "comments": 13,
-    "issue_stubs": 13,
-    "issues": 4,
-    "links": 19,
-    "pr_diffs": 9,
-    "pr_files": 63,
-    "pull_requests": 9,
-    "review_comments": 193,
-    "reviews": 81,
-    "timeline_events": 313
+    "comments": 32,
+    "issue_stubs": 29,
+    "issues": 7,
+    "links": 27,
+    "pr_diffs": 22,
+    "pr_files": 602,
+    "pull_requests": 22,
+    "review_comments": 947,
+    "reviews": 385,
+    "timeline_events": 1316
   },
-  "extracted_at": "2026-06-30T06:00:14Z",
+  "extracted_at": "2026-06-30T12:00:21Z",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260630T060014Z",
+  "snapshot_id": "20260630T120021Z",
   "watermark": {
-    "effective_since": "2026-06-30T00:00:16Z",
-    "next_since": "2026-06-30T06:00:14Z"
+    "effective_since": "2026-06-30T06:00:14Z",
+    "next_since": "2026-06-30T12:00:21Z"
   }
 }

new-contributors-report.json

@@ -1,17 +1,17 @@
 {
   "schema_version": "1.0",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260630T060014Z",
-  "generated_at": "2026-06-30T06:00:59Z",
+  "snapshot_id": "20260630T120021Z",
+  "generated_at": "2026-06-30T12:01:51Z",
   "window_days": 60,
   "max_authors": 0,
   "instrumentation": {
     "selected_contributors": 348,
     "first_seen_in_snapshot": 1,
     "known_via_prior_merged_pr": 159,
-    "previous_primary_author_count": 1469,
+    "previous_primary_author_count": 1471,
     "selected_seen_in_previous_primary": 347,
-    "previous_report_contributor_count": 347,
+    "previous_report_contributor_count": 348,
     "selected_overlap_previous_report": 347,
     "selected_overlap_previous_report_rate": 0.9971,
     "reused_previous_report_entries": 343,
@@ -19,8 +19,8 @@
     "live_fetches": 5,
     "window_anchor": "run_time",
     "window_anchor_cacheable": false,
-    "enrichment_elapsed_seconds": 5.233,
-    "enrichment_avg_seconds_per_author": 0.015,
+    "enrichment_elapsed_seconds": 2.359,
+    "enrichment_avg_seconds_per_author": 0.007,
     "enrichment_failures": 4
   },
   "contributors": [
@@ -31,13 +31,13 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh",
       "repo_first_seen_at": "2025-02-05T12:51:57Z",
-      "repo_last_seen_at": "2026-06-29T13:48:06Z",
+      "repo_last_seen_at": "2026-06-30T08:17:33Z",
       "repo_primary_artifact_count": 130,
-      "repo_artifact_count": 686,
+      "repo_artifact_count": 687,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 130,
       "snapshot_comment_count": 137,
-      "snapshot_review_count": 250,
+      "snapshot_review_count": 251,
       "snapshot_review_comment_count": 169,
       "repo_association": "MEMBER",
       "new_to_repo": false,
@@ -160,8 +160,8 @@
             "number": 46953,
             "title": "Remove default dtype in FusedRMSNormGated modules",
             "url": "https://github.com/huggingface/transformers/pull/46953",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-06-29T05:15:25Z"
           },
@@ -180,114 +180,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "kaixuanliu",
-      "name": "kaixuanliu",
-      "profile_url": "https://github.com/kaixuanliu",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu",
-      "repo_first_seen_at": "2025-06-20T09:58:55Z",
-      "repo_last_seen_at": "2026-06-25T10:04:40Z",
-      "repo_primary_artifact_count": 103,
-      "repo_artifact_count": 402,
-      "snapshot_issue_count": 4,
-      "snapshot_pr_count": 99,
-      "snapshot_comment_count": 84,
-      "snapshot_review_count": 108,
-      "snapshot_review_comment_count": 107,
-      "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": 3934,
-      "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": [],
-      "activity": {
-        "visible_authored_pr_count": 35,
-        "merged_pr_count": 24,
-        "closed_unmerged_pr_count": 6,
-        "open_pr_count": 5,
-        "merged_pr_rate": 0.6857,
-        "closed_unmerged_pr_rate": 0.1714,
-        "still_open_pr_rate": 0.1429,
-        "distinct_repos_with_authored_prs": 4,
-        "distinct_repos_with_open_prs": 3
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 46880,
-            "title": "add XPU Expectation for cosmos3_omni tests",
-            "url": "https://github.com/huggingface/transformers/pull/46880",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-06-25T09:39:03Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46878,
-            "title": "nemotron_asr_streaming: set _supports_flex_attn to False",
-            "url": "https://github.com/huggingface/transformers/pull/46878",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-06-25T09:31:36Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46686,
-            "title": "Fix byte-level BPE tokenizers reusing SentencePiece classes (Llama 3 \u2026",
-            "url": "https://github.com/huggingface/transformers/pull/46686",
-            "state": "closed",
-            "merged": false,
-            "draft": true,
-            "created_at": "2026-06-16T05:33:37Z"
-          }
-        ],
-        "issues": [
-          {
-            "kind": "issue",
-            "number": 44964,
-            "title": "Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.",
-            "url": "https://github.com/huggingface/transformers/issues/44964",
-            "state": "closed",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-03-24T06:54:38Z"
-          },
-          {
-            "kind": "issue",
-            "number": 44792,
-            "title": "Failed test case `test_model_generate_images` for janus model",
-            "url": "https://github.com/huggingface/transformers/issues/44792",
-            "state": "closed",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-03-17T10:40:18Z"
-          },
-          {
-            "kind": "issue",
-            "number": 43854,
-            "title": "Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests",
-            "url": "https://github.com/huggingface/transformers/issues/43854",
-            "state": "closed",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-02-09T07:48:27Z"
-          }
-        ]
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "zucchini-nlp",
       "name": "Raushan Turganbay",
@@ -295,14 +187,14 @@
       "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": "2026-06-29T13:55:09Z",
-      "repo_primary_artifact_count": 99,
-      "repo_artifact_count": 4121,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 99,
-      "snapshot_comment_count": 682,
-      "snapshot_review_count": 1064,
-      "snapshot_review_comment_count": 2276,
+      "repo_last_seen_at": "2026-06-30T10:02:34Z",
+      "repo_primary_artifact_count": 100,
+      "repo_artifact_count": 4161,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 100,
+      "snapshot_comment_count": 684,
+      "snapshot_review_count": 1069,
+      "snapshot_review_comment_count": 2308,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -333,6 +225,16 @@
       },
       "examples": {
         "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46977,
+            "title": "Use standard arg names in Mllama",
+            "url": "https://github.com/huggingface/transformers/pull/46977",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-30T08:55:18Z"
+          },
           {
             "kind": "pull_request",
             "number": 46912,
@@ -352,16 +254,6 @@
             "merged": true,
             "draft": false,
             "created_at": "2026-06-26T08:39:46Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46881,
-            "title": "QwenVL model conversion",
-            "url": "https://github.com/huggingface/transformers/pull/46881",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-06-25T10:41:38Z"
           }
         ],
         "issues": []
@@ -375,11 +267,11 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade",
       "repo_first_seen_at": "2026-01-21T16:52:29Z",
-      "repo_last_seen_at": "2026-06-29T15:00:36Z",
-      "repo_primary_artifact_count": 104,
-      "repo_artifact_count": 715,
+      "repo_last_seen_at": "2026-06-30T08:05:09Z",
+      "repo_primary_artifact_count": 105,
+      "repo_artifact_count": 716,
       "snapshot_issue_count": 6,
-      "snapshot_pr_count": 98,
+      "snapshot_pr_count": 99,
       "snapshot_comment_count": 185,
       "snapshot_review_count": 223,
       "snapshot_review_comment_count": 203,
@@ -414,6 +306,16 @@
       },
       "examples": {
         "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46976,
+            "title": "the CI status should be a comment",
+            "url": "https://github.com/huggingface/transformers/pull/46976",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-06-30T08:05:09Z"
+          },
           {
             "kind": "pull_request",
             "number": 46961,
@@ -433,16 +335,6 @@
             "merged": true,
             "draft": false,
             "created_at": "2026-06-22T08:42:31Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46774,
-            "title": "Insert a Grafana badge in the PR",
-            "url": "https://github.com/huggingface/transformers/pull/46774",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-06-19T16:15:44Z"
           }
         ],
         "issues": [
@@ -480,6 +372,114 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "kaixuanliu",
+      "name": "kaixuanliu",
+      "profile_url": "https://github.com/kaixuanliu",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu",
+      "repo_first_seen_at": "2025-06-20T09:58:55Z",
+      "repo_last_seen_at": "2026-06-25T10:04:40Z",
+      "repo_primary_artifact_count": 103,
+      "repo_artifact_count": 402,
+      "snapshot_issue_count": 4,
+      "snapshot_pr_count": 99,
+      "snapshot_comment_count": 84,
+      "snapshot_review_count": 108,
+      "snapshot_review_comment_count": 107,
+      "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": 3934,
+      "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": [],
+      "activity": {
+        "visible_authored_pr_count": 35,
+        "merged_pr_count": 24,
+        "closed_unmerged_pr_count": 6,
+        "open_pr_count": 5,
+        "merged_pr_rate": 0.6857,
+        "closed_unmerged_pr_rate": 0.1714,
+        "still_open_pr_rate": 0.1429,
+        "distinct_repos_with_authored_prs": 4,
+        "distinct_repos_with_open_prs": 3
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46880,
+            "title": "add XPU Expectation for cosmos3_omni tests",
+            "url": "https://github.com/huggingface/transformers/pull/46880",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-25T09:39:03Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46878,
+            "title": "nemotron_asr_streaming: set _supports_flex_attn to False",
+            "url": "https://github.com/huggingface/transformers/pull/46878",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-06-25T09:31:36Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46686,
+            "title": "Fix byte-level BPE tokenizers reusing SentencePiece classes (Llama 3 \u2026",
+            "url": "https://github.com/huggingface/transformers/pull/46686",
+            "state": "closed",
+            "merged": false,
+            "draft": true,
+            "created_at": "2026-06-16T05:33:37Z"
+          }
+        ],
+        "issues": [
+          {
+            "kind": "issue",
+            "number": 44964,
+            "title": "Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.",
+            "url": "https://github.com/huggingface/transformers/issues/44964",
+            "state": "closed",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-03-24T06:54:38Z"
+          },
+          {
+            "kind": "issue",
+            "number": 44792,
+            "title": "Failed test case `test_model_generate_images` for janus model",
+            "url": "https://github.com/huggingface/transformers/issues/44792",
+            "state": "closed",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-03-17T10:40:18Z"
+          },
+          {
+            "kind": "issue",
+            "number": 43854,
+            "title": "Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests",
+            "url": "https://github.com/huggingface/transformers/issues/43854",
+            "state": "closed",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-02-09T07:48:27Z"
+          }
+        ]
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "stevhliu",
       "name": "Steven Liu",
@@ -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": "2026-06-29T20:21:44Z",
+      "repo_last_seen_at": "2026-06-30T08:14:23Z",
       "repo_primary_artifact_count": 58,
-      "repo_artifact_count": 7721,
+      "repo_artifact_count": 7725,
       "snapshot_issue_count": 2,
       "snapshot_pr_count": 56,
       "snapshot_comment_count": 735,
-      "snapshot_review_count": 1367,
-      "snapshot_review_comment_count": 5561,
+      "snapshot_review_count": 1369,
+      "snapshot_review_comment_count": 5563,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -893,13 +893,13 @@
       "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": "2026-06-29T12:51:56Z",
+      "repo_last_seen_at": "2026-06-30T11:47:04Z",
       "repo_primary_artifact_count": 46,
-      "repo_artifact_count": 1428,
+      "repo_artifact_count": 1433,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 46,
-      "snapshot_comment_count": 839,
-      "snapshot_review_count": 326,
+      "snapshot_comment_count": 843,
+      "snapshot_review_count": 327,
       "snapshot_review_comment_count": 217,
       "repo_association": "MEMBER",
       "new_to_repo": false,
@@ -1951,14 +1951,14 @@
       "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": "2026-06-29T17:49:50Z",
+      "repo_last_seen_at": "2026-06-30T10:59:32Z",
       "repo_primary_artifact_count": 29,
-      "repo_artifact_count": 932,
+      "repo_artifact_count": 945,
       "snapshot_issue_count": 4,
       "snapshot_pr_count": 25,
-      "snapshot_comment_count": 78,
-      "snapshot_review_count": 430,
-      "snapshot_review_comment_count": 395,
+      "snapshot_comment_count": 79,
+      "snapshot_review_count": 436,
+      "snapshot_review_comment_count": 401,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -2718,14 +2718,14 @@
       "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": "2026-06-26T16:10:06Z",
+      "repo_last_seen_at": "2026-06-30T08:16:28Z",
       "repo_primary_artifact_count": 13,
-      "repo_artifact_count": 964,
+      "repo_artifact_count": 976,
       "snapshot_issue_count": 1,
       "snapshot_pr_count": 12,
       "snapshot_comment_count": 50,
-      "snapshot_review_count": 234,
-      "snapshot_review_comment_count": 667,
+      "snapshot_review_count": 240,
+      "snapshot_review_comment_count": 673,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -2806,14 +2806,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam",
       "repo_first_seen_at": "2025-07-25T12:59:52Z",
-      "repo_last_seen_at": "2026-06-29T20:35:49Z",
+      "repo_last_seen_at": "2026-06-30T11:04:13Z",
       "repo_primary_artifact_count": 12,
-      "repo_artifact_count": 1398,
+      "repo_artifact_count": 1402,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 12,
       "snapshot_comment_count": 79,
-      "snapshot_review_count": 351,
-      "snapshot_review_comment_count": 956,
+      "snapshot_review_count": 353,
+      "snapshot_review_comment_count": 958,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -3426,12 +3426,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan",
       "repo_first_seen_at": "2024-10-17T11:56:32Z",
-      "repo_last_seen_at": "2026-06-29T13:13:42Z",
+      "repo_last_seen_at": "2026-06-30T09:59:39Z",
       "repo_primary_artifact_count": 8,
-      "repo_artifact_count": 71,
+      "repo_artifact_count": 73,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 8,
-      "snapshot_comment_count": 35,
+      "snapshot_comment_count": 37,
       "snapshot_review_count": 13,
       "snapshot_review_comment_count": 15,
       "repo_association": "MEMBER",
@@ -3680,14 +3680,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin",
       "repo_first_seen_at": "2026-05-12T18:20:58Z",
-      "repo_last_seen_at": "2026-06-29T15:40:35Z",
+      "repo_last_seen_at": "2026-06-30T11:49:50Z",
       "repo_primary_artifact_count": 7,
-      "repo_artifact_count": 348,
+      "repo_artifact_count": 353,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 7,
-      "snapshot_comment_count": 34,
-      "snapshot_review_count": 134,
-      "snapshot_review_comment_count": 173,
+      "snapshot_comment_count": 35,
+      "snapshot_review_count": 136,
+      "snapshot_review_comment_count": 175,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -4943,8 +4943,8 @@
             "number": 46850,
             "title": "\ud83d\udea8 [gemma 3/4] Fix bidirectional attention masking crossing sliding window boundaries",
             "url": "https://github.com/huggingface/transformers/pull/46850",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-06-23T17:34:15Z"
           },
@@ -6082,7 +6082,7 @@
             "number": 46964,
             "title": "Allow PEFT quantized models with non-trainable quantizers",
             "url": "https://github.com/huggingface/transformers/pull/46964",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-29T17:20:50Z"
@@ -15352,12 +15352,12 @@
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
-      "new_to_repo": true,
-      "first_seen_in_snapshot": true,
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
-      "report_reason": "first_seen_in_snapshot",
-      "enrichment_source": "live",
-      "live_refetch_skipped": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
       "account_age_days": 1548,
       "young_account": false,
       "follow_through_score": "weak",
@@ -19819,15 +19819,15 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ambknust",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ambknust",
       "repo_first_seen_at": "2026-06-09T15:50:35Z",
-      "repo_last_seen_at": "2026-06-09T15:50:35Z",
+      "repo_last_seen_at": "2026-06-30T08:45:49Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 1,
+      "repo_artifact_count": 2,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 0,
+      "snapshot_comment_count": 1,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "repo_association": "NONE",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -19859,7 +19859,7 @@
             "number": 46526,
             "title": "Enable using different MoE implementations in GraniteMoE",
             "url": "https://github.com/huggingface/transformers/pull/46526",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-09T15:50:35Z"
@@ -20047,14 +20047,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMi-Jiazhi",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMi-Jiazhi",
       "repo_first_seen_at": "2026-06-04T14:08:08Z",
-      "repo_last_seen_at": "2026-06-26T22:58:22Z",
+      "repo_last_seen_at": "2026-06-30T10:27:33Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 3,
+      "repo_artifact_count": 11,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
       "snapshot_comment_count": 0,
-      "snapshot_review_count": 1,
-      "snapshot_review_comment_count": 1,
+      "snapshot_review_count": 5,
+      "snapshot_review_comment_count": 5,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -21307,6 +21307,63 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "RaunaqDavidNath",
+      "name": "Raunaq",
+      "profile_url": "https://github.com/RaunaqDavidNath",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARaunaqDavidNath",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARaunaqDavidNath",
+      "repo_first_seen_at": "2026-06-30T07:35:47Z",
+      "repo_last_seen_at": "2026-06-30T07:35:47Z",
+      "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": 1039,
+      "young_account": false,
+      "follow_through_score": "strong",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "no visible non-self stars; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 2,
+        "merged_pr_count": 2,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 0,
+        "merged_pr_rate": 1.0,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 0.0,
+        "distinct_repos_with_authored_prs": 2,
+        "distinct_repos_with_open_prs": 0
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46975,
+            "title": "Fix typos in Gemma 4 Assistant documentation",
+            "url": "https://github.com/huggingface/transformers/pull/46975",
+            "state": "open",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-06-30T07:35:47Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "rishiarora123",
       "name": "Rishi Arora",
@@ -23361,63 +23418,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "xodn348",
-      "name": "Junhyuk Lee",
-      "profile_url": "https://github.com/xodn348",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Axodn348",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Axodn348",
-      "repo_first_seen_at": "2026-05-01T07:27:40Z",
-      "repo_last_seen_at": "2026-05-01T07:27:40Z",
-      "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": 2352,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "very high",
-      "automation_risk_signal": "medium",
-      "heuristic_note": "extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 136,
-        "merged_pr_count": 21,
-        "closed_unmerged_pr_count": 26,
-        "open_pr_count": 89,
-        "merged_pr_rate": 0.1544,
-        "closed_unmerged_pr_rate": 0.1912,
-        "still_open_pr_rate": 0.6544,
-        "distinct_repos_with_authored_prs": 29,
-        "distinct_repos_with_open_prs": 23
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45734,
-            "title": "fix(quantizers): make user-supplied skip_modules additive with auto-detected defaults",
-            "url": "https://github.com/huggingface/transformers/pull/45734",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-05-01T07:27:40Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "Yeuvoir",
       "name": "",

new-contributors-report.md

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260630T060014Z`
-- Generated: `2026-06-30T06:00:59Z`
+- Snapshot: `20260630T120021Z`
+- Generated: `2026-06-30T12:01:51Z`
 - Activity window: `60d`
 - Contributors: `348`
 
@@ -11,9 +11,9 @@
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 130 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 110 | 0 | strong | low | 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` | 100 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 99 | 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` | 99 | 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` | 99 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 98 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 73 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 56 | 2 | mixed | low | low | targets high-star repos |
@@ -210,7 +210,7 @@
 | `andreay99` | [profile](https://github.com/andreay99) | no | NONE | 1374d | `2026-05-09T02:34:44Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `AndriyVohar` | [profile](https://github.com/AndriyVohar) | no | FIRST_TIME_CONTRIBUTOR | 1197d | `2026-06-06T15:59:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `andylin-hao` | [profile](https://github.com/andylin-hao) | no | CONTRIBUTOR | 3162d | `2026-06-04T03:53:20Z` | 1 | 0 | strong | moderate | low | — |
-| `aoright` | [profile](https://github.com/aoright) | yes | FIRST_TIME_CONTRIBUTOR | 1548d | `2026-06-30T04:02:20Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share; targets high-star repos |
+| `aoright` | [profile](https://github.com/aoright) | no | FIRST_TIME_CONTRIBUTOR | 1548d | `2026-06-30T04:02:20Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share; targets high-star repos |
 | `Apeksha23-hub` | [profile](https://github.com/Apeksha23-hub) | no | FIRST_TIME_CONTRIBUTOR | 79d | `2026-05-16T13:17:12Z` | 1 | 0 | mixed | low | low | very new account; no visible non-self stars; targets high-star repos |
 | `ArkaD171717` | [profile](https://github.com/ArkaD171717) | no | FIRST_TIME_CONTRIBUTOR | 1206d | `2026-05-02T09:31:22Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `arnav-144p` | [profile](https://github.com/arnav-144p) | no | NONE | 634d | `2026-06-02T18:52:53Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -288,7 +288,7 @@
 | `MaciejBalaNV` | [profile](https://github.com/MaciejBalaNV) | no | CONTRIBUTOR | 717d | `2026-05-21T19:47:46Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `manavmax` | [profile](https://github.com/manavmax) | no | NONE | 1226d | `2026-06-03T07:57:11Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `massimilianoviola` | [profile](https://github.com/massimilianoviola) | no | CONTRIBUTOR | 2120d | `2026-05-11T07:00:47Z` | 1 | 0 | mixed | low | low | high open PR share |
-| `mbknust` | [profile](https://github.com/mbknust) | no | FIRST_TIME_CONTRIBUTOR | 2645d | `2026-06-09T15:50:35Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
+| `mbknust` | [profile](https://github.com/mbknust) | no | NONE | 2645d | `2026-06-09T15:50:35Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `meghana243` | [profile](https://github.com/meghana243) | no | NONE | 1291d | `2026-06-20T09:05:19Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `MelkiZedekICT` | [profile](https://github.com/MelkiZedekICT) | no | NONE | 515d | `2026-06-17T17:52:55Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Melnuno` | [profile](https://github.com/Melnuno) | no | NONE | 2376d | `2026-05-05T17:30:41Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -314,6 +314,7 @@
 | `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 |
 | `Ramshankar07` | [profile](https://github.com/Ramshankar07) | no | CONTRIBUTOR | 1761d | `2026-05-19T19:06:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Ratwood98` | [profile](https://github.com/Ratwood98) | no | CONTRIBUTOR | 1899d | `2026-05-07T23:30:45Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `RaunaqDavidNath` | [profile](https://github.com/RaunaqDavidNath) | yes | FIRST_TIME_CONTRIBUTOR | 1039d | `2026-06-30T07:35:47Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `rishiarora123` | [profile](https://github.com/rishiarora123) | no | NONE | 1872d | `2026-05-22T18:19:48Z` | 1 | 0 | weak | moderate | low | high recent PR volume; many recent closed-unmerged PRs; no visible non-self stars |
 | `RithwikSharma` | [profile](https://github.com/RithwikSharma) | no | NONE | 2171d | `2026-06-20T02:29:20Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `RobTand` | [profile](https://github.com/RobTand) | no | NONE | 3405d | `2026-05-02T19:12:41Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
@@ -350,7 +351,6 @@
 | `Vanshajrawat` | [profile](https://github.com/Vanshajrawat) | no | NONE | 1600d | `2026-05-30T19:38:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `W-Akrabi` | [profile](https://github.com/W-Akrabi) | no | NONE | 1346d | `2026-06-07T22:07:11Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `wangyi7099` | [profile](https://github.com/wangyi7099) | no | FIRST_TIME_CONTRIBUTOR | 3473d | `2026-06-11T00:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `xodn348` | [profile](https://github.com/xodn348) | no | NONE | 2352d | `2026-05-01T07:27:40Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `Yeuvoir` | [profile](https://github.com/Yeuvoir) | no | NONE | 639d | `2026-05-13T05:45:38Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `Yooniel` | [profile](https://github.com/Yooniel) | no | CONTRIBUTOR | 2080d | `2026-05-21T15:59:30Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `YousefZahran1` | [profile](https://github.com/YousefZahran1) | no | NONE | 870d | `2026-05-07T16:00:57Z` | 1 | 0 | weak | moderate | low | high open PR share |
@@ -366,12 +366,12 @@
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
 - repo first seen: `2025-02-05T12:51:57Z`
-- repo last seen: `2026-06-29T13:48:06Z`
+- repo last seen: `2026-06-30T08:17:33Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **130**
 - snapshot authored PRs/issues: **130 PRs / 0 issues**
-- snapshot discussion activity: **137 comments / 250 reviews / 169 review comments**
+- snapshot discussion activity: **137 comments / 251 reviews / 169 review comments**
 - account age: **4938 days**
 - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
 - public orgs: none visible
@@ -403,47 +403,21 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46955: Remove some unnecessary generate warnings](https://github.com/huggingface/transformers/pull/46955) — closed, merged
-- [PR #46953: Remove default dtype in FusedRMSNormGated modules](https://github.com/huggingface/transformers/pull/46953) — open
+- [PR #46953: Remove default dtype in FusedRMSNormGated modules](https://github.com/huggingface/transformers/pull/46953) — closed, merged
 - [PR #46914: Fix flash attention with StaticCache](https://github.com/huggingface/transformers/pull/46914) — closed, merged
 
-### `kaixuanliu`
-
-- profile: [github.com/kaixuanliu](https://github.com/kaixuanliu)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
-- repo first seen: `2025-06-20T09:58:55Z`
-- repo last seen: `2026-06-25T10:04:40Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **103**
-- snapshot authored PRs/issues: **99 PRs / 4 issues**
-- snapshot discussion activity: **84 comments / 108 reviews / 107 review comments**
-- account age: **3934 days**
-- recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #46880: add XPU Expectation for cosmos3_omni tests](https://github.com/huggingface/transformers/pull/46880) — open
-- [PR #46878: nemotron_asr_streaming: set _supports_flex_attn to False](https://github.com/huggingface/transformers/pull/46878) — closed, merged
-- [PR #46686: Fix byte-level BPE tokenizers reusing SentencePiece classes (Llama 3 …](https://github.com/huggingface/transformers/pull/46686) — closed, draft
-- [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
-- [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
-- [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
-
 ### `zucchini-nlp`
 
 - profile: [github.com/zucchini-nlp](https://github.com/zucchini-nlp)
 - 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: `2026-06-29T13:55:09Z`
+- repo last seen: `2026-06-30T10:02:34Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **99**
-- snapshot authored PRs/issues: **99 PRs / 0 issues**
-- snapshot discussion activity: **682 comments / 1064 reviews / 2276 review comments**
+- repo primary artifacts: **100**
+- snapshot authored PRs/issues: **100 PRs / 0 issues**
+- snapshot discussion activity: **684 comments / 1069 reviews / 2308 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`
@@ -451,9 +425,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46977: Use standard arg names in Mllama](https://github.com/huggingface/transformers/pull/46977) — open
 - [PR #46912: Better and more extensive tests for RoPE](https://github.com/huggingface/transformers/pull/46912) — open
 - [PR #46911: [Olmo3] different RoPE per layer type](https://github.com/huggingface/transformers/pull/46911) — closed, merged
-- [PR #46881: QwenVL model conversion](https://github.com/huggingface/transformers/pull/46881) — open
 
 ### `tarekziade`
 
@@ -461,11 +435,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
 - repo first seen: `2026-01-21T16:52:29Z`
-- repo last seen: `2026-06-29T15:00:36Z`
+- repo last seen: `2026-06-30T08:05:09Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **104**
-- snapshot authored PRs/issues: **98 PRs / 6 issues**
+- repo primary artifacts: **105**
+- snapshot authored PRs/issues: **99 PRs / 6 issues**
 - snapshot discussion activity: **185 comments / 223 reviews / 203 review comments**
 - account age: **5839 days**
 - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
@@ -474,13 +448,39 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
 
 Example artifacts:
+- [PR #46976: the CI status should be a comment](https://github.com/huggingface/transformers/pull/46976) — closed, merged
 - [PR #46961: make sure serge produces clean patches](https://github.com/huggingface/transformers/pull/46961) — open, draft
 - [PR #46811: call transformers-ci in a nightly run](https://github.com/huggingface/transformers/pull/46811) — closed, merged
-- [PR #46774: Insert a Grafana badge in the PR](https://github.com/huggingface/transformers/pull/46774) — closed, merged
 - [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — closed
 - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — closed
 - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
 
+### `kaixuanliu`
+
+- profile: [github.com/kaixuanliu](https://github.com/kaixuanliu)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
+- repo first seen: `2025-06-20T09:58:55Z`
+- repo last seen: `2026-06-25T10:04:40Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **103**
+- snapshot authored PRs/issues: **99 PRs / 4 issues**
+- snapshot discussion activity: **84 comments / 108 reviews / 107 review comments**
+- account age: **3934 days**
+- recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #46880: add XPU Expectation for cosmos3_omni tests](https://github.com/huggingface/transformers/pull/46880) — open
+- [PR #46878: nemotron_asr_streaming: set _supports_flex_attn to False](https://github.com/huggingface/transformers/pull/46878) — closed, merged
+- [PR #46686: Fix byte-level BPE tokenizers reusing SentencePiece classes (Llama 3 …](https://github.com/huggingface/transformers/pull/46686) — closed, draft
+- [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
+- [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
+- [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
+
 ### `stevhliu`
 
 - profile: [github.com/stevhliu](https://github.com/stevhliu)
@@ -538,12 +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: `2026-06-29T20:21:44Z`
+- repo last seen: `2026-06-30T08:14:23Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **58**
 - snapshot authored PRs/issues: **56 PRs / 2 issues**
-- snapshot discussion activity: **735 comments / 1367 reviews / 5561 review comments**
+- snapshot discussion activity: **735 comments / 1369 reviews / 5563 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
@@ -588,12 +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: `2026-06-29T12:51:56Z`
+- repo last seen: `2026-06-30T11:47:04Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **46**
 - snapshot authored PRs/issues: **46 PRs / 0 issues**
-- snapshot discussion activity: **839 comments / 326 reviews / 217 review comments**
+- snapshot discussion activity: **843 comments / 327 reviews / 217 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`
@@ -877,12 +877,12 @@ 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: `2026-06-29T17:49:50Z`
+- repo last seen: `2026-06-30T10:59:32Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **29**
 - snapshot authored PRs/issues: **25 PRs / 4 issues**
-- snapshot discussion activity: **78 comments / 430 reviews / 395 review comments**
+- snapshot discussion activity: **79 comments / 436 reviews / 401 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`
@@ -1090,12 +1090,12 @@ 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: `2026-06-26T16:10:06Z`
+- repo last seen: `2026-06-30T08:16:28Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **13**
 - snapshot authored PRs/issues: **12 PRs / 1 issues**
-- snapshot discussion activity: **50 comments / 234 reviews / 667 review comments**
+- snapshot discussion activity: **50 comments / 240 reviews / 673 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
@@ -1114,12 +1114,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
 - repo first seen: `2025-07-25T12:59:52Z`
-- repo last seen: `2026-06-29T20:35:49Z`
+- repo last seen: `2026-06-30T11:04:13Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **12**
 - snapshot authored PRs/issues: **12 PRs / 0 issues**
-- snapshot discussion activity: **79 comments / 351 reviews / 956 review comments**
+- snapshot discussion activity: **79 comments / 353 reviews / 958 review comments**
 - account age: **4714 days**
 - recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: `LCAV`
@@ -1299,12 +1299,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
 - repo first seen: `2024-10-17T11:56:32Z`
-- repo last seen: `2026-06-29T13:13:42Z`
+- repo last seen: `2026-06-30T09:59:39Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **8 PRs / 0 issues**
-- snapshot discussion activity: **35 comments / 13 reviews / 15 review comments**
+- snapshot discussion activity: **37 comments / 13 reviews / 15 review comments**
 - account age: **4501 days**
 - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
 - public orgs: `huggingface`
@@ -1370,12 +1370,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
 - repo first seen: `2026-05-12T18:20:58Z`
-- repo last seen: `2026-06-29T15:40:35Z`
+- repo last seen: `2026-06-30T11:49:50Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **7 PRs / 0 issues**
-- snapshot discussion activity: **34 comments / 134 reviews / 173 review comments**
+- snapshot discussion activity: **35 comments / 136 reviews / 175 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`
@@ -1735,7 +1735,7 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #46850: 🚨 [gemma 3/4] Fix bidirectional attention masking crossing sliding window boundaries](https://github.com/huggingface/transformers/pull/46850) — open
+- [PR #46850: 🚨 [gemma 3/4] Fix bidirectional attention masking crossing sliding window boundaries](https://github.com/huggingface/transformers/pull/46850) — closed, merged
 - [PR #46398: fix(gemma4_unified): conversion script and config bugs](https://github.com/huggingface/transformers/pull/46398) — closed, merged
 - [PR #46385: who needs encoders?](https://github.com/huggingface/transformers/pull/46385) — closed, merged
 
@@ -2062,7 +2062,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46964: Allow PEFT quantized models with non-trainable quantizers](https://github.com/huggingface/transformers/pull/46964) — open
+- [PR #46964: Allow PEFT quantized models with non-trainable quantizers](https://github.com/huggingface/transformers/pull/46964) — closed
 - [PR #46888: Fix Gemma4 closed thinking block detection in serve](https://github.com/huggingface/transformers/pull/46888) — closed
 - [PR #46527: Fix trailing comma bug in DataCollatorForLanguageModeling example](https://github.com/huggingface/transformers/pull/46527) — closed, merged
 
@@ -4961,7 +4961,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aaoright)
 - repo first seen: `2026-06-30T04:02:20Z`
 - repo last seen: `2026-06-30T04:02:20Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -6598,12 +6598,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ambknust)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ambknust)
 - repo first seen: `2026-06-09T15:50:35Z`
-- repo last seen: `2026-06-09T15:50:35Z`
+- repo last seen: `2026-06-30T08:45:49Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - account age: **2645 days**
 - recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
 - public orgs: none visible
@@ -6611,7 +6611,7 @@ Example artifacts:
 - heuristic read: **no visible non-self stars**
 
 Example artifacts:
-- [PR #46526: Enable using different MoE implementations in GraniteMoE](https://github.com/huggingface/transformers/pull/46526) — open
+- [PR #46526: Enable using different MoE implementations in GraniteMoE](https://github.com/huggingface/transformers/pull/46526) — closed
 
 ### `meghana243`
 
@@ -6682,12 +6682,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMi-Jiazhi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMi-Jiazhi)
 - repo first seen: `2026-06-04T14:08:08Z`
-- repo last seen: `2026-06-26T22:58:22Z`
+- repo last seen: `2026-06-30T10:27:33Z`
 - 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 / 1 reviews / 1 review comments**
+- snapshot discussion activity: **0 comments / 5 reviews / 5 review comments**
 - account age: **2414 days**
 - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: none visible
@@ -7138,6 +7138,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45833: Add Qwen3.5 support for token classification](https://github.com/huggingface/transformers/pull/45833) — closed, merged
 
+### `RaunaqDavidNath`
+
+- profile: [github.com/RaunaqDavidNath](https://github.com/RaunaqDavidNath)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARaunaqDavidNath)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARaunaqDavidNath)
+- repo first seen: `2026-06-30T07:35:47Z`
+- repo last seen: `2026-06-30T07:35:47Z`
+- 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: **1039 days**
+- recent public PR activity: **2 PRs** (2 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #46975: Fix typos in Gemma 4 Assistant documentation](https://github.com/huggingface/transformers/pull/46975) — open, merged
+
 ### `rishiarora123`
 
 - profile: [github.com/rishiarora123](https://github.com/rishiarora123)
@@ -7894,27 +7915,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46550: Remove position_ids documentation from function](https://github.com/huggingface/transformers/pull/46550) — open
 
-### `xodn348`
-
-- profile: [github.com/xodn348](https://github.com/xodn348)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Axodn348)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Axodn348)
-- repo first seen: `2026-05-01T07:27:40Z`
-- repo last seen: `2026-05-01T07:27:40Z`
-- 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: **2352 days**
-- recent public PR activity: **136 PRs** (21 merged / 26 closed-unmerged / 89 open; merged rate **15%**, closed-unmerged rate **19%**, open rate **65%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
-- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45734: fix(quantizers): make user-supplied skip_modules additive with auto-detected defaults](https://github.com/huggingface/transformers/pull/45734) — closed
-
 ### `Yeuvoir`
 
 - profile: [github.com/Yeuvoir](https://github.com/Yeuvoir)

new_contributors.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:4e919fb6fdafaed816ebf195e1eb2a966676914740d5e379dad8a504a22d824f
-size 63474
+oid sha256:1e632ac4911b3c1ff06a27bf6c6fd6e46502df4ab9340fff690c86a46736ef46
+size 63508

pr-scope-clusters.json

@@ -1,8 +1,8 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260630T060014Z",
-  "generated_at": "2026-06-30T06:00:53Z",
-  "cluster_count": 83,
+  "snapshot_id": "20260630T120021Z",
+  "generated_at": "2026-06-30T12:01:47Z",
+  "cluster_count": 81,
   "pr_scope_clusters": [
     {
       "cluster_id": "pr-scope-43636-10",
@@ -48,7 +48,7 @@
         {
           "left_pr_number": 43663,
           "right_pr_number": 45067,
-          "similarity": 0.627,
+          "similarity": 0.626,
           "content_similarity": 0.466,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
@@ -112,7 +112,7 @@
         {
           "left_pr_number": 44257,
           "right_pr_number": 44660,
-          "similarity": 0.483,
+          "similarity": 0.482,
           "content_similarity": 0.261,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
@@ -192,7 +192,7 @@
         {
           "left_pr_number": 43663,
           "right_pr_number": 44189,
-          "similarity": 0.449,
+          "similarity": 0.448,
           "content_similarity": 0.392,
           "size_similarity": 0.16,
           "breadth_similarity": 1.0,
@@ -241,7 +241,7 @@
           "left_pr_number": 44660,
           "right_pr_number": 45067,
           "similarity": 0.438,
-          "content_similarity": 0.36,
+          "content_similarity": 0.359,
           "size_similarity": 0.24,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -321,7 +321,7 @@
           "left_pr_number": 43651,
           "right_pr_number": 44123,
           "similarity": 0.422,
-          "content_similarity": 0.319,
+          "content_similarity": 0.318,
           "size_similarity": 0.327,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -400,7 +400,7 @@
         {
           "left_pr_number": 43651,
           "right_pr_number": 44189,
-          "similarity": 0.4,
+          "similarity": 0.399,
           "content_similarity": 0.309,
           "size_similarity": 0.222,
           "breadth_similarity": 1.0,
@@ -432,7 +432,7 @@
         {
           "left_pr_number": 43636,
           "right_pr_number": 44189,
-          "similarity": 0.394,
+          "similarity": 0.393,
           "content_similarity": 0.27,
           "size_similarity": 0.364,
           "breadth_similarity": 1.0,
@@ -446,11 +446,11 @@
           ]
         },
         {
-          "left_pr_number": 43651,
-          "right_pr_number": 44257,
+          "left_pr_number": 45055,
+          "right_pr_number": 45273,
           "similarity": 0.387,
-          "content_similarity": 0.266,
-          "size_similarity": 0.333,
+          "content_similarity": 0.195,
+          "size_similarity": 0.667,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -462,11 +462,11 @@
           ]
         },
         {
-          "left_pr_number": 45055,
-          "right_pr_number": 45273,
-          "similarity": 0.387,
-          "content_similarity": 0.195,
-          "size_similarity": 0.667,
+          "left_pr_number": 43651,
+          "right_pr_number": 44257,
+          "similarity": 0.386,
+          "content_similarity": 0.266,
+          "size_similarity": 0.333,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -478,11 +478,11 @@
           ]
         },
         {
-          "left_pr_number": 45055,
-          "right_pr_number": 45067,
-          "similarity": 0.386,
-          "content_similarity": 0.311,
-          "size_similarity": 0.12,
+          "left_pr_number": 44123,
+          "right_pr_number": 44660,
+          "similarity": 0.385,
+          "content_similarity": 0.312,
+          "size_similarity": 0.109,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -494,11 +494,11 @@
           ]
         },
         {
-          "left_pr_number": 44123,
-          "right_pr_number": 44660,
+          "left_pr_number": 45055,
+          "right_pr_number": 45067,
           "similarity": 0.385,
-          "content_similarity": 0.312,
-          "size_similarity": 0.109,
+          "content_similarity": 0.311,
+          "size_similarity": 0.12,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -561,7 +561,7 @@
           "left_pr_number": 43636,
           "right_pr_number": 44123,
           "similarity": 0.375,
-          "content_similarity": 0.279,
+          "content_similarity": 0.278,
           "size_similarity": 0.2,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -673,7 +673,7 @@
           "left_pr_number": 44123,
           "right_pr_number": 45055,
           "similarity": 0.347,
-          "content_similarity": 0.27,
+          "content_similarity": 0.269,
           "size_similarity": 0.055,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -963,7 +963,7 @@
         {
           "left_pr_number": 46504,
           "right_pr_number": 46558,
-          "similarity": 0.363,
+          "similarity": 0.362,
           "content_similarity": 0.089,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
@@ -991,8 +991,8 @@
         {
           "left_pr_number": 46504,
           "right_pr_number": 46554,
-          "similarity": 0.262,
-          "content_similarity": 0.136,
+          "similarity": 0.261,
+          "content_similarity": 0.135,
           "size_similarity": 0.111,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1344,7 +1344,7 @@
         46161
       ],
       "representative_pr_number": 45627,
-      "average_similarity": 0.426,
+      "average_similarity": 0.427,
       "summary": "6 open PRs share weighted file overlap around `src/transformers/processing_utils.py`, `tests/test_processing_common.py`, `tests/models/auto/test_processor_auto.py`; representative PR #45627.",
       "shared_filenames": [
         "src/transformers/processing_utils.py",
@@ -1363,7 +1363,7 @@
           "left_pr_number": 41606,
           "right_pr_number": 44543,
           "similarity": 0.689,
-          "content_similarity": 0.668,
+          "content_similarity": 0.667,
           "size_similarity": 0.583,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.683,
@@ -1380,8 +1380,8 @@
         {
           "left_pr_number": 45627,
           "right_pr_number": 46161,
-          "similarity": 0.672,
-          "content_similarity": 0.586,
+          "similarity": 0.673,
+          "content_similarity": 0.588,
           "size_similarity": 0.747,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.985,
@@ -1401,7 +1401,7 @@
           "left_pr_number": 42668,
           "right_pr_number": 45627,
           "similarity": 0.657,
-          "content_similarity": 0.799,
+          "content_similarity": 0.8,
           "size_similarity": 0.189,
           "breadth_similarity": 0.216,
           "concentration_similarity": 0.952,
@@ -1420,8 +1420,8 @@
         {
           "left_pr_number": 42668,
           "right_pr_number": 46161,
-          "similarity": 0.57,
-          "content_similarity": 0.663,
+          "similarity": 0.571,
+          "content_similarity": 0.664,
           "size_similarity": 0.253,
           "breadth_similarity": 0.216,
           "concentration_similarity": 0.937,
@@ -1441,7 +1441,7 @@
           "left_pr_number": 41606,
           "right_pr_number": 45422,
           "similarity": 0.504,
-          "content_similarity": 0.429,
+          "content_similarity": 0.428,
           "size_similarity": 0.569,
           "breadth_similarity": 0.75,
           "concentration_similarity": 0.881,
@@ -1459,7 +1459,7 @@
           "left_pr_number": 44543,
           "right_pr_number": 45422,
           "similarity": 0.486,
-          "content_similarity": 0.458,
+          "content_similarity": 0.46,
           "size_similarity": 0.331,
           "breadth_similarity": 0.75,
           "concentration_similarity": 0.802,
@@ -1476,8 +1476,8 @@
         {
           "left_pr_number": 44543,
           "right_pr_number": 46161,
-          "similarity": 0.382,
-          "content_similarity": 0.212,
+          "similarity": 0.385,
+          "content_similarity": 0.216,
           "size_similarity": 0.566,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.97,
@@ -1493,8 +1493,8 @@
         {
           "left_pr_number": 41606,
           "right_pr_number": 46161,
-          "similarity": 0.361,
-          "content_similarity": 0.114,
+          "similarity": 0.362,
+          "content_similarity": 0.116,
           "size_similarity": 0.971,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.712,
@@ -1510,8 +1510,8 @@
         {
           "left_pr_number": 44543,
           "right_pr_number": 45627,
-          "similarity": 0.354,
-          "content_similarity": 0.201,
+          "similarity": 0.357,
+          "content_similarity": 0.206,
           "size_similarity": 0.423,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.985,
@@ -1527,8 +1527,8 @@
         {
           "left_pr_number": 42668,
           "right_pr_number": 44543,
-          "similarity": 0.348,
-          "content_similarity": 0.301,
+          "similarity": 0.35,
+          "content_similarity": 0.305,
           "size_similarity": 0.446,
           "breadth_similarity": 0.216,
           "concentration_similarity": 0.967,
@@ -1545,8 +1545,8 @@
         {
           "left_pr_number": 41606,
           "right_pr_number": 45627,
-          "similarity": 0.319,
-          "content_similarity": 0.108,
+          "similarity": 0.321,
+          "content_similarity": 0.11,
           "size_similarity": 0.725,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.697,
@@ -1562,8 +1562,8 @@
         {
           "left_pr_number": 45422,
           "right_pr_number": 45627,
-          "similarity": 0.3,
-          "content_similarity": 0.095,
+          "similarity": 0.302,
+          "content_similarity": 0.098,
           "size_similarity": 0.784,
           "breadth_similarity": 0.75,
           "concentration_similarity": 0.816,
@@ -1579,8 +1579,8 @@
         {
           "left_pr_number": 45422,
           "right_pr_number": 46161,
-          "similarity": 0.275,
-          "content_similarity": 0.1,
+          "similarity": 0.276,
+          "content_similarity": 0.103,
           "size_similarity": 0.586,
           "breadth_similarity": 0.75,
           "concentration_similarity": 0.831,
@@ -1596,8 +1596,8 @@
         {
           "left_pr_number": 41606,
           "right_pr_number": 42668,
-          "similarity": 0.271,
-          "content_similarity": 0.255,
+          "similarity": 0.274,
+          "content_similarity": 0.258,
           "size_similarity": 0.26,
           "breadth_similarity": 0.216,
           "concentration_similarity": 0.649,
@@ -1614,8 +1614,8 @@
         {
           "left_pr_number": 42668,
           "right_pr_number": 45422,
-          "similarity": 0.199,
-          "content_similarity": 0.154,
+          "similarity": 0.201,
+          "content_similarity": 0.156,
           "size_similarity": 0.148,
           "breadth_similarity": 0.307,
           "concentration_similarity": 0.768,
@@ -2031,17 +2031,16 @@
         45438,
         45883,
         46642,
-        46850
+        46933
       ],
       "representative_pr_number": 45438,
-      "average_similarity": 0.449,
-      "summary": "5 open PRs share weighted file overlap around `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`, `tests/models/gemma4/test_modeling_gemma4.py`; representative PR #45438.",
+      "average_similarity": 0.435,
+      "summary": "5 open PRs share weighted file overlap around `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`, `docs/source/en/model_doc/gemma4.md`; representative PR #45438.",
       "shared_filenames": [
         "src/transformers/models/gemma4/modular_gemma4.py",
         "src/transformers/models/gemma4/modeling_gemma4.py",
-        "tests/models/gemma4/test_modeling_gemma4.py",
         "docs/source/en/model_doc/gemma4.md",
-        "src/transformers/models/gemma4_unified/modeling_gemma4_unified.py",
+        "tests/models/gemma4/test_modeling_gemma4.py",
         "src/transformers/models/auto/modeling_auto.py"
       ],
       "shared_directories": [
@@ -2051,15 +2050,15 @@
         "src",
         "tests/models",
         "tests",
-        "tests/models/gemma4",
-        "src/transformers/models/gemma4_unified"
+        "docs/source/en/model_doc",
+        "src/transformers/models/auto"
       ],
       "pairwise": [
         {
           "left_pr_number": 45294,
           "right_pr_number": 45438,
-          "similarity": 0.751,
-          "content_similarity": 0.77,
+          "similarity": 0.752,
+          "content_similarity": 0.771,
           "size_similarity": 0.42,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.989,
@@ -2086,8 +2085,8 @@
         {
           "left_pr_number": 45294,
           "right_pr_number": 45883,
-          "similarity": 0.545,
-          "content_similarity": 0.467,
+          "similarity": 0.544,
+          "content_similarity": 0.466,
           "size_similarity": 0.933,
           "breadth_similarity": 0.325,
           "concentration_similarity": 0.908,
@@ -2105,8 +2104,8 @@
         {
           "left_pr_number": 45438,
           "right_pr_number": 45883,
-          "similarity": 0.541,
-          "content_similarity": 0.577,
+          "similarity": 0.54,
+          "content_similarity": 0.576,
           "size_similarity": 0.392,
           "breadth_similarity": 0.325,
           "concentration_similarity": 0.92,
@@ -2122,44 +2121,38 @@
           ]
         },
         {
-          "left_pr_number": 45438,
-          "right_pr_number": 46850,
-          "similarity": 0.477,
-          "content_similarity": 0.427,
-          "size_similarity": 0.532,
-          "breadth_similarity": 0.757,
-          "concentration_similarity": 0.445,
+          "left_pr_number": 45883,
+          "right_pr_number": 46933,
+          "similarity": 0.507,
+          "content_similarity": 0.479,
+          "size_similarity": 0.143,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
           "shared_filenames": [
             "src/transformers/models/gemma4/modeling_gemma4.py",
-            "src/transformers/models/gemma4/modular_gemma4.py",
-            "tests/models/gemma4/test_modeling_gemma4.py"
+            "src/transformers/models/gemma4/modular_gemma4.py"
           ],
           "shared_directories": [
             "src/transformers/models/gemma4",
             "src/transformers/models",
-            "tests/models/gemma4",
             "src/transformers",
-            "tests/models",
-            "src",
-            "tests"
+            "src"
           ]
         },
         {
-          "left_pr_number": 46642,
-          "right_pr_number": 46850,
-          "similarity": 0.413,
-          "content_similarity": 0.253,
-          "size_similarity": 0.701,
-          "breadth_similarity": 0.85,
-          "concentration_similarity": 0.916,
+          "left_pr_number": 45438,
+          "right_pr_number": 46642,
+          "similarity": 0.411,
+          "content_similarity": 0.293,
+          "size_similarity": 0.759,
+          "breadth_similarity": 0.65,
+          "concentration_similarity": 0.529,
           "shared_filenames": [
             "src/transformers/models/gemma4/modeling_gemma4.py",
-            "src/transformers/models/gemma4/modular_gemma4.py",
-            "src/transformers/models/gemma4_unified/modeling_gemma4_unified.py"
+            "src/transformers/models/gemma4/modular_gemma4.py"
           ],
           "shared_directories": [
             "src/transformers/models/gemma4",
-            "src/transformers/models/gemma4_unified",
             "src/transformers/models",
             "src/transformers",
             "tests/models",
@@ -2169,12 +2162,12 @@
         },
         {
           "left_pr_number": 45438,
-          "right_pr_number": 46642,
-          "similarity": 0.409,
-          "content_similarity": 0.291,
-          "size_similarity": 0.759,
-          "breadth_similarity": 0.65,
-          "concentration_similarity": 0.529,
+          "right_pr_number": 46933,
+          "similarity": 0.384,
+          "content_similarity": 0.424,
+          "size_similarity": 0.056,
+          "breadth_similarity": 0.325,
+          "concentration_similarity": 0.92,
           "shared_filenames": [
             "src/transformers/models/gemma4/modeling_gemma4.py",
             "src/transformers/models/gemma4/modular_gemma4.py"
@@ -2183,39 +2176,33 @@
             "src/transformers/models/gemma4",
             "src/transformers/models",
             "src/transformers",
-            "tests/models",
-            "src",
-            "tests"
+            "src"
           ]
         },
         {
           "left_pr_number": 45294,
-          "right_pr_number": 46850,
-          "similarity": 0.402,
-          "content_similarity": 0.386,
-          "size_similarity": 0.223,
-          "breadth_similarity": 0.757,
-          "concentration_similarity": 0.456,
+          "right_pr_number": 46933,
+          "similarity": 0.355,
+          "content_similarity": 0.367,
+          "size_similarity": 0.133,
+          "breadth_similarity": 0.325,
+          "concentration_similarity": 0.908,
           "shared_filenames": [
             "src/transformers/models/gemma4/modeling_gemma4.py",
-            "src/transformers/models/gemma4/modular_gemma4.py",
-            "tests/models/gemma4/test_modeling_gemma4.py"
+            "src/transformers/models/gemma4/modular_gemma4.py"
           ],
           "shared_directories": [
             "src/transformers/models/gemma4",
             "src/transformers/models",
-            "tests/models/gemma4",
             "src/transformers",
-            "tests/models",
-            "src",
-            "tests"
+            "src"
           ]
         },
         {
           "left_pr_number": 45294,
           "right_pr_number": 46642,
-          "similarity": 0.332,
-          "content_similarity": 0.274,
+          "similarity": 0.333,
+          "content_similarity": 0.276,
           "size_similarity": 0.318,
           "breadth_similarity": 0.65,
           "concentration_similarity": 0.54,
@@ -2234,12 +2221,12 @@
         },
         {
           "left_pr_number": 45883,
-          "right_pr_number": 46850,
-          "similarity": 0.326,
-          "content_similarity": 0.36,
-          "size_similarity": 0.208,
-          "breadth_similarity": 0.243,
-          "concentration_similarity": 0.364,
+          "right_pr_number": 46642,
+          "similarity": 0.303,
+          "content_similarity": 0.308,
+          "size_similarity": 0.297,
+          "breadth_similarity": 0.2,
+          "concentration_similarity": 0.448,
           "shared_filenames": [
             "src/transformers/models/gemma4/modeling_gemma4.py",
             "src/transformers/models/gemma4/modular_gemma4.py"
@@ -2252,11 +2239,11 @@
           ]
         },
         {
-          "left_pr_number": 45883,
-          "right_pr_number": 46642,
-          "similarity": 0.3,
-          "content_similarity": 0.304,
-          "size_similarity": 0.297,
+          "left_pr_number": 46642,
+          "right_pr_number": 46933,
+          "similarity": 0.218,
+          "content_similarity": 0.242,
+          "size_similarity": 0.042,
           "breadth_similarity": 0.2,
           "concentration_similarity": 0.448,
           "shared_filenames": [
@@ -2272,257 +2259,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-45513-5",
-      "pr_numbers": [
-        45513,
-        45707,
-        46148,
-        46831,
-        46953
-      ],
-      "representative_pr_number": 46831,
-      "average_similarity": 0.365,
-      "summary": "5 open PRs share weighted file overlap around `src/transformers/models/qwen3_5/modeling_qwen3_5.py`, `src/transformers/models/qwen3_next/modular_qwen3_next.py`, `src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py`; representative PR #46831.",
-      "shared_filenames": [
-        "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
-        "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/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",
-        "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": 0.489,
-          "content_similarity": 0.564,
-          "size_similarity": 0.043,
-          "breadth_similarity": 0.464,
-          "concentration_similarity": 0.812,
-          "shared_filenames": [
-            "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
-            "src/transformers/models/qwen3_5/modular_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": 46831,
-          "right_pr_number": 46953,
-          "similarity": 0.489,
-          "content_similarity": 0.433,
-          "size_similarity": 0.4,
-          "breadth_similarity": 0.792,
-          "concentration_similarity": 0.933,
-          "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": 46148,
-          "right_pr_number": 46831,
-          "similarity": 0.435,
-          "content_similarity": 0.385,
-          "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": 46148,
-          "right_pr_number": 46953,
-          "similarity": 0.383,
-          "content_similarity": 0.333,
-          "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"
-          ]
-        },
-        {
-          "left_pr_number": 45707,
-          "right_pr_number": 46831,
-          "similarity": 0.381,
-          "content_similarity": 0.448,
-          "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"
-          ]
-        },
-        {
-          "left_pr_number": 45513,
-          "right_pr_number": 46148,
-          "similarity": 0.38,
-          "content_similarity": 0.359,
-          "size_similarity": 0.229,
-          "breadth_similarity": 0.536,
-          "concentration_similarity": 0.812,
-          "shared_filenames": [
-            "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
-            "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
-            "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": 45513,
-          "right_pr_number": 46953,
-          "similarity": 0.354,
-          "content_similarity": 0.355,
-          "size_similarity": 0.017,
-          "breadth_similarity": 0.586,
-          "concentration_similarity": 0.879,
-          "shared_filenames": [
-            "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
-            "src/transformers/models/olmo_hybrid/modular_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": 45707,
-          "right_pr_number": 46953,
-          "similarity": 0.349,
-          "content_similarity": 0.373,
-          "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": 0.203,
-          "content_similarity": 0.257,
-          "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": 45707,
-          "right_pr_number": 46148,
-          "similarity": 0.189,
-          "content_similarity": 0.204,
-          "size_similarity": 0.025,
-          "breadth_similarity": 0.225,
-          "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"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-42975-4",
       "pr_numbers": [
@@ -2649,7 +2385,7 @@
         {
           "left_pr_number": 42976,
           "right_pr_number": 45077,
-          "similarity": 0.472,
+          "similarity": 0.471,
           "content_similarity": 0.492,
           "size_similarity": 0.074,
           "breadth_similarity": 0.659,
@@ -2714,7 +2450,7 @@
           "left_pr_number": 39683,
           "right_pr_number": 45985,
           "similarity": 0.6,
-          "content_similarity": 0.504,
+          "content_similarity": 0.503,
           "size_similarity": 0.652,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2731,7 +2467,7 @@
           "left_pr_number": 34667,
           "right_pr_number": 45985,
           "similarity": 0.594,
-          "content_similarity": 0.477,
+          "content_similarity": 0.476,
           "size_similarity": 0.733,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2748,7 +2484,7 @@
           "left_pr_number": 34667,
           "right_pr_number": 39683,
           "similarity": 0.528,
-          "content_similarity": 0.438,
+          "content_similarity": 0.437,
           "size_similarity": 0.478,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2795,156 +2531,21 @@
             "src"
           ]
         },
-        {
-          "left_pr_number": 39683,
-          "right_pr_number": 44872,
-          "similarity": 0.42,
-          "content_similarity": 0.358,
-          "size_similarity": 0.13,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/generation/utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/generation",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
-    {
-      "cluster_id": "pr-scope-34925-4",
-      "pr_numbers": [
-        34925,
-        45917,
-        46734,
-        46964
-      ],
-      "representative_pr_number": 46964,
-      "average_similarity": 0.482,
-      "summary": "4 open PRs share weighted file overlap around `tests/trainer/test_trainer.py`, `src/transformers/trainer_utils.py`, `src/transformers/trainer.py`; representative PR #46964.",
-      "shared_filenames": [
-        "tests/trainer/test_trainer.py",
-        "src/transformers/trainer_utils.py",
-        "src/transformers/trainer.py"
-      ],
-      "shared_directories": [
-        "tests/trainer",
-        "src/transformers",
-        "tests",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 45917,
-          "right_pr_number": 46964,
-          "similarity": 0.59,
-          "content_similarity": 0.534,
-          "size_similarity": 0.457,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.946,
-          "shared_filenames": [
-            "src/transformers/trainer_utils.py",
-            "tests/trainer/test_trainer.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "tests/trainer",
-            "src",
-            "tests"
-          ]
-        },
-        {
-          "left_pr_number": 34925,
-          "right_pr_number": 45917,
-          "similarity": 0.485,
-          "content_similarity": 0.411,
-          "size_similarity": 0.39,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.78,
-          "shared_filenames": [
-            "tests/trainer/test_trainer.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "tests/trainer",
-            "src",
-            "tests"
-          ]
-        },
-        {
-          "left_pr_number": 46734,
-          "right_pr_number": 46964,
-          "similarity": 0.478,
-          "content_similarity": 0.33,
-          "size_similarity": 0.884,
-          "breadth_similarity": 0.833,
-          "concentration_similarity": 0.616,
-          "shared_filenames": [
-            "tests/trainer/test_trainer.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "tests/trainer",
-            "src",
-            "tests"
-          ]
-        },
-        {
-          "left_pr_number": 34925,
-          "right_pr_number": 46964,
-          "similarity": 0.456,
-          "content_similarity": 0.419,
-          "size_similarity": 0.178,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.726,
-          "shared_filenames": [
-            "tests/trainer/test_trainer.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "tests/trainer",
-            "src",
-            "tests"
-          ]
-        },
-        {
-          "left_pr_number": 34925,
-          "right_pr_number": 46734,
-          "similarity": 0.452,
-          "content_similarity": 0.429,
-          "size_similarity": 0.158,
-          "breadth_similarity": 0.833,
-          "concentration_similarity": 0.89,
-          "shared_filenames": [
-            "src/transformers/trainer.py",
-            "tests/trainer/test_trainer.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "tests/trainer",
-            "src",
-            "tests"
-          ]
-        },
-        {
-          "left_pr_number": 45917,
-          "right_pr_number": 46734,
-          "similarity": 0.433,
-          "content_similarity": 0.365,
-          "size_similarity": 0.404,
-          "breadth_similarity": 0.833,
-          "concentration_similarity": 0.67,
+        {
+          "left_pr_number": 39683,
+          "right_pr_number": 44872,
+          "similarity": 0.42,
+          "content_similarity": 0.358,
+          "size_similarity": 0.13,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
           "shared_filenames": [
-            "tests/trainer/test_trainer.py"
+            "src/transformers/generation/utils.py"
           ],
           "shared_directories": [
+            "src/transformers/generation",
             "src/transformers",
-            "tests/trainer",
-            "src",
-            "tests"
+            "src"
           ]
         }
       ]
@@ -2973,7 +2574,7 @@
           "left_pr_number": 44615,
           "right_pr_number": 46152,
           "similarity": 0.623,
-          "content_similarity": 0.551,
+          "content_similarity": 0.55,
           "size_similarity": 0.583,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2990,7 +2591,7 @@
           "left_pr_number": 45060,
           "right_pr_number": 46152,
           "similarity": 0.437,
-          "content_similarity": 0.344,
+          "content_similarity": 0.343,
           "size_similarity": 0.95,
           "breadth_similarity": 0.333,
           "concentration_similarity": 0.421,
@@ -3007,7 +2608,7 @@
           "left_pr_number": 44385,
           "right_pr_number": 44615,
           "similarity": 0.409,
-          "content_similarity": 0.339,
+          "content_similarity": 0.338,
           "size_similarity": 0.371,
           "breadth_similarity": 0.667,
           "concentration_similarity": 1.0,
@@ -3041,7 +2642,7 @@
           "left_pr_number": 44615,
           "right_pr_number": 45060,
           "similarity": 0.314,
-          "content_similarity": 0.24,
+          "content_similarity": 0.239,
           "size_similarity": 0.614,
           "breadth_similarity": 0.333,
           "concentration_similarity": 0.421,
@@ -3121,7 +2722,7 @@
           "left_pr_number": 32189,
           "right_pr_number": 42655,
           "similarity": 0.46,
-          "content_similarity": 0.496,
+          "content_similarity": 0.495,
           "size_similarity": 0.231,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.568,
@@ -3159,7 +2760,7 @@
           "left_pr_number": 42655,
           "right_pr_number": 46735,
           "similarity": 0.324,
-          "content_similarity": 0.327,
+          "content_similarity": 0.326,
           "size_similarity": 0.082,
           "breadth_similarity": 0.417,
           "concentration_similarity": 0.837,
@@ -3357,7 +2958,7 @@
         {
           "left_pr_number": 45932,
           "right_pr_number": 46780,
-          "similarity": 0.607,
+          "similarity": 0.608,
           "content_similarity": 0.636,
           "size_similarity": 0.322,
           "breadth_similarity": 0.679,
@@ -3684,7 +3285,7 @@
           "left_pr_number": 43997,
           "right_pr_number": 44007,
           "similarity": 0.614,
-          "content_similarity": 0.644,
+          "content_similarity": 0.645,
           "size_similarity": 0.679,
           "breadth_similarity": 0.333,
           "concentration_similarity": 0.548,
@@ -4235,6 +3836,84 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-34925-3",
+      "pr_numbers": [
+        34925,
+        45917,
+        46734
+      ],
+      "representative_pr_number": 34925,
+      "average_similarity": 0.464,
+      "summary": "3 open PRs share weighted file overlap around `tests/trainer/test_trainer.py`, `src/transformers/trainer.py`; representative PR #34925.",
+      "shared_filenames": [
+        "tests/trainer/test_trainer.py",
+        "src/transformers/trainer.py"
+      ],
+      "shared_directories": [
+        "tests/trainer",
+        "src/transformers",
+        "tests",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 34925,
+          "right_pr_number": 45917,
+          "similarity": 0.493,
+          "content_similarity": 0.423,
+          "size_similarity": 0.39,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.78,
+          "shared_filenames": [
+            "tests/trainer/test_trainer.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/trainer",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 34925,
+          "right_pr_number": 46734,
+          "similarity": 0.458,
+          "content_similarity": 0.437,
+          "size_similarity": 0.158,
+          "breadth_similarity": 0.833,
+          "concentration_similarity": 0.89,
+          "shared_filenames": [
+            "src/transformers/trainer.py",
+            "tests/trainer/test_trainer.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/trainer",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 45917,
+          "right_pr_number": 46734,
+          "similarity": 0.441,
+          "content_similarity": 0.376,
+          "size_similarity": 0.404,
+          "breadth_similarity": 0.833,
+          "concentration_similarity": 0.67,
+          "shared_filenames": [
+            "tests/trainer/test_trainer.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/trainer",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-45548-3",
       "pr_numbers": [
@@ -4387,6 +4066,108 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45513-3",
+      "pr_numbers": [
+        45513,
+        46148,
+        46831
+      ],
+      "representative_pr_number": 46831,
+      "average_similarity": 0.438,
+      "summary": "3 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/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": [
+        {
+          "left_pr_number": 45513,
+          "right_pr_number": 46831,
+          "similarity": 0.491,
+          "content_similarity": 0.568,
+          "size_similarity": 0.043,
+          "breadth_similarity": 0.464,
+          "concentration_similarity": 0.812,
+          "shared_filenames": [
+            "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
+            "src/transformers/models/qwen3_5/modular_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": 46148,
+          "right_pr_number": 46831,
+          "similarity": 0.439,
+          "content_similarity": 0.39,
+          "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": 0.385,
+          "content_similarity": 0.366,
+          "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"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-45709-3",
       "pr_numbers": [
@@ -4416,7 +4197,7 @@
           "left_pr_number": 45742,
           "right_pr_number": 46211,
           "similarity": 0.56,
-          "content_similarity": 0.496,
+          "content_similarity": 0.497,
           "size_similarity": 0.963,
           "breadth_similarity": 0.25,
           "concentration_similarity": 0.852,
@@ -4478,7 +4259,7 @@
         46917
       ],
       "representative_pr_number": 46917,
-      "average_similarity": 0.412,
+      "average_similarity": 0.413,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/image_processing_backends.py`; representative PR #46917.",
       "shared_filenames": [
         "src/transformers/image_processing_backends.py"
@@ -4614,7 +4395,7 @@
         46775
       ],
       "representative_pr_number": 44889,
-      "average_similarity": 0.384,
+      "average_similarity": 0.385,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/trainer.py`, `tests/trainer/distributed/test_trainer_distributed_deepspeed.py`; representative PR #44889.",
       "shared_filenames": [
         "src/transformers/trainer.py",
@@ -4632,7 +4413,7 @@
           "left_pr_number": 44889,
           "right_pr_number": 46775,
           "similarity": 0.456,
-          "content_similarity": 0.333,
+          "content_similarity": 0.334,
           "size_similarity": 0.877,
           "breadth_similarity": 0.458,
           "concentration_similarity": 0.9,
@@ -4651,8 +4432,8 @@
         {
           "left_pr_number": 44889,
           "right_pr_number": 44981,
-          "similarity": 0.395,
-          "content_similarity": 0.151,
+          "similarity": 0.396,
+          "content_similarity": 0.152,
           "size_similarity": 0.991,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.812,
@@ -4669,8 +4450,8 @@
         {
           "left_pr_number": 44981,
           "right_pr_number": 46775,
-          "similarity": 0.3,
-          "content_similarity": 0.123,
+          "similarity": 0.301,
+          "content_similarity": 0.124,
           "size_similarity": 0.885,
           "breadth_similarity": 0.458,
           "concentration_similarity": 0.712,
@@ -4694,7 +4475,7 @@
         44550
       ],
       "representative_pr_number": 44550,
-      "average_similarity": 0.367,
+      "average_similarity": 0.366,
       "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
       "shared_filenames": [],
       "shared_directories": [
@@ -4707,8 +4488,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44550,
-          "similarity": 0.39,
-          "content_similarity": 0.129,
+          "similarity": 0.389,
+          "content_similarity": 0.127,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4724,7 +4505,7 @@
           "left_pr_number": 44407,
           "right_pr_number": 44550,
           "similarity": 0.36,
-          "content_similarity": 0.095,
+          "content_similarity": 0.094,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4903,7 +4684,7 @@
           "left_pr_number": 46895,
           "right_pr_number": 46958,
           "similarity": 0.887,
-          "content_similarity": 0.91,
+          "content_similarity": 0.911,
           "size_similarity": 0.75,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.744,
@@ -5172,7 +4953,7 @@
         45607
       ],
       "representative_pr_number": 45606,
-      "average_similarity": 0.771,
+      "average_similarity": 0.77,
       "summary": "2 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`; representative PR #45606.",
       "shared_filenames": [
         "tests/models/gemma4/test_modeling_gemma4.py"
@@ -5186,8 +4967,8 @@
         {
           "left_pr_number": 45606,
           "right_pr_number": 45607,
-          "similarity": 0.771,
-          "content_similarity": 0.82,
+          "similarity": 0.77,
+          "content_similarity": 0.819,
           "size_similarity": 0.778,
           "breadth_similarity": 0.417,
           "concentration_similarity": 0.778,
@@ -5422,17 +5203,17 @@
         46738
       ],
       "representative_pr_number": 41992,
-      "average_similarity": 0.669,
-      "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.",
+      "average_similarity": 0.671,
+      "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/hyperclovax.md`, `docs/source/en/model_doc/pe_audio.md`, `docs/source/en/model_doc/pe_audio_video.md`; representative PR #41992.",
       "shared_filenames": [
+        "docs/source/en/model_doc/hyperclovax.md",
+        "docs/source/en/model_doc/pe_audio.md",
+        "docs/source/en/model_doc/pe_audio_video.md",
+        "docs/source/en/model_doc/pe_video.md",
         "src/transformers/models/bamba/configuration_bamba.py",
         "src/transformers/models/bart/modeling_bart.py",
         "src/transformers/models/big_bird/modeling_big_bird.py",
-        "src/transformers/models/bigbird_pegasus/modeling_bigbird_pegasus.py",
-        "src/transformers/models/blt/configuration_blt.py",
-        "src/transformers/models/canine/modeling_canine.py",
-        "src/transformers/models/cohere_asr/configuration_cohere_asr.py",
-        "src/transformers/models/diffllama/modular_diffllama.py"
+        "src/transformers/models/bigbird_pegasus/modeling_bigbird_pegasus.py"
       ],
       "shared_directories": [
         "src/transformers/models/granite_speech_plus",
@@ -5448,24 +5229,25 @@
         {
           "left_pr_number": 41992,
           "right_pr_number": 46738,
-          "similarity": 0.669,
-          "content_similarity": 0.692,
-          "size_similarity": 0.548,
-          "breadth_similarity": 0.631,
-          "concentration_similarity": 0.783,
-          "shared_filenames": [
+          "similarity": 0.671,
+          "content_similarity": 0.699,
+          "size_similarity": 0.542,
+          "breadth_similarity": 0.619,
+          "concentration_similarity": 0.782,
+          "shared_filenames": [
+            "docs/source/en/model_doc/hyperclovax.md",
+            "docs/source/en/model_doc/pe_audio.md",
+            "docs/source/en/model_doc/pe_audio_video.md",
+            "docs/source/en/model_doc/pe_video.md",
+            "docs/source/en/model_doc/qwen3_5.md",
             "src/transformers/cache_utils.py",
             "src/transformers/configuration_utils.py",
             "src/transformers/conversion_mapping.py",
             "src/transformers/masking_utils.py",
-            "src/transformers/models/afmoe/modeling_afmoe.py",
-            "src/transformers/models/afmoe/modular_afmoe.py",
-            "src/transformers/models/bamba/configuration_bamba.py",
-            "src/transformers/models/bamba/modeling_bamba.py",
-            "src/transformers/models/bamba/modular_bamba.py",
-            "src/transformers/models/bart/modeling_bart.py"
+            "src/transformers/models/afmoe/modeling_afmoe.py"
           ],
           "shared_directories": [
+            "docs/source/en/model_doc",
             "src/transformers/models/afmoe",
             "src/transformers/models/bamba",
             "src/transformers/models/bart",
@@ -5474,8 +5256,7 @@
             "src/transformers/models/blt",
             "src/transformers/models/bros",
             "src/transformers/models/canine",
-            "src/transformers/models/clap",
-            "src/transformers/models/clvp"
+            "src/transformers/models/clap"
           ]
         }
       ]
@@ -5988,7 +5769,7 @@
         43649
       ],
       "representative_pr_number": 43532,
-      "average_similarity": 0.496,
+      "average_similarity": 0.495,
       "summary": "2 open PRs share weighted file overlap around `utils/notification_service.py`, `.github/workflows/self-comment-ci.yml`, `.github/workflows/self-scheduled.yml`; representative PR #43532.",
       "shared_filenames": [
         "utils/notification_service.py",
@@ -6008,7 +5789,7 @@
         {
           "left_pr_number": 43532,
           "right_pr_number": 43649,
-          "similarity": 0.496,
+          "similarity": 0.495,
           "content_similarity": 0.434,
           "size_similarity": 0.395,
           "breadth_similarity": 0.875,
@@ -6037,7 +5818,7 @@
         46546
       ],
       "representative_pr_number": 46310,
-      "average_similarity": 0.49,
+      "average_similarity": 0.489,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py`, `src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py`; representative PR #46310.",
       "shared_filenames": [
         "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py",
@@ -6053,7 +5834,7 @@
         {
           "left_pr_number": 46310,
           "right_pr_number": 46546,
-          "similarity": 0.49,
+          "similarity": 0.489,
           "content_similarity": 0.538,
           "size_similarity": 0.286,
           "breadth_similarity": 0.417,
@@ -6162,7 +5943,7 @@
         45233
       ],
       "representative_pr_number": 40755,
-      "average_similarity": 0.472,
+      "average_similarity": 0.473,
       "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",
@@ -6182,7 +5963,7 @@
         {
           "left_pr_number": 40755,
           "right_pr_number": 45233,
-          "similarity": 0.472,
+          "similarity": 0.473,
           "content_similarity": 0.439,
           "size_similarity": 0.266,
           "breadth_similarity": 0.792,
@@ -6482,55 +6263,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-41458-2",
-      "pr_numbers": [
-        41458,
-        46526
-      ],
-      "representative_pr_number": 41458,
-      "average_similarity": 0.431,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/granitemoe/modular_granitemoe.py`, `src/transformers/models/granitemoe/modeling_granitemoe.py`, `src/transformers/models/granitemoeshared/modeling_granitemoeshared.py`; representative PR #41458.",
-      "shared_filenames": [
-        "src/transformers/models/granitemoe/modular_granitemoe.py",
-        "src/transformers/models/granitemoe/modeling_granitemoe.py",
-        "src/transformers/models/granitemoeshared/modeling_granitemoeshared.py",
-        "src/transformers/models/granitemoehybrid/modeling_granitemoehybrid.py"
-      ],
-      "shared_directories": [
-        "src/transformers/models/granitemoe",
-        "src/transformers/models/granitemoeshared",
-        "src/transformers/models/granitemoehybrid",
-        "src/transformers/models",
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 41458,
-          "right_pr_number": 46526,
-          "similarity": 0.431,
-          "content_similarity": 0.467,
-          "size_similarity": 0.024,
-          "breadth_similarity": 0.646,
-          "concentration_similarity": 0.717,
-          "shared_filenames": [
-            "src/transformers/models/granitemoe/modeling_granitemoe.py",
-            "src/transformers/models/granitemoe/modular_granitemoe.py",
-            "src/transformers/models/granitemoehybrid/modeling_granitemoehybrid.py",
-            "src/transformers/models/granitemoeshared/modeling_granitemoeshared.py"
-          ],
-          "shared_directories": [
-            "src/transformers/models/granitemoe",
-            "src/transformers/models/granitemoehybrid",
-            "src/transformers/models/granitemoeshared",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-42112-2",
       "pr_numbers": [
@@ -6802,47 +6534,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-45202-2",
-      "pr_numbers": [
-        45202,
-        46933
-      ],
-      "representative_pr_number": 45202,
-      "average_similarity": 0.388,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`; representative PR #45202.",
-      "shared_filenames": [
-        "src/transformers/models/gemma4/modular_gemma4.py",
-        "src/transformers/models/gemma4/modeling_gemma4.py"
-      ],
-      "shared_directories": [
-        "src/transformers/models/gemma4",
-        "src/transformers/models",
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 45202,
-          "right_pr_number": 46933,
-          "similarity": 0.388,
-          "content_similarity": 0.3,
-          "size_similarity": 0.188,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/models/gemma4/modeling_gemma4.py",
-            "src/transformers/models/gemma4/modular_gemma4.py"
-          ],
-          "shared_directories": [
-            "src/transformers/models/gemma4",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-46501-2",
       "pr_numbers": [
@@ -6896,7 +6587,7 @@
           "left_pr_number": 44642,
           "right_pr_number": 45552,
           "similarity": 0.361,
-          "content_similarity": 0.266,
+          "content_similarity": 0.265,
           "size_similarity": 0.167,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -6959,7 +6650,7 @@
         46889
       ],
       "representative_pr_number": 46319,
-      "average_similarity": 0.351,
+      "average_similarity": 0.35,
       "summary": "2 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #46319.",
       "shared_filenames": [],
       "shared_directories": [
@@ -6971,8 +6662,8 @@
         {
           "left_pr_number": 46319,
           "right_pr_number": 46889,
-          "similarity": 0.351,
-          "content_similarity": 0.078,
+          "similarity": 0.35,
+          "content_similarity": 0.077,
           "size_similarity": 0.974,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -7005,7 +6696,7 @@
           "left_pr_number": 45851,
           "right_pr_number": 46357,
           "similarity": 0.343,
-          "content_similarity": 0.113,
+          "content_similarity": 0.112,
           "size_similarity": 0.761,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,

pr_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:aac67d160fc5facc383ceff41a9f71a318a4cf9a5085dfedcc774c46e047bf83
-size 2252933
+oid sha256:446442719500e9a4073f2a660890b0d976d22fa0a50cc69f00242508c1bb1416
+size 2257102

pr_diffs.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e4947beb2ffeb7473c609e3f3b43e1869d4b7680c6305cf2d0a12221e108674c
-size 72927431
+oid sha256:2015b1b4ff7f7311dcf2bb20dedce4b8aa9e14ec0eb55fdc5eef1fe660dc21c9
+size 72959627

pr_files.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1d0f8b3f39c5b99bee3036abca88f45aab57562a45df9a0df3544269187baf95
-size 54934982
+oid sha256:0e8c972cc894ba80184658d7201832f37effc9a7c69d08eaa3cbdff062c5be30
+size 54933967

pull_requests.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:817bd22acafcc7d558c6cbfd22088fd646d7cbe598ad4437717b16d2151423f2
-size 2692860
+oid sha256:76ea34ed085ae1ca869e6d695d72374f52d77a8147fc553b3bb0809279996028
+size 2697858

review_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:71e0a79582abe07e73a7b3a7d8f2d392eee56ab1db5b60f5a34ba9d4361a66db
-size 3229298
+oid sha256:a4760742c9ae8c164adda72d0516c8529a63d88473d609f08b853947b56ac703
+size 3237529

reviews.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:5204d69ef8f2e410dd0602284651a33612a9e78bc39f749b66cf28a238f53010
-size 1011173
+oid sha256:f73ac0b52fbb6906a22ef882fc5a38aa87c14be5fb15ccd155db0d33d012af8e
+size 1019192

snapshots/20260630T120021Z/manifest.json

@@ -0,0 +1,41 @@
+{
+  "artifacts": {
+    "archived_pr_scope_clusters_json": "snapshots/20260630T120021Z/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": 15714,
+    "issues": 930,
+    "links": 5447,
+    "new_contributors": 348,
+    "pr_diffs": 3108,
+    "pr_files": 38743,
+    "pull_requests": 3108,
+    "review_comments": 18992,
+    "reviews": 11047,
+    "timeline_events": 60984
+  },
+  "crawl_started_at": "2026-06-30T12:00:21Z",
+  "delta_counts": {
+    "comments": 32,
+    "issue_stubs": 29,
+    "issues": 7,
+    "links": 27,
+    "pr_diffs": 22,
+    "pr_files": 602,
+    "pull_requests": 22,
+    "review_comments": 947,
+    "reviews": 385,
+    "timeline_events": 1316
+  },
+  "extracted_at": "2026-06-30T12:00:21Z",
+  "repo": "huggingface/transformers",
+  "snapshot_id": "20260630T120021Z",
+  "watermark": {
+    "effective_since": "2026-06-30T06:00:14Z",
+    "next_since": "2026-06-30T12:00:21Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260630T060014Z/manifest.json",
-  "latest_snapshot_id": "20260630T060014Z",
+  "archived_manifest_path": "snapshots/20260630T120021Z/manifest.json",
+  "latest_snapshot_id": "20260630T120021Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-06-30T06:00:14Z",
+  "next_since": "2026-06-30T12:00:21Z",
   "repo": "huggingface/transformers",
-  "snapshot_dir": "snapshots/20260630T060014Z"
+  "snapshot_dir": "snapshots/20260630T120021Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-06-30T00:00:16Z",
-  "last_successful_snapshot_id": "20260630T060014Z",
-  "next_since": "2026-06-30T06:00:14Z",
+  "effective_since": "2026-06-30T06:00:14Z",
+  "last_successful_snapshot_id": "20260630T120021Z",
+  "next_since": "2026-06-30T12:00:21Z",
   "repo": "huggingface/transformers",
-  "updated_at": "2026-06-30T06:00:14Z"
+  "updated_at": "2026-06-30T12:00:21Z"
 }