Refresh transformers dataset snapshot 20260622T120018Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260622T060015Z`
+- latest snapshot: `20260622T120018Z`
 - 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:e2a67b527d0aeec03c6b85484b7b72fa4f150ccfb79cdb7644f7047fc13e32a2
-size 3143765
+oid sha256:237b217267ddb645050c85ae8daf1b74f0a26f2036bff02ebd353db2a5c92ca5
+size 3152989

events.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f3cd454d8211d6e28cc2f90453d4190c5e7e6dd6781f7664385eb3dc386d95ff
-size 937973
+oid sha256:12afab14ec2599e8b0bf2cd3bad35f668c2d572e70af8b450a6efbcbbe15d2a5
+size 940614

issue_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:ee179d22073a203b1cc5c658185a97f7938680f6ddd6ce9200d098b664219d47
-size 997104
+oid sha256:361ef4220756d6f1cb4faa93a037fbbbf837030be105cc3cde5a19d5b777edd0
+size 999508

issues.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:9e64457d250f1f58cb03cf541da3e4188d9111126861a789bb6444ba93ed534f
-size 1265055
+oid sha256:f3c6b807872658329cdc10724f0e4aad731e00b11af545c8036300dbcf9063af
+size 1265083

links.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:35504597b2217e5b2e477a82e4f490cd35a691f4d2d54e5641465b3747fc5fc6
-size 59938
+oid sha256:18a8915a26c9d6dc8b6e99d90fa1995804c801e40d11ec908abe0922a730176d
+size 60131

manifest.json

@@ -1,41 +1,41 @@
 {
   "artifacts": {
-    "archived_pr_scope_clusters_json": "snapshots/20260622T060015Z/pr-scope-clusters.json",
+    "archived_pr_scope_clusters_json": "snapshots/20260622T120018Z/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": 14737,
+    "comments": 14790,
     "issues": 900,
-    "links": 5039,
-    "new_contributors": 353,
-    "pr_diffs": 2958,
-    "pr_files": 37925,
-    "pull_requests": 2958,
-    "review_comments": 17855,
-    "reviews": 10494,
-    "timeline_events": 58176
+    "links": 5054,
+    "new_contributors": 352,
+    "pr_diffs": 2971,
+    "pr_files": 37969,
+    "pull_requests": 2971,
+    "review_comments": 17875,
+    "reviews": 10514,
+    "timeline_events": 58307
   },
-  "crawl_started_at": "2026-06-22T06:00:15Z",
+  "crawl_started_at": "2026-06-22T12:00:18Z",
   "delta_counts": {
-    "comments": 11,
-    "issue_stubs": 12,
-    "issues": 1,
-    "links": 18,
-    "pr_diffs": 11,
-    "pr_files": 71,
-    "pull_requests": 11,
-    "review_comments": 22,
-    "reviews": 21,
-    "timeline_events": 215
+    "comments": 53,
+    "issue_stubs": 41,
+    "issues": 6,
+    "links": 53,
+    "pr_diffs": 35,
+    "pr_files": 715,
+    "pull_requests": 35,
+    "review_comments": 677,
+    "reviews": 341,
+    "timeline_events": 1236
   },
-  "extracted_at": "2026-06-22T06:00:15Z",
+  "extracted_at": "2026-06-22T12:00:18Z",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260622T060015Z",
+  "snapshot_id": "20260622T120018Z",
   "watermark": {
-    "effective_since": "2026-06-22T00:00:17Z",
-    "next_since": "2026-06-22T06:00:15Z"
+    "effective_since": "2026-06-22T06:00:15Z",
+    "next_since": "2026-06-22T12:00:18Z"
   }
 }

new-contributors-report.json

@@ -1,26 +1,26 @@
 {
   "schema_version": "1.0",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260622T060015Z",
-  "generated_at": "2026-06-22T06:01:05Z",
+  "snapshot_id": "20260622T120018Z",
+  "generated_at": "2026-06-22T12:02:27Z",
   "window_days": 60,
   "max_authors": 0,
   "instrumentation": {
-    "selected_contributors": 353,
-    "first_seen_in_snapshot": 1,
-    "known_via_prior_merged_pr": 161,
-    "previous_primary_author_count": 1426,
-    "selected_seen_in_previous_primary": 352,
-    "previous_report_contributor_count": 354,
-    "selected_overlap_previous_report": 352,
-    "selected_overlap_previous_report_rate": 0.9972,
-    "reused_previous_report_entries": 349,
-    "reused_known_merged_contributors": 158,
-    "live_fetches": 4,
+    "selected_contributors": 352,
+    "first_seen_in_snapshot": 2,
+    "known_via_prior_merged_pr": 159,
+    "previous_primary_author_count": 1427,
+    "selected_seen_in_previous_primary": 350,
+    "previous_report_contributor_count": 353,
+    "selected_overlap_previous_report": 350,
+    "selected_overlap_previous_report_rate": 0.9943,
+    "reused_previous_report_entries": 347,
+    "reused_known_merged_contributors": 156,
+    "live_fetches": 5,
     "window_anchor": "run_time",
     "window_anchor_cacheable": false,
-    "enrichment_elapsed_seconds": 7.483,
-    "enrichment_avg_seconds_per_author": 0.021,
+    "enrichment_elapsed_seconds": 5.394,
+    "enrichment_avg_seconds_per_author": 0.015,
     "enrichment_failures": 3
   },
   "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": "2026-06-21T21:05:36Z",
+      "repo_last_seen_at": "2026-06-22T09:00:33Z",
       "repo_primary_artifact_count": 127,
-      "repo_artifact_count": 670,
+      "repo_artifact_count": 671,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 127,
       "snapshot_comment_count": 137,
-      "snapshot_review_count": 241,
+      "snapshot_review_count": 242,
       "snapshot_review_comment_count": 165,
       "repo_association": "MEMBER",
       "new_to_repo": false,
@@ -108,13 +108,13 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez",
       "repo_first_seen_at": "2025-03-19T10:58:02Z",
-      "repo_last_seen_at": "2026-06-15T07:07:48Z",
+      "repo_last_seen_at": "2026-06-22T10:25:03Z",
       "repo_primary_artifact_count": 102,
-      "repo_artifact_count": 1247,
+      "repo_artifact_count": 1248,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 102,
       "snapshot_comment_count": 256,
-      "snapshot_review_count": 356,
+      "snapshot_review_count": 357,
       "snapshot_review_comment_count": 533,
       "repo_association": "MEMBER",
       "new_to_repo": false,
@@ -180,6 +180,118 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "tarekziade",
+      "name": "Tarek Ziade",
+      "profile_url": "https://github.com/tarekziade",
+      "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": "2026-06-22T08:43:33Z",
+      "repo_primary_artifact_count": 103,
+      "repo_artifact_count": 707,
+      "snapshot_issue_count": 6,
+      "snapshot_pr_count": 97,
+      "snapshot_comment_count": 184,
+      "snapshot_review_count": 219,
+      "snapshot_review_comment_count": 201,
+      "repo_association": "MEMBER",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": true,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
+      "account_age_days": 5839,
+      "young_account": false,
+      "follow_through_score": "strong",
+      "breadth_score": "high",
+      "automation_risk_signal": "low",
+      "heuristic_note": "extremely high recent PR volume; broad repo spread; targets high-star repos",
+      "public_orgs": [
+        "AFPy",
+        "faitmain",
+        "circus-tent"
+      ],
+      "activity": {
+        "visible_authored_pr_count": 108,
+        "merged_pr_count": 92,
+        "closed_unmerged_pr_count": 3,
+        "open_pr_count": 13,
+        "merged_pr_rate": 0.8519,
+        "closed_unmerged_pr_rate": 0.0278,
+        "still_open_pr_rate": 0.1204,
+        "distinct_repos_with_authored_prs": 10,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46811,
+            "title": "call transformers-ci in a nightly run",
+            "url": "https://github.com/huggingface/transformers/pull/46811",
+            "state": "open",
+            "merged": false,
+            "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": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-19T16:15:44Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46602,
+            "title": "[CI] don't export OTELs within the tests",
+            "url": "https://github.com/huggingface/transformers/pull/46602",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-06-12T13:45:21Z"
+          }
+        ],
+        "issues": [
+          {
+            "kind": "issue",
+            "number": 45458,
+            "title": "Add typing support incrementally (meta issue)",
+            "url": "https://github.com/huggingface/transformers/issues/45458",
+            "state": "closed",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-04-15T12:36:24Z"
+          },
+          {
+            "kind": "issue",
+            "number": 44740,
+            "title": "Run model linter on new models additions",
+            "url": "https://github.com/huggingface/transformers/issues/44740",
+            "state": "closed",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-03-16T08:04:16Z"
+          },
+          {
+            "kind": "issue",
+            "number": 44619,
+            "title": "Plug model rule in development flow and extend it",
+            "url": "https://github.com/huggingface/transformers/issues/44619",
+            "state": "closed",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-03-12T06:00:58Z"
+          }
+        ]
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "kaixuanliu",
       "name": "kaixuanliu",
@@ -288,118 +400,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "tarekziade",
-      "name": "Tarek Ziade",
-      "profile_url": "https://github.com/tarekziade",
-      "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": "2026-06-19T16:15:44Z",
-      "repo_primary_artifact_count": 102,
-      "repo_artifact_count": 697,
-      "snapshot_issue_count": 6,
-      "snapshot_pr_count": 96,
-      "snapshot_comment_count": 183,
-      "snapshot_review_count": 215,
-      "snapshot_review_comment_count": 197,
-      "repo_association": "MEMBER",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": true,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 5839,
-      "young_account": false,
-      "follow_through_score": "strong",
-      "breadth_score": "high",
-      "automation_risk_signal": "low",
-      "heuristic_note": "extremely high recent PR volume; broad repo spread; targets high-star repos",
-      "public_orgs": [
-        "AFPy",
-        "faitmain",
-        "circus-tent"
-      ],
-      "activity": {
-        "visible_authored_pr_count": 108,
-        "merged_pr_count": 92,
-        "closed_unmerged_pr_count": 3,
-        "open_pr_count": 13,
-        "merged_pr_rate": 0.8519,
-        "closed_unmerged_pr_rate": 0.0278,
-        "still_open_pr_rate": 0.1204,
-        "distinct_repos_with_authored_prs": 10,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 46774,
-            "title": "Insert a Grafana badge in the PR",
-            "url": "https://github.com/huggingface/transformers/pull/46774",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-06-19T16:15:44Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46602,
-            "title": "[CI] don't export OTELs within the tests",
-            "url": "https://github.com/huggingface/transformers/pull/46602",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-06-12T13:45:21Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46601,
-            "title": "[CI] capture checkers output in OTEL",
-            "url": "https://github.com/huggingface/transformers/pull/46601",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-06-12T13:04:04Z"
-          }
-        ],
-        "issues": [
-          {
-            "kind": "issue",
-            "number": 45458,
-            "title": "Add typing support incrementally (meta issue)",
-            "url": "https://github.com/huggingface/transformers/issues/45458",
-            "state": "closed",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-04-15T12:36:24Z"
-          },
-          {
-            "kind": "issue",
-            "number": 44740,
-            "title": "Run model linter on new models additions",
-            "url": "https://github.com/huggingface/transformers/issues/44740",
-            "state": "closed",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-03-16T08:04:16Z"
-          },
-          {
-            "kind": "issue",
-            "number": 44619,
-            "title": "Plug model rule in development flow and extend it",
-            "url": "https://github.com/huggingface/transformers/issues/44619",
-            "state": "closed",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-03-12T06:00:58Z"
-          }
-        ]
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "zucchini-nlp",
       "name": "Raushan Turganbay",
@@ -407,14 +407,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp",
       "repo_first_seen_at": "2024-09-26T09:23:39Z",
-      "repo_last_seen_at": "2026-06-19T15:25:30Z",
+      "repo_last_seen_at": "2026-06-22T08:40:57Z",
       "repo_primary_artifact_count": 92,
-      "repo_artifact_count": 3951,
+      "repo_artifact_count": 3966,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 92,
-      "snapshot_comment_count": 653,
-      "snapshot_review_count": 1007,
-      "snapshot_review_comment_count": 2199,
+      "snapshot_comment_count": 655,
+      "snapshot_review_count": 1014,
+      "snapshot_review_comment_count": 2205,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -450,8 +450,8 @@
             "number": 46767,
             "title": "fix another flaky test",
             "url": "https://github.com/huggingface/transformers/pull/46767",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-06-19T12:48:17Z"
           },
@@ -470,8 +470,8 @@
             "number": 46654,
             "title": "DiffusionGemma: mask layout and CI",
             "url": "https://github.com/huggingface/transformers/pull/46654",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-06-15T09:20:34Z"
           }
@@ -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": "2026-06-19T20:37:46Z",
+      "repo_last_seen_at": "2026-06-22T11:25:45Z",
       "repo_primary_artifact_count": 56,
-      "repo_artifact_count": 7090,
+      "repo_artifact_count": 7100,
       "snapshot_issue_count": 2,
       "snapshot_pr_count": 54,
       "snapshot_comment_count": 699,
-      "snapshot_review_count": 1267,
-      "snapshot_review_comment_count": 5068,
+      "snapshot_review_count": 1272,
+      "snapshot_review_comment_count": 5073,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -1219,150 +1219,42 @@
       "fetch_error": null
     },
     {
-      "author_login": "harshaljanjani",
-      "name": "Harshal Janjani",
-      "profile_url": "https://github.com/harshaljanjani",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshaljanjani",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshaljanjani",
-      "repo_first_seen_at": "2025-09-17T20:29:13Z",
-      "repo_last_seen_at": "2026-06-17T08:59:52Z",
-      "repo_primary_artifact_count": 54,
-      "repo_artifact_count": 435,
-      "snapshot_issue_count": 20,
-      "snapshot_pr_count": 34,
-      "snapshot_comment_count": 109,
-      "snapshot_review_count": 136,
-      "snapshot_review_comment_count": 136,
-      "repo_association": "CONTRIBUTOR",
+      "author_login": "yonigozlan",
+      "name": "Yoni Gozlan",
+      "profile_url": "https://github.com/yonigozlan",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayonigozlan",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayonigozlan",
+      "repo_first_seen_at": "2025-04-02T00:38:09Z",
+      "repo_last_seen_at": "2026-05-20T21:47:18Z",
+      "repo_primary_artifact_count": 32,
+      "repo_artifact_count": 680,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 32,
+      "snapshot_comment_count": 62,
+      "snapshot_review_count": 200,
+      "snapshot_review_comment_count": 386,
+      "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": true,
       "report_reason": null,
       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,
-      "account_age_days": 1961,
+      "account_age_days": 1978,
       "young_account": false,
       "follow_through_score": "strong",
       "breadth_score": "low",
       "automation_risk_signal": "low",
       "heuristic_note": "targets high-star repos",
-      "public_orgs": [],
+      "public_orgs": [
+        "huggingface"
+      ],
       "activity": {
-        "visible_authored_pr_count": 18,
-        "merged_pr_count": 15,
+        "visible_authored_pr_count": 15,
+        "merged_pr_count": 11,
         "closed_unmerged_pr_count": 0,
-        "open_pr_count": 3,
-        "merged_pr_rate": 0.8333,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 0.1667,
-        "distinct_repos_with_authored_prs": 3,
-        "distinct_repos_with_open_prs": 2
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 46472,
-            "title": "feat[vLLM x v5]: Expose max_source_positions on VibeVoiceAsrConfig",
-            "url": "https://github.com/huggingface/transformers/pull/46472",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-06-07T11:47:26Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46400,
-            "title": "fix[vLLM x v5]: Default untied embeddings in AudioFlamingo3 and VibeVoice",
-            "url": "https://github.com/huggingface/transformers/pull/46400",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-06-04T06:59:09Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45594,
-            "title": "fix(utils): Resolve backbone utils test regressions",
-            "url": "https://github.com/huggingface/transformers/pull/45594",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-23T06:14:09Z"
-          }
-        ],
-        "issues": [
-          {
-            "kind": "issue",
-            "number": 45198,
-            "title": "[BUG] Wav2Vec2 wav2vec2-lv-60-espeak-cv-ft: save_pretrained and tokenization fail",
-            "url": "https://github.com/huggingface/transformers/issues/45198",
-            "state": "closed",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-04-02T19:58:10Z"
-          },
-          {
-            "kind": "issue",
-            "number": 45072,
-            "title": "[BUG][CI] SwitchTransformers and TimmWrapperModel dtype mismatches in bfloat16 inference",
-            "url": "https://github.com/huggingface/transformers/issues/45072",
-            "state": "closed",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-03-27T19:58:12Z"
-          },
-          {
-            "kind": "issue",
-            "number": 44898,
-            "title": "[BUG] Perceiver image classification (non-default res) fails even with interpolate_pos_encoding=True",
-            "url": "https://github.com/huggingface/transformers/issues/44898",
-            "state": "closed",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-03-20T19:58:09Z"
-          }
-        ]
-      },
-      "fetch_error": null
-    },
-    {
-      "author_login": "yonigozlan",
-      "name": "Yoni Gozlan",
-      "profile_url": "https://github.com/yonigozlan",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayonigozlan",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayonigozlan",
-      "repo_first_seen_at": "2025-04-02T00:38:09Z",
-      "repo_last_seen_at": "2026-05-20T21:47:18Z",
-      "repo_primary_artifact_count": 32,
-      "repo_artifact_count": 680,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 32,
-      "snapshot_comment_count": 62,
-      "snapshot_review_count": 200,
-      "snapshot_review_comment_count": 386,
-      "repo_association": "MEMBER",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": true,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 1978,
-      "young_account": false,
-      "follow_through_score": "strong",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "targets high-star repos",
-      "public_orgs": [
-        "huggingface"
-      ],
-      "activity": {
-        "visible_authored_pr_count": 15,
-        "merged_pr_count": 11,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 4,
-        "merged_pr_rate": 0.7333,
+        "open_pr_count": 4,
+        "merged_pr_rate": 0.7333,
         "closed_unmerged_pr_rate": 0.0,
         "still_open_pr_rate": 0.2667,
         "distinct_repos_with_authored_prs": 1,
@@ -1405,83 +1297,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "eustlb",
-      "name": null,
-      "profile_url": "https://github.com/eustlb",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb",
-      "repo_first_seen_at": "2025-01-20T12:27:19Z",
-      "repo_last_seen_at": "2026-06-21T17:07:00Z",
-      "repo_primary_artifact_count": 28,
-      "repo_artifact_count": 631,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 28,
-      "snapshot_comment_count": 49,
-      "snapshot_review_count": 195,
-      "snapshot_review_comment_count": 359,
-      "repo_association": "MEMBER",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": true,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 1607,
-      "young_account": false,
-      "follow_through_score": "strong",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 11,
-        "merged_pr_count": 8,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 3,
-        "merged_pr_rate": 0.7273,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 0.2727,
-        "distinct_repos_with_authored_prs": 3,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 46795,
-            "title": "[fix][whisper]: fix max_new_tokens handling",
-            "url": "https://github.com/huggingface/transformers/pull/46795",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-06-21T17:03:48Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46694,
-            "title": "[fix] enable base64 str audio in load_audio",
-            "url": "https://github.com/huggingface/transformers/pull/46694",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-06-16T17:12:17Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46565,
-            "title": "Add Nemotron 3.5 ASR Streaming",
-            "url": "https://github.com/huggingface/transformers/pull/46565",
-            "state": "open",
-            "merged": false,
-            "draft": true,
-            "created_at": "2026-06-11T14:55:03Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "jiqing-feng",
       "name": null,
@@ -1489,11 +1304,11 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng",
       "repo_first_seen_at": "2024-03-21T04:37:45Z",
-      "repo_last_seen_at": "2026-06-22T05:27:47Z",
-      "repo_primary_artifact_count": 31,
-      "repo_artifact_count": 182,
+      "repo_last_seen_at": "2026-06-22T08:13:57Z",
+      "repo_primary_artifact_count": 32,
+      "repo_artifact_count": 183,
       "snapshot_issue_count": 4,
-      "snapshot_pr_count": 27,
+      "snapshot_pr_count": 28,
       "snapshot_comment_count": 61,
       "snapshot_review_count": 45,
       "snapshot_review_comment_count": 45,
@@ -1524,6 +1339,16 @@
       },
       "examples": {
         "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46808,
+            "title": "Fix BitNet packed-weight unpacking dtype (`F.linear` dtype mismatch)",
+            "url": "https://github.com/huggingface/transformers/pull/46808",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-22T08:13:57Z"
+          },
           {
             "kind": "pull_request",
             "number": 46802,
@@ -1543,16 +1368,6 @@
             "merged": true,
             "draft": false,
             "created_at": "2026-06-16T02:26:04Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46096,
-            "title": "Fix torchao behavior for xpu",
-            "url": "https://github.com/huggingface/transformers/pull/46096",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-05-20T04:48:23Z"
           }
         ],
         "issues": [
@@ -1590,6 +1405,83 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "eustlb",
+      "name": null,
+      "profile_url": "https://github.com/eustlb",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb",
+      "repo_first_seen_at": "2025-01-20T12:27:19Z",
+      "repo_last_seen_at": "2026-06-21T17:07:00Z",
+      "repo_primary_artifact_count": 28,
+      "repo_artifact_count": 631,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 28,
+      "snapshot_comment_count": 49,
+      "snapshot_review_count": 195,
+      "snapshot_review_comment_count": 359,
+      "repo_association": "MEMBER",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": true,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
+      "account_age_days": 1607,
+      "young_account": false,
+      "follow_through_score": "strong",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 11,
+        "merged_pr_count": 8,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 3,
+        "merged_pr_rate": 0.7273,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 0.2727,
+        "distinct_repos_with_authored_prs": 3,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46795,
+            "title": "[fix][whisper]: fix max_new_tokens handling",
+            "url": "https://github.com/huggingface/transformers/pull/46795",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-21T17:03:48Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46694,
+            "title": "[fix] enable base64 str audio in load_audio",
+            "url": "https://github.com/huggingface/transformers/pull/46694",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-06-16T17:12:17Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46565,
+            "title": "Add Nemotron 3.5 ASR Streaming",
+            "url": "https://github.com/huggingface/transformers/pull/46565",
+            "state": "open",
+            "merged": false,
+            "draft": true,
+            "created_at": "2026-06-11T14:55:03Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "3outeille",
       "name": "Ferdinand Mom",
@@ -1874,14 +1766,14 @@
       "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": "2026-06-21T09:34:18Z",
+      "repo_last_seen_at": "2026-06-22T11:27:46Z",
       "repo_primary_artifact_count": 27,
-      "repo_artifact_count": 835,
+      "repo_artifact_count": 837,
       "snapshot_issue_count": 4,
       "snapshot_pr_count": 23,
       "snapshot_comment_count": 72,
-      "snapshot_review_count": 385,
-      "snapshot_review_comment_count": 351,
+      "snapshot_review_count": 386,
+      "snapshot_review_comment_count": 352,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -1925,7 +1817,7 @@
           {
             "kind": "pull_request",
             "number": 46738,
-            "title": "Model fixes for export compatibility",
+            "title": "\ud83d\udea8 Modeling changes for export, compile, and hybrid-attention standardization",
             "url": "https://github.com/huggingface/transformers/pull/46738",
             "state": "open",
             "merged": false,
@@ -2079,6 +1971,86 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "Abdennacer-Badaoui",
+      "name": "BADAOUI Abdennacer",
+      "profile_url": "https://github.com/Abdennacer-Badaoui",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbdennacer-Badaoui",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbdennacer-Badaoui",
+      "repo_first_seen_at": "2026-01-08T18:13:10Z",
+      "repo_last_seen_at": "2026-06-22T08:38:17Z",
+      "repo_primary_artifact_count": 20,
+      "repo_artifact_count": 102,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 20,
+      "snapshot_comment_count": 8,
+      "snapshot_review_count": 37,
+      "snapshot_review_comment_count": 37,
+      "repo_association": "MEMBER",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": true,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
+      "account_age_days": 1414,
+      "young_account": false,
+      "follow_through_score": "strong",
+      "breadth_score": "moderate",
+      "automation_risk_signal": "low",
+      "heuristic_note": "\u2014",
+      "public_orgs": [
+        "huggingface",
+        "bitsandbytes-foundation"
+      ],
+      "activity": {
+        "visible_authored_pr_count": 17,
+        "merged_pr_count": 16,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 1,
+        "merged_pr_rate": 0.9412,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 0.0588,
+        "distinct_repos_with_authored_prs": 5,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46810,
+            "title": "update kernels-community/aiter-rope version",
+            "url": "https://github.com/huggingface/transformers/pull/46810",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-22T08:38:17Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46268,
+            "title": "Add some AITER kernel routing for ROCm",
+            "url": "https://github.com/huggingface/transformers/pull/46268",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-05-28T17:14:58Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46213,
+            "title": "[AMD CI] revert AMD mi325 hf-workflows ref from SHA back to @main",
+            "url": "https://github.com/huggingface/transformers/pull/46213",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-05-26T08:54:51Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "kashif",
       "name": "Kashif Rasul",
@@ -2194,119 +2166,39 @@
         "closed_unmerged_pr_rate": 0.1765,
         "still_open_pr_rate": 0.3529,
         "distinct_repos_with_authored_prs": 7,
-        "distinct_repos_with_open_prs": 3
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 46401,
-            "title": "[blip_2] Support attn_implementation dispatch",
-            "url": "https://github.com/huggingface/transformers/pull/46401",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-06-04T07:14:18Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46320,
-            "title": "[RecurrentGemma] Support attn_implementation dispatch",
-            "url": "https://github.com/huggingface/transformers/pull/46320",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-06-01T10:19:44Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46317,
-            "title": "[Zamba] Support attn_implementation dispatch",
-            "url": "https://github.com/huggingface/transformers/pull/46317",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-06-01T06:03:28Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
-    {
-      "author_login": "Abdennacer-Badaoui",
-      "name": "BADAOUI Abdennacer",
-      "profile_url": "https://github.com/Abdennacer-Badaoui",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbdennacer-Badaoui",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbdennacer-Badaoui",
-      "repo_first_seen_at": "2026-01-08T18:13:10Z",
-      "repo_last_seen_at": "2026-06-17T17:24:34Z",
-      "repo_primary_artifact_count": 19,
-      "repo_artifact_count": 101,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 19,
-      "snapshot_comment_count": 8,
-      "snapshot_review_count": 37,
-      "snapshot_review_comment_count": 37,
-      "repo_association": "MEMBER",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": true,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 1414,
-      "young_account": false,
-      "follow_through_score": "strong",
-      "breadth_score": "moderate",
-      "automation_risk_signal": "low",
-      "heuristic_note": "\u2014",
-      "public_orgs": [
-        "huggingface",
-        "bitsandbytes-foundation"
-      ],
-      "activity": {
-        "visible_authored_pr_count": 17,
-        "merged_pr_count": 16,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.9412,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 0.0588,
-        "distinct_repos_with_authored_prs": 5,
-        "distinct_repos_with_open_prs": 1
+        "distinct_repos_with_open_prs": 3
       },
       "examples": {
         "pull_requests": [
           {
             "kind": "pull_request",
-            "number": 46268,
-            "title": "Add some AITER kernel routing for ROCm",
-            "url": "https://github.com/huggingface/transformers/pull/46268",
+            "number": 46401,
+            "title": "[blip_2] Support attn_implementation dispatch",
+            "url": "https://github.com/huggingface/transformers/pull/46401",
             "state": "closed",
             "merged": true,
             "draft": false,
-            "created_at": "2026-05-28T17:14:58Z"
+            "created_at": "2026-06-04T07:14:18Z"
           },
           {
             "kind": "pull_request",
-            "number": 46213,
-            "title": "[AMD CI] revert AMD mi325 hf-workflows ref from SHA back to @main",
-            "url": "https://github.com/huggingface/transformers/pull/46213",
+            "number": 46320,
+            "title": "[RecurrentGemma] Support attn_implementation dispatch",
+            "url": "https://github.com/huggingface/transformers/pull/46320",
             "state": "closed",
             "merged": true,
             "draft": false,
-            "created_at": "2026-05-26T08:54:51Z"
+            "created_at": "2026-06-01T10:19:44Z"
           },
           {
             "kind": "pull_request",
-            "number": 46160,
-            "title": "[ROCm] Fix gpt_oss test suite: AITER attention fallback, SonicMoE guard, and distributed test fixes",
-            "url": "https://github.com/huggingface/transformers/pull/46160",
-            "state": "open",
-            "merged": false,
+            "number": 46317,
+            "title": "[Zamba] Support attn_implementation dispatch",
+            "url": "https://github.com/huggingface/transformers/pull/46317",
+            "state": "closed",
+            "merged": true,
             "draft": false,
-            "created_at": "2026-05-22T11:13:04Z"
+            "created_at": "2026-06-01T06:03:28Z"
           }
         ],
         "issues": []
@@ -2799,6 +2691,83 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "KartavyaDikshit",
+      "name": "KartavyaDikshit",
+      "profile_url": "https://github.com/KartavyaDikshit",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKartavyaDikshit",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKartavyaDikshit",
+      "repo_first_seen_at": "2026-06-22T01:23:43Z",
+      "repo_last_seen_at": "2026-06-22T09:27:48Z",
+      "repo_primary_artifact_count": 11,
+      "repo_artifact_count": 11,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 11,
+      "snapshot_comment_count": 0,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
+      "account_age_days": 1742,
+      "young_account": false,
+      "follow_through_score": "mixed",
+      "breadth_score": "very high",
+      "automation_risk_signal": "medium",
+      "heuristic_note": "extremely high recent PR volume; very broad repo spread",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 112,
+        "merged_pr_count": 60,
+        "closed_unmerged_pr_count": 12,
+        "open_pr_count": 40,
+        "merged_pr_rate": 0.5357,
+        "closed_unmerged_pr_rate": 0.1071,
+        "still_open_pr_rate": 0.3571,
+        "distinct_repos_with_authored_prs": 39,
+        "distinct_repos_with_open_prs": 24
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46815,
+            "title": "fix: correct phrase constraint state transition after fulfilled constraints",
+            "url": "https://github.com/huggingface/transformers/pull/46815",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-22T09:27:48Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46814,
+            "title": "fix: normalize VLM processor image input handling across models",
+            "url": "https://github.com/huggingface/transformers/pull/46814",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-22T09:03:35Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46809,
+            "title": "fix: distinguish eval OOM from train OOM in auto_find_batch_size",
+            "url": "https://github.com/huggingface/transformers/pull/46809",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-22T08:16:05Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "Anai-Guo",
       "name": "Tai An",
@@ -3612,14 +3581,14 @@
       "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": "2026-06-19T12:26:34Z",
+      "repo_last_seen_at": "2026-06-22T06:29:54Z",
       "repo_primary_artifact_count": 6,
-      "repo_artifact_count": 280,
+      "repo_artifact_count": 285,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 6,
       "snapshot_comment_count": 32,
-      "snapshot_review_count": 106,
-      "snapshot_review_comment_count": 136,
+      "snapshot_review_count": 107,
+      "snapshot_review_comment_count": 140,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -4179,83 +4148,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "KartavyaDikshit",
-      "name": "KartavyaDikshit",
-      "profile_url": "https://github.com/KartavyaDikshit",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKartavyaDikshit",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKartavyaDikshit",
-      "repo_first_seen_at": "2026-06-22T01:23:43Z",
-      "repo_last_seen_at": "2026-06-22T01:33:35Z",
-      "repo_primary_artifact_count": 5,
-      "repo_artifact_count": 5,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 5,
-      "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": 1742,
-      "young_account": false,
-      "follow_through_score": "mixed",
-      "breadth_score": "very high",
-      "automation_risk_signal": "medium",
-      "heuristic_note": "extremely high recent PR volume; very broad repo spread",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 112,
-        "merged_pr_count": 60,
-        "closed_unmerged_pr_count": 12,
-        "open_pr_count": 40,
-        "merged_pr_rate": 0.5357,
-        "closed_unmerged_pr_rate": 0.1071,
-        "still_open_pr_rate": 0.3571,
-        "distinct_repos_with_authored_prs": 39,
-        "distinct_repos_with_open_prs": 24
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 46801,
-            "title": "fix: resolve issue #33985",
-            "url": "https://github.com/huggingface/transformers/pull/46801",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-06-22T01:33:35Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46800,
-            "title": "fix: resolve issue #45698",
-            "url": "https://github.com/huggingface/transformers/pull/46800",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-06-22T01:24:54Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46799,
-            "title": "fix: resolve issue #43873",
-            "url": "https://github.com/huggingface/transformers/pull/46799",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-06-22T01:24:41Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "leaderofARS",
       "name": "ARS",
@@ -5197,121 +5089,23 @@
           },
           {
             "kind": "issue",
-            "number": 46512,
-            "title": "from_config(dtype=...) builds weights in the requested dtype but leaves model.config.dtype stale",
-            "url": "https://github.com/huggingface/transformers/issues/46512",
-            "state": "open",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-06-08T22:51:05Z"
-          },
-          {
-            "kind": "issue",
-            "number": 46459,
-            "title": "`dtype` is silently ignored when loading composite (multimodal) checkpoints through AutoModelForCausalLM (affects all Qwen3.5 repos)",
-            "url": "https://github.com/huggingface/transformers/issues/46459",
-            "state": "closed",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-06-06T05:06:59Z"
-          }
-        ]
-      },
-      "fetch_error": null
-    },
-    {
-      "author_login": "Abineshabee",
-      "name": "Abinesh N",
-      "profile_url": "https://github.com/Abineshabee",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbineshabee",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbineshabee",
-      "repo_first_seen_at": "2026-04-13T08:59:27Z",
-      "repo_last_seen_at": "2026-05-27T10:52:07Z",
-      "repo_primary_artifact_count": 5,
-      "repo_artifact_count": 29,
-      "snapshot_issue_count": 2,
-      "snapshot_pr_count": 3,
-      "snapshot_comment_count": 24,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "CONTRIBUTOR",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": true,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 1453,
-      "young_account": false,
-      "follow_through_score": "mixed",
-      "breadth_score": "moderate",
-      "automation_risk_signal": "low",
-      "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 7,
-        "merged_pr_count": 3,
-        "closed_unmerged_pr_count": 3,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.4286,
-        "closed_unmerged_pr_rate": 0.4286,
-        "still_open_pr_rate": 0.1429,
-        "distinct_repos_with_authored_prs": 6,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45860,
-            "title": "fix(text-generation): use token-level slicing for return_full_text=Fa\u2026",
-            "url": "https://github.com/huggingface/transformers/pull/45860",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-05-09T06:09:44Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45808,
-            "title": "\ud83d\udea8 [Fuyu] Remove FuyuBatchFeature subclass, use BatchFeature with skip_tensor_conversion",
-            "url": "https://github.com/huggingface/transformers/pull/45808",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-05-06T15:57:21Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45601,
-            "title": "fix: compute auxiliary losses when denoising is disabled in D-FINE",
-            "url": "https://github.com/huggingface/transformers/pull/45601",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-23T09:56:08Z"
-          }
-        ],
-        "issues": [
-          {
-            "kind": "issue",
-            "number": 45987,
-            "title": "[Bug] StaticCache.get_seq_length() returns shape-(1,) Tensor despite -> int contract",
-            "url": "https://github.com/huggingface/transformers/issues/45987",
+            "number": 46512,
+            "title": "from_config(dtype=...) builds weights in the requested dtype but leaves model.config.dtype stale",
+            "url": "https://github.com/huggingface/transformers/issues/46512",
             "state": "open",
             "merged": null,
             "draft": null,
-            "created_at": "2026-05-15T07:09:04Z"
+            "created_at": "2026-06-08T22:51:05Z"
           },
           {
             "kind": "issue",
-            "number": 45803,
-            "title": "[Bug] Bare `except:` in FuyuBatchFeature.convert_to_tensors() swallows KeyboardInterrupt and hides real errors",
-            "url": "https://github.com/huggingface/transformers/issues/45803",
+            "number": 46459,
+            "title": "`dtype` is silently ignored when loading composite (multimodal) checkpoints through AutoModelForCausalLM (affects all Qwen3.5 repos)",
+            "url": "https://github.com/huggingface/transformers/issues/46459",
             "state": "closed",
             "merged": null,
             "draft": null,
-            "created_at": "2026-05-06T11:01:42Z"
+            "created_at": "2026-06-06T05:06:59Z"
           }
         ]
       },
@@ -5482,6 +5276,83 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "Charuhasini30",
+      "name": null,
+      "profile_url": "https://github.com/Charuhasini30",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACharuhasini30",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACharuhasini30",
+      "repo_first_seen_at": "2026-06-22T06:53:20Z",
+      "repo_last_seen_at": "2026-06-22T09:03:28Z",
+      "repo_primary_artifact_count": 3,
+      "repo_artifact_count": 6,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 3,
+      "snapshot_comment_count": 3,
+      "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": 925,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share; no visible non-self stars; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 3,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 3,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 1.0,
+        "distinct_repos_with_authored_prs": 1,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46813,
+            "title": "[docs] Fix grammar in BLIP visual question answering example",
+            "url": "https://github.com/huggingface/transformers/pull/46813",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-22T09:03:28Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46812,
+            "title": "[docs] Improve formatting of DiffusionGemma common caveats",
+            "url": "https://github.com/huggingface/transformers/pull/46812",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-22T08:46:12Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46803,
+            "title": "Add CLIP refactor migration note for compatibility guidance",
+            "url": "https://github.com/huggingface/transformers/pull/46803",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-22T07:12:47Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "Dovis01",
       "name": "SHIJIN ZHANG",
@@ -5643,12 +5514,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AVitaliy-Pikalo",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AVitaliy-Pikalo",
       "repo_first_seen_at": "2026-06-21T01:56:59Z",
-      "repo_last_seen_at": "2026-06-21T08:20:03Z",
+      "repo_last_seen_at": "2026-06-22T06:02:30Z",
       "repo_primary_artifact_count": 3,
-      "repo_artifact_count": 3,
+      "repo_artifact_count": 4,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 3,
-      "snapshot_comment_count": 0,
+      "snapshot_comment_count": 1,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
@@ -5713,6 +5584,114 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "harshaljanjani",
+      "name": "Harshal Janjani",
+      "profile_url": "https://github.com/harshaljanjani",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshaljanjani",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshaljanjani",
+      "repo_first_seen_at": "2025-09-17T20:29:13Z",
+      "repo_last_seen_at": "2026-06-17T08:59:52Z",
+      "repo_primary_artifact_count": 54,
+      "repo_artifact_count": 435,
+      "snapshot_issue_count": 20,
+      "snapshot_pr_count": 34,
+      "snapshot_comment_count": 109,
+      "snapshot_review_count": 136,
+      "snapshot_review_comment_count": 136,
+      "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": 1961,
+      "young_account": false,
+      "follow_through_score": "strong",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 18,
+        "merged_pr_count": 15,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 3,
+        "merged_pr_rate": 0.8333,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 0.1667,
+        "distinct_repos_with_authored_prs": 3,
+        "distinct_repos_with_open_prs": 2
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46472,
+            "title": "feat[vLLM x v5]: Expose max_source_positions on VibeVoiceAsrConfig",
+            "url": "https://github.com/huggingface/transformers/pull/46472",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-06-07T11:47:26Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46400,
+            "title": "fix[vLLM x v5]: Default untied embeddings in AudioFlamingo3 and VibeVoice",
+            "url": "https://github.com/huggingface/transformers/pull/46400",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-06-04T06:59:09Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45594,
+            "title": "fix(utils): Resolve backbone utils test regressions",
+            "url": "https://github.com/huggingface/transformers/pull/45594",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-04-23T06:14:09Z"
+          }
+        ],
+        "issues": [
+          {
+            "kind": "issue",
+            "number": 45198,
+            "title": "[BUG] Wav2Vec2 wav2vec2-lv-60-espeak-cv-ft: save_pretrained and tokenization fail",
+            "url": "https://github.com/huggingface/transformers/issues/45198",
+            "state": "closed",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-04-02T19:58:10Z"
+          },
+          {
+            "kind": "issue",
+            "number": 45072,
+            "title": "[BUG][CI] SwitchTransformers and TimmWrapperModel dtype mismatches in bfloat16 inference",
+            "url": "https://github.com/huggingface/transformers/issues/45072",
+            "state": "closed",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-03-27T19:58:12Z"
+          },
+          {
+            "kind": "issue",
+            "number": 44898,
+            "title": "[BUG] Perceiver image classification (non-default res) fails even with interpolate_pos_encoding=True",
+            "url": "https://github.com/huggingface/transformers/issues/44898",
+            "state": "closed",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-03-20T19:58:09Z"
+          }
+        ]
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "jashshah999",
       "name": "Jash Shah",
@@ -6194,30 +6173,128 @@
             "state": "closed",
             "merged": true,
             "draft": false,
-            "created_at": "2026-05-13T13:58:21Z"
+            "created_at": "2026-05-13T13:58:21Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45625,
+            "title": "Add `supports_gradient_checkpointing` to `NemotronHPreTrainedModel`",
+            "url": "https://github.com/huggingface/transformers/pull/45625",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-04-24T08:55:34Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 44873,
+            "title": "Fix VL model rope_deltas batch size mismatch in online RL training",
+            "url": "https://github.com/huggingface/transformers/pull/44873",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-03-20T08:38:03Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
+    {
+      "author_login": "Abineshabee",
+      "name": "Abinesh N",
+      "profile_url": "https://github.com/Abineshabee",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbineshabee",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbineshabee",
+      "repo_first_seen_at": "2026-04-13T08:59:27Z",
+      "repo_last_seen_at": "2026-05-27T10:52:07Z",
+      "repo_primary_artifact_count": 5,
+      "repo_artifact_count": 29,
+      "snapshot_issue_count": 2,
+      "snapshot_pr_count": 3,
+      "snapshot_comment_count": 24,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "CONTRIBUTOR",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": true,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
+      "account_age_days": 1453,
+      "young_account": false,
+      "follow_through_score": "mixed",
+      "breadth_score": "moderate",
+      "automation_risk_signal": "low",
+      "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 7,
+        "merged_pr_count": 3,
+        "closed_unmerged_pr_count": 3,
+        "open_pr_count": 1,
+        "merged_pr_rate": 0.4286,
+        "closed_unmerged_pr_rate": 0.4286,
+        "still_open_pr_rate": 0.1429,
+        "distinct_repos_with_authored_prs": 6,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 45860,
+            "title": "fix(text-generation): use token-level slicing for return_full_text=Fa\u2026",
+            "url": "https://github.com/huggingface/transformers/pull/45860",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-05-09T06:09:44Z"
           },
           {
             "kind": "pull_request",
-            "number": 45625,
-            "title": "Add `supports_gradient_checkpointing` to `NemotronHPreTrainedModel`",
-            "url": "https://github.com/huggingface/transformers/pull/45625",
+            "number": 45808,
+            "title": "\ud83d\udea8 [Fuyu] Remove FuyuBatchFeature subclass, use BatchFeature with skip_tensor_conversion",
+            "url": "https://github.com/huggingface/transformers/pull/45808",
             "state": "closed",
             "merged": true,
             "draft": false,
-            "created_at": "2026-04-24T08:55:34Z"
+            "created_at": "2026-05-06T15:57:21Z"
           },
           {
             "kind": "pull_request",
-            "number": 44873,
-            "title": "Fix VL model rope_deltas batch size mismatch in online RL training",
-            "url": "https://github.com/huggingface/transformers/pull/44873",
+            "number": 45601,
+            "title": "fix: compute auxiliary losses when denoising is disabled in D-FINE",
+            "url": "https://github.com/huggingface/transformers/pull/45601",
             "state": "closed",
             "merged": true,
             "draft": false,
-            "created_at": "2026-03-20T08:38:03Z"
+            "created_at": "2026-04-23T09:56:08Z"
           }
         ],
-        "issues": []
+        "issues": [
+          {
+            "kind": "issue",
+            "number": 45987,
+            "title": "[Bug] StaticCache.get_seq_length() returns shape-(1,) Tensor despite -> int contract",
+            "url": "https://github.com/huggingface/transformers/issues/45987",
+            "state": "closed",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-05-15T07:09:04Z"
+          },
+          {
+            "kind": "issue",
+            "number": 45803,
+            "title": "[Bug] Bare `except:` in FuyuBatchFeature.convert_to_tensors() swallows KeyboardInterrupt and hides real errors",
+            "url": "https://github.com/huggingface/transformers/issues/45803",
+            "state": "closed",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-05-06T11:01:42Z"
+          }
+        ]
       },
       "fetch_error": null
     },
@@ -6597,7 +6674,7 @@
       "snapshot_comment_count": 4,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": true,
@@ -6629,8 +6706,8 @@
             "number": 46535,
             "title": "Use cached added-token dicts in per-token decode loops",
             "url": "https://github.com/huggingface/transformers/pull/46535",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-06-10T10:28:49Z"
           },
@@ -6661,7 +6738,7 @@
             "number": 46396,
             "title": "`added_tokens_encoder` rebuilds the entire added-token map on every access",
             "url": "https://github.com/huggingface/transformers/issues/46396",
-            "state": "open",
+            "state": "closed",
             "merged": null,
             "draft": null,
             "created_at": "2026-06-04T04:40:19Z"
@@ -7259,12 +7336,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aavihu111",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aavihu111",
       "repo_first_seen_at": "2026-04-29T11:45:47Z",
-      "repo_last_seen_at": "2026-06-03T14:09:23Z",
+      "repo_last_seen_at": "2026-06-22T06:48:48Z",
       "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 36,
+      "repo_artifact_count": 37,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 2,
-      "snapshot_comment_count": 2,
+      "snapshot_comment_count": 3,
       "snapshot_review_count": 16,
       "snapshot_review_comment_count": 16,
       "repo_association": "CONTRIBUTOR",
@@ -11885,73 +11962,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "louzongzhi",
-      "name": "\u5a04\u5b97\u5fd7",
-      "profile_url": "https://github.com/louzongzhi",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alouzongzhi",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alouzongzhi",
-      "repo_first_seen_at": "2026-04-14T05:14:08Z",
-      "repo_last_seen_at": "2026-04-26T12:13:55Z",
-      "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 20,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 2,
-      "snapshot_comment_count": 6,
-      "snapshot_review_count": 6,
-      "snapshot_review_comment_count": 6,
-      "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": 1325,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "moderate",
-      "automation_risk_signal": "low",
-      "heuristic_note": "many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 4,
-        "merged_pr_count": 1,
-        "closed_unmerged_pr_count": 2,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.25,
-        "closed_unmerged_pr_rate": 0.5,
-        "still_open_pr_rate": 0.25,
-        "distinct_repos_with_authored_prs": 4,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45595,
-            "title": "Add unified Cache-layer management for GLM-5 DSA Indexer keys",
-            "url": "https://github.com/huggingface/transformers/pull/45595",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-23T06:35:39Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45424,
-            "title": "Add IndexCache support for GLM5 DSA",
-            "url": "https://github.com/huggingface/transformers/pull/45424",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-14T05:14:08Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "lucianommartins",
       "name": "Luciano Martins",
@@ -12360,84 +12370,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "artem-spector",
-      "name": null,
-      "profile_url": "https://github.com/artem-spector",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aartem-spector",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aartem-spector",
-      "repo_first_seen_at": "2026-04-13T13:31:01Z",
-      "repo_last_seen_at": "2026-05-05T15:29:24Z",
-      "repo_primary_artifact_count": 3,
-      "repo_artifact_count": 165,
-      "snapshot_issue_count": 2,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 14,
-      "snapshot_review_count": 74,
-      "snapshot_review_comment_count": 74,
-      "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": 4093,
-      "young_account": false,
-      "follow_through_score": "mixed",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high open PR share; no visible non-self stars; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 2,
-        "merged_pr_count": 1,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.5,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 0.5,
-        "distinct_repos_with_authored_prs": 2,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45597,
-            "title": "Add Granite 4.1 Vision (granite4_vision)",
-            "url": "https://github.com/huggingface/transformers/pull/45597",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-23T06:51:56Z"
-          }
-        ],
-        "issues": [
-          {
-            "kind": "issue",
-            "number": 45600,
-            "title": "auto_mappings.py references removed Sam3LiteText configs, breaking CI",
-            "url": "https://github.com/huggingface/transformers/issues/45600",
-            "state": "closed",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-04-23T09:51:06Z"
-          },
-          {
-            "kind": "issue",
-            "number": 45405,
-            "title": "`MIN_PEFT_VERSION` bumped to 0.18.2 which is not yet released on PyPI",
-            "url": "https://github.com/huggingface/transformers/issues/45405",
-            "state": "closed",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-04-13T13:31:01Z"
-          }
-        ]
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "ir2718",
       "name": null,
@@ -12601,12 +12533,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aoleksii-tumanov",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aoleksii-tumanov",
       "repo_first_seen_at": "2026-04-22T03:12:11Z",
-      "repo_last_seen_at": "2026-05-31T04:11:41Z",
+      "repo_last_seen_at": "2026-06-22T10:04:22Z",
       "repo_primary_artifact_count": 3,
-      "repo_artifact_count": 4,
+      "repo_artifact_count": 5,
       "snapshot_issue_count": 2,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 1,
+      "snapshot_comment_count": 2,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
@@ -17341,65 +17273,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "evalstate",
-      "name": "shaun smith",
-      "profile_url": "https://github.com/evalstate",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aevalstate",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aevalstate",
-      "repo_first_seen_at": "2026-04-23T11:41:51Z",
-      "repo_last_seen_at": "2026-04-23T12:02:47Z",
-      "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 4,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 3,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "MEMBER",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 5042,
-      "young_account": false,
-      "follow_through_score": "n/a",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "\u2014",
-      "public_orgs": [
-        "modelcontextprotocol"
-      ],
-      "activity": {
-        "visible_authored_pr_count": 0,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 0,
-        "merged_pr_rate": null,
-        "closed_unmerged_pr_rate": null,
-        "still_open_pr_rate": null,
-        "distinct_repos_with_authored_prs": 0,
-        "distinct_repos_with_open_prs": 0
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45603,
-            "title": "[Auto] Pass kwargs to fixed_cross_entropy (cluster-43240-3): merged 2 of 2 PRs",
-            "url": "https://github.com/huggingface/transformers/pull/45603",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-23T11:41:51Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "Exile333",
       "name": "Rail Chabdarov",
@@ -19107,7 +18980,7 @@
           {
             "kind": "pull_request",
             "number": 46713,
-            "title": "feat(model): add bailing v3 model",
+            "title": "feat(model): add bailing v2.6 model",
             "url": "https://github.com/huggingface/transformers/pull/46713",
             "state": "open",
             "merged": false,
@@ -22391,6 +22264,63 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "ShamSaleem",
+      "name": "Shamsudeen Saleem",
+      "profile_url": "https://github.com/ShamSaleem",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AShamSaleem",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AShamSaleem",
+      "repo_first_seen_at": "2026-06-22T07:57:42Z",
+      "repo_last_seen_at": "2026-06-22T07:57:42Z",
+      "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": 1520,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "moderate",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 7,
+        "merged_pr_count": 1,
+        "closed_unmerged_pr_count": 1,
+        "open_pr_count": 5,
+        "merged_pr_rate": 0.1429,
+        "closed_unmerged_pr_rate": 0.1429,
+        "still_open_pr_rate": 0.7143,
+        "distinct_repos_with_authored_prs": 4,
+        "distinct_repos_with_open_prs": 4
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46807,
+            "title": "Fix broken internal links in model documentation",
+            "url": "https://github.com/huggingface/transformers/pull/46807",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-22T07:57:42Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "Shanmuk4622",
       "name": "Shanmukesh",

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260622T060015Z`
-- Generated: `2026-06-22T06:01:05Z`
+- Snapshot: `20260622T120018Z`
+- Generated: `2026-06-22T12:02:27Z`
 - Activity window: `60d`
-- Contributors: `353`
+- Contributors: `352`
 
 ## Summary
 
@@ -11,8 +11,8 @@
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 127 | 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` | 102 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 97 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 97 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 96 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 92 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 67 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
@@ -22,24 +22,24 @@
 | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 44 | 1 | strong | low | low | targets high-star repos |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 40 | 1 | strong | moderate | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 36 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
-| `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 34 | 20 | strong | low | low | targets high-star repos |
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
+| `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 28 | 4 | strong | moderate | low | high recent PR volume |
 | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 28 | 0 | strong | low | low | targets high-star repos |
-| `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 27 | 4 | strong | moderate | low | high recent PR volume |
 | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 27 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 27 | 0 | n/a | n/a | n/a | summary unavailable |
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 25 | 14 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 23 | 4 | strong | low | low | — |
 | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 22 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
+| `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 20 | 0 | strong | moderate | low | — |
 | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 20 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 20 | 0 | mixed | moderate | low | — |
-| `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 19 | 0 | strong | moderate | low | — |
 | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 18 | 0 | strong | moderate | low | targets high-star repos |
 | `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 15 | 1 | weak | moderate | low | high open PR share |
 | `AI-Safeter` | [profile](https://github.com/AI-Safeter) | no | NONE | 0d | `2026-05-19T04:38:35Z` | 14 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Rohan5commit` | [profile](https://github.com/Rohan5commit) | no | FIRST_TIME_CONTRIBUTOR | 636d | `2026-06-12T06:11:19Z` | 13 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
 | `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 11 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2909d | `2026-03-14T18:33:53Z` | 11 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `KartavyaDikshit` | [profile](https://github.com/KartavyaDikshit) | no | FIRST_TIME_CONTRIBUTOR | 1742d | `2026-06-22T01:23:43Z` | 11 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
 | `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | CONTRIBUTOR | 9d | `2026-04-22T13:14:19Z` | 10 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 10 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
 | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 9 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
@@ -57,7 +57,6 @@
 | `CharlieKerfoot` | [profile](https://github.com/CharlieKerfoot) | no | CONTRIBUTOR | 1583d | `2026-05-03T18:22:43Z` | 5 | 0 | weak | moderate | low | high recent PR volume; targets high-star repos |
 | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 5 | 0 | n/a | n/a | n/a | summary unavailable |
 | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `KartavyaDikshit` | [profile](https://github.com/KartavyaDikshit) | yes | FIRST_TIME_CONTRIBUTOR | 1742d | `2026-06-22T01:23:43Z` | 5 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
 | `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 660d | `2025-12-04T12:38:46Z` | 5 | 0 | strong | moderate | low | — |
 | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-09-05T15:52:11Z` | 5 | 0 | strong | moderate | low | high recent PR volume |
 | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
@@ -70,23 +69,25 @@
 | `Sriniketh24` | [profile](https://github.com/Sriniketh24) | no | CONTRIBUTOR | 609d | `2026-05-18T14:39:34Z` | 4 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `TheShreyanshiDwivedi` | [profile](https://github.com/TheShreyanshiDwivedi) | no | NONE | 87d | `2026-05-15T10:01:57Z` | 4 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `qflen` | [profile](https://github.com/qflen) | no | CONTRIBUTOR | 479d | `2026-04-25T02:09:42Z` | 3 | 4 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
-| `Abineshabee` | [profile](https://github.com/Abineshabee) | no | CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 3 | 2 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `ldkhang1201` | [profile](https://github.com/ldkhang1201) | no | CONTRIBUTOR | 1377d | `2026-06-12T19:30:35Z` | 3 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Chao1Han` | [profile](https://github.com/Chao1Han) | no | FIRST_TIME_CONTRIBUTOR | 1422d | `2026-05-14T09:13:18Z` | 3 | 0 | mixed | moderate | low | high open PR share |
+| `Charuhasini30` | [profile](https://github.com/Charuhasini30) | yes | FIRST_TIME_CONTRIBUTOR | 925d | `2026-06-22T06:53:20Z` | 3 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Dovis01` | [profile](https://github.com/Dovis01) | no | CONTRIBUTOR | 2009d | `2026-06-02T09:04:53Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | FIRST_TIME_CONTRIBUTOR | 1556d | `2026-03-07T22:12:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Vitaliy-Pikalo` | [profile](https://github.com/Vitaliy-Pikalo) | no | FIRST_TIME_CONTRIBUTOR | 636d | `2026-06-21T01:56:59Z` | 3 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
+| `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 34 | 20 | strong | low | low | targets high-star repos |
 | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 8 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
 | `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5087d | `2026-03-13T14:45:22Z` | 6 | 10 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2500d | `2025-10-30T12:45:06Z` | 4 | 1 | mixed | moderate | low | — |
 | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 4 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `Abineshabee` | [profile](https://github.com/Abineshabee) | no | CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 3 | 2 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `gante` | [profile](https://github.com/gante) | no | CONTRIBUTOR | 4054d | `2023-02-24T12:09:33Z` | 3 | 2 | strong | low | low | targets high-star repos |
 | `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3573d | `2026-04-02T19:05:35Z` | 3 | 0 | strong | low | low | targets high-star repos |
 | `nurpax` | [profile](https://github.com/nurpax) | no | CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 2 | 3 | weak | low | low | high open PR share; targets high-star repos |
 | `arnavkewalram` | [profile](https://github.com/arnavkewalram) | no | CONTRIBUTOR | 904d | `2026-06-15T15:28:55Z` | 2 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `ishan-1010` | [profile](https://github.com/ishan-1010) | no | FIRST_TIME_CONTRIBUTOR | 1588d | `2026-06-01T06:07:21Z` | 2 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `ishan-1010` | [profile](https://github.com/ishan-1010) | no | CONTRIBUTOR | 1588d | `2026-06-01T06:07:21Z` | 2 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 2 | 1 | mixed | low | low | — |
 | `J3r3myPerera` | [profile](https://github.com/J3r3myPerera) | no | CONTRIBUTOR | 1323d | `2026-05-20T14:37:39Z` | 2 | 1 | mixed | moderate | low | no visible non-self stars |
 | `Milan-Bhimani` | [profile](https://github.com/Milan-Bhimani) | no | FIRST_TIME_CONTRIBUTOR | 823d | `2026-04-30T06:10:00Z` | 2 | 1 | mixed | low | low | many recent closed-unmerged PRs |
@@ -157,14 +158,12 @@
 | `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 3037d | `2026-04-10T11:59:37Z` | 2 | 0 | strong | high | low | high recent PR volume; broad repo spread |
 | `humanprojectceo` | [profile](https://github.com/humanprojectceo) | no | FIRST_TIME_CONTRIBUTOR | 279d | `2025-12-21T23:21:38Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `jonghwanhyeon` | [profile](https://github.com/jonghwanhyeon) | no | CONTRIBUTOR | 5135d | `2026-04-21T11:42:03Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `louzongzhi` | [profile](https://github.com/louzongzhi) | no | CONTRIBUTOR | 1325d | `2026-04-14T05:14:08Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `lucianommartins` | [profile](https://github.com/lucianommartins) | no | CONTRIBUTOR | 3503d | `2026-04-05T22:07:53Z` | 2 | 0 | weak | low | low | no visible non-self stars; targets high-star repos |
 | `mitre88` | [profile](https://github.com/mitre88) | no | CONTRIBUTOR | 3202d | `2026-03-04T00:42:43Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `orbisai0security` | [profile](https://github.com/orbisai0security) | no | NONE | 160d | `2026-03-30T15:02:06Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | CONTRIBUTOR | 1796d | `2026-04-06T18:01:42Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `zRzRzRzRzRzRzR` | [profile](https://github.com/zRzRzRzRzRzRzR) | no | CONTRIBUTOR | 1671d | `2026-01-21T13:37:27Z` | 2 | 0 | strong | moderate | low | targets high-star repos |
 | `zvik` | [profile](https://github.com/zvik) | no | FIRST_TIME_CONTRIBUTOR | 4383d | `2026-03-03T07:50:39Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
-| `artem-spector` | [profile](https://github.com/artem-spector) | no | CONTRIBUTOR | 4093d | `2026-04-13T13:31:01Z` | 1 | 2 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `ir2718` | [profile](https://github.com/ir2718) | no | CONTRIBUTOR | 1648d | `2026-05-21T13:18:46Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `kndtran` | [profile](https://github.com/kndtran) | no | CONTRIBUTOR | 3650d | `2026-05-06T18:23:26Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `oleksii-tumanov` | [profile](https://github.com/oleksii-tumanov) | no | FIRST_TIME_CONTRIBUTOR | 4519d | `2026-04-22T03:12:11Z` | 1 | 2 | mixed | moderate | low | high recent PR volume |
@@ -245,7 +244,6 @@
 | `dfgvaetyj3456356-hash` | [profile](https://github.com/dfgvaetyj3456356-hash) | no | NONE | 3d | `2026-06-01T03:10:16Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `Dhruv908615` | [profile](https://github.com/Dhruv908615) | no | NONE | 300d | `2026-05-03T06:02:43Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `DiwanshuG` | [profile](https://github.com/DiwanshuG) | no | NONE | 1279d | `2026-05-22T10:39:02Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `evalstate` | [profile](https://github.com/evalstate) | no | MEMBER | 5042d | `2026-04-23T11:41:51Z` | 1 | 0 | n/a | low | low | — |
 | `Exile333` | [profile](https://github.com/Exile333) | no | FIRST_TIME_CONTRIBUTOR | 3582d | `2026-04-30T16:23:49Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `fm1320` | [profile](https://github.com/fm1320) | no | FIRST_TIME_CONTRIBUTOR | 2016d | `2026-05-02T02:04:46Z` | 1 | 0 | strong | high | low | high recent PR volume; broad repo spread |
 | `fullyz` | [profile](https://github.com/fullyz) | no | CONTRIBUTOR | 2564d | `2026-05-11T13:43:45Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -333,6 +331,7 @@
 | `sebastianvlad1` | [profile](https://github.com/sebastianvlad1) | no | CONTRIBUTOR | 3207d | `2026-04-30T16:48:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `sgerrard` | [profile](https://github.com/sgerrard) | no | CONTRIBUTOR | 3845d | `2026-06-05T15:02:56Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `shadeMe` | [profile](https://github.com/shadeMe) | no | CONTRIBUTOR | 5922d | `2026-05-20T09:24:48Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `ShamSaleem` | [profile](https://github.com/ShamSaleem) | yes | FIRST_TIME_CONTRIBUTOR | 1520d | `2026-06-22T07:57:42Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Shanmuk4622` | [profile](https://github.com/Shanmuk4622) | no | NONE | 948d | `2026-05-28T06:31:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Shashank-Tripathi-07` | [profile](https://github.com/Shashank-Tripathi-07) | no | NONE | 644d | `2026-05-20T15:18:30Z` | 1 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `shoushinya123` | [profile](https://github.com/shoushinya123) | no | CONTRIBUTOR | 669d | `2026-06-13T11:44:09Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars |
@@ -371,12 +370,12 @@
 - 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: `2026-06-21T21:05:36Z`
+- repo last seen: `2026-06-22T09:00:33Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **127**
 - snapshot authored PRs/issues: **127 PRs / 0 issues**
-- snapshot discussion activity: **137 comments / 241 reviews / 165 review comments**
+- snapshot discussion activity: **137 comments / 242 reviews / 165 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
@@ -394,12 +393,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
 - repo first seen: `2025-03-19T10:58:02Z`
-- repo last seen: `2026-06-15T07:07:48Z`
+- repo last seen: `2026-06-22T10:25:03Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **102**
 - snapshot authored PRs/issues: **102 PRs / 0 issues**
-- snapshot discussion activity: **256 comments / 356 reviews / 533 review comments**
+- snapshot discussion activity: **256 comments / 357 reviews / 533 review comments**
 - account age: **2036 days**
 - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
 - public orgs: `huggingface`
@@ -411,6 +410,32 @@ Example artifacts:
 - [PR #46197: Fix loading with only 1 device or distributed config](https://github.com/huggingface/transformers/pull/46197) — closed, merged
 - [PR #46193: Update release tool](https://github.com/huggingface/transformers/pull/46193) — closed, merged
 
+### `tarekziade`
+
+- profile: [github.com/tarekziade](https://github.com/tarekziade)
+- 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: `2026-06-22T08:43:33Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **103**
+- snapshot authored PRs/issues: **97 PRs / 6 issues**
+- snapshot discussion activity: **184 comments / 219 reviews / 201 review comments**
+- account age: **5839 days**
+- recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
+- public orgs: `AFPy`, `faitmain`, `circus-tent`
+- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
+- heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
+
+Example artifacts:
+- [PR #46811: call transformers-ci in a nightly run](https://github.com/huggingface/transformers/pull/46811) — open
+- [PR #46774: Insert a Grafana badge in the PR](https://github.com/huggingface/transformers/pull/46774) — open
+- [PR #46602: [CI] don't export OTELs within the tests](https://github.com/huggingface/transformers/pull/46602) — 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)
@@ -437,44 +462,18 @@ Example artifacts:
 - [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
 
-### `tarekziade`
-
-- profile: [github.com/tarekziade](https://github.com/tarekziade)
-- 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: `2026-06-19T16:15:44Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **102**
-- snapshot authored PRs/issues: **96 PRs / 6 issues**
-- snapshot discussion activity: **183 comments / 215 reviews / 197 review comments**
-- account age: **5839 days**
-- recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
-- public orgs: `AFPy`, `faitmain`, `circus-tent`
-- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
-- heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
-
-Example artifacts:
-- [PR #46774: Insert a Grafana badge in the PR](https://github.com/huggingface/transformers/pull/46774) — open
-- [PR #46602: [CI] don't export OTELs within the tests](https://github.com/huggingface/transformers/pull/46602) — closed, merged
-- [PR #46601: [CI] capture checkers output in OTEL](https://github.com/huggingface/transformers/pull/46601) — 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
-
 ### `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: `2026-06-19T15:25:30Z`
+- repo last seen: `2026-06-22T08:40:57Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **92**
 - snapshot authored PRs/issues: **92 PRs / 0 issues**
-- snapshot discussion activity: **653 comments / 1007 reviews / 2199 review comments**
+- snapshot discussion activity: **655 comments / 1014 reviews / 2205 review comments**
 - account age: **1508 days**
 - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
 - public orgs: `huggingface`, `deeppavlov`
@@ -482,9 +481,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #46767: fix another flaky test](https://github.com/huggingface/transformers/pull/46767) — open
+- [PR #46767: fix another flaky test](https://github.com/huggingface/transformers/pull/46767) — closed, merged
 - [PR #46662: Smovlm: pad videos up to max frames](https://github.com/huggingface/transformers/pull/46662) — closed, merged
-- [PR #46654: DiffusionGemma: mask layout and CI](https://github.com/huggingface/transformers/pull/46654) — open
+- [PR #46654: DiffusionGemma: mask layout and CI](https://github.com/huggingface/transformers/pull/46654) — closed, merged
 
 ### `ArthurZucker`
 
@@ -543,12 +542,12 @@ 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: `2026-06-19T20:37:46Z`
+- repo last seen: `2026-06-22T11:25:45Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **56**
 - snapshot authored PRs/issues: **54 PRs / 2 issues**
-- snapshot discussion activity: **699 comments / 1267 reviews / 5068 review comments**
+- snapshot discussion activity: **699 comments / 1272 reviews / 5073 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
@@ -681,32 +680,6 @@ Example artifacts:
 - [PR #46658: wip step 3 7 flash](https://github.com/huggingface/transformers/pull/46658) — open
 - [PR #46411: WIP add minimax_m2_7](https://github.com/huggingface/transformers/pull/46411) — closed
 
-### `harshaljanjani`
-
-- profile: [github.com/harshaljanjani](https://github.com/harshaljanjani)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshaljanjani)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshaljanjani)
-- repo first seen: `2025-09-17T20:29:13Z`
-- repo last seen: `2026-06-17T08:59:52Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **54**
-- snapshot authored PRs/issues: **34 PRs / 20 issues**
-- snapshot discussion activity: **109 comments / 136 reviews / 136 review comments**
-- account age: **1961 days**
-- recent public PR activity: **18 PRs** (15 merged / 0 closed-unmerged / 3 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #46472: feat[vLLM x v5]: Expose max_source_positions on VibeVoiceAsrConfig](https://github.com/huggingface/transformers/pull/46472) — closed, merged
-- [PR #46400: fix[vLLM x v5]: Default untied embeddings in AudioFlamingo3 and VibeVoice](https://github.com/huggingface/transformers/pull/46400) — closed, merged
-- [PR #45594: fix(utils): Resolve backbone utils test regressions](https://github.com/huggingface/transformers/pull/45594) — closed, merged
-- [Issue #45198: [BUG] Wav2Vec2 wav2vec2-lv-60-espeak-cv-ft: save_pretrained and tokenization fail](https://github.com/huggingface/transformers/issues/45198) — closed
-- [Issue #45072: [BUG][CI] SwitchTransformers and TimmWrapperModel dtype mismatches in bfloat16 inference](https://github.com/huggingface/transformers/issues/45072) — closed
-- [Issue #44898: [BUG] Perceiver image classification (non-default res) fails even with interpolate_pos_encoding=True](https://github.com/huggingface/transformers/issues/44898) — closed
-
 ### `yonigozlan`
 
 - profile: [github.com/yonigozlan](https://github.com/yonigozlan)
@@ -730,6 +703,32 @@ Example artifacts:
 - [PR #46128: Add SAM 3.1 to Transformers](https://github.com/huggingface/transformers/pull/46128) — open
 - [PR #46041: Fix post processing RF-DETR](https://github.com/huggingface/transformers/pull/46041) — closed, merged
 
+### `jiqing-feng`
+
+- profile: [github.com/jiqing-feng](https://github.com/jiqing-feng)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
+- repo first seen: `2024-03-21T04:37:45Z`
+- repo last seen: `2026-06-22T08:13:57Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **32**
+- snapshot authored PRs/issues: **28 PRs / 4 issues**
+- snapshot discussion activity: **61 comments / 45 reviews / 45 review comments**
+- account age: **1396 days**
+- recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume**
+
+Example artifacts:
+- [PR #46808: Fix BitNet packed-weight unpacking dtype (`F.linear` dtype mismatch)](https://github.com/huggingface/transformers/pull/46808) — open
+- [PR #46802: Fix flex_attention block mask creation when `get_seq_length` returns a tensor](https://github.com/huggingface/transformers/pull/46802) — open
+- [PR #46681: Lazily build the default kernel mapping to decouple `kernels` from normal transformers usage](https://github.com/huggingface/transformers/pull/46681) — closed, merged
+- [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — closed
+- [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
+- [Issue #42994: quantized model saving failed](https://github.com/huggingface/transformers/issues/42994) — closed
+
 ### `eustlb`
 
 - profile: [github.com/eustlb](https://github.com/eustlb)
@@ -753,32 +752,6 @@ Example artifacts:
 - [PR #46694: [fix] enable base64 str audio in load_audio](https://github.com/huggingface/transformers/pull/46694) — closed, merged
 - [PR #46565: Add Nemotron 3.5 ASR Streaming](https://github.com/huggingface/transformers/pull/46565) — open, draft
 
-### `jiqing-feng`
-
-- profile: [github.com/jiqing-feng](https://github.com/jiqing-feng)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
-- repo first seen: `2024-03-21T04:37:45Z`
-- repo last seen: `2026-06-22T05:27:47Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **31**
-- snapshot authored PRs/issues: **27 PRs / 4 issues**
-- snapshot discussion activity: **61 comments / 45 reviews / 45 review comments**
-- account age: **1396 days**
-- recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume**
-
-Example artifacts:
-- [PR #46802: Fix flex_attention block mask creation when `get_seq_length` returns a tensor](https://github.com/huggingface/transformers/pull/46802) — open
-- [PR #46681: Lazily build the default kernel mapping to decouple `kernels` from normal transformers usage](https://github.com/huggingface/transformers/pull/46681) — closed, merged
-- [PR #46096: Fix torchao behavior for xpu](https://github.com/huggingface/transformers/pull/46096) — closed, merged
-- [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — closed
-- [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
-- [Issue #42994: quantized model saving failed](https://github.com/huggingface/transformers/issues/42994) — closed
-
 ### `3outeille`
 
 - profile: [github.com/3outeille](https://github.com/3outeille)
@@ -859,12 +832,12 @@ 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: `2026-06-21T09:34:18Z`
+- repo last seen: `2026-06-22T11:27:46Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **27**
 - snapshot authored PRs/issues: **23 PRs / 4 issues**
-- snapshot discussion activity: **72 comments / 385 reviews / 351 review comments**
+- snapshot discussion activity: **72 comments / 386 reviews / 352 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`
@@ -873,7 +846,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46742: finegrained v3](https://github.com/huggingface/transformers/pull/46742) — closed, merged
-- [PR #46738: Model fixes for export compatibility](https://github.com/huggingface/transformers/pull/46738) — open
+- [PR #46738: 🚨 Modeling changes for export, compile, and hybrid-attention standardization](https://github.com/huggingface/transformers/pull/46738) — open
 - [PR #46407: Triton finegrained fp8/fp4](https://github.com/huggingface/transformers/pull/46407) — closed, merged
 - [Issue #46443: Vision RoPE refactor](https://github.com/huggingface/transformers/issues/46443) — open
 - [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
@@ -904,6 +877,29 @@ Example artifacts:
 - [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
 - [Issue #42738: BERT-like models with RoPE](https://github.com/huggingface/transformers/issues/42738) — open
 
+### `Abdennacer-Badaoui`
+
+- profile: [github.com/Abdennacer-Badaoui](https://github.com/Abdennacer-Badaoui)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbdennacer-Badaoui)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbdennacer-Badaoui)
+- repo first seen: `2026-01-08T18:13:10Z`
+- repo last seen: `2026-06-22T08:38:17Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **20**
+- snapshot authored PRs/issues: **20 PRs / 0 issues**
+- snapshot discussion activity: **8 comments / 37 reviews / 37 review comments**
+- account age: **1414 days**
+- recent public PR activity: **17 PRs** (16 merged / 0 closed-unmerged / 1 open; merged rate **94%**, closed-unmerged rate **0%**, open rate **6%**)
+- public orgs: `huggingface`, `bitsandbytes-foundation`
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #46810: update kernels-community/aiter-rope version](https://github.com/huggingface/transformers/pull/46810) — open
+- [PR #46268: Add some AITER kernel routing for ROCm](https://github.com/huggingface/transformers/pull/46268) — closed, merged
+- [PR #46213: [AMD CI] revert AMD mi325 hf-workflows ref from SHA back to @main](https://github.com/huggingface/transformers/pull/46213) — closed, merged
+
 ### `kashif`
 
 - profile: [github.com/kashif](https://github.com/kashif)
@@ -950,29 +946,6 @@ Example artifacts:
 - [PR #46320: [RecurrentGemma] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46320) — closed, merged
 - [PR #46317: [Zamba] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46317) — closed, merged
 
-### `Abdennacer-Badaoui`
-
-- profile: [github.com/Abdennacer-Badaoui](https://github.com/Abdennacer-Badaoui)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbdennacer-Badaoui)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbdennacer-Badaoui)
-- repo first seen: `2026-01-08T18:13:10Z`
-- repo last seen: `2026-06-17T17:24:34Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **19**
-- snapshot authored PRs/issues: **19 PRs / 0 issues**
-- snapshot discussion activity: **8 comments / 37 reviews / 37 review comments**
-- account age: **1414 days**
-- recent public PR activity: **17 PRs** (16 merged / 0 closed-unmerged / 1 open; merged rate **94%**, closed-unmerged rate **0%**, open rate **6%**)
-- public orgs: `huggingface`, `bitsandbytes-foundation`
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #46268: Add some AITER kernel routing for ROCm](https://github.com/huggingface/transformers/pull/46268) — closed, merged
-- [PR #46213: [AMD CI] revert AMD mi325 hf-workflows ref from SHA back to @main](https://github.com/huggingface/transformers/pull/46213) — closed, merged
-- [PR #46160: [ROCm] Fix gpt_oss test suite: AITER attention fallback, SonicMoE guard, and distributed test fixes](https://github.com/huggingface/transformers/pull/46160) — open
-
 ### `michaelbenayoun`
 
 - profile: [github.com/michaelbenayoun](https://github.com/michaelbenayoun)
@@ -1113,6 +1086,29 @@ Example artifacts:
 - [PR #46522: Fix StopStringCriteria byte fragment matching](https://github.com/huggingface/transformers/pull/46522) — closed
 - [PR #46481: Fix static cache max length config](https://github.com/huggingface/transformers/pull/46481) — closed
 
+### `KartavyaDikshit`
+
+- profile: [github.com/KartavyaDikshit](https://github.com/KartavyaDikshit)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKartavyaDikshit)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKartavyaDikshit)
+- repo first seen: `2026-06-22T01:23:43Z`
+- repo last seen: `2026-06-22T09:27:48Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **11**
+- snapshot authored PRs/issues: **11 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **1742 days**
+- recent public PR activity: **112 PRs** (60 merged / 12 closed-unmerged / 40 open; merged rate **54%**, closed-unmerged rate **11%**, open rate **36%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
+- heuristic read: **extremely high recent PR volume; very broad repo spread**
+
+Example artifacts:
+- [PR #46815: fix: correct phrase constraint state transition after fulfilled constraints](https://github.com/huggingface/transformers/pull/46815) — closed
+- [PR #46814: fix: normalize VLM processor image input handling across models](https://github.com/huggingface/transformers/pull/46814) — closed
+- [PR #46809: fix: distinguish eval OOM from train OOM in auto_find_batch_size](https://github.com/huggingface/transformers/pull/46809) — closed
+
 ### `Anai-Guo`
 
 - profile: [github.com/Anai-Guo](https://github.com/Anai-Guo)
@@ -1352,12 +1348,12 @@ 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: `2026-06-19T12:26:34Z`
+- repo last seen: `2026-06-22T06:29:54Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **32 comments / 106 reviews / 136 review comments**
+- snapshot discussion activity: **32 comments / 107 reviews / 140 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`
@@ -1511,29 +1507,6 @@ Example artifacts:
 - [PR #46356: [docs] Romanian translation of `fast_tokenizers.md`, `custom_tokenizers.md`, `tokenizer_summary.md`, `image_processors.md` and `video_processors.md`.](https://github.com/huggingface/transformers/pull/46356) — closed, merged
 - [PR #46345: [docs] Romanian translation of `contributing.md`, `modular_transformers.md`, `multimodal_processing.md`, `add_vision_processing_components.md`, `add_audio_processing_components.md`, `modeling_rules.md`, `model_output_tracing.md`, `auto_docstring.md`, `testing.md`, `pr_checks.md` and `add_new_model.md` .](https://github.com/huggingface/transformers/pull/46345) — closed, merged
 
-### `KartavyaDikshit`
-
-- profile: [github.com/KartavyaDikshit](https://github.com/KartavyaDikshit)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKartavyaDikshit)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKartavyaDikshit)
-- repo first seen: `2026-06-22T01:23:43Z`
-- repo last seen: `2026-06-22T01:33:35Z`
-- first seen in snapshot: **yes**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1742 days**
-- recent public PR activity: **112 PRs** (60 merged / 12 closed-unmerged / 40 open; merged rate **54%**, closed-unmerged rate **11%**, open rate **36%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
-- heuristic read: **extremely high recent PR volume; very broad repo spread**
-
-Example artifacts:
-- [PR #46801: fix: resolve issue #33985](https://github.com/huggingface/transformers/pull/46801) — open
-- [PR #46800: fix: resolve issue #45698](https://github.com/huggingface/transformers/pull/46800) — open
-- [PR #46799: fix: resolve issue #43873](https://github.com/huggingface/transformers/pull/46799) — open
-
 ### `leaderofARS`
 
 - profile: [github.com/leaderofARS](https://github.com/leaderofARS)
@@ -1813,31 +1786,6 @@ Example artifacts:
 - [Issue #46512: from_config(dtype=...) builds weights in the requested dtype but leaves model.config.dtype stale](https://github.com/huggingface/transformers/issues/46512) — open
 - [Issue #46459: `dtype` is silently ignored when loading composite (multimodal) checkpoints through AutoModelForCausalLM (affects all Qwen3.5 repos)](https://github.com/huggingface/transformers/issues/46459) — closed
 
-### `Abineshabee`
-
-- profile: [github.com/Abineshabee](https://github.com/Abineshabee)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbineshabee)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbineshabee)
-- repo first seen: `2026-04-13T08:59:27Z`
-- repo last seen: `2026-05-27T10:52:07Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **3 PRs / 2 issues**
-- snapshot discussion activity: **24 comments / 0 reviews / 0 review comments**
-- account age: **1453 days**
-- recent public PR activity: **7 PRs** (3 merged / 3 closed-unmerged / 1 open; merged rate **43%**, closed-unmerged rate **43%**, open rate **14%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #45860: fix(text-generation): use token-level slicing for return_full_text=Fa…](https://github.com/huggingface/transformers/pull/45860) — closed, merged
-- [PR #45808: 🚨 [Fuyu] Remove FuyuBatchFeature subclass, use BatchFeature with skip_tensor_conversion](https://github.com/huggingface/transformers/pull/45808) — closed, merged
-- [PR #45601: fix: compute auxiliary losses when denoising is disabled in D-FINE](https://github.com/huggingface/transformers/pull/45601) — closed, merged
-- [Issue #45987: [Bug] StaticCache.get_seq_length() returns shape-(1,) Tensor despite -> int contract](https://github.com/huggingface/transformers/issues/45987) — open
-- [Issue #45803: [Bug] Bare `except:` in FuyuBatchFeature.convert_to_tensors() swallows KeyboardInterrupt and hides real errors](https://github.com/huggingface/transformers/issues/45803) — closed
-
 ### `ldkhang1201`
 
 - profile: [github.com/ldkhang1201](https://github.com/ldkhang1201)
@@ -1885,6 +1833,29 @@ Example artifacts:
 - [PR #45989: [Llama4] Adopt `@use_experts_implementation` standard interface](https://github.com/huggingface/transformers/pull/45989) — closed
 - [PR #45976: Fix `MoeTensorParalellExperts` crash for Llama4 pre-weighted MoE experts (EP support)](https://github.com/huggingface/transformers/pull/45976) — closed
 
+### `Charuhasini30`
+
+- profile: [github.com/Charuhasini30](https://github.com/Charuhasini30)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACharuhasini30)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACharuhasini30)
+- repo first seen: `2026-06-22T06:53:20Z`
+- repo last seen: `2026-06-22T09:03:28Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- account age: **925 days**
+- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #46813: [docs] Fix grammar in BLIP visual question answering example](https://github.com/huggingface/transformers/pull/46813) — open
+- [PR #46812: [docs] Improve formatting of DiffusionGemma common caveats](https://github.com/huggingface/transformers/pull/46812) — open
+- [PR #46803: Add CLIP refactor migration note for compatibility guidance](https://github.com/huggingface/transformers/pull/46803) — open
+
 ### `Dovis01`
 
 - profile: [github.com/Dovis01](https://github.com/Dovis01)
@@ -1937,12 +1908,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AVitaliy-Pikalo)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AVitaliy-Pikalo)
 - repo first seen: `2026-06-21T01:56:59Z`
-- repo last seen: `2026-06-21T08:20:03Z`
+- repo last seen: `2026-06-22T06:02:30Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 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: **636 days**
 - recent public PR activity: **19 PRs** (0 merged / 1 closed-unmerged / 18 open; merged rate **0%**, closed-unmerged rate **5%**, open rate **95%**)
 - public orgs: none visible
@@ -1954,6 +1925,32 @@ Example artifacts:
 - [PR #46789: fix(tokenization): guard against IndexError when apply_chat_template …](https://github.com/huggingface/transformers/pull/46789) — open
 - [PR #46788: fix: cast q_offset/kv_offset to int in flex_attention_mask to prevent tensor-type mask shape errors](https://github.com/huggingface/transformers/pull/46788) — open
 
+### `harshaljanjani`
+
+- profile: [github.com/harshaljanjani](https://github.com/harshaljanjani)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshaljanjani)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshaljanjani)
+- repo first seen: `2025-09-17T20:29:13Z`
+- repo last seen: `2026-06-17T08:59:52Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **54**
+- snapshot authored PRs/issues: **34 PRs / 20 issues**
+- snapshot discussion activity: **109 comments / 136 reviews / 136 review comments**
+- account age: **1961 days**
+- recent public PR activity: **18 PRs** (15 merged / 0 closed-unmerged / 3 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #46472: feat[vLLM x v5]: Expose max_source_positions on VibeVoiceAsrConfig](https://github.com/huggingface/transformers/pull/46472) — closed, merged
+- [PR #46400: fix[vLLM x v5]: Default untied embeddings in AudioFlamingo3 and VibeVoice](https://github.com/huggingface/transformers/pull/46400) — closed, merged
+- [PR #45594: fix(utils): Resolve backbone utils test regressions](https://github.com/huggingface/transformers/pull/45594) — closed, merged
+- [Issue #45198: [BUG] Wav2Vec2 wav2vec2-lv-60-espeak-cv-ft: save_pretrained and tokenization fail](https://github.com/huggingface/transformers/issues/45198) — closed
+- [Issue #45072: [BUG][CI] SwitchTransformers and TimmWrapperModel dtype mismatches in bfloat16 inference](https://github.com/huggingface/transformers/issues/45072) — closed
+- [Issue #44898: [BUG] Perceiver image classification (non-default res) fails even with interpolate_pos_encoding=True](https://github.com/huggingface/transformers/issues/44898) — closed
+
 ### `jashshah999`
 
 - profile: [github.com/jashshah999](https://github.com/jashshah999)
@@ -2096,6 +2093,31 @@ Example artifacts:
 - [PR #45625: Add `supports_gradient_checkpointing` to `NemotronHPreTrainedModel`](https://github.com/huggingface/transformers/pull/45625) — closed, merged
 - [PR #44873: Fix VL model rope_deltas batch size mismatch in online RL training](https://github.com/huggingface/transformers/pull/44873) — closed, merged
 
+### `Abineshabee`
+
+- profile: [github.com/Abineshabee](https://github.com/Abineshabee)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbineshabee)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbineshabee)
+- repo first seen: `2026-04-13T08:59:27Z`
+- repo last seen: `2026-05-27T10:52:07Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **3 PRs / 2 issues**
+- snapshot discussion activity: **24 comments / 0 reviews / 0 review comments**
+- account age: **1453 days**
+- recent public PR activity: **7 PRs** (3 merged / 3 closed-unmerged / 1 open; merged rate **43%**, closed-unmerged rate **43%**, open rate **14%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #45860: fix(text-generation): use token-level slicing for return_full_text=Fa…](https://github.com/huggingface/transformers/pull/45860) — closed, merged
+- [PR #45808: 🚨 [Fuyu] Remove FuyuBatchFeature subclass, use BatchFeature with skip_tensor_conversion](https://github.com/huggingface/transformers/pull/45808) — closed, merged
+- [PR #45601: fix: compute auxiliary losses when denoising is disabled in D-FINE](https://github.com/huggingface/transformers/pull/45601) — closed, merged
+- [Issue #45987: [Bug] StaticCache.get_seq_length() returns shape-(1,) Tensor despite -> int contract](https://github.com/huggingface/transformers/issues/45987) — closed
+- [Issue #45803: [Bug] Bare `except:` in FuyuBatchFeature.convert_to_tensors() swallows KeyboardInterrupt and hides real errors](https://github.com/huggingface/transformers/issues/45803) — closed
+
 ### `gante`
 
 - profile: [github.com/gante](https://github.com/gante)
@@ -2201,7 +2223,7 @@ Example artifacts:
 - repo first seen: `2026-06-01T06:07:21Z`
 - repo last seen: `2026-06-11T07:33:43Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **2 PRs / 2 issues**
 - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
@@ -2212,10 +2234,10 @@ Example artifacts:
 - heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46535: Use cached added-token dicts in per-token decode loops](https://github.com/huggingface/transformers/pull/46535) — open
+- [PR #46535: Use cached added-token dicts in per-token decode loops](https://github.com/huggingface/transformers/pull/46535) — closed, merged
 - [PR #46323: Fix convert_tokens_to_ids performance regression for slow tokenizers (#46315)](https://github.com/huggingface/transformers/pull/46323) — closed, merged
 - [Issue #46552: Wav2Vec2CTCTokenizer in v5 treats the word delimiter as a special token, which leaks into get_special_tokens_mask and convert_ids_to_tokens](https://github.com/huggingface/transformers/issues/46552) — open
-- [Issue #46396: `added_tokens_encoder` rebuilds the entire added-token map on every access](https://github.com/huggingface/transformers/issues/46396) — open
+- [Issue #46396: `added_tokens_encoder` rebuilds the entire added-token map on every access](https://github.com/huggingface/transformers/issues/46396) — closed
 
 ### `Bluear7878`
 
@@ -2403,12 +2425,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aavihu111)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aavihu111)
 - repo first seen: `2026-04-29T11:45:47Z`
-- repo last seen: `2026-06-03T14:09:23Z`
+- repo last seen: `2026-06-22T06:48:48Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 16 reviews / 16 review comments**
+- snapshot discussion activity: **3 comments / 16 reviews / 16 review comments**
 - account age: **2928 days**
 - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -3805,28 +3827,6 @@ Example artifacts:
 - [PR #45751: Add nvidia Conformer-CTC](https://github.com/huggingface/transformers/pull/45751) — open
 - [PR #45549: fix: apply channel averaging correctly in audio feature extractors](https://github.com/huggingface/transformers/pull/45549) — open
 
-### `louzongzhi`
-
-- profile: [github.com/louzongzhi](https://github.com/louzongzhi)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alouzongzhi)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alouzongzhi)
-- repo first seen: `2026-04-14T05:14:08Z`
-- repo last seen: `2026-04-26T12:13:55Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 6 reviews / 6 review comments**
-- account age: **1325 days**
-- recent public PR activity: **4 PRs** (1 merged / 2 closed-unmerged / 1 open; merged rate **25%**, closed-unmerged rate **50%**, open rate **25%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #45595: Add unified Cache-layer management for GLM-5 DSA Indexer keys](https://github.com/huggingface/transformers/pull/45595) — closed
-- [PR #45424: Add IndexCache support for GLM5 DSA](https://github.com/huggingface/transformers/pull/45424) — closed, merged
-
 ### `lucianommartins`
 
 - profile: [github.com/lucianommartins](https://github.com/lucianommartins)
@@ -3959,29 +3959,6 @@ Example artifacts:
 - [PR #45695: Support for a new Granite-Speech-Plus model](https://github.com/huggingface/transformers/pull/45695) — closed, merged
 - [PR #44408: Add option to export  encoder hidden states for Granite-speech](https://github.com/huggingface/transformers/pull/44408) — open
 
-### `artem-spector`
-
-- profile: [github.com/artem-spector](https://github.com/artem-spector)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aartem-spector)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aartem-spector)
-- repo first seen: `2026-04-13T13:31:01Z`
-- repo last seen: `2026-05-05T15:29:24Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **1 PRs / 2 issues**
-- snapshot discussion activity: **14 comments / 74 reviews / 74 review comments**
-- account age: **4093 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
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #45597: Add Granite 4.1 Vision (granite4_vision)](https://github.com/huggingface/transformers/pull/45597) — closed, merged
-- [Issue #45600: auto_mappings.py references removed Sam3LiteText configs, breaking CI](https://github.com/huggingface/transformers/issues/45600) — closed
-- [Issue #45405: `MIN_PEFT_VERSION` bumped to 0.18.2 which is not yet released on PyPI](https://github.com/huggingface/transformers/issues/45405) — closed
-
 ### `ir2718`
 
 - profile: [github.com/ir2718](https://github.com/ir2718)
@@ -4034,12 +4011,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aoleksii-tumanov)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aoleksii-tumanov)
 - repo first seen: `2026-04-22T03:12:11Z`
-- repo last seen: `2026-05-31T04:11:41Z`
+- repo last seen: `2026-06-22T10:04:22Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **1 PRs / 2 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 - account age: **4519 days**
 - recent public PR activity: **29 PRs** (16 merged / 7 closed-unmerged / 6 open; merged rate **55%**, closed-unmerged rate **24%**, open rate **21%**)
 - public orgs: `oracle`
@@ -5692,27 +5669,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46158: Add beginner-friendly RAG example](https://github.com/huggingface/transformers/pull/46158) — closed
 
-### `evalstate`
-
-- profile: [github.com/evalstate](https://github.com/evalstate)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aevalstate)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aevalstate)
-- repo first seen: `2026-04-23T11:41:51Z`
-- repo last seen: `2026-04-23T12:02:47Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **5042 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: `modelcontextprotocol`
-- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #45603: [Auto] Pass kwargs to fixed_cross_entropy (cluster-43240-3): merged 2 of 2 PRs](https://github.com/huggingface/transformers/pull/45603) — closed
-
 ### `Exile333`
 
 - profile: [github.com/Exile333](https://github.com/Exile333)
@@ -6341,7 +6297,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46713: feat(model): add bailing v3 model](https://github.com/huggingface/transformers/pull/46713) — open
+- [PR #46713: feat(model): add bailing v2.6 model](https://github.com/huggingface/transformers/pull/46713) — open
 
 ### `Kevin-Li-2025`
 
@@ -7540,6 +7496,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46112: feat: Add support for JetBrains' `Mellum` v2 code generation model](https://github.com/huggingface/transformers/pull/46112) — closed, merged
 
+### `ShamSaleem`
+
+- profile: [github.com/ShamSaleem](https://github.com/ShamSaleem)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AShamSaleem)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AShamSaleem)
+- repo first seen: `2026-06-22T07:57:42Z`
+- repo last seen: `2026-06-22T07:57:42Z`
+- 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: **1520 days**
+- recent public PR activity: **7 PRs** (1 merged / 1 closed-unmerged / 5 open; merged rate **14%**, closed-unmerged rate **14%**, open rate **71%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46807: Fix broken internal links in model documentation](https://github.com/huggingface/transformers/pull/46807) — open
+
 ### `Shanmuk4622`
 
 - profile: [github.com/Shanmuk4622](https://github.com/Shanmuk4622)

new_contributors.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:7805ce23b80120aba8fcbee5c929323dd236fd2ff80c4bd22f1695084007bab3
-size 63879
+oid sha256:5e9cba814209c1699652127f7c557a719437336e2de57077cd2104f2fb60bd6b
+size 63667

pr-scope-clusters.json

@@ -1,7 +1,7 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260622T060015Z",
-  "generated_at": "2026-06-22T06:00:56Z",
+  "snapshot_id": "20260622T120018Z",
+  "generated_at": "2026-06-22T12:02:20Z",
   "cluster_count": 75,
   "pr_scope_clusters": [
     {
@@ -81,7 +81,7 @@
         {
           "left_pr_number": 43651,
           "right_pr_number": 43663,
-          "similarity": 0.534,
+          "similarity": 0.535,
           "content_similarity": 0.395,
           "size_similarity": 0.72,
           "breadth_similarity": 1.0,
@@ -129,7 +129,7 @@
         {
           "left_pr_number": 43651,
           "right_pr_number": 46775,
-          "similarity": 0.52,
+          "similarity": 0.521,
           "content_similarity": 0.351,
           "size_similarity": 0.833,
           "breadth_similarity": 1.0,
@@ -162,7 +162,7 @@
           "left_pr_number": 43663,
           "right_pr_number": 44123,
           "similarity": 0.495,
-          "content_similarity": 0.395,
+          "content_similarity": 0.396,
           "size_similarity": 0.455,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -178,7 +178,7 @@
           "left_pr_number": 44257,
           "right_pr_number": 44660,
           "similarity": 0.482,
-          "content_similarity": 0.259,
+          "content_similarity": 0.26,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -225,7 +225,7 @@
         {
           "left_pr_number": 43636,
           "right_pr_number": 43663,
-          "similarity": 0.457,
+          "similarity": 0.458,
           "content_similarity": 0.345,
           "size_similarity": 0.44,
           "breadth_similarity": 1.0,
@@ -242,7 +242,7 @@
           "left_pr_number": 43663,
           "right_pr_number": 44660,
           "similarity": 0.457,
-          "content_similarity": 0.386,
+          "content_similarity": 0.387,
           "size_similarity": 0.24,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -290,7 +290,7 @@
           "left_pr_number": 43663,
           "right_pr_number": 44189,
           "similarity": 0.442,
-          "content_similarity": 0.383,
+          "content_similarity": 0.384,
           "size_similarity": 0.16,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -386,7 +386,7 @@
           "left_pr_number": 44189,
           "right_pr_number": 46775,
           "similarity": 0.428,
-          "content_similarity": 0.34,
+          "content_similarity": 0.341,
           "size_similarity": 0.267,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -530,7 +530,7 @@
           "left_pr_number": 43636,
           "right_pr_number": 44257,
           "similarity": 0.394,
-          "content_similarity": 0.231,
+          "content_similarity": 0.232,
           "size_similarity": 0.545,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -607,11 +607,11 @@
           ]
         },
         {
-          "left_pr_number": 44257,
-          "right_pr_number": 45055,
-          "similarity": 0.382,
-          "content_similarity": 0.224,
-          "size_similarity": 0.5,
+          "left_pr_number": 45055,
+          "right_pr_number": 45273,
+          "similarity": 0.383,
+          "content_similarity": 0.189,
+          "size_similarity": 0.667,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -623,11 +623,11 @@
           ]
         },
         {
-          "left_pr_number": 45055,
-          "right_pr_number": 45273,
+          "left_pr_number": 44257,
+          "right_pr_number": 45055,
           "similarity": 0.382,
-          "content_similarity": 0.189,
-          "size_similarity": 0.667,
+          "content_similarity": 0.224,
+          "size_similarity": 0.5,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -674,7 +674,7 @@
           "left_pr_number": 44189,
           "right_pr_number": 45273,
           "similarity": 0.377,
-          "content_similarity": 0.217,
+          "content_similarity": 0.218,
           "size_similarity": 0.5,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -753,7 +753,7 @@
         {
           "left_pr_number": 44660,
           "right_pr_number": 45273,
-          "similarity": 0.353,
+          "similarity": 0.354,
           "content_similarity": 0.219,
           "size_similarity": 0.333,
           "breadth_similarity": 1.0,
@@ -770,7 +770,7 @@
           "left_pr_number": 44123,
           "right_pr_number": 44257,
           "similarity": 0.352,
-          "content_similarity": 0.265,
+          "content_similarity": 0.266,
           "size_similarity": 0.109,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -801,7 +801,7 @@
         {
           "left_pr_number": 45273,
           "right_pr_number": 46775,
-          "similarity": 0.347,
+          "similarity": 0.348,
           "content_similarity": 0.254,
           "size_similarity": 0.133,
           "breadth_similarity": 1.0,
@@ -817,7 +817,7 @@
         {
           "left_pr_number": 45067,
           "right_pr_number": 45273,
-          "similarity": 0.343,
+          "similarity": 0.344,
           "content_similarity": 0.259,
           "size_similarity": 0.08,
           "breadth_similarity": 1.0,
@@ -898,7 +898,7 @@
           "left_pr_number": 44123,
           "right_pr_number": 45273,
           "similarity": 0.313,
-          "content_similarity": 0.224,
+          "content_similarity": 0.225,
           "size_similarity": 0.036,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1039,7 +1039,7 @@
         {
           "left_pr_number": 46177,
           "right_pr_number": 46801,
-          "similarity": 0.52,
+          "similarity": 0.521,
           "content_similarity": 0.346,
           "size_similarity": 0.857,
           "breadth_similarity": 1.0,
@@ -1056,7 +1056,7 @@
           "left_pr_number": 45541,
           "right_pr_number": 46177,
           "similarity": 0.498,
-          "content_similarity": 0.386,
+          "content_similarity": 0.387,
           "size_similarity": 0.519,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1149,11 +1149,11 @@
           ]
         },
         {
-          "left_pr_number": 45541,
-          "right_pr_number": 46801,
-          "similarity": 0.485,
-          "content_similarity": 0.383,
-          "size_similarity": 0.444,
+          "left_pr_number": 46177,
+          "right_pr_number": 46789,
+          "similarity": 0.486,
+          "content_similarity": 0.388,
+          "size_similarity": 0.429,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -1165,11 +1165,11 @@
           ]
         },
         {
-          "left_pr_number": 46177,
-          "right_pr_number": 46789,
+          "left_pr_number": 45541,
+          "right_pr_number": 46801,
           "similarity": 0.485,
-          "content_similarity": 0.387,
-          "size_similarity": 0.429,
+          "content_similarity": 0.384,
+          "size_similarity": 0.444,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -1248,7 +1248,7 @@
           "left_pr_number": 46177,
           "right_pr_number": 46793,
           "similarity": 0.386,
-          "content_similarity": 0.327,
+          "content_similarity": 0.328,
           "size_similarity": 0.538,
           "breadth_similarity": 0.375,
           "concentration_similarity": 0.769,
@@ -1264,7 +1264,7 @@
           "left_pr_number": 46791,
           "right_pr_number": 46801,
           "similarity": 0.386,
-          "content_similarity": 0.301,
+          "content_similarity": 0.302,
           "size_similarity": 0.167,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1280,7 +1280,7 @@
           "left_pr_number": 46794,
           "right_pr_number": 46801,
           "similarity": 0.386,
-          "content_similarity": 0.301,
+          "content_similarity": 0.302,
           "size_similarity": 0.167,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1375,7 +1375,7 @@
         {
           "left_pr_number": 46778,
           "right_pr_number": 46793,
-          "similarity": 0.37,
+          "similarity": 0.371,
           "content_similarity": 0.244,
           "size_similarity": 0.538,
           "breadth_similarity": 0.75,
@@ -1474,7 +1474,7 @@
           "left_pr_number": 46177,
           "right_pr_number": 46753,
           "similarity": 0.312,
-          "content_similarity": 0.171,
+          "content_similarity": 0.172,
           "size_similarity": 0.714,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.7,
@@ -1689,7 +1689,7 @@
           "left_pr_number": 46554,
           "right_pr_number": 46558,
           "similarity": 0.825,
-          "content_similarity": 0.94,
+          "content_similarity": 0.941,
           "size_similarity": 0.111,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1704,8 +1704,8 @@
         {
           "left_pr_number": 46504,
           "right_pr_number": 46716,
-          "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,
@@ -1718,8 +1718,8 @@
         {
           "left_pr_number": 46504,
           "right_pr_number": 46747,
-          "similarity": 0.378,
-          "content_similarity": 0.111,
+          "similarity": 0.377,
+          "content_similarity": 0.11,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1732,8 +1732,8 @@
         {
           "left_pr_number": 46504,
           "right_pr_number": 46558,
-          "similarity": 0.362,
-          "content_similarity": 0.088,
+          "similarity": 0.361,
+          "content_similarity": 0.087,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1746,8 +1746,8 @@
         {
           "left_pr_number": 46504,
           "right_pr_number": 46563,
-          "similarity": 0.337,
-          "content_similarity": 0.124,
+          "similarity": 0.336,
+          "content_similarity": 0.122,
           "size_similarity": 0.667,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1760,8 +1760,8 @@
         {
           "left_pr_number": 46504,
           "right_pr_number": 46554,
-          "similarity": 0.261,
-          "content_similarity": 0.134,
+          "similarity": 0.259,
+          "content_similarity": 0.132,
           "size_similarity": 0.111,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2103,172 +2103,175 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-41606-6",
+      "cluster_id": "pr-scope-44974-6",
       "pr_numbers": [
-        41606,
-        42668,
-        44543,
-        45422,
-        45627,
-        46161
+        44974,
+        45421,
+        45635,
+        45996,
+        46651,
+        46763
       ],
-      "representative_pr_number": 45627,
-      "average_similarity": 0.425,
-      "summary": "6 open PRs share weighted file overlap around `src/transformers/processing_utils.py`, `tests/test_processing_common.py`, `tests/models/auto/test_processor_auto.py`; representative PR #45627.",
+      "representative_pr_number": 45635,
+      "average_similarity": 0.434,
+      "summary": "6 open PRs share weighted file overlap around `tests/utils/test_core_model_loading.py`, `src/transformers/core_model_loading.py`, `tests/test_modeling_common.py`; representative PR #45635.",
       "shared_filenames": [
-        "src/transformers/processing_utils.py",
-        "tests/test_processing_common.py",
-        "tests/models/auto/test_processor_auto.py"
+        "tests/utils/test_core_model_loading.py",
+        "src/transformers/core_model_loading.py",
+        "tests/test_modeling_common.py"
       ],
       "shared_directories": [
         "src/transformers",
         "tests",
         "src",
-        "tests/models/auto",
-        "tests/models"
+        "tests/utils",
+        "src/transformers/integrations"
       ],
       "pairwise": [
         {
-          "left_pr_number": 41606,
-          "right_pr_number": 44543,
-          "similarity": 0.682,
-          "content_similarity": 0.658,
-          "size_similarity": 0.583,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.683,
+          "left_pr_number": 44974,
+          "right_pr_number": 45635,
+          "similarity": 0.717,
+          "content_similarity": 0.718,
+          "size_similarity": 0.59,
+          "breadth_similarity": 0.8,
+          "concentration_similarity": 0.929,
           "shared_filenames": [
-            "src/transformers/processing_utils.py",
-            "tests/test_processing_common.py"
+            "src/transformers/core_model_loading.py",
+            "tests/utils/test_core_model_loading.py"
           ],
           "shared_directories": [
             "src/transformers",
+            "tests/utils",
             "src",
             "tests"
           ]
         },
         {
-          "left_pr_number": 45627,
-          "right_pr_number": 46161,
-          "similarity": 0.67,
-          "content_similarity": 0.584,
-          "size_similarity": 0.747,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.985,
+          "left_pr_number": 45635,
+          "right_pr_number": 45996,
+          "similarity": 0.652,
+          "content_similarity": 0.599,
+          "size_similarity": 0.714,
+          "breadth_similarity": 0.875,
+          "concentration_similarity": 0.758,
           "shared_filenames": [
-            "src/transformers/processing_utils.py",
-            "tests/models/auto/test_processor_auto.py"
+            "src/transformers/core_model_loading.py",
+            "tests/utils/test_core_model_loading.py"
           ],
           "shared_directories": [
-            "tests/models/auto",
             "src/transformers",
-            "tests/models",
+            "tests/utils",
             "src",
             "tests"
           ]
         },
         {
-          "left_pr_number": 42668,
-          "right_pr_number": 45627,
-          "similarity": 0.657,
-          "content_similarity": 0.8,
-          "size_similarity": 0.189,
-          "breadth_similarity": 0.216,
-          "concentration_similarity": 0.952,
+          "left_pr_number": 46651,
+          "right_pr_number": 46763,
+          "similarity": 0.602,
+          "content_similarity": 0.433,
+          "size_similarity": 1.0,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.965,
           "shared_filenames": [
-            "src/transformers/processing_utils.py",
-            "tests/models/auto/test_processor_auto.py"
+            "tests/utils/test_core_model_loading.py"
           ],
           "shared_directories": [
-            "tests/models/auto",
             "src/transformers",
-            "tests/models",
+            "tests/utils",
             "src",
             "tests"
           ]
         },
         {
-          "left_pr_number": 42668,
-          "right_pr_number": 46161,
-          "similarity": 0.569,
-          "content_similarity": 0.661,
-          "size_similarity": 0.253,
-          "breadth_similarity": 0.216,
-          "concentration_similarity": 0.937,
+          "left_pr_number": 44974,
+          "right_pr_number": 45996,
+          "similarity": 0.578,
+          "content_similarity": 0.548,
+          "size_similarity": 0.422,
+          "breadth_similarity": 0.9,
+          "concentration_similarity": 0.829,
           "shared_filenames": [
-            "src/transformers/processing_utils.py",
-            "tests/models/auto/test_processor_auto.py"
+            "src/transformers/core_model_loading.py",
+            "tests/utils/test_core_model_loading.py"
           ],
           "shared_directories": [
-            "tests/models/auto",
+            "src/transformers/integrations",
             "src/transformers",
-            "tests/models",
+            "tests/utils",
             "src",
             "tests"
           ]
         },
         {
-          "left_pr_number": 41606,
-          "right_pr_number": 45422,
-          "similarity": 0.512,
-          "content_similarity": 0.439,
-          "size_similarity": 0.569,
-          "breadth_similarity": 0.75,
-          "concentration_similarity": 0.881,
+          "left_pr_number": 45996,
+          "right_pr_number": 46763,
+          "similarity": 0.481,
+          "content_similarity": 0.489,
+          "size_similarity": 0.265,
+          "breadth_similarity": 0.583,
+          "concentration_similarity": 0.818,
           "shared_filenames": [
-            "src/transformers/processing_utils.py",
-            "tests/test_processing_common.py"
+            "tests/utils/test_core_model_loading.py"
           ],
           "shared_directories": [
+            "src/transformers/integrations",
             "src/transformers",
+            "tests/utils",
             "src",
             "tests"
           ]
         },
         {
-          "left_pr_number": 44543,
-          "right_pr_number": 45422,
-          "similarity": 0.495,
-          "content_similarity": 0.472,
-          "size_similarity": 0.331,
-          "breadth_similarity": 0.75,
-          "concentration_similarity": 0.802,
+          "left_pr_number": 45635,
+          "right_pr_number": 46651,
+          "similarity": 0.478,
+          "content_similarity": 0.478,
+          "size_similarity": 0.189,
+          "breadth_similarity": 0.667,
+          "concentration_similarity": 0.976,
           "shared_filenames": [
-            "src/transformers/processing_utils.py",
-            "tests/test_processing_common.py"
+            "src/transformers/core_model_loading.py",
+            "tests/utils/test_core_model_loading.py"
           ],
           "shared_directories": [
             "src/transformers",
+            "tests/utils",
             "src",
             "tests"
           ]
         },
         {
-          "left_pr_number": 44543,
-          "right_pr_number": 46161,
-          "similarity": 0.377,
-          "content_similarity": 0.205,
-          "size_similarity": 0.566,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.97,
+          "left_pr_number": 45996,
+          "right_pr_number": 46651,
+          "similarity": 0.477,
+          "content_similarity": 0.486,
+          "size_similarity": 0.265,
+          "breadth_similarity": 0.583,
+          "concentration_similarity": 0.783,
           "shared_filenames": [
-            "src/transformers/processing_utils.py"
+            "src/transformers/core_model_loading.py",
+            "tests/utils/test_core_model_loading.py"
           ],
           "shared_directories": [
             "src/transformers",
+            "tests/utils",
             "src",
             "tests"
           ]
         },
         {
-          "left_pr_number": 41606,
-          "right_pr_number": 46161,
-          "similarity": 0.358,
-          "content_similarity": 0.11,
-          "size_similarity": 0.971,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.712,
+          "left_pr_number": 45421,
+          "right_pr_number": 45635,
+          "similarity": 0.462,
+          "content_similarity": 0.375,
+          "size_similarity": 0.803,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.586,
           "shared_filenames": [
-            "src/transformers/processing_utils.py"
+            "src/transformers/core_model_loading.py",
+            "tests/test_modeling_common.py"
           ],
           "shared_directories": [
             "src/transformers",
@@ -2277,15 +2280,15 @@
           ]
         },
         {
-          "left_pr_number": 44543,
-          "right_pr_number": 45627,
-          "similarity": 0.35,
-          "content_similarity": 0.196,
-          "size_similarity": 0.423,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.985,
+          "left_pr_number": 44974,
+          "right_pr_number": 45421,
+          "similarity": 0.419,
+          "content_similarity": 0.299,
+          "size_similarity": 0.735,
+          "breadth_similarity": 0.667,
+          "concentration_similarity": 0.657,
           "shared_filenames": [
-            "src/transformers/processing_utils.py"
+            "src/transformers/core_model_loading.py"
           ],
           "shared_directories": [
             "src/transformers",
@@ -2294,50 +2297,53 @@
           ]
         },
         {
-          "left_pr_number": 42668,
-          "right_pr_number": 44543,
-          "similarity": 0.341,
-          "content_similarity": 0.292,
-          "size_similarity": 0.446,
-          "breadth_similarity": 0.216,
-          "concentration_similarity": 0.967,
+          "left_pr_number": 44974,
+          "right_pr_number": 46651,
+          "similarity": 0.405,
+          "content_similarity": 0.41,
+          "size_similarity": 0.112,
+          "breadth_similarity": 0.533,
+          "concentration_similarity": 0.954,
           "shared_filenames": [
-            "src/transformers/processing_utils.py",
-            "tests/test_processing_common.py"
+            "src/transformers/core_model_loading.py",
+            "tests/utils/test_core_model_loading.py"
           ],
           "shared_directories": [
             "src/transformers",
+            "tests/utils",
             "src",
             "tests"
           ]
         },
         {
-          "left_pr_number": 41606,
-          "right_pr_number": 45627,
-          "similarity": 0.317,
-          "content_similarity": 0.105,
-          "size_similarity": 0.725,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.697,
+          "left_pr_number": 44974,
+          "right_pr_number": 46763,
+          "similarity": 0.352,
+          "content_similarity": 0.331,
+          "size_similarity": 0.112,
+          "breadth_similarity": 0.533,
+          "concentration_similarity": 0.989,
           "shared_filenames": [
-            "src/transformers/processing_utils.py"
+            "tests/utils/test_core_model_loading.py"
           ],
           "shared_directories": [
+            "src/transformers/integrations",
             "src/transformers",
+            "tests/utils",
             "src",
             "tests"
           ]
         },
         {
-          "left_pr_number": 45422,
-          "right_pr_number": 45627,
-          "similarity": 0.301,
-          "content_similarity": 0.096,
-          "size_similarity": 0.784,
-          "breadth_similarity": 0.75,
-          "concentration_similarity": 0.816,
+          "left_pr_number": 45421,
+          "right_pr_number": 45996,
+          "similarity": 0.321,
+          "content_similarity": 0.193,
+          "size_similarity": 0.573,
+          "breadth_similarity": 0.583,
+          "concentration_similarity": 0.828,
           "shared_filenames": [
-            "src/transformers/processing_utils.py"
+            "src/transformers/core_model_loading.py"
           ],
           "shared_directories": [
             "src/transformers",
@@ -2346,33 +2352,33 @@
           ]
         },
         {
-          "left_pr_number": 45422,
-          "right_pr_number": 46161,
-          "similarity": 0.275,
-          "content_similarity": 0.101,
-          "size_similarity": 0.586,
-          "breadth_similarity": 0.75,
-          "concentration_similarity": 0.831,
+          "left_pr_number": 45635,
+          "right_pr_number": 46763,
+          "similarity": 0.299,
+          "content_similarity": 0.224,
+          "size_similarity": 0.189,
+          "breadth_similarity": 0.667,
+          "concentration_similarity": 0.94,
           "shared_filenames": [
-            "src/transformers/processing_utils.py"
+            "tests/utils/test_core_model_loading.py"
           ],
           "shared_directories": [
             "src/transformers",
+            "tests/utils",
             "src",
             "tests"
           ]
         },
         {
-          "left_pr_number": 41606,
-          "right_pr_number": 42668,
-          "similarity": 0.268,
-          "content_similarity": 0.25,
-          "size_similarity": 0.26,
-          "breadth_similarity": 0.216,
-          "concentration_similarity": 0.649,
+          "left_pr_number": 45421,
+          "right_pr_number": 46651,
+          "similarity": 0.172,
+          "content_similarity": 0.121,
+          "size_similarity": 0.152,
+          "breadth_similarity": 0.333,
+          "concentration_similarity": 0.611,
           "shared_filenames": [
-            "src/transformers/processing_utils.py",
-            "tests/test_processing_common.py"
+            "src/transformers/core_model_loading.py"
           ],
           "shared_directories": [
             "src/transformers",
@@ -2381,17 +2387,14 @@
           ]
         },
         {
-          "left_pr_number": 42668,
-          "right_pr_number": 45422,
-          "similarity": 0.2,
-          "content_similarity": 0.155,
-          "size_similarity": 0.148,
-          "breadth_similarity": 0.307,
-          "concentration_similarity": 0.768,
-          "shared_filenames": [
-            "src/transformers/processing_utils.py",
-            "tests/test_processing_common.py"
-          ],
+          "left_pr_number": 45421,
+          "right_pr_number": 46763,
+          "similarity": 0.101,
+          "content_similarity": 0.018,
+          "size_similarity": 0.152,
+          "breadth_similarity": 0.333,
+          "concentration_similarity": 0.646,
+          "shared_filenames": [],
           "shared_directories": [
             "src/transformers",
             "src",
@@ -2401,214 +2404,297 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-44974-5",
+      "cluster_id": "pr-scope-41606-6",
       "pr_numbers": [
-        44974,
-        45635,
-        45996,
-        46651,
-        46763
+        41606,
+        42668,
+        44543,
+        45422,
+        45627,
+        46161
       ],
-      "representative_pr_number": 45996,
-      "average_similarity": 0.504,
-      "summary": "5 open PRs share weighted file overlap around `tests/utils/test_core_model_loading.py`, `src/transformers/core_model_loading.py`; representative PR #45996.",
+      "representative_pr_number": 45627,
+      "average_similarity": 0.425,
+      "summary": "6 open PRs share weighted file overlap around `src/transformers/processing_utils.py`, `tests/test_processing_common.py`, `tests/models/auto/test_processor_auto.py`; representative PR #45627.",
       "shared_filenames": [
-        "tests/utils/test_core_model_loading.py",
-        "src/transformers/core_model_loading.py"
+        "src/transformers/processing_utils.py",
+        "tests/test_processing_common.py",
+        "tests/models/auto/test_processor_auto.py"
       ],
       "shared_directories": [
-        "tests/utils",
         "src/transformers",
         "tests",
         "src",
-        "src/transformers/integrations"
+        "tests/models/auto",
+        "tests/models"
       ],
       "pairwise": [
         {
-          "left_pr_number": 44974,
-          "right_pr_number": 45635,
-          "similarity": 0.718,
-          "content_similarity": 0.718,
-          "size_similarity": 0.59,
-          "breadth_similarity": 0.8,
-          "concentration_similarity": 0.929,
+          "left_pr_number": 41606,
+          "right_pr_number": 44543,
+          "similarity": 0.682,
+          "content_similarity": 0.658,
+          "size_similarity": 0.583,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.683,
           "shared_filenames": [
-            "src/transformers/core_model_loading.py",
-            "tests/utils/test_core_model_loading.py"
+            "src/transformers/processing_utils.py",
+            "tests/test_processing_common.py"
           ],
           "shared_directories": [
             "src/transformers",
-            "tests/utils",
             "src",
             "tests"
           ]
         },
         {
-          "left_pr_number": 45635,
-          "right_pr_number": 45996,
-          "similarity": 0.652,
-          "content_similarity": 0.599,
-          "size_similarity": 0.714,
-          "breadth_similarity": 0.875,
-          "concentration_similarity": 0.758,
+          "left_pr_number": 45627,
+          "right_pr_number": 46161,
+          "similarity": 0.671,
+          "content_similarity": 0.585,
+          "size_similarity": 0.747,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.985,
           "shared_filenames": [
-            "src/transformers/core_model_loading.py",
-            "tests/utils/test_core_model_loading.py"
+            "src/transformers/processing_utils.py",
+            "tests/models/auto/test_processor_auto.py"
           ],
           "shared_directories": [
+            "tests/models/auto",
             "src/transformers",
-            "tests/utils",
+            "tests/models",
             "src",
             "tests"
           ]
         },
         {
-          "left_pr_number": 46651,
-          "right_pr_number": 46763,
-          "similarity": 0.602,
-          "content_similarity": 0.434,
-          "size_similarity": 1.0,
+          "left_pr_number": 42668,
+          "right_pr_number": 45627,
+          "similarity": 0.657,
+          "content_similarity": 0.8,
+          "size_similarity": 0.189,
+          "breadth_similarity": 0.216,
+          "concentration_similarity": 0.952,
+          "shared_filenames": [
+            "src/transformers/processing_utils.py",
+            "tests/models/auto/test_processor_auto.py"
+          ],
+          "shared_directories": [
+            "tests/models/auto",
+            "src/transformers",
+            "tests/models",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 42668,
+          "right_pr_number": 46161,
+          "similarity": 0.569,
+          "content_similarity": 0.661,
+          "size_similarity": 0.253,
+          "breadth_similarity": 0.216,
+          "concentration_similarity": 0.937,
+          "shared_filenames": [
+            "src/transformers/processing_utils.py",
+            "tests/models/auto/test_processor_auto.py"
+          ],
+          "shared_directories": [
+            "tests/models/auto",
+            "src/transformers",
+            "tests/models",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 41606,
+          "right_pr_number": 45422,
+          "similarity": 0.512,
+          "content_similarity": 0.44,
+          "size_similarity": 0.569,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 0.881,
+          "shared_filenames": [
+            "src/transformers/processing_utils.py",
+            "tests/test_processing_common.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 44543,
+          "right_pr_number": 45422,
+          "similarity": 0.495,
+          "content_similarity": 0.472,
+          "size_similarity": 0.331,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 0.802,
+          "shared_filenames": [
+            "src/transformers/processing_utils.py",
+            "tests/test_processing_common.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 44543,
+          "right_pr_number": 46161,
+          "similarity": 0.377,
+          "content_similarity": 0.205,
+          "size_similarity": 0.566,
           "breadth_similarity": 1.0,
-          "concentration_similarity": 0.965,
+          "concentration_similarity": 0.97,
           "shared_filenames": [
-            "tests/utils/test_core_model_loading.py"
+            "src/transformers/processing_utils.py"
           ],
           "shared_directories": [
             "src/transformers",
-            "tests/utils",
             "src",
             "tests"
           ]
         },
         {
-          "left_pr_number": 44974,
-          "right_pr_number": 45996,
-          "similarity": 0.578,
-          "content_similarity": 0.548,
-          "size_similarity": 0.422,
-          "breadth_similarity": 0.9,
-          "concentration_similarity": 0.829,
+          "left_pr_number": 41606,
+          "right_pr_number": 46161,
+          "similarity": 0.359,
+          "content_similarity": 0.111,
+          "size_similarity": 0.971,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.712,
           "shared_filenames": [
-            "src/transformers/core_model_loading.py",
-            "tests/utils/test_core_model_loading.py"
+            "src/transformers/processing_utils.py"
           ],
           "shared_directories": [
-            "src/transformers/integrations",
             "src/transformers",
-            "tests/utils",
             "src",
             "tests"
           ]
         },
         {
-          "left_pr_number": 45996,
-          "right_pr_number": 46763,
-          "similarity": 0.482,
-          "content_similarity": 0.49,
-          "size_similarity": 0.265,
-          "breadth_similarity": 0.583,
-          "concentration_similarity": 0.818,
+          "left_pr_number": 44543,
+          "right_pr_number": 45627,
+          "similarity": 0.35,
+          "content_similarity": 0.196,
+          "size_similarity": 0.423,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.985,
           "shared_filenames": [
-            "tests/utils/test_core_model_loading.py"
+            "src/transformers/processing_utils.py"
           ],
           "shared_directories": [
-            "src/transformers/integrations",
             "src/transformers",
-            "tests/utils",
             "src",
             "tests"
           ]
         },
         {
-          "left_pr_number": 45635,
-          "right_pr_number": 46651,
-          "similarity": 0.479,
-          "content_similarity": 0.478,
-          "size_similarity": 0.189,
-          "breadth_similarity": 0.667,
-          "concentration_similarity": 0.976,
+          "left_pr_number": 42668,
+          "right_pr_number": 44543,
+          "similarity": 0.341,
+          "content_similarity": 0.292,
+          "size_similarity": 0.446,
+          "breadth_similarity": 0.216,
+          "concentration_similarity": 0.967,
           "shared_filenames": [
-            "src/transformers/core_model_loading.py",
-            "tests/utils/test_core_model_loading.py"
+            "src/transformers/processing_utils.py",
+            "tests/test_processing_common.py"
           ],
           "shared_directories": [
             "src/transformers",
-            "tests/utils",
             "src",
             "tests"
           ]
         },
         {
-          "left_pr_number": 45996,
-          "right_pr_number": 46651,
-          "similarity": 0.477,
-          "content_similarity": 0.486,
-          "size_similarity": 0.265,
-          "breadth_similarity": 0.583,
-          "concentration_similarity": 0.783,
+          "left_pr_number": 41606,
+          "right_pr_number": 45627,
+          "similarity": 0.317,
+          "content_similarity": 0.105,
+          "size_similarity": 0.725,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.697,
           "shared_filenames": [
-            "src/transformers/core_model_loading.py",
-            "tests/utils/test_core_model_loading.py"
+            "src/transformers/processing_utils.py"
           ],
           "shared_directories": [
             "src/transformers",
-            "tests/utils",
             "src",
             "tests"
           ]
         },
         {
-          "left_pr_number": 44974,
-          "right_pr_number": 46651,
-          "similarity": 0.405,
-          "content_similarity": 0.41,
-          "size_similarity": 0.112,
-          "breadth_similarity": 0.533,
-          "concentration_similarity": 0.954,
+          "left_pr_number": 45422,
+          "right_pr_number": 45627,
+          "similarity": 0.301,
+          "content_similarity": 0.097,
+          "size_similarity": 0.784,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 0.816,
           "shared_filenames": [
-            "src/transformers/core_model_loading.py",
-            "tests/utils/test_core_model_loading.py"
+            "src/transformers/processing_utils.py"
           ],
           "shared_directories": [
             "src/transformers",
-            "tests/utils",
             "src",
             "tests"
           ]
         },
         {
-          "left_pr_number": 44974,
-          "right_pr_number": 46763,
-          "similarity": 0.352,
-          "content_similarity": 0.332,
-          "size_similarity": 0.112,
-          "breadth_similarity": 0.533,
-          "concentration_similarity": 0.989,
+          "left_pr_number": 45422,
+          "right_pr_number": 46161,
+          "similarity": 0.276,
+          "content_similarity": 0.102,
+          "size_similarity": 0.586,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 0.831,
           "shared_filenames": [
-            "tests/utils/test_core_model_loading.py"
+            "src/transformers/processing_utils.py"
           ],
           "shared_directories": [
-            "src/transformers/integrations",
             "src/transformers",
-            "tests/utils",
             "src",
             "tests"
           ]
         },
         {
-          "left_pr_number": 45635,
-          "right_pr_number": 46763,
-          "similarity": 0.299,
-          "content_similarity": 0.224,
-          "size_similarity": 0.189,
-          "breadth_similarity": 0.667,
-          "concentration_similarity": 0.94,
+          "left_pr_number": 41606,
+          "right_pr_number": 42668,
+          "similarity": 0.268,
+          "content_similarity": 0.25,
+          "size_similarity": 0.26,
+          "breadth_similarity": 0.216,
+          "concentration_similarity": 0.649,
           "shared_filenames": [
-            "tests/utils/test_core_model_loading.py"
+            "src/transformers/processing_utils.py",
+            "tests/test_processing_common.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 42668,
+          "right_pr_number": 45422,
+          "similarity": 0.2,
+          "content_similarity": 0.156,
+          "size_similarity": 0.148,
+          "breadth_similarity": 0.307,
+          "concentration_similarity": 0.768,
+          "shared_filenames": [
+            "src/transformers/processing_utils.py",
+            "tests/test_processing_common.py"
           ],
           "shared_directories": [
             "src/transformers",
-            "tests/utils",
             "src",
             "tests"
           ]
@@ -2766,7 +2852,7 @@
         {
           "left_pr_number": 44547,
           "right_pr_number": 46696,
-          "similarity": 0.395,
+          "similarity": 0.396,
           "content_similarity": 0.265,
           "size_similarity": 0.4,
           "breadth_similarity": 1.0,
@@ -2864,8 +2950,8 @@
         {
           "left_pr_number": 32189,
           "right_pr_number": 42655,
-          "similarity": 0.458,
-          "content_similarity": 0.493,
+          "similarity": 0.457,
+          "content_similarity": 0.491,
           "size_similarity": 0.231,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.568,
@@ -2882,8 +2968,8 @@
         {
           "left_pr_number": 42655,
           "right_pr_number": 46124,
-          "similarity": 0.401,
-          "content_similarity": 0.451,
+          "similarity": 0.4,
+          "content_similarity": 0.45,
           "size_similarity": 0.038,
           "breadth_similarity": 0.417,
           "concentration_similarity": 0.753,
@@ -2938,8 +3024,8 @@
         {
           "left_pr_number": 42655,
           "right_pr_number": 46790,
-          "similarity": 0.37,
-          "content_similarity": 0.399,
+          "similarity": 0.369,
+          "content_similarity": 0.397,
           "size_similarity": 0.041,
           "breadth_similarity": 0.417,
           "concentration_similarity": 0.87,
@@ -2958,8 +3044,8 @@
         {
           "left_pr_number": 42655,
           "right_pr_number": 46735,
-          "similarity": 0.319,
-          "content_similarity": 0.319,
+          "similarity": 0.318,
+          "content_similarity": 0.318,
           "size_similarity": 0.082,
           "breadth_similarity": 0.417,
           "concentration_similarity": 0.837,
@@ -3020,7 +3106,7 @@
         46564
       ],
       "representative_pr_number": 42975,
-      "average_similarity": 0.54,
+      "average_similarity": 0.539,
       "summary": "4 open PRs share weighted file overlap around `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`, `.github/workflows/build-past-ci-docker-images.yml`; representative PR #42975.",
       "shared_filenames": [
         ".github/workflows/build-docker-images.yml",
@@ -3040,7 +3126,7 @@
         {
           "left_pr_number": 42975,
           "right_pr_number": 46564,
-          "similarity": 0.669,
+          "similarity": 0.668,
           "content_similarity": 0.706,
           "size_similarity": 0.202,
           "breadth_similarity": 0.939,
@@ -3066,7 +3152,7 @@
           "left_pr_number": 42975,
           "right_pr_number": 45077,
           "similarity": 0.66,
-          "content_similarity": 0.596,
+          "content_similarity": 0.595,
           "size_similarity": 0.731,
           "breadth_similarity": 0.833,
           "concentration_similarity": 1.0,
@@ -3091,7 +3177,7 @@
           "left_pr_number": 42976,
           "right_pr_number": 46564,
           "similarity": 0.564,
-          "content_similarity": 0.539,
+          "content_similarity": 0.538,
           "size_similarity": 0.5,
           "breadth_similarity": 0.621,
           "concentration_similarity": 1.0,
@@ -3112,8 +3198,8 @@
         {
           "left_pr_number": 45077,
           "right_pr_number": 46564,
-          "similarity": 0.478,
-          "content_similarity": 0.454,
+          "similarity": 0.477,
+          "content_similarity": 0.453,
           "size_similarity": 0.147,
           "breadth_similarity": 0.879,
           "concentration_similarity": 1.0,
@@ -3137,8 +3223,8 @@
         {
           "left_pr_number": 42976,
           "right_pr_number": 45077,
-          "similarity": 0.473,
-          "content_similarity": 0.494,
+          "similarity": 0.472,
+          "content_similarity": 0.493,
           "size_similarity": 0.074,
           "breadth_similarity": 0.659,
           "concentration_similarity": 1.0,
@@ -3157,8 +3243,8 @@
         {
           "left_pr_number": 42975,
           "right_pr_number": 42976,
-          "similarity": 0.396,
-          "content_similarity": 0.386,
+          "similarity": 0.395,
+          "content_similarity": 0.384,
           "size_similarity": 0.101,
           "breadth_similarity": 0.606,
           "concentration_similarity": 1.0,
@@ -3201,7 +3287,7 @@
         {
           "left_pr_number": 34667,
           "right_pr_number": 45985,
-          "similarity": 0.588,
+          "similarity": 0.589,
           "content_similarity": 0.469,
           "size_similarity": 0.733,
           "breadth_similarity": 1.0,
@@ -3269,7 +3355,7 @@
         {
           "left_pr_number": 34667,
           "right_pr_number": 44872,
-          "similarity": 0.423,
+          "similarity": 0.424,
           "content_similarity": 0.332,
           "size_similarity": 0.273,
           "breadth_similarity": 1.0,
@@ -3311,7 +3397,7 @@
         46642
       ],
       "representative_pr_number": 45438,
-      "average_similarity": 0.478,
+      "average_similarity": 0.48,
       "summary": "4 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",
@@ -3334,8 +3420,8 @@
         {
           "left_pr_number": 45294,
           "right_pr_number": 45438,
-          "similarity": 0.75,
-          "content_similarity": 0.768,
+          "similarity": 0.752,
+          "content_similarity": 0.77,
           "size_similarity": 0.42,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.989,
@@ -3362,8 +3448,8 @@
         {
           "left_pr_number": 45294,
           "right_pr_number": 45883,
-          "similarity": 0.539,
-          "content_similarity": 0.458,
+          "similarity": 0.543,
+          "content_similarity": 0.465,
           "size_similarity": 0.933,
           "breadth_similarity": 0.325,
           "concentration_similarity": 0.908,
@@ -3381,8 +3467,8 @@
         {
           "left_pr_number": 45438,
           "right_pr_number": 45883,
-          "similarity": 0.534,
-          "content_similarity": 0.568,
+          "similarity": 0.54,
+          "content_similarity": 0.575,
           "size_similarity": 0.392,
           "breadth_similarity": 0.325,
           "concentration_similarity": 0.92,
@@ -3400,8 +3486,8 @@
         {
           "left_pr_number": 45438,
           "right_pr_number": 46642,
-          "similarity": 0.41,
-          "content_similarity": 0.292,
+          "similarity": 0.411,
+          "content_similarity": 0.293,
           "size_similarity": 0.759,
           "breadth_similarity": 0.65,
           "concentration_similarity": 0.529,
@@ -3421,8 +3507,8 @@
         {
           "left_pr_number": 45294,
           "right_pr_number": 46642,
-          "similarity": 0.332,
-          "content_similarity": 0.275,
+          "similarity": 0.333,
+          "content_similarity": 0.276,
           "size_similarity": 0.318,
           "breadth_similarity": 0.65,
           "concentration_similarity": 0.54,
@@ -3442,8 +3528,8 @@
         {
           "left_pr_number": 45883,
           "right_pr_number": 46642,
-          "similarity": 0.301,
-          "content_similarity": 0.306,
+          "similarity": 0.303,
+          "content_similarity": 0.308,
           "size_similarity": 0.297,
           "breadth_similarity": 0.2,
           "concentration_similarity": 0.448,
@@ -3755,113 +3841,33 @@
         {
           "left_pr_number": 45932,
           "right_pr_number": 46174,
-          "similarity": 0.59,
+          "similarity": 0.591,
           "content_similarity": 0.628,
           "size_similarity": 0.248,
           "breadth_similarity": 0.679,
           "concentration_similarity": 0.916,
           "shared_filenames": [
-            "src/transformers/models/aimv2/modeling_aimv2.py",
-            "src/transformers/models/d_fine/modeling_d_fine.py",
-            "src/transformers/models/deimv2/modeling_deimv2.py",
-            "src/transformers/models/pp_doclayout_v2/modeling_pp_doclayout_v2.py",
-            "src/transformers/models/pp_doclayout_v3/modeling_pp_doclayout_v3.py",
-            "src/transformers/models/rt_detr/modeling_rt_detr.py",
-            "src/transformers/models/rt_detr_v2/modeling_rt_detr_v2.py",
-            "src/transformers/models/vit_mae/modeling_vit_mae.py",
-            "src/transformers/models/vit_mae/modular_vit_mae.py"
-          ],
-          "shared_directories": [
-            "src/transformers/models/aimv2",
-            "src/transformers/models/d_fine",
-            "src/transformers/models/deimv2",
-            "src/transformers/models/pp_doclayout_v2",
-            "src/transformers/models/pp_doclayout_v3",
-            "src/transformers/models/rt_detr",
-            "src/transformers/models/rt_detr_v2",
-            "src/transformers/models/vit_mae",
-            "src/transformers/models",
-            "src/transformers"
-          ]
-        }
-      ]
-    },
-    {
-      "cluster_id": "pr-scope-43875-3",
-      "pr_numbers": [
-        43875,
-        46748,
-        46781
-      ],
-      "representative_pr_number": 46781,
-      "average_similarity": 0.674,
-      "summary": "3 open PRs share weighted file overlap around `tests/utils/test_cache_utils.py`, `src/transformers/cache_utils.py`; representative PR #46781.",
-      "shared_filenames": [
-        "tests/utils/test_cache_utils.py",
-        "src/transformers/cache_utils.py"
-      ],
-      "shared_directories": [
-        "tests/utils",
-        "src/transformers",
-        "tests",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 46748,
-          "right_pr_number": 46781,
-          "similarity": 0.807,
-          "content_similarity": 0.804,
-          "size_similarity": 0.661,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.906,
-          "shared_filenames": [
-            "src/transformers/cache_utils.py",
-            "tests/utils/test_cache_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "tests/utils",
-            "src",
-            "tests"
-          ]
-        },
-        {
-          "left_pr_number": 43875,
-          "right_pr_number": 46781,
-          "similarity": 0.629,
-          "content_similarity": 0.524,
-          "size_similarity": 0.756,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.971,
-          "shared_filenames": [
-            "src/transformers/cache_utils.py",
-            "tests/utils/test_cache_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "tests/utils",
-            "src",
-            "tests"
-          ]
-        },
-        {
-          "left_pr_number": 43875,
-          "right_pr_number": 46748,
-          "similarity": 0.585,
-          "content_similarity": 0.519,
-          "size_similarity": 0.5,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.935,
-          "shared_filenames": [
-            "src/transformers/cache_utils.py",
-            "tests/utils/test_cache_utils.py"
+            "src/transformers/models/aimv2/modeling_aimv2.py",
+            "src/transformers/models/d_fine/modeling_d_fine.py",
+            "src/transformers/models/deimv2/modeling_deimv2.py",
+            "src/transformers/models/pp_doclayout_v2/modeling_pp_doclayout_v2.py",
+            "src/transformers/models/pp_doclayout_v3/modeling_pp_doclayout_v3.py",
+            "src/transformers/models/rt_detr/modeling_rt_detr.py",
+            "src/transformers/models/rt_detr_v2/modeling_rt_detr_v2.py",
+            "src/transformers/models/vit_mae/modeling_vit_mae.py",
+            "src/transformers/models/vit_mae/modular_vit_mae.py"
           ],
           "shared_directories": [
-            "src/transformers",
-            "tests/utils",
-            "src",
-            "tests"
+            "src/transformers/models/aimv2",
+            "src/transformers/models/d_fine",
+            "src/transformers/models/deimv2",
+            "src/transformers/models/pp_doclayout_v2",
+            "src/transformers/models/pp_doclayout_v3",
+            "src/transformers/models/rt_detr",
+            "src/transformers/models/rt_detr_v2",
+            "src/transformers/models/vit_mae",
+            "src/transformers/models",
+            "src/transformers"
           ]
         }
       ]
@@ -3874,7 +3880,7 @@
         46474
       ],
       "representative_pr_number": 46173,
-      "average_similarity": 0.59,
+      "average_similarity": 0.592,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/cache_utils.py`; representative PR #46173.",
       "shared_filenames": [
         "src/transformers/cache_utils.py"
@@ -3887,8 +3893,8 @@
         {
           "left_pr_number": 44893,
           "right_pr_number": 46173,
-          "similarity": 0.747,
-          "content_similarity": 0.805,
+          "similarity": 0.748,
+          "content_similarity": 0.807,
           "size_similarity": 0.222,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3903,8 +3909,8 @@
         {
           "left_pr_number": 46173,
           "right_pr_number": 46474,
-          "similarity": 0.603,
-          "content_similarity": 0.433,
+          "similarity": 0.606,
+          "content_similarity": 0.437,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3919,8 +3925,8 @@
         {
           "left_pr_number": 44893,
           "right_pr_number": 46474,
-          "similarity": 0.419,
-          "content_similarity": 0.336,
+          "similarity": 0.423,
+          "content_similarity": 0.342,
           "size_similarity": 0.222,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3978,7 +3984,7 @@
           "left_pr_number": 44940,
           "right_pr_number": 46632,
           "similarity": 0.554,
-          "content_similarity": 0.513,
+          "content_similarity": 0.512,
           "size_similarity": 0.446,
           "breadth_similarity": 0.833,
           "concentration_similarity": 0.903,
@@ -4051,7 +4057,7 @@
         {
           "left_pr_number": 41441,
           "right_pr_number": 46364,
-          "similarity": 0.654,
+          "similarity": 0.655,
           "content_similarity": 0.506,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
@@ -4334,7 +4340,7 @@
           "left_pr_number": 45720,
           "right_pr_number": 46196,
           "similarity": 0.399,
-          "content_similarity": 0.328,
+          "content_similarity": 0.329,
           "size_similarity": 0.263,
           "breadth_similarity": 0.798,
           "concentration_similarity": 0.994,
@@ -4490,7 +4496,7 @@
           "left_pr_number": 44385,
           "right_pr_number": 46152,
           "similarity": 0.394,
-          "content_similarity": 0.349,
+          "content_similarity": 0.35,
           "size_similarity": 0.217,
           "breadth_similarity": 0.667,
           "concentration_similarity": 1.0,
@@ -4681,7 +4687,7 @@
           "left_pr_number": 45682,
           "right_pr_number": 46442,
           "similarity": 0.604,
-          "content_similarity": 0.671,
+          "content_similarity": 0.67,
           "size_similarity": 0.435,
           "breadth_similarity": 0.31,
           "concentration_similarity": 0.773,
@@ -4784,8 +4790,8 @@
         {
           "left_pr_number": 45293,
           "right_pr_number": 45317,
-          "similarity": 0.507,
-          "content_similarity": 0.353,
+          "similarity": 0.505,
+          "content_similarity": 0.35,
           "size_similarity": 0.741,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.972,
@@ -4816,98 +4822,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-46595-3",
-      "pr_numbers": [
-        46595,
-        46654,
-        46724
-      ],
-      "representative_pr_number": 46724,
-      "average_similarity": 0.428,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/diffusion_gemma/generation_diffusion_gemma.py`, `tests/models/diffusion_gemma/test_modeling_diffusion_gemma.py`; representative PR #46724.",
-      "shared_filenames": [
-        "src/transformers/models/diffusion_gemma/generation_diffusion_gemma.py",
-        "tests/models/diffusion_gemma/test_modeling_diffusion_gemma.py"
-      ],
-      "shared_directories": [
-        "src/transformers/models/diffusion_gemma",
-        "tests/models/diffusion_gemma",
-        "src/transformers/models",
-        "tests/models",
-        "src/transformers",
-        "tests",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 46595,
-          "right_pr_number": 46724,
-          "similarity": 0.556,
-          "content_similarity": 0.584,
-          "size_similarity": 0.064,
-          "breadth_similarity": 0.875,
-          "concentration_similarity": 0.993,
-          "shared_filenames": [
-            "src/transformers/models/diffusion_gemma/generation_diffusion_gemma.py",
-            "tests/models/diffusion_gemma/test_modeling_diffusion_gemma.py"
-          ],
-          "shared_directories": [
-            "src/transformers/models/diffusion_gemma",
-            "src/transformers/models",
-            "tests/models/diffusion_gemma",
-            "src/transformers",
-            "tests/models",
-            "src",
-            "tests"
-          ]
-        },
-        {
-          "left_pr_number": 46654,
-          "right_pr_number": 46724,
-          "similarity": 0.378,
-          "content_similarity": 0.395,
-          "size_similarity": 0.022,
-          "breadth_similarity": 0.487,
-          "concentration_similarity": 0.997,
-          "shared_filenames": [
-            "src/transformers/models/diffusion_gemma/generation_diffusion_gemma.py",
-            "tests/models/diffusion_gemma/test_modeling_diffusion_gemma.py"
-          ],
-          "shared_directories": [
-            "src/transformers/models/diffusion_gemma",
-            "src/transformers/models",
-            "tests/models/diffusion_gemma",
-            "src/transformers",
-            "tests/models",
-            "src",
-            "tests"
-          ]
-        },
-        {
-          "left_pr_number": 46595,
-          "right_pr_number": 46654,
-          "similarity": 0.349,
-          "content_similarity": 0.275,
-          "size_similarity": 0.343,
-          "breadth_similarity": 0.55,
-          "concentration_similarity": 0.99,
-          "shared_filenames": [
-            "src/transformers/models/diffusion_gemma/generation_diffusion_gemma.py",
-            "tests/models/diffusion_gemma/test_modeling_diffusion_gemma.py"
-          ],
-          "shared_directories": [
-            "src/transformers/models/diffusion_gemma",
-            "src/transformers/models",
-            "tests/models/diffusion_gemma",
-            "src/transformers",
-            "tests/models",
-            "src",
-            "tests"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-45709-3",
       "pr_numbers": [
@@ -4976,8 +4890,8 @@
         {
           "left_pr_number": 45709,
           "right_pr_number": 46211,
-          "similarity": 0.195,
-          "content_similarity": 0.048,
+          "similarity": 0.196,
+          "content_similarity": 0.049,
           "size_similarity": 0.753,
           "breadth_similarity": 0.2,
           "concentration_similarity": 0.571,
@@ -4999,7 +4913,7 @@
         44550
       ],
       "representative_pr_number": 44550,
-      "average_similarity": 0.365,
+      "average_similarity": 0.363,
       "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
       "shared_filenames": [],
       "shared_directories": [
@@ -5012,8 +4926,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44550,
-          "similarity": 0.388,
-          "content_similarity": 0.126,
+          "similarity": 0.385,
+          "content_similarity": 0.122,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -5028,8 +4942,8 @@
         {
           "left_pr_number": 44407,
           "right_pr_number": 44550,
-          "similarity": 0.359,
-          "content_similarity": 0.093,
+          "similarity": 0.357,
+          "content_similarity": 0.091,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -5043,8 +4957,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44407,
-          "similarity": 0.35,
-          "content_similarity": 0.08,
+          "similarity": 0.348,
+          "content_similarity": 0.078,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -5205,6 +5119,51 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45639-2",
+      "pr_numbers": [
+        45639,
+        45645
+      ],
+      "representative_pr_number": 45639,
+      "average_similarity": 0.883,
+      "summary": "2 open PRs share weighted file overlap around `tests/utils/test_testing_utils.py`, `utils/notification_service.py`, `src/transformers/testing_utils.py`; representative PR #45639.",
+      "shared_filenames": [
+        "tests/utils/test_testing_utils.py",
+        "utils/notification_service.py",
+        "src/transformers/testing_utils.py"
+      ],
+      "shared_directories": [
+        "tests/utils",
+        "src/transformers",
+        "utils",
+        "tests",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45639,
+          "right_pr_number": 45645,
+          "similarity": 0.883,
+          "content_similarity": 0.893,
+          "size_similarity": 0.918,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 0.898,
+          "shared_filenames": [
+            "src/transformers/testing_utils.py",
+            "tests/utils/test_testing_utils.py",
+            "utils/notification_service.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/utils",
+            "src",
+            "tests",
+            "utils"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-45847-2",
       "pr_numbers": [
@@ -5322,41 +5281,37 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-45639-2",
+      "cluster_id": "pr-scope-45606-2",
       "pr_numbers": [
-        45639,
-        45645
+        45606,
+        45607
       ],
-      "representative_pr_number": 45639,
-      "average_similarity": 0.777,
-      "summary": "2 open PRs share weighted file overlap around `tests/utils/test_testing_utils.py`, `src/transformers/testing_utils.py`; representative PR #45639.",
+      "representative_pr_number": 45606,
+      "average_similarity": 0.776,
+      "summary": "2 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`; representative PR #45606.",
       "shared_filenames": [
-        "tests/utils/test_testing_utils.py",
-        "src/transformers/testing_utils.py"
+        "tests/models/gemma4/test_modeling_gemma4.py"
       ],
       "shared_directories": [
-        "tests/utils",
-        "src/transformers",
-        "tests",
-        "src"
+        "tests/models/gemma4",
+        "tests/models",
+        "tests"
       ],
       "pairwise": [
         {
-          "left_pr_number": 45639,
-          "right_pr_number": 45645,
-          "similarity": 0.777,
-          "content_similarity": 0.836,
-          "size_similarity": 0.646,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.893,
+          "left_pr_number": 45606,
+          "right_pr_number": 45607,
+          "similarity": 0.776,
+          "content_similarity": 0.827,
+          "size_similarity": 0.778,
+          "breadth_similarity": 0.417,
+          "concentration_similarity": 0.778,
           "shared_filenames": [
-            "src/transformers/testing_utils.py",
-            "tests/utils/test_testing_utils.py"
+            "tests/models/gemma4/test_modeling_gemma4.py"
           ],
           "shared_directories": [
-            "src/transformers",
-            "tests/utils",
-            "src",
+            "tests/models/gemma4",
+            "tests/models",
             "tests"
           ]
         }
@@ -5427,43 +5382,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-45606-2",
-      "pr_numbers": [
-        45606,
-        45607
-      ],
-      "representative_pr_number": 45606,
-      "average_similarity": 0.774,
-      "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"
-      ],
-      "shared_directories": [
-        "tests/models/gemma4",
-        "tests/models",
-        "tests"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 45606,
-          "right_pr_number": 45607,
-          "similarity": 0.774,
-          "content_similarity": 0.825,
-          "size_similarity": 0.778,
-          "breadth_similarity": 0.417,
-          "concentration_similarity": 0.778,
-          "shared_filenames": [
-            "tests/models/gemma4/test_modeling_gemma4.py"
-          ],
-          "shared_directories": [
-            "tests/models/gemma4",
-            "tests/models",
-            "tests"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-41901-2",
       "pr_numbers": [
@@ -5486,7 +5404,7 @@
           "left_pr_number": 41901,
           "right_pr_number": 45523,
           "similarity": 0.718,
-          "content_similarity": 0.778,
+          "content_similarity": 0.777,
           "size_similarity": 0.158,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -5615,29 +5533,94 @@
       "average_similarity": 0.674,
       "summary": "2 open PRs share weighted file overlap around `tests/quantization/compressed_tensors_integration/test_compressed_models.py`; representative PR #43747.",
       "shared_filenames": [
-        "tests/quantization/compressed_tensors_integration/test_compressed_models.py"
+        "tests/quantization/compressed_tensors_integration/test_compressed_models.py"
+      ],
+      "shared_directories": [
+        "tests/quantization/compressed_tensors_integration",
+        "tests/quantization",
+        "tests"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 43747,
+          "right_pr_number": 45480,
+          "similarity": 0.674,
+          "content_similarity": 0.625,
+          "size_similarity": 0.664,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.751,
+          "shared_filenames": [
+            "tests/quantization/compressed_tensors_integration/test_compressed_models.py"
+          ],
+          "shared_directories": [
+            "tests/quantization/compressed_tensors_integration",
+            "tests/quantization",
+            "tests"
+          ]
+        }
+      ]
+    },
+    {
+      "cluster_id": "pr-scope-41992-2",
+      "pr_numbers": [
+        41992,
+        46738
+      ],
+      "representative_pr_number": 41992,
+      "average_similarity": 0.666,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/bamba/configuration_bamba.py`, `src/transformers/models/bart/modeling_bart.py`, `src/transformers/models/big_bird/modeling_big_bird.py`; representative PR #41992.",
+      "shared_filenames": [
+        "src/transformers/models/bamba/configuration_bamba.py",
+        "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/cohere_asr/modeling_cohere_asr.py"
       ],
       "shared_directories": [
-        "tests/quantization/compressed_tensors_integration",
-        "tests/quantization",
-        "tests"
+        "src/transformers/models/granite_speech_plus",
+        "src/transformers/models/videoprism",
+        "src/transformers/models/big_bird",
+        "src/transformers/models/bigbird_pegasus",
+        "src/transformers/models/canine",
+        "src/transformers/models/moshi",
+        "src/transformers/models/plbart",
+        "src/transformers/models/swin"
       ],
       "pairwise": [
         {
-          "left_pr_number": 43747,
-          "right_pr_number": 45480,
-          "similarity": 0.674,
-          "content_similarity": 0.625,
-          "size_similarity": 0.664,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.751,
+          "left_pr_number": 41992,
+          "right_pr_number": 46738,
+          "similarity": 0.666,
+          "content_similarity": 0.691,
+          "size_similarity": 0.537,
+          "breadth_similarity": 0.626,
+          "concentration_similarity": 0.778,
           "shared_filenames": [
-            "tests/quantization/compressed_tensors_integration/test_compressed_models.py"
+            "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"
           ],
           "shared_directories": [
-            "tests/quantization/compressed_tensors_integration",
-            "tests/quantization",
-            "tests"
+            "src/transformers/models/afmoe",
+            "src/transformers/models/bamba",
+            "src/transformers/models/bart",
+            "src/transformers/models/big_bird",
+            "src/transformers/models/bigbird_pegasus",
+            "src/transformers/models/blt",
+            "src/transformers/models/bros",
+            "src/transformers/models/canine",
+            "src/transformers/models/clap",
+            "src/transformers/models/clvp"
           ]
         }
       ]
@@ -5680,38 +5663,40 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-43654-2",
+      "cluster_id": "pr-scope-43875-2",
       "pr_numbers": [
-        43654,
-        46279
+        43875,
+        46781
       ],
-      "representative_pr_number": 43654,
-      "average_similarity": 0.623,
-      "summary": "2 open PRs share weighted file overlap around `tests/tokenization/test_tokenization_utils.py`; representative PR #43654.",
+      "representative_pr_number": 43875,
+      "average_similarity": 0.633,
+      "summary": "2 open PRs share weighted file overlap around `tests/utils/test_cache_utils.py`, `src/transformers/cache_utils.py`; representative PR #43875.",
       "shared_filenames": [
-        "tests/tokenization/test_tokenization_utils.py"
+        "tests/utils/test_cache_utils.py",
+        "src/transformers/cache_utils.py"
       ],
       "shared_directories": [
-        "tests/tokenization",
+        "tests/utils",
         "src/transformers",
         "tests",
         "src"
       ],
       "pairwise": [
         {
-          "left_pr_number": 43654,
-          "right_pr_number": 46279,
-          "similarity": 0.623,
-          "content_similarity": 0.479,
-          "size_similarity": 0.966,
+          "left_pr_number": 43875,
+          "right_pr_number": 46781,
+          "similarity": 0.633,
+          "content_similarity": 0.53,
+          "size_similarity": 0.756,
           "breadth_similarity": 1.0,
-          "concentration_similarity": 0.867,
+          "concentration_similarity": 0.971,
           "shared_filenames": [
-            "tests/tokenization/test_tokenization_utils.py"
+            "src/transformers/cache_utils.py",
+            "tests/utils/test_cache_utils.py"
           ],
           "shared_directories": [
             "src/transformers",
-            "tests/tokenization",
+            "tests/utils",
             "src",
             "tests"
           ]
@@ -5719,66 +5704,40 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-41992-2",
+      "cluster_id": "pr-scope-43654-2",
       "pr_numbers": [
-        41992,
-        46738
+        43654,
+        46279
       ],
-      "representative_pr_number": 41992,
-      "average_similarity": 0.592,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/bamba/configuration_bamba.py`, `src/transformers/models/bart/modeling_bart.py`, `src/transformers/models/big_bird/modeling_big_bird.py`; representative PR #41992.",
+      "representative_pr_number": 43654,
+      "average_similarity": 0.624,
+      "summary": "2 open PRs share weighted file overlap around `tests/tokenization/test_tokenization_utils.py`; representative PR #43654.",
       "shared_filenames": [
-        "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/cohere_asr/modeling_cohere_asr.py"
+        "tests/tokenization/test_tokenization_utils.py"
       ],
       "shared_directories": [
-        "src/transformers/models/granite_speech_plus",
-        "src/transformers/models/big_bird",
-        "src/transformers/models/bigbird_pegasus",
-        "src/transformers/models/canine",
-        "src/transformers/models/plbart",
-        "src/transformers/models/swin",
-        "src/transformers/models/bart",
-        "src/transformers/models/bros"
+        "tests/tokenization",
+        "src/transformers",
+        "tests",
+        "src"
       ],
       "pairwise": [
         {
-          "left_pr_number": 41992,
-          "right_pr_number": 46738,
-          "similarity": 0.592,
-          "content_similarity": 0.619,
-          "size_similarity": 0.433,
-          "breadth_similarity": 0.609,
-          "concentration_similarity": 0.67,
+          "left_pr_number": 43654,
+          "right_pr_number": 46279,
+          "similarity": 0.624,
+          "content_similarity": 0.479,
+          "size_similarity": 0.966,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.867,
           "shared_filenames": [
-            "src/transformers/cache_utils.py",
-            "src/transformers/configuration_utils.py",
-            "src/transformers/conversion_mapping.py",
-            "src/transformers/masking_utils.py",
-            "src/transformers/models/afmoe/modeling_afmoe.py",
-            "src/transformers/models/afmoe/modular_afmoe.py",
-            "src/transformers/models/bamba/configuration_bamba.py",
-            "src/transformers/models/bamba/modeling_bamba.py",
-            "src/transformers/models/bamba/modular_bamba.py",
-            "src/transformers/models/bart/modeling_bart.py"
+            "tests/tokenization/test_tokenization_utils.py"
           ],
           "shared_directories": [
-            "src/transformers/models/afmoe",
-            "src/transformers/models/bamba",
-            "src/transformers/models/bart",
-            "src/transformers/models/big_bird",
-            "src/transformers/models/bigbird_pegasus",
-            "src/transformers/models/blt",
-            "src/transformers/models/bros",
-            "src/transformers/models/canine",
-            "src/transformers/models/clap",
-            "src/transformers/models/clvp"
+            "src/transformers",
+            "tests/tokenization",
+            "src",
+            "tests"
           ]
         }
       ]
@@ -5834,6 +5793,53 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46595-2",
+      "pr_numbers": [
+        46595,
+        46724
+      ],
+      "representative_pr_number": 46595,
+      "average_similarity": 0.562,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/diffusion_gemma/generation_diffusion_gemma.py`, `tests/models/diffusion_gemma/test_modeling_diffusion_gemma.py`; representative PR #46595.",
+      "shared_filenames": [
+        "src/transformers/models/diffusion_gemma/generation_diffusion_gemma.py",
+        "tests/models/diffusion_gemma/test_modeling_diffusion_gemma.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/diffusion_gemma",
+        "tests/models/diffusion_gemma",
+        "src/transformers/models",
+        "tests/models",
+        "src/transformers",
+        "tests",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46595,
+          "right_pr_number": 46724,
+          "similarity": 0.562,
+          "content_similarity": 0.593,
+          "size_similarity": 0.064,
+          "breadth_similarity": 0.875,
+          "concentration_similarity": 0.993,
+          "shared_filenames": [
+            "src/transformers/models/diffusion_gemma/generation_diffusion_gemma.py",
+            "tests/models/diffusion_gemma/test_modeling_diffusion_gemma.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/diffusion_gemma",
+            "src/transformers/models",
+            "tests/models/diffusion_gemma",
+            "src/transformers",
+            "tests/models",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-44228-2",
       "pr_numbers": [
@@ -6019,7 +6025,7 @@
           "left_pr_number": 45110,
           "right_pr_number": 46128,
           "similarity": 0.501,
-          "content_similarity": 0.439,
+          "content_similarity": 0.44,
           "size_similarity": 0.443,
           "breadth_similarity": 0.84,
           "concentration_similarity": 0.86,
@@ -6054,7 +6060,7 @@
         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",
@@ -6074,8 +6080,8 @@
         {
           "left_pr_number": 43532,
           "right_pr_number": 43649,
-          "similarity": 0.496,
-          "content_similarity": 0.435,
+          "similarity": 0.495,
+          "content_similarity": 0.434,
           "size_similarity": 0.395,
           "breadth_similarity": 0.875,
           "concentration_similarity": 0.893,
@@ -6230,7 +6236,7 @@
           "left_pr_number": 45540,
           "right_pr_number": 45868,
           "similarity": 0.487,
-          "content_similarity": 0.359,
+          "content_similarity": 0.36,
           "size_similarity": 0.593,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.936,
@@ -6411,7 +6417,7 @@
           "left_pr_number": 41855,
           "right_pr_number": 46330,
           "similarity": 0.461,
-          "content_similarity": 0.382,
+          "content_similarity": 0.383,
           "size_similarity": 0.371,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.758,
@@ -6434,7 +6440,7 @@
         45666
       ],
       "representative_pr_number": 44680,
-      "average_similarity": 0.461,
+      "average_similarity": 0.46,
       "summary": "2 open PRs share weighted file overlap around `tests/kernels/test_kernels.py`, `src/transformers/integrations/hub_kernels.py`; representative PR #44680.",
       "shared_filenames": [
         "tests/kernels/test_kernels.py",
@@ -6451,7 +6457,7 @@
         {
           "left_pr_number": 44680,
           "right_pr_number": 45666,
-          "similarity": 0.461,
+          "similarity": 0.46,
           "content_similarity": 0.544,
           "size_similarity": 0.042,
           "breadth_similarity": 0.417,
@@ -6555,7 +6561,7 @@
         46526
       ],
       "representative_pr_number": 41458,
-      "average_similarity": 0.431,
+      "average_similarity": 0.432,
       "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",
@@ -6575,8 +6581,8 @@
         {
           "left_pr_number": 41458,
           "right_pr_number": 46526,
-          "similarity": 0.431,
-          "content_similarity": 0.467,
+          "similarity": 0.432,
+          "content_similarity": 0.469,
           "size_similarity": 0.024,
           "breadth_similarity": 0.646,
           "concentration_similarity": 0.717,
@@ -6604,7 +6610,7 @@
         44339
       ],
       "representative_pr_number": 41356,
-      "average_similarity": 0.427,
+      "average_similarity": 0.428,
       "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/deimv2.md`, `src/transformers/models/deimv2/__init__.py`, `src/transformers/models/deimv2/configuration_deimv2.py`; representative PR #41356.",
       "shared_filenames": [
         "docs/source/en/model_doc/deimv2.md",
@@ -6628,7 +6634,7 @@
         {
           "left_pr_number": 41356,
           "right_pr_number": 44339,
-          "similarity": 0.427,
+          "similarity": 0.428,
           "content_similarity": 0.46,
           "size_similarity": 0.081,
           "breadth_similarity": 0.444,
@@ -6960,45 +6966,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-44369-2",
-      "pr_numbers": [
-        44369,
-        45114
-      ],
-      "representative_pr_number": 44369,
-      "average_similarity": 0.4,
-      "summary": "2 open PRs share weighted file overlap around `docs/source/en/tasks/zero_shot_object_detection.md`; representative PR #44369.",
-      "shared_filenames": [
-        "docs/source/en/tasks/zero_shot_object_detection.md"
-      ],
-      "shared_directories": [
-        "docs/source/en/tasks",
-        "docs/source/en",
-        "docs/source",
-        "docs"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 44369,
-          "right_pr_number": 45114,
-          "similarity": 0.4,
-          "content_similarity": 0.244,
-          "size_similarity": 0.808,
-          "breadth_similarity": 0.625,
-          "concentration_similarity": 0.919,
-          "shared_filenames": [
-            "docs/source/en/tasks/zero_shot_object_detection.md"
-          ],
-          "shared_directories": [
-            "docs/source/en/tasks",
-            "docs/source/en",
-            "docs/source",
-            "docs"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-44889-2",
       "pr_numbers": [
@@ -7045,7 +7012,7 @@
         46148
       ],
       "representative_pr_number": 45513,
-      "average_similarity": 0.384,
+      "average_similarity": 0.385,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/qwen3_next/modular_qwen3_next.py`, `src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py`, `src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py`; representative PR #45513.",
       "shared_filenames": [
         "src/transformers/models/qwen3_next/modular_qwen3_next.py",
@@ -7056,8 +7023,8 @@
       ],
       "shared_directories": [
         "src/transformers/models/olmo_hybrid",
-        "src/transformers/models/qwen3_next",
         "src/transformers/models/qwen3_5_moe",
+        "src/transformers/models/qwen3_next",
         "src/transformers/models/qwen3_5",
         "src/transformers/models",
         "src/transformers",
@@ -7067,8 +7034,8 @@
         {
           "left_pr_number": 45513,
           "right_pr_number": 46148,
-          "similarity": 0.384,
-          "content_similarity": 0.365,
+          "similarity": 0.385,
+          "content_similarity": 0.366,
           "size_similarity": 0.229,
           "breadth_similarity": 0.536,
           "concentration_similarity": 0.812,
@@ -7135,7 +7102,7 @@
         46503
       ],
       "representative_pr_number": 46501,
-      "average_similarity": 0.365,
+      "average_similarity": 0.364,
       "summary": "2 open PRs cluster in `.github/workflows`, `.github` with similar change breadth; representative PR #46501.",
       "shared_filenames": [],
       "shared_directories": [
@@ -7146,8 +7113,8 @@
         {
           "left_pr_number": 46501,
           "right_pr_number": 46503,
-          "similarity": 0.365,
-          "content_similarity": 0.092,
+          "similarity": 0.364,
+          "content_similarity": 0.091,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -7158,6 +7125,41 @@
           ]
         }
       ]
+    },
+    {
+      "cluster_id": "pr-scope-46783-2",
+      "pr_numbers": [
+        46783,
+        46813
+      ],
+      "representative_pr_number": 46783,
+      "average_similarity": 0.353,
+      "summary": "2 open PRs cluster in `docs/source/en/model_doc`, `docs/source/en`, `docs/source` with similar change breadth; representative PR #46783.",
+      "shared_filenames": [],
+      "shared_directories": [
+        "docs/source/en/model_doc",
+        "docs/source/en",
+        "docs/source",
+        "docs"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46783,
+          "right_pr_number": 46813,
+          "similarity": 0.353,
+          "content_similarity": 0.075,
+          "size_similarity": 1.0,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            "docs/source/en/model_doc",
+            "docs/source/en",
+            "docs/source",
+            "docs"
+          ]
+        }
+      ]
     }
   ]
 }

pr_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:9bb0878f48aee99203c2480a64c67920bd264db32e2a75c1bcbac3d016b0d8f1
-size 2118538
+oid sha256:1cce83ce5db7e73ca152c279947b9684a0de56c22c4eb7ce3b32c7c8416bed40
+size 2123672

pr_diffs.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f50913950940d5a80fa6517872242e528ccfb7a3b3cc169aff6bb85c9ad2c022
-size 64636699
+oid sha256:b9084bb7a693c1c8b27a070c627603aab6199f30ef7d7a553fa6cb27d1a7265d
+size 64703142

pr_files.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:82a0480d1eda588ae9d3f6b94e015772e6214fddcd64636cbaaefc08bcd5f486
-size 54159868
+oid sha256:8b17b50f3f4c2565cbc35b315f3e1c02a90c653111dcf850848c2ed858105392
+size 54269986

pull_requests.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:eaa465e03a15f506e4e7b912cc09887b9b039c4c3b104c29b197711e726870dc
-size 2527142
+oid sha256:02358631217da5bb1378f9dba667ca7da090efbe83b8e7170df891f93579f8d8
+size 2537910

review_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f35e881dee43529239fed9461e5e0d24cd7862b7fe153940e5c5676df515baf7
-size 3066286
+oid sha256:0ceaef3d1feb1324c25024b7d1dc925e58ce70b9a064e0648c963d12720b221d
+size 3070054

reviews.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:eee6475a00df9884916b10fd597b2763787f4f3e7b24fac2bf00410d421cefe0
-size 964343
+oid sha256:4919a29365d4f7679e80520c8ffd6736dbb6e2c68aa8e5c752fde81dfebaf4c1
+size 965831

snapshots/20260622T120018Z/manifest.json

@@ -0,0 +1,41 @@
+{
+  "artifacts": {
+    "archived_pr_scope_clusters_json": "snapshots/20260622T120018Z/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": 14790,
+    "issues": 900,
+    "links": 5054,
+    "new_contributors": 352,
+    "pr_diffs": 2971,
+    "pr_files": 37969,
+    "pull_requests": 2971,
+    "review_comments": 17875,
+    "reviews": 10514,
+    "timeline_events": 58307
+  },
+  "crawl_started_at": "2026-06-22T12:00:18Z",
+  "delta_counts": {
+    "comments": 53,
+    "issue_stubs": 41,
+    "issues": 6,
+    "links": 53,
+    "pr_diffs": 35,
+    "pr_files": 715,
+    "pull_requests": 35,
+    "review_comments": 677,
+    "reviews": 341,
+    "timeline_events": 1236
+  },
+  "extracted_at": "2026-06-22T12:00:18Z",
+  "repo": "huggingface/transformers",
+  "snapshot_id": "20260622T120018Z",
+  "watermark": {
+    "effective_since": "2026-06-22T06:00:15Z",
+    "next_since": "2026-06-22T12:00:18Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260622T060015Z/manifest.json",
-  "latest_snapshot_id": "20260622T060015Z",
+  "archived_manifest_path": "snapshots/20260622T120018Z/manifest.json",
+  "latest_snapshot_id": "20260622T120018Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-06-22T06:00:15Z",
+  "next_since": "2026-06-22T12:00:18Z",
   "repo": "huggingface/transformers",
-  "snapshot_dir": "snapshots/20260622T060015Z"
+  "snapshot_dir": "snapshots/20260622T120018Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-06-22T00:00:17Z",
-  "last_successful_snapshot_id": "20260622T060015Z",
-  "next_since": "2026-06-22T06:00:15Z",
+  "effective_since": "2026-06-22T06:00:15Z",
+  "last_successful_snapshot_id": "20260622T120018Z",
+  "next_since": "2026-06-22T12:00:18Z",
   "repo": "huggingface/transformers",
-  "updated_at": "2026-06-22T06:00:15Z"
+  "updated_at": "2026-06-22T12:00:18Z"
 }