Refresh transformers dataset snapshot 20260702T060019Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260702T000029Z`
+- latest snapshot: `20260702T060019Z`
 - 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 sha256:3adcf4e368f32ae3ff08ace7b3b6cdd31da8058926ece71e02263f0ee4ccc36d
-size 3373793
+oid sha256:0359d6300f6c990e3321f04fa2ab8e1a3b6e5116528176633edd59d64a6f242f
+size 3378885

events.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:cb6771bc99cc8c05f1adfd6ef996920c56d32f8f778f847b7d44a08b9885ffa2
-size 998673
+oid sha256:dda0391d6ceb92cf16e79907543f3f5261b66b7a9e314982143a8099f5fa5590
+size 999593

issue_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:7aafc2bdabcb877ce2ac6591116820c0a7ee3329d54d55eb1b63186e533ca445
-size 1055801
+oid sha256:a1ac55cb44670548d814bc4cf8b7852b69267b9d095d1fe0d4dc48579c2921ac
+size 1058829

issues.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:411c2db4e5388dc12c3dabab9fad7fbdeb33b486491f8c692fdb7bf323712df5
-size 1325549
+oid sha256:7b76a3907d299430b7dda439b6ed92910d1744241769bb7f87989c4959d709f3
+size 1328249

links.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:09d3b8c5b6db66f0abff34c3f579da31e894535cd04d4b5412b0159a05d753ac
-size 64845
+oid sha256:e3a72d407b78f9943bfae997367ac77f2283fd456b0dbb10aef85783d1088fde
+size 64972

manifest.json

@@ -1,41 +1,41 @@
 {
   "artifacts": {
-    "archived_pr_scope_clusters_json": "snapshots/20260702T000029Z/pr-scope-clusters.json",
+    "archived_pr_scope_clusters_json": "snapshots/20260702T060019Z/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": 15963,
-    "issues": 941,
-    "links": 5496,
-    "new_contributors": 346,
-    "pr_diffs": 3135,
-    "pr_files": 38818,
-    "pull_requests": 3135,
-    "review_comments": 19354,
-    "reviews": 11243,
-    "timeline_events": 61676
+    "comments": 15985,
+    "issues": 942,
+    "links": 5506,
+    "new_contributors": 348,
+    "pr_diffs": 3138,
+    "pr_files": 38846,
+    "pull_requests": 3138,
+    "review_comments": 19355,
+    "reviews": 11244,
+    "timeline_events": 61725
   },
-  "crawl_started_at": "2026-07-02T00:00:29Z",
+  "crawl_started_at": "2026-07-02T06:00:19Z",
   "delta_counts": {
-    "comments": 20,
+    "comments": 22,
     "issue_stubs": 18,
-    "issues": 4,
-    "links": 28,
-    "pr_diffs": 14,
-    "pr_files": 154,
-    "pull_requests": 14,
-    "review_comments": 498,
-    "reviews": 104,
-    "timeline_events": 602
+    "issues": 5,
+    "links": 36,
+    "pr_diffs": 13,
+    "pr_files": 169,
+    "pull_requests": 13,
+    "review_comments": 420,
+    "reviews": 235,
+    "timeline_events": 673
   },
-  "extracted_at": "2026-07-02T00:00:29Z",
+  "extracted_at": "2026-07-02T06:00:19Z",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260702T000029Z",
+  "snapshot_id": "20260702T060019Z",
   "watermark": {
-    "effective_since": "2026-07-01T18:00:21Z",
-    "next_since": "2026-07-02T00:00:29Z"
+    "effective_since": "2026-07-02T00:00:29Z",
+    "next_since": "2026-07-02T06:00:19Z"
   }
 }

new-contributors-report.json

@@ -1,26 +1,26 @@
 {
   "schema_version": "1.0",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260702T000029Z",
-  "generated_at": "2026-07-02T00:01:30Z",
+  "snapshot_id": "20260702T060019Z",
+  "generated_at": "2026-07-02T06:01:21Z",
   "window_days": 60,
   "max_authors": 0,
   "instrumentation": {
-    "selected_contributors": 346,
-    "first_seen_in_snapshot": 1,
+    "selected_contributors": 348,
+    "first_seen_in_snapshot": 2,
     "known_via_prior_merged_pr": 160,
-    "previous_primary_author_count": 1480,
-    "selected_seen_in_previous_primary": 345,
+    "previous_primary_author_count": 1482,
+    "selected_seen_in_previous_primary": 346,
     "previous_report_contributor_count": 346,
-    "selected_overlap_previous_report": 345,
-    "selected_overlap_previous_report_rate": 0.9971,
-    "reused_previous_report_entries": 341,
+    "selected_overlap_previous_report": 346,
+    "selected_overlap_previous_report_rate": 0.9943,
+    "reused_previous_report_entries": 342,
     "reused_known_merged_contributors": 157,
-    "live_fetches": 5,
+    "live_fetches": 6,
     "window_anchor": "run_time",
     "window_anchor_cacheable": false,
-    "enrichment_elapsed_seconds": 2.817,
-    "enrichment_avg_seconds_per_author": 0.008,
+    "enrichment_elapsed_seconds": 7.92,
+    "enrichment_avg_seconds_per_author": 0.023,
     "enrichment_failures": 4
   },
   "contributors": [
@@ -108,12 +108,12 @@
       "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": "2026-07-01T09:24:43Z",
+      "repo_last_seen_at": "2026-07-02T03:51:01Z",
       "repo_primary_artifact_count": 111,
-      "repo_artifact_count": 1324,
+      "repo_artifact_count": 1326,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 111,
-      "snapshot_comment_count": 265,
+      "snapshot_comment_count": 267,
       "snapshot_review_count": 381,
       "snapshot_review_comment_count": 567,
       "repo_association": "MEMBER",
@@ -379,12 +379,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu",
       "repo_first_seen_at": "2025-06-20T09:58:55Z",
-      "repo_last_seen_at": "2026-07-01T06:17:31Z",
+      "repo_last_seen_at": "2026-07-02T05:56:09Z",
       "repo_primary_artifact_count": 103,
-      "repo_artifact_count": 403,
+      "repo_artifact_count": 404,
       "snapshot_issue_count": 4,
       "snapshot_pr_count": 99,
-      "snapshot_comment_count": 85,
+      "snapshot_comment_count": 86,
       "snapshot_review_count": 108,
       "snapshot_review_comment_count": 107,
       "repo_association": "CONTRIBUTOR",
@@ -1060,12 +1060,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asywangyi",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asywangyi",
       "repo_first_seen_at": "2025-10-14T03:02:06Z",
-      "repo_last_seen_at": "2026-06-09T05:40:13Z",
+      "repo_last_seen_at": "2026-07-02T01:00:38Z",
       "repo_primary_artifact_count": 41,
-      "repo_artifact_count": 114,
+      "repo_artifact_count": 115,
       "snapshot_issue_count": 1,
       "snapshot_pr_count": 40,
-      "snapshot_comment_count": 25,
+      "snapshot_comment_count": 26,
       "snapshot_review_count": 24,
       "snapshot_review_comment_count": 24,
       "repo_association": "CONTRIBUTOR",
@@ -1333,12 +1333,12 @@
       "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": "2026-07-01T06:00:49Z",
-      "repo_primary_artifact_count": 38,
-      "repo_artifact_count": 211,
+      "repo_last_seen_at": "2026-07-02T05:56:08Z",
+      "repo_primary_artifact_count": 39,
+      "repo_artifact_count": 213,
       "snapshot_issue_count": 4,
-      "snapshot_pr_count": 34,
-      "snapshot_comment_count": 63,
+      "snapshot_pr_count": 35,
+      "snapshot_comment_count": 64,
       "snapshot_review_count": 55,
       "snapshot_review_comment_count": 55,
       "repo_association": "CONTRIBUTOR",
@@ -1368,6 +1368,16 @@
       },
       "examples": {
         "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 47014,
+            "title": "enable t5 sdpa",
+            "url": "https://github.com/huggingface/transformers/pull/47014",
+            "state": "open",
+            "merged": false,
+            "draft": true,
+            "created_at": "2026-07-02T01:54:46Z"
+          },
           {
             "kind": "pull_request",
             "number": 46974,
@@ -1387,16 +1397,6 @@
             "merged": false,
             "draft": false,
             "created_at": "2026-06-29T03:18:10Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46864,
-            "title": "Fix continuous batching for composite / multimodal configs",
-            "url": "https://github.com/huggingface/transformers/pull/46864",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-06-24T08:52:14Z"
           }
         ],
         "issues": [
@@ -1951,14 +1951,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil",
       "repo_first_seen_at": "2025-07-04T08:41:29Z",
-      "repo_last_seen_at": "2026-07-01T14:08:34Z",
+      "repo_last_seen_at": "2026-07-02T05:50:09Z",
       "repo_primary_artifact_count": 30,
-      "repo_artifact_count": 969,
+      "repo_artifact_count": 971,
       "snapshot_issue_count": 4,
       "snapshot_pr_count": 26,
       "snapshot_comment_count": 80,
-      "snapshot_review_count": 447,
-      "snapshot_review_comment_count": 412,
+      "snapshot_review_count": 448,
+      "snapshot_review_comment_count": 413,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -5457,12 +5457,12 @@
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
-      "new_to_repo": true,
-      "first_seen_in_snapshot": true,
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
-      "report_reason": "first_seen_in_snapshot",
-      "enrichment_source": "live",
-      "live_refetch_skipped": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
       "account_age_days": 1315,
       "young_account": false,
       "follow_through_score": "weak",
@@ -15710,6 +15710,63 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "AyushDas4890",
+      "name": "Ayush Das",
+      "profile_url": "https://github.com/AyushDas4890",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAyushDas4890",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAyushDas4890",
+      "repo_first_seen_at": "2026-07-02T04:24:14Z",
+      "repo_last_seen_at": "2026-07-02T04:55:01Z",
+      "repo_primary_artifact_count": 1,
+      "repo_artifact_count": 2,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 1,
+      "snapshot_comment_count": 1,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "new_to_repo": true,
+      "first_seen_in_snapshot": true,
+      "known_via_prior_merged_pr": false,
+      "report_reason": "first_seen_in_snapshot",
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 966,
+      "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": 5,
+        "merged_pr_count": 1,
+        "closed_unmerged_pr_count": 1,
+        "open_pr_count": 3,
+        "merged_pr_rate": 0.2,
+        "closed_unmerged_pr_rate": 0.2,
+        "still_open_pr_rate": 0.6,
+        "distinct_repos_with_authored_prs": 5,
+        "distinct_repos_with_open_prs": 3
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 47016,
+            "title": "Fix RTDetrHungarianMatcher crash on infinite cost matrix",
+            "url": "https://github.com/huggingface/transformers/pull/47016",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-07-02T04:55:01Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "AzeezIsh",
       "name": "Azeez",
@@ -22879,6 +22936,63 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "subin9",
+      "name": "Park Soobin",
+      "profile_url": "https://github.com/subin9",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asubin9",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asubin9",
+      "repo_first_seen_at": "2026-07-02T05:11:17Z",
+      "repo_last_seen_at": "2026-07-02T05:11:17Z",
+      "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": 1577,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 1,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 1,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 1.0,
+        "distinct_repos_with_authored_prs": 1,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 47017,
+            "title": "Route byte-level llama tokenizers to TokenizersBackend",
+            "url": "https://github.com/huggingface/transformers/pull/47017",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-07-02T05:11:17Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "swankystark",
       "name": "Boopendranath C",

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260702T000029Z`
-- Generated: `2026-07-02T00:01:30Z`
+- Snapshot: `20260702T060019Z`
+- Generated: `2026-07-02T06:01:21Z`
 - Activity window: `60d`
-- Contributors: `346`
+- Contributors: `348`
 
 ## Summary
 
@@ -23,7 +23,7 @@
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 40 | 1 | strong | moderate | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 37 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 36 | 20 | strong | low | low | targets high-star repos |
-| `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 34 | 4 | strong | moderate | low | high recent PR volume |
+| `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 35 | 4 | strong | moderate | low | high recent PR volume |
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
 | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3752d | `2025-08-10T08:43:09Z` | 30 | 0 | weak | moderate | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
 | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 30 | 0 | strong | low | low | targets high-star repos |
@@ -73,7 +73,7 @@
 | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 4 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `SebTardif` | [profile](https://github.com/SebTardif) | no | CONTRIBUTOR | 5216d | `2026-05-19T17:17:53Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; 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 |
-| `ZAID646` | [profile](https://github.com/ZAID646) | yes | FIRST_TIME_CONTRIBUTOR | 1315d | `2026-07-01T18:24:26Z` | 4 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `ZAID646` | [profile](https://github.com/ZAID646) | no | FIRST_TIME_CONTRIBUTOR | 1315d | `2026-07-01T18:24:26Z` | 4 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `qflen` | [profile](https://github.com/qflen) | no | CONTRIBUTOR | 479d | `2026-04-25T02:09:42Z` | 3 | 4 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `ldkhang1201` | [profile](https://github.com/ldkhang1201) | no | CONTRIBUTOR | 1377d | `2026-06-12T19:30:35Z` | 3 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `pcuenca` | [profile](https://github.com/pcuenca) | no | MEMBER | 5316d | `2024-04-23T13:23:10Z` | 3 | 1 | mixed | high | low | high recent PR volume; broad repo spread |
@@ -216,6 +216,7 @@
 | `ash01825` | [profile](https://github.com/ash01825) | no | FIRST_TIME_CONTRIBUTOR | 930d | `2026-06-13T15:51:08Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Ashutosh-177` | [profile](https://github.com/Ashutosh-177) | no | NONE | 978d | `2026-05-19T06:28:43Z` | 1 | 0 | mixed | moderate | low | high open PR share |
 | `atri2549` | [profile](https://github.com/atri2549) | no | FIRST_TIMER | 1108d | `2026-07-01T09:25:24Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `AyushDas4890` | [profile](https://github.com/AyushDas4890) | yes | FIRST_TIME_CONTRIBUTOR | 966d | `2026-07-02T04:24:14Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `AzeezIsh` | [profile](https://github.com/AzeezIsh) | no | CONTRIBUTOR | 1650d | `2026-06-04T16:46:37Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `BB0813` | [profile](https://github.com/BB0813) | no | NONE | 943d | `2026-06-21T13:10:48Z` | 1 | 0 | mixed | high | low | broad repo spread |
 | `belamaran96-coder` | [profile](https://github.com/belamaran96-coder) | no | NONE | 288d | `2026-05-03T16:53:02Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
@@ -341,6 +342,7 @@
 | `someaka` | [profile](https://github.com/someaka) | no | NONE | 1845d | `2026-06-07T17:49:40Z` | 1 | 0 | weak | moderate | medium | high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
 | `srinjoy356` | [profile](https://github.com/srinjoy356) | no | FIRST_TIME_CONTRIBUTOR | 992d | `2026-05-26T18:36:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `srishtiii28` | [profile](https://github.com/srishtiii28) | no | NONE | 1008d | `2026-06-09T09:34:02Z` | 1 | 0 | mixed | low | low | — |
+| `subin9` | [profile](https://github.com/subin9) | yes | FIRST_TIME_CONTRIBUTOR | 1577d | `2026-07-02T05:11:17Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `swankystark` | [profile](https://github.com/swankystark) | no | FIRST_TIME_CONTRIBUTOR | 978d | `2026-06-04T20:30:30Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `ted-mosi` | [profile](https://github.com/ted-mosi) | no | FIRST_TIME_CONTRIBUTOR | 3d | `2026-06-05T13:30:42Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Ternura143` | [profile](https://github.com/Ternura143) | no | FIRST_TIME_CONTRIBUTOR | 1583d | `2026-05-31T14:17:55Z` | 1 | 0 | strong | moderate | low | — |
@@ -387,12 +389,12 @@ 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: `2026-07-01T09:24:43Z`
+- repo last seen: `2026-07-02T03:51:01Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **111**
 - snapshot authored PRs/issues: **111 PRs / 0 issues**
-- snapshot discussion activity: **265 comments / 381 reviews / 567 review comments**
+- snapshot discussion activity: **267 comments / 381 reviews / 567 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`
@@ -459,12 +461,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
 - repo first seen: `2025-06-20T09:58:55Z`
-- repo last seen: `2026-07-01T06:17:31Z`
+- repo last seen: `2026-07-02T05:56:09Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **103**
 - snapshot authored PRs/issues: **99 PRs / 4 issues**
-- snapshot discussion activity: **85 comments / 108 reviews / 107 review comments**
+- snapshot discussion activity: **86 comments / 108 reviews / 107 review comments**
 - account age: **3934 days**
 - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
 - public orgs: none visible
@@ -633,12 +635,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asywangyi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asywangyi)
 - repo first seen: `2025-10-14T03:02:06Z`
-- repo last seen: `2026-06-09T05:40:13Z`
+- repo last seen: `2026-07-02T01:00:38Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **41**
 - snapshot authored PRs/issues: **40 PRs / 1 issues**
-- snapshot discussion activity: **25 comments / 24 reviews / 24 review comments**
+- snapshot discussion activity: **26 comments / 24 reviews / 24 review comments**
 - account age: **2996 days**
 - recent public PR activity: **16 PRs** (12 merged / 0 closed-unmerged / 4 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
 - public orgs: none visible
@@ -706,12 +708,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
 - repo first seen: `2024-03-21T04:37:45Z`
-- repo last seen: `2026-07-01T06:00:49Z`
+- repo last seen: `2026-07-02T05:56:08Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **38**
-- snapshot authored PRs/issues: **34 PRs / 4 issues**
-- snapshot discussion activity: **63 comments / 55 reviews / 55 review comments**
+- repo primary artifacts: **39**
+- snapshot authored PRs/issues: **35 PRs / 4 issues**
+- snapshot discussion activity: **64 comments / 55 reviews / 55 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
@@ -719,9 +721,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume**
 
 Example artifacts:
+- [PR #47014: enable t5 sdpa](https://github.com/huggingface/transformers/pull/47014) — open, draft
 - [PR #46974: Fix typo in `MusicgenForCausalLM.generate()`](https://github.com/huggingface/transformers/pull/46974) — open
 - [PR #46952: Fix shape mismatch in KyutaiSpeechToText `generate()` last window](https://github.com/huggingface/transformers/pull/46952) — open
-- [PR #46864: Fix continuous batching for composite / multimodal configs](https://github.com/huggingface/transformers/pull/46864) — closed
 - [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
@@ -875,12 +877,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
 - repo first seen: `2025-07-04T08:41:29Z`
-- repo last seen: `2026-07-01T14:08:34Z`
+- repo last seen: `2026-07-02T05:50:09Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **30**
 - snapshot authored PRs/issues: **26 PRs / 4 issues**
-- snapshot discussion activity: **80 comments / 447 reviews / 412 review comments**
+- snapshot discussion activity: **80 comments / 448 reviews / 413 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`
@@ -1882,7 +1884,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AZAID646)
 - repo first seen: `2026-07-01T18:24:26Z`
 - repo last seen: `2026-07-01T19:27:42Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
@@ -5081,6 +5083,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46995: Add MLU support to is_flash_linear_attention_available](https://github.com/huggingface/transformers/pull/46995) — open
 
+### `AyushDas4890`
+
+- profile: [github.com/AyushDas4890](https://github.com/AyushDas4890)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAyushDas4890)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAyushDas4890)
+- repo first seen: `2026-07-02T04:24:14Z`
+- repo last seen: `2026-07-02T04:55:01Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **966 days**
+- recent public PR activity: **5 PRs** (1 merged / 1 closed-unmerged / 3 open; merged rate **20%**, closed-unmerged rate **20%**, open rate **60%**)
+- 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 #47016: Fix RTDetrHungarianMatcher crash on infinite cost matrix](https://github.com/huggingface/transformers/pull/47016) — open
+
 ### `AzeezIsh`
 
 - profile: [github.com/AzeezIsh](https://github.com/AzeezIsh)
@@ -7706,6 +7729,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46542: Vision RoPE refactor](https://github.com/huggingface/transformers/pull/46542) — closed
 
+### `subin9`
+
+- profile: [github.com/subin9](https://github.com/subin9)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asubin9)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asubin9)
+- repo first seen: `2026-07-02T05:11:17Z`
+- repo last seen: `2026-07-02T05:11:17Z`
+- 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: **1577 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #47017: Route byte-level llama tokenizers to TokenizersBackend](https://github.com/huggingface/transformers/pull/47017) — open
+
 ### `swankystark`
 
 - profile: [github.com/swankystark](https://github.com/swankystark)

new_contributors.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1029cdb1244b00e023a68b094d3a0eea7f5ef94653d3bce70f43f670b5fb3708
-size 63362
+oid sha256:4977e8c1204120ee7f7b712523a46086fdf76eea80fe4dab8114b52c0de1347f
+size 63593

pr-scope-clusters.json

@@ -1,8 +1,8 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260702T000029Z",
-  "generated_at": "2026-07-02T00:01:26Z",
-  "cluster_count": 81,
+  "snapshot_id": "20260702T060019Z",
+  "generated_at": "2026-07-02T06:01:12Z",
+  "cluster_count": 82,
   "pr_scope_clusters": [
     {
       "cluster_id": "pr-scope-43636-10",
@@ -49,7 +49,7 @@
           "left_pr_number": 43663,
           "right_pr_number": 45067,
           "similarity": 0.627,
-          "content_similarity": 0.466,
+          "content_similarity": 0.467,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -97,7 +97,7 @@
           "left_pr_number": 43663,
           "right_pr_number": 44123,
           "similarity": 0.501,
-          "content_similarity": 0.404,
+          "content_similarity": 0.405,
           "size_similarity": 0.455,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -353,7 +353,7 @@
           "left_pr_number": 44660,
           "right_pr_number": 45055,
           "similarity": 0.409,
-          "content_similarity": 0.263,
+          "content_similarity": 0.264,
           "size_similarity": 0.5,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -449,7 +449,7 @@
           "left_pr_number": 43651,
           "right_pr_number": 44257,
           "similarity": 0.387,
-          "content_similarity": 0.266,
+          "content_similarity": 0.267,
           "size_similarity": 0.333,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -513,7 +513,7 @@
           "left_pr_number": 44257,
           "right_pr_number": 45055,
           "similarity": 0.383,
-          "content_similarity": 0.225,
+          "content_similarity": 0.226,
           "size_similarity": 0.5,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -656,7 +656,7 @@
         {
           "left_pr_number": 45067,
           "right_pr_number": 45273,
-          "similarity": 0.348,
+          "similarity": 0.349,
           "content_similarity": 0.266,
           "size_similarity": 0.08,
           "breadth_similarity": 1.0,
@@ -720,7 +720,7 @@
         {
           "left_pr_number": 43636,
           "right_pr_number": 45273,
-          "similarity": 0.318,
+          "similarity": 0.319,
           "content_similarity": 0.202,
           "size_similarity": 0.182,
           "breadth_similarity": 1.0,
@@ -1490,8 +1490,8 @@
         {
           "left_pr_number": 45438,
           "right_pr_number": 46642,
-          "similarity": 0.407,
-          "content_similarity": 0.289,
+          "similarity": 0.409,
+          "content_similarity": 0.291,
           "size_similarity": 0.759,
           "breadth_similarity": 0.65,
           "concentration_similarity": 0.529,
@@ -1587,8 +1587,8 @@
         {
           "left_pr_number": 45294,
           "right_pr_number": 46642,
-          "similarity": 0.33,
-          "content_similarity": 0.272,
+          "similarity": 0.332,
+          "content_similarity": 0.274,
           "size_similarity": 0.318,
           "breadth_similarity": 0.65,
           "concentration_similarity": 0.54,
@@ -1608,8 +1608,8 @@
         {
           "left_pr_number": 45883,
           "right_pr_number": 46642,
-          "similarity": 0.299,
-          "content_similarity": 0.303,
+          "similarity": 0.301,
+          "content_similarity": 0.306,
           "size_similarity": 0.297,
           "breadth_similarity": 0.2,
           "concentration_similarity": 0.448,
@@ -1627,8 +1627,8 @@
         {
           "left_pr_number": 46642,
           "right_pr_number": 46933,
-          "similarity": 0.218,
-          "content_similarity": 0.242,
+          "similarity": 0.22,
+          "content_similarity": 0.244,
           "size_similarity": 0.042,
           "breadth_similarity": 0.2,
           "concentration_similarity": 0.448,
@@ -1646,8 +1646,8 @@
         {
           "left_pr_number": 46642,
           "right_pr_number": 47008,
-          "similarity": 0.218,
-          "content_similarity": 0.242,
+          "similarity": 0.22,
+          "content_similarity": 0.244,
           "size_similarity": 0.042,
           "breadth_similarity": 0.2,
           "concentration_similarity": 0.448,
@@ -1664,6 +1664,199 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-34667-5",
+      "pr_numbers": [
+        34667,
+        39683,
+        44872,
+        45985,
+        47006
+      ],
+      "representative_pr_number": 45985,
+      "average_similarity": 0.517,
+      "summary": "5 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
+      "shared_filenames": [
+        "src/transformers/generation/utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers/generation",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45985,
+          "right_pr_number": 47006,
+          "similarity": 0.622,
+          "content_similarity": 0.489,
+          "size_similarity": 0.867,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/generation/utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 39683,
+          "right_pr_number": 45985,
+          "similarity": 0.595,
+          "content_similarity": 0.496,
+          "size_similarity": 0.652,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/generation/utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 34667,
+          "right_pr_number": 45985,
+          "similarity": 0.589,
+          "content_similarity": 0.47,
+          "size_similarity": 0.733,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/generation/utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 34667,
+          "right_pr_number": 47006,
+          "similarity": 0.574,
+          "content_similarity": 0.424,
+          "size_similarity": 0.846,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/generation/utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 39683,
+          "right_pr_number": 47006,
+          "similarity": 0.548,
+          "content_similarity": 0.448,
+          "size_similarity": 0.565,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/generation/utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 34667,
+          "right_pr_number": 39683,
+          "similarity": 0.523,
+          "content_similarity": 0.431,
+          "size_similarity": 0.478,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/generation/utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 44872,
+          "right_pr_number": 45985,
+          "similarity": 0.448,
+          "content_similarity": 0.384,
+          "size_similarity": 0.2,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/generation/utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 44872,
+          "right_pr_number": 47006,
+          "similarity": 0.427,
+          "content_similarity": 0.346,
+          "size_similarity": 0.231,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/generation/utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 34667,
+          "right_pr_number": 44872,
+          "similarity": 0.424,
+          "content_similarity": 0.333,
+          "size_similarity": 0.273,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/generation/utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 39683,
+          "right_pr_number": 44872,
+          "similarity": 0.416,
+          "content_similarity": 0.352,
+          "size_similarity": 0.13,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/generation/utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-41097-5",
       "pr_numbers": [
@@ -1735,7 +1928,7 @@
         {
           "left_pr_number": 44547,
           "right_pr_number": 46013,
-          "similarity": 0.503,
+          "similarity": 0.504,
           "content_similarity": 0.291,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
@@ -2058,192 +2251,138 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-34667-5",
+      "cluster_id": "pr-scope-45293-4",
       "pr_numbers": [
-        34667,
-        39683,
-        44872,
-        45985,
-        47006
+        45293,
+        46580,
+        46928,
+        47017
       ],
-      "representative_pr_number": 45985,
-      "average_similarity": 0.459,
-      "summary": "5 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
+      "representative_pr_number": 46580,
+      "average_similarity": 0.549,
+      "summary": "4 open PRs share weighted file overlap around `src/transformers/models/auto/tokenization_auto.py`, `tests/models/auto/test_tokenization_auto.py`; representative PR #46580.",
       "shared_filenames": [
-        "src/transformers/generation/utils.py"
+        "src/transformers/models/auto/tokenization_auto.py",
+        "tests/models/auto/test_tokenization_auto.py"
       ],
       "shared_directories": [
-        "src/transformers/generation",
+        "src/transformers/models/auto",
+        "src/transformers/models",
         "src/transformers",
-        "src"
+        "src",
+        "tests/models/auto",
+        "tests/models",
+        "tests"
       ],
       "pairwise": [
         {
-          "left_pr_number": 39683,
-          "right_pr_number": 45985,
-          "similarity": 0.595,
-          "content_similarity": 0.496,
-          "size_similarity": 0.652,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/generation/utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/generation",
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 34667,
-          "right_pr_number": 45985,
-          "similarity": 0.589,
-          "content_similarity": 0.47,
-          "size_similarity": 0.733,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/generation/utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/generation",
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 34667,
-          "right_pr_number": 39683,
-          "similarity": 0.523,
-          "content_similarity": 0.43,
-          "size_similarity": 0.478,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/generation/utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/generation",
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 44872,
-          "right_pr_number": 45985,
-          "similarity": 0.448,
-          "content_similarity": 0.383,
-          "size_similarity": 0.2,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/generation/utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/generation",
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 34667,
-          "right_pr_number": 44872,
-          "similarity": 0.424,
-          "content_similarity": 0.333,
-          "size_similarity": 0.273,
+          "left_pr_number": 46580,
+          "right_pr_number": 46928,
+          "similarity": 0.653,
+          "content_similarity": 0.71,
+          "size_similarity": 0.036,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
-            "src/transformers/generation/utils.py"
+            "src/transformers/models/auto/tokenization_auto.py"
           ],
           "shared_directories": [
-            "src/transformers/generation",
+            "src/transformers/models/auto",
+            "src/transformers/models",
             "src/transformers",
             "src"
           ]
         },
         {
-          "left_pr_number": 44872,
-          "right_pr_number": 47006,
-          "similarity": 0.42,
-          "content_similarity": 0.243,
-          "size_similarity": 0.667,
+          "left_pr_number": 45293,
+          "right_pr_number": 47017,
+          "similarity": 0.645,
+          "content_similarity": 0.668,
+          "size_similarity": 0.227,
           "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
+          "concentration_similarity": 0.875,
           "shared_filenames": [
-            "src/transformers/generation/utils.py"
+            "src/transformers/models/auto/tokenization_auto.py",
+            "tests/models/auto/test_tokenization_auto.py"
           ],
           "shared_directories": [
-            "src/transformers/generation",
+            "src/transformers/models/auto",
+            "src/transformers/models",
+            "tests/models/auto",
             "src/transformers",
-            "src"
+            "tests/models",
+            "src",
+            "tests"
           ]
         },
         {
-          "left_pr_number": 39683,
-          "right_pr_number": 44872,
-          "similarity": 0.416,
-          "content_similarity": 0.351,
-          "size_similarity": 0.13,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
+          "left_pr_number": 45293,
+          "right_pr_number": 46580,
+          "similarity": 0.537,
+          "content_similarity": 0.489,
+          "size_similarity": 0.714,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.75,
           "shared_filenames": [
-            "src/transformers/generation/utils.py"
+            "src/transformers/models/auto/tokenization_auto.py"
           ],
           "shared_directories": [
-            "src/transformers/generation",
+            "src/transformers/models/auto",
+            "src/transformers/models",
             "src/transformers",
             "src"
           ]
         },
         {
-          "left_pr_number": 45985,
-          "right_pr_number": 47006,
-          "similarity": 0.41,
-          "content_similarity": 0.343,
-          "size_similarity": 0.133,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
+          "left_pr_number": 46580,
+          "right_pr_number": 47017,
+          "similarity": 0.495,
+          "content_similarity": 0.523,
+          "size_similarity": 0.318,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.625,
           "shared_filenames": [
-            "src/transformers/generation/utils.py"
+            "src/transformers/models/auto/tokenization_auto.py"
           ],
           "shared_directories": [
-            "src/transformers/generation",
+            "src/transformers/models/auto",
+            "src/transformers/models",
             "src/transformers",
             "src"
           ]
         },
         {
-          "left_pr_number": 34667,
-          "right_pr_number": 47006,
-          "similarity": 0.385,
-          "content_similarity": 0.297,
-          "size_similarity": 0.182,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
+          "left_pr_number": 46928,
+          "right_pr_number": 47017,
+          "similarity": 0.484,
+          "content_similarity": 0.572,
+          "size_similarity": 0.011,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.625,
           "shared_filenames": [
-            "src/transformers/generation/utils.py"
+            "src/transformers/models/auto/tokenization_auto.py"
           ],
           "shared_directories": [
-            "src/transformers/generation",
+            "src/transformers/models/auto",
+            "src/transformers/models",
             "src/transformers",
             "src"
           ]
         },
         {
-          "left_pr_number": 39683,
-          "right_pr_number": 47006,
-          "similarity": 0.383,
-          "content_similarity": 0.314,
-          "size_similarity": 0.087,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
+          "left_pr_number": 45293,
+          "right_pr_number": 46928,
+          "similarity": 0.48,
+          "content_similarity": 0.55,
+          "size_similarity": 0.05,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.75,
           "shared_filenames": [
-            "src/transformers/generation/utils.py"
+            "src/transformers/models/auto/tokenization_auto.py"
           ],
           "shared_directories": [
-            "src/transformers/generation",
+            "src/transformers/models/auto",
+            "src/transformers/models",
             "src/transformers",
             "src"
           ]
@@ -2460,7 +2599,7 @@
           "left_pr_number": 41606,
           "right_pr_number": 47005,
           "similarity": 0.503,
-          "content_similarity": 0.399,
+          "content_similarity": 0.4,
           "size_similarity": 0.729,
           "breadth_similarity": 0.667,
           "concentration_similarity": 0.957,
@@ -2554,7 +2693,7 @@
         46995
       ],
       "representative_pr_number": 44615,
-      "average_similarity": 0.467,
+      "average_similarity": 0.468,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
       "shared_filenames": [
         "src/transformers/utils/import_utils.py"
@@ -2602,7 +2741,7 @@
         {
           "left_pr_number": 46152,
           "right_pr_number": 46995,
-          "similarity": 0.479,
+          "similarity": 0.48,
           "content_similarity": 0.442,
           "size_similarity": 0.133,
           "breadth_similarity": 1.0,
@@ -2878,7 +3017,7 @@
           "left_pr_number": 32189,
           "right_pr_number": 45979,
           "similarity": 0.321,
-          "content_similarity": 0.162,
+          "content_similarity": 0.163,
           "size_similarity": 0.702,
           "breadth_similarity": 0.633,
           "concentration_similarity": 0.771,
@@ -2894,7 +3033,7 @@
         {
           "left_pr_number": 42655,
           "right_pr_number": 46735,
-          "similarity": 0.32,
+          "similarity": 0.321,
           "content_similarity": 0.321,
           "size_similarity": 0.082,
           "breadth_similarity": 0.417,
@@ -3029,7 +3168,7 @@
           "left_pr_number": 33686,
           "right_pr_number": 46007,
           "similarity": 0.335,
-          "content_similarity": 0.075,
+          "content_similarity": 0.076,
           "size_similarity": 0.88,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3259,7 +3398,7 @@
         46161
       ],
       "representative_pr_number": 45627,
-      "average_similarity": 0.635,
+      "average_similarity": 0.634,
       "summary": "3 open PRs share weighted file overlap around `tests/models/auto/test_processor_auto.py`, `src/transformers/processing_utils.py`; representative PR #45627.",
       "shared_filenames": [
         "tests/models/auto/test_processor_auto.py",
@@ -3277,7 +3416,7 @@
           "left_pr_number": 45627,
           "right_pr_number": 46161,
           "similarity": 0.673,
-          "content_similarity": 0.589,
+          "content_similarity": 0.588,
           "size_similarity": 0.747,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.985,
@@ -3317,7 +3456,7 @@
           "left_pr_number": 42668,
           "right_pr_number": 46161,
           "similarity": 0.572,
-          "content_similarity": 0.666,
+          "content_similarity": 0.665,
           "size_similarity": 0.253,
           "breadth_similarity": 0.216,
           "concentration_similarity": 0.937,
@@ -3479,82 +3618,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-45293-3",
-      "pr_numbers": [
-        45293,
-        46580,
-        46928
-      ],
-      "representative_pr_number": 46580,
-      "average_similarity": 0.56,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/auto/tokenization_auto.py`; representative PR #46580.",
-      "shared_filenames": [
-        "src/transformers/models/auto/tokenization_auto.py"
-      ],
-      "shared_directories": [
-        "src/transformers/models/auto",
-        "src/transformers/models",
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 46580,
-          "right_pr_number": 46928,
-          "similarity": 0.656,
-          "content_similarity": 0.716,
-          "size_similarity": 0.036,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/models/auto/tokenization_auto.py"
-          ],
-          "shared_directories": [
-            "src/transformers/models/auto",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 45293,
-          "right_pr_number": 46580,
-          "similarity": 0.54,
-          "content_similarity": 0.494,
-          "size_similarity": 0.714,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.75,
-          "shared_filenames": [
-            "src/transformers/models/auto/tokenization_auto.py"
-          ],
-          "shared_directories": [
-            "src/transformers/models/auto",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 45293,
-          "right_pr_number": 46928,
-          "similarity": 0.482,
-          "content_similarity": 0.553,
-          "size_similarity": 0.05,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.75,
-          "shared_filenames": [
-            "src/transformers/models/auto/tokenization_auto.py"
-          ],
-          "shared_directories": [
-            "src/transformers/models/auto",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-44940-3",
       "pr_numbers": [
@@ -3616,7 +3679,7 @@
         {
           "left_pr_number": 44940,
           "right_pr_number": 46960,
-          "similarity": 0.477,
+          "similarity": 0.478,
           "content_similarity": 0.415,
           "size_similarity": 0.399,
           "breadth_similarity": 0.833,
@@ -3742,7 +3805,7 @@
         {
           "left_pr_number": 44114,
           "right_pr_number": 46196,
-          "similarity": 0.672,
+          "similarity": 0.673,
           "content_similarity": 0.703,
           "size_similarity": 0.431,
           "breadth_similarity": 0.659,
@@ -3996,7 +4059,7 @@
         46734
       ],
       "representative_pr_number": 34925,
-      "average_similarity": 0.464,
+      "average_similarity": 0.465,
       "summary": "3 open PRs share weighted file overlap around `tests/trainer/test_trainer.py`, `src/transformers/trainer.py`; representative PR #34925.",
       "shared_filenames": [
         "tests/trainer/test_trainer.py",
@@ -4012,8 +4075,8 @@
         {
           "left_pr_number": 34925,
           "right_pr_number": 45917,
-          "similarity": 0.493,
-          "content_similarity": 0.423,
+          "similarity": 0.494,
+          "content_similarity": 0.424,
           "size_similarity": 0.39,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.78,
@@ -4031,7 +4094,7 @@
           "left_pr_number": 34925,
           "right_pr_number": 46734,
           "similarity": 0.458,
-          "content_similarity": 0.437,
+          "content_similarity": 0.438,
           "size_similarity": 0.158,
           "breadth_similarity": 0.833,
           "concentration_similarity": 0.89,
@@ -4049,8 +4112,8 @@
         {
           "left_pr_number": 45917,
           "right_pr_number": 46734,
-          "similarity": 0.441,
-          "content_similarity": 0.376,
+          "similarity": 0.442,
+          "content_similarity": 0.377,
           "size_similarity": 0.404,
           "breadth_similarity": 0.833,
           "concentration_similarity": 0.67,
@@ -4088,7 +4151,7 @@
           "left_pr_number": 45649,
           "right_pr_number": 45655,
           "similarity": 0.511,
-          "content_similarity": 0.348,
+          "content_similarity": 0.349,
           "size_similarity": 0.778,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4142,7 +4205,7 @@
         46994
       ],
       "representative_pr_number": 46643,
-      "average_similarity": 0.427,
+      "average_similarity": 0.428,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`, `src/transformers/generation/utils.py`; representative PR #46643.",
       "shared_filenames": [
         "src/transformers/generation/logits_process.py",
@@ -4202,7 +4265,7 @@
           "left_pr_number": 42112,
           "right_pr_number": 46994,
           "similarity": 0.405,
-          "content_similarity": 0.45,
+          "content_similarity": 0.451,
           "size_similarity": 0.019,
           "breadth_similarity": 0.458,
           "concentration_similarity": 0.817,
@@ -4303,74 +4366,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-46004-3",
-      "pr_numbers": [
-        46004,
-        46771,
-        46917
-      ],
-      "representative_pr_number": 46917,
-      "average_similarity": 0.412,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/image_processing_backends.py`; representative PR #46917.",
-      "shared_filenames": [
-        "src/transformers/image_processing_backends.py"
-      ],
-      "shared_directories": [
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 46004,
-          "right_pr_number": 46917,
-          "similarity": 0.466,
-          "content_similarity": 0.463,
-          "size_similarity": 0.113,
-          "breadth_similarity": 0.75,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/image_processing_backends.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 46771,
-          "right_pr_number": 46917,
-          "similarity": 0.423,
-          "content_similarity": 0.431,
-          "size_similarity": 0.346,
-          "breadth_similarity": 0.417,
-          "concentration_similarity": 0.549,
-          "shared_filenames": [
-            "src/transformers/image_processing_backends.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 46004,
-          "right_pr_number": 46771,
-          "similarity": 0.349,
-          "content_similarity": 0.409,
-          "size_similarity": 0.039,
-          "breadth_similarity": 0.292,
-          "concentration_similarity": 0.549,
-          "shared_filenames": [
-            "src/transformers/image_processing_backends.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-44606-3",
       "pr_numbers": [
@@ -4379,7 +4374,7 @@
         45317
       ],
       "representative_pr_number": 45086,
-      "average_similarity": 0.41,
+      "average_similarity": 0.413,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #45086.",
       "shared_filenames": [
         "src/transformers/tokenization_utils_tokenizers.py"
@@ -4392,8 +4387,8 @@
         {
           "left_pr_number": 45086,
           "right_pr_number": 45317,
-          "similarity": 0.474,
-          "content_similarity": 0.503,
+          "similarity": 0.479,
+          "content_similarity": 0.51,
           "size_similarity": 0.222,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.778,
@@ -4424,8 +4419,8 @@
         {
           "left_pr_number": 44606,
           "right_pr_number": 45317,
-          "similarity": 0.351,
-          "content_similarity": 0.16,
+          "similarity": 0.353,
+          "content_similarity": 0.162,
           "size_similarity": 1.0,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.778,
@@ -4447,7 +4442,7 @@
         46993
       ],
       "representative_pr_number": 46124,
-      "average_similarity": 0.407,
+      "average_similarity": 0.408,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/candidate_generator.py`, `tests/generation/test_utils.py`; representative PR #46124.",
       "shared_filenames": [
         "src/transformers/generation/candidate_generator.py",
@@ -4525,7 +4520,7 @@
         46775
       ],
       "representative_pr_number": 44889,
-      "average_similarity": 0.385,
+      "average_similarity": 0.386,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/trainer.py`, `tests/trainer/distributed/test_trainer_distributed_deepspeed.py`; representative PR #44889.",
       "shared_filenames": [
         "src/transformers/trainer.py",
@@ -4542,8 +4537,8 @@
         {
           "left_pr_number": 44889,
           "right_pr_number": 46775,
-          "similarity": 0.456,
-          "content_similarity": 0.334,
+          "similarity": 0.457,
+          "content_similarity": 0.335,
           "size_similarity": 0.877,
           "breadth_similarity": 0.458,
           "concentration_similarity": 0.9,
@@ -4562,8 +4557,8 @@
         {
           "left_pr_number": 44889,
           "right_pr_number": 44981,
-          "similarity": 0.396,
-          "content_similarity": 0.153,
+          "similarity": 0.397,
+          "content_similarity": 0.154,
           "size_similarity": 0.991,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.812,
@@ -4580,8 +4575,8 @@
         {
           "left_pr_number": 44981,
           "right_pr_number": 46775,
-          "similarity": 0.301,
-          "content_similarity": 0.125,
+          "similarity": 0.303,
+          "content_similarity": 0.126,
           "size_similarity": 0.885,
           "breadth_similarity": 0.458,
           "concentration_similarity": 0.712,
@@ -4784,6 +4779,71 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46941-2",
+      "pr_numbers": [
+        46941,
+        46970
+      ],
+      "representative_pr_number": 46941,
+      "average_similarity": 0.911,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/granite_speech_plus/modeling_granite_speech_plus.py`, `src/transformers/models/plbart/modeling_plbart.py`, `src/transformers/models/edgetam_video/modeling_edgetam_video.py`; representative PR #46941.",
+      "shared_filenames": [
+        "src/transformers/models/granite_speech_plus/modeling_granite_speech_plus.py",
+        "src/transformers/models/plbart/modeling_plbart.py",
+        "src/transformers/models/edgetam_video/modeling_edgetam_video.py",
+        "src/transformers/models/sam2/modeling_sam2.py",
+        "src/transformers/models/falcon_mamba/modeling_falcon_mamba.py",
+        "src/transformers/models/gemma4_unified/modeling_gemma4_unified.py",
+        "src/transformers/models/kyutai_speech_to_text/modeling_kyutai_speech_to_text.py",
+        "src/transformers/models/nemotron_h/modeling_nemotron_h.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/granite_speech_plus",
+        "src/transformers/models/plbart",
+        "src/transformers/models/edgetam_video",
+        "src/transformers/models/sam2",
+        "src/transformers/models/kyutai_speech_to_text",
+        "src/transformers/models/nemotron_h",
+        "src/transformers/models/diffusion_gemma",
+        "src/transformers/models/falcon_mamba"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46941,
+          "right_pr_number": 46970,
+          "similarity": 0.911,
+          "content_similarity": 0.924,
+          "size_similarity": 0.846,
+          "breadth_similarity": 0.9,
+          "concentration_similarity": 0.952,
+          "shared_filenames": [
+            "src/transformers/models/diffusion_gemma/modeling_diffusion_gemma.py",
+            "src/transformers/models/edgetam_video/modeling_edgetam_video.py",
+            "src/transformers/models/falcon_mamba/modeling_falcon_mamba.py",
+            "src/transformers/models/gemma4_unified/modeling_gemma4_unified.py",
+            "src/transformers/models/granite_speech_plus/modeling_granite_speech_plus.py",
+            "src/transformers/models/granitemoehybrid/modeling_granitemoehybrid.py",
+            "src/transformers/models/granitemoeshared/modeling_granitemoeshared.py",
+            "src/transformers/models/kyutai_speech_to_text/modeling_kyutai_speech_to_text.py",
+            "src/transformers/models/lfm2_moe/modeling_lfm2_moe.py",
+            "src/transformers/models/nemotron_h/modeling_nemotron_h.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/diffusion_gemma",
+            "src/transformers/models/edgetam_video",
+            "src/transformers/models/falcon_mamba",
+            "src/transformers/models/gemma4_unified",
+            "src/transformers/models/granite_speech_plus",
+            "src/transformers/models/granitemoehybrid",
+            "src/transformers/models/granitemoeshared",
+            "src/transformers/models/kyutai_speech_to_text",
+            "src/transformers/models/lfm2_moe",
+            "src/transformers/models/nemotron_h"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-43251-2",
       "pr_numbers": [
@@ -5565,7 +5625,7 @@
           "left_pr_number": 45638,
           "right_pr_number": 46229,
           "similarity": 0.568,
-          "content_similarity": 0.575,
+          "content_similarity": 0.576,
           "size_similarity": 0.612,
           "breadth_similarity": 0.396,
           "concentration_similarity": 0.67,
@@ -5841,6 +5901,41 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45694-2",
+      "pr_numbers": [
+        45694,
+        46917
+      ],
+      "representative_pr_number": 45694,
+      "average_similarity": 0.493,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/training_args.py`; representative PR #45694.",
+      "shared_filenames": [
+        "src/transformers/training_args.py"
+      ],
+      "shared_directories": [
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45694,
+          "right_pr_number": 46917,
+          "similarity": 0.493,
+          "content_similarity": 0.339,
+          "size_similarity": 0.868,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/training_args.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-45540-2",
       "pr_numbers": [
@@ -6017,45 +6112,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-45738-2",
-      "pr_numbers": [
-        45738,
-        46970
-      ],
-      "representative_pr_number": 45738,
-      "average_similarity": 0.479,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/musicgen_melody/modeling_musicgen_melody.py`; representative PR #45738.",
-      "shared_filenames": [
-        "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py"
-      ],
-      "shared_directories": [
-        "src/transformers/models/musicgen_melody",
-        "src/transformers/models",
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 45738,
-          "right_pr_number": 46970,
-          "similarity": 0.479,
-          "content_similarity": 0.439,
-          "size_similarity": 0.143,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py"
-          ],
-          "shared_directories": [
-            "src/transformers/models/musicgen_melody",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-46113-2",
       "pr_numbers": [
@@ -6286,7 +6342,7 @@
         46902
       ],
       "representative_pr_number": 43785,
-      "average_similarity": 0.441,
+      "average_similarity": 0.446,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `src/transformers/modeling_utils.py`; representative PR #43785.",
       "shared_filenames": [
         "src/transformers/core_model_loading.py",
@@ -6301,11 +6357,11 @@
         {
           "left_pr_number": 43785,
           "right_pr_number": 46902,
-          "similarity": 0.441,
-          "content_similarity": 0.218,
-          "size_similarity": 0.942,
+          "similarity": 0.446,
+          "content_similarity": 0.22,
+          "size_similarity": 0.965,
           "breadth_similarity": 1.0,
-          "concentration_similarity": 0.939,
+          "concentration_similarity": 0.955,
           "shared_filenames": [
             "src/transformers/core_model_loading.py",
             "src/transformers/modeling_utils.py"
@@ -6452,7 +6508,7 @@
           "left_pr_number": 46099,
           "right_pr_number": 46269,
           "similarity": 0.412,
-          "content_similarity": 0.487,
+          "content_similarity": 0.488,
           "size_similarity": 0.013,
           "breadth_similarity": 0.284,
           "concentration_similarity": 0.805,
@@ -6610,13 +6666,13 @@
         46148
       ],
       "representative_pr_number": 45513,
-      "average_similarity": 0.389,
-      "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.",
+      "average_similarity": 0.388,
+      "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_next/modeling_qwen3_next.py`; representative PR #45513.",
       "shared_filenames": [
         "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",
         "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
+        "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
         "src/transformers/models/qwen3_5/modeling_qwen3_5.py"
       ],
       "shared_directories": [
@@ -6632,8 +6688,8 @@
         {
           "left_pr_number": 45513,
           "right_pr_number": 46148,
-          "similarity": 0.389,
-          "content_similarity": 0.372,
+          "similarity": 0.388,
+          "content_similarity": 0.371,
           "size_similarity": 0.229,
           "breadth_similarity": 0.536,
           "concentration_similarity": 0.812,
@@ -6767,6 +6823,41 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46004-2",
+      "pr_numbers": [
+        46004,
+        46771
+      ],
+      "representative_pr_number": 46004,
+      "average_similarity": 0.349,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/image_processing_backends.py`; representative PR #46004.",
+      "shared_filenames": [
+        "src/transformers/image_processing_backends.py"
+      ],
+      "shared_directories": [
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46004,
+          "right_pr_number": 46771,
+          "similarity": 0.349,
+          "content_similarity": 0.409,
+          "size_similarity": 0.039,
+          "breadth_similarity": 0.292,
+          "concentration_similarity": 0.549,
+          "shared_filenames": [
+            "src/transformers/image_processing_backends.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-45851-2",
       "pr_numbers": [
@@ -6787,7 +6878,7 @@
           "left_pr_number": 45851,
           "right_pr_number": 46357,
           "similarity": 0.346,
-          "content_similarity": 0.117,
+          "content_similarity": 0.118,
           "size_similarity": 0.761,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,

pr_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:43a1bd2d63c2296ddb3b1be2dbb60b2cb93ef06dc182d3c733abbaba02ce60ea
-size 2291361
+oid sha256:7640d438a175ddc476284c50feb7ecd1a7e7c2e6b9f544e83eb28c8197702f76
+size 2293401

pr_diffs.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:7faa0b7837140f7cf42a153523d5a92c8c721f50675845d742080645490cfe8d
-size 73196570
+oid sha256:8a9edf4b7628ed477757440dade32ac28891bcd5396c09bc8bebbc064d02d152
+size 73266320

pr_files.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:ea20ba735d3afd6c229a596d389e226503a1eea84286161694126e8da3bb7d6d
-size 55110523
+oid sha256:4e7e93a9f200a79aa77858757fb33cb4861ae8613080656b9cc3e5cba9b8c257
+size 55193567

pull_requests.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:54057dcd7ecaa2b647390bb35c5e9c0a5fef7720881d3d59c1d1920cbab01c37
-size 2737665
+oid sha256:8002f8d74fb7db88139e52ac385ec6ac77b978754be00cccabf1f76b752647a2
+size 2739386

review_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:2c2eb4f2efa0444c76dbcc746123ebdcac08fc859b2aedca87ac43ecba882f09
-size 3302293
+oid sha256:e745b67639ccb650190801a922834f8616494000778a9bc0d7042aab8441d1e6
+size 3302461

reviews.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:2ecb7794bacd087237cdd328b708349409853438afd8d1703df37d1cb51ec7dd
-size 1032199
+oid sha256:2887f85fad2252acafd2f18502d56626cc7645211d4b74dc1f46b8dca580e972
+size 1032318

snapshots/20260702T060019Z/manifest.json

@@ -0,0 +1,41 @@
+{
+  "artifacts": {
+    "archived_pr_scope_clusters_json": "snapshots/20260702T060019Z/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": 15985,
+    "issues": 942,
+    "links": 5506,
+    "new_contributors": 348,
+    "pr_diffs": 3138,
+    "pr_files": 38846,
+    "pull_requests": 3138,
+    "review_comments": 19355,
+    "reviews": 11244,
+    "timeline_events": 61725
+  },
+  "crawl_started_at": "2026-07-02T06:00:19Z",
+  "delta_counts": {
+    "comments": 22,
+    "issue_stubs": 18,
+    "issues": 5,
+    "links": 36,
+    "pr_diffs": 13,
+    "pr_files": 169,
+    "pull_requests": 13,
+    "review_comments": 420,
+    "reviews": 235,
+    "timeline_events": 673
+  },
+  "extracted_at": "2026-07-02T06:00:19Z",
+  "repo": "huggingface/transformers",
+  "snapshot_id": "20260702T060019Z",
+  "watermark": {
+    "effective_since": "2026-07-02T00:00:29Z",
+    "next_since": "2026-07-02T06:00:19Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260702T000029Z/manifest.json",
-  "latest_snapshot_id": "20260702T000029Z",
+  "archived_manifest_path": "snapshots/20260702T060019Z/manifest.json",
+  "latest_snapshot_id": "20260702T060019Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-07-02T00:00:29Z",
+  "next_since": "2026-07-02T06:00:19Z",
   "repo": "huggingface/transformers",
-  "snapshot_dir": "snapshots/20260702T000029Z"
+  "snapshot_dir": "snapshots/20260702T060019Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-07-01T18:00:21Z",
-  "last_successful_snapshot_id": "20260702T000029Z",
-  "next_since": "2026-07-02T00:00:29Z",
+  "effective_since": "2026-07-02T00:00:29Z",
+  "last_successful_snapshot_id": "20260702T060019Z",
+  "next_since": "2026-07-02T06:00:19Z",
   "repo": "huggingface/transformers",
-  "updated_at": "2026-07-02T00:00:29Z"
+  "updated_at": "2026-07-02T06:00:19Z"
 }