Refresh transformers dataset snapshot 20260707T060715Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260707T000034Z`
+- latest snapshot: `20260707T060715Z`
 - 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 sha256:9b65a1c5b58c5ed81048acda8b1220a860109af47859668d50407d4dd382af84
-size 3488738
+oid sha256:f3961219f4f2c2485866e8c40e193cfb4f6bda3c2009a847d32fd4f9683a62b5
+size 3496720

events.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1d586eae2abe8c29a876d1b83f5bc2f6b6344b545600ed5dfd611fa0d1c40d2d
-size 1024361
+oid sha256:1f7654ef1ff15b751eedf517b5dcf91f6b11202e2bb939b0658d1a97fa7e3e66
+size 1025811

issue_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:4620503b30a8bd40a51645306bac45f65cbf84cf96d3c1c03a5c8edf902c2bd6
-size 1086769
+oid sha256:bd9cdafa063739f9ea73424bb716a68a20815f62f48ea904a149844c8d8a1417
+size 1087972

issues.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:dafc6d948538afa3bc9485aa4391b16d7c3fd2897fffa016f84ab2ae245b011e
-size 1358786
+oid sha256:0db5d278f25fc3a62b9c3b90ff23b3e8c3cfd947f9e44f087ab1388e52e99194
+size 1358925

links.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:96ee5fa67c57ee714c991a1cba9d92aad7837f7ea7ce5ed60c939bc82d6d6d60
-size 68209
+oid sha256:70b8753bce7435f921c542fc55d8795615e7e6b8f7dabf6b357ae7917570adfe
+size 68206

manifest.json

@@ -1,41 +1,41 @@
 {
   "artifacts": {
-    "archived_pr_scope_clusters_json": "snapshots/20260707T000034Z/pr-scope-clusters.json",
+    "archived_pr_scope_clusters_json": "snapshots/20260707T060715Z/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": 16532,
+    "comments": 16566,
     "issues": 965,
-    "links": 5918,
-    "new_contributors": 346,
-    "pr_diffs": 3218,
-    "pr_files": 39287,
-    "pull_requests": 3218,
-    "review_comments": 19730,
-    "reviews": 11441,
-    "timeline_events": 63155
+    "links": 5920,
+    "new_contributors": 345,
+    "pr_diffs": 3221,
+    "pr_files": 39318,
+    "pull_requests": 3221,
+    "review_comments": 19751,
+    "reviews": 11464,
+    "timeline_events": 63278
   },
-  "crawl_started_at": "2026-07-07T00:00:34Z",
+  "crawl_started_at": "2026-07-07T06:07:15Z",
   "delta_counts": {
-    "comments": 16,
-    "issue_stubs": 12,
-    "issues": 1,
-    "links": 17,
-    "pr_diffs": 11,
-    "pr_files": 95,
-    "pull_requests": 11,
-    "review_comments": 325,
-    "reviews": 113,
-    "timeline_events": 403
+    "comments": 33,
+    "issue_stubs": 55,
+    "issues": 15,
+    "links": 141,
+    "pr_diffs": 40,
+    "pr_files": 245,
+    "pull_requests": 40,
+    "review_comments": 261,
+    "reviews": 147,
+    "timeline_events": 972
   },
-  "extracted_at": "2026-07-07T00:00:34Z",
+  "extracted_at": "2026-07-07T06:07:15Z",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260707T000034Z",
+  "snapshot_id": "20260707T060715Z",
   "watermark": {
-    "effective_since": "2026-07-06T18:00:17Z",
-    "next_since": "2026-07-07T00:00:34Z"
+    "effective_since": "2026-07-07T00:00:34Z",
+    "next_since": "2026-07-07T06:07:15Z"
   }
 }

new-contributors-report.json

@@ -1,25 +1,25 @@
 {
   "schema_version": "1.0",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260707T000034Z",
-  "generated_at": "2026-07-07T00:01:23Z",
+  "snapshot_id": "20260707T060715Z",
+  "generated_at": "2026-07-07T06:08:25Z",
   "window_days": 60,
   "max_authors": 0,
   "instrumentation": {
-    "selected_contributors": 346,
+    "selected_contributors": 345,
     "first_seen_in_snapshot": 0,
-    "known_via_prior_merged_pr": 153,
+    "known_via_prior_merged_pr": 152,
     "previous_primary_author_count": 1516,
-    "selected_seen_in_previous_primary": 346,
-    "previous_report_contributor_count": 347,
-    "selected_overlap_previous_report": 346,
+    "selected_seen_in_previous_primary": 345,
+    "previous_report_contributor_count": 346,
+    "selected_overlap_previous_report": 345,
     "selected_overlap_previous_report_rate": 1.0,
-    "reused_previous_report_entries": 342,
-    "reused_known_merged_contributors": 150,
+    "reused_previous_report_entries": 341,
+    "reused_known_merged_contributors": 149,
     "live_fetches": 4,
     "window_anchor": "run_time",
     "window_anchor_cacheable": false,
-    "enrichment_elapsed_seconds": 0.604,
+    "enrichment_elapsed_seconds": 0.648,
     "enrichment_avg_seconds_per_author": 0.002,
     "enrichment_failures": 4
   },
@@ -108,14 +108,14 @@
       "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": "2026-07-06T04:15:22Z",
-      "repo_primary_artifact_count": 113,
-      "repo_artifact_count": 1334,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 113,
-      "snapshot_comment_count": 269,
-      "snapshot_review_count": 384,
-      "snapshot_review_comment_count": 568,
+      "repo_last_seen_at": "2026-07-07T03:46:58Z",
+      "repo_primary_artifact_count": 114,
+      "repo_artifact_count": 1343,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 114,
+      "snapshot_comment_count": 270,
+      "snapshot_review_count": 388,
+      "snapshot_review_comment_count": 571,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -145,6 +145,16 @@
       },
       "examples": {
         "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 47118,
+            "title": "[cache] Simplify cache dispatch based on layer_types",
+            "url": "https://github.com/huggingface/transformers/pull/47118",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-07-07T03:16:44Z"
+          },
           {
             "kind": "pull_request",
             "number": 47094,
@@ -164,16 +174,6 @@
             "merged": true,
             "draft": false,
             "created_at": "2026-07-02T08:14:14Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46978,
-            "title": "Fix accelerate hooks for all models using linear attention",
-            "url": "https://github.com/huggingface/transformers/pull/46978",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-06-30T12:10:07Z"
           }
         ],
         "issues": []
@@ -187,12 +187,12 @@
       "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": "2026-07-06T03:06:17Z",
+      "repo_last_seen_at": "2026-07-07T03:24:24Z",
       "repo_primary_artifact_count": 106,
-      "repo_artifact_count": 414,
+      "repo_artifact_count": 415,
       "snapshot_issue_count": 4,
       "snapshot_pr_count": 102,
-      "snapshot_comment_count": 89,
+      "snapshot_comment_count": 90,
       "snapshot_review_count": 110,
       "snapshot_review_comment_count": 109,
       "repo_association": "CONTRIBUTOR",
@@ -339,7 +339,7 @@
             "number": 47012,
             "title": "Add max_groups input to nightly Serge triage caller (single-task test mode)",
             "url": "https://github.com/huggingface/transformers/pull/47012",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-07-01T19:56:15Z"
@@ -587,14 +587,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker",
       "repo_first_seen_at": "2023-02-24T14:13:29Z",
-      "repo_last_seen_at": "2026-07-06T09:49:45Z",
+      "repo_last_seen_at": "2026-07-07T06:05:32Z",
       "repo_primary_artifact_count": 74,
-      "repo_artifact_count": 2548,
+      "repo_artifact_count": 2550,
       "snapshot_issue_count": 4,
       "snapshot_pr_count": 70,
       "snapshot_comment_count": 205,
-      "snapshot_review_count": 751,
-      "snapshot_review_comment_count": 1518,
+      "snapshot_review_count": 752,
+      "snapshot_review_comment_count": 1519,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -893,14 +893,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or",
       "repo_first_seen_at": "2025-09-11T21:27:59Z",
-      "repo_last_seen_at": "2026-07-06T08:03:34Z",
-      "repo_primary_artifact_count": 48,
-      "repo_artifact_count": 496,
+      "repo_last_seen_at": "2026-07-07T02:16:15Z",
+      "repo_primary_artifact_count": 49,
+      "repo_artifact_count": 508,
       "snapshot_issue_count": 1,
-      "snapshot_pr_count": 47,
-      "snapshot_comment_count": 63,
-      "snapshot_review_count": 190,
-      "snapshot_review_comment_count": 195,
+      "snapshot_pr_count": 48,
+      "snapshot_comment_count": 65,
+      "snapshot_review_count": 195,
+      "snapshot_review_comment_count": 199,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -928,6 +928,16 @@
       },
       "examples": {
         "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 47117,
+            "title": "[Fix] Remove old automatic cross attn pattern from output recorders",
+            "url": "https://github.com/huggingface/transformers/pull/47117",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-07-07T01:36:27Z"
+          },
           {
             "kind": "pull_request",
             "number": 47100,
@@ -947,16 +957,6 @@
             "merged": false,
             "draft": false,
             "created_at": "2026-07-06T06:57:04Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46838,
-            "title": "[Fix] Make require_flash_attn3 match runtime",
-            "url": "https://github.com/huggingface/transformers/pull/46838",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-06-23T09:28:17Z"
           }
         ],
         "issues": [
@@ -1785,14 +1785,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille",
       "repo_first_seen_at": "2025-11-26T16:58:10Z",
-      "repo_last_seen_at": "2026-07-06T06:43:44Z",
+      "repo_last_seen_at": "2026-07-07T04:57:27Z",
       "repo_primary_artifact_count": 29,
-      "repo_artifact_count": 289,
+      "repo_artifact_count": 309,
       "snapshot_issue_count": 1,
       "snapshot_pr_count": 28,
       "snapshot_comment_count": 34,
-      "snapshot_review_count": 112,
-      "snapshot_review_comment_count": 114,
+      "snapshot_review_count": 122,
+      "snapshot_review_comment_count": 124,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -2516,7 +2516,7 @@
             "number": 47058,
             "title": "[serge] Fix 8 integration tests for model `mamba2` failing with `OOM` (other (8))",
             "url": "https://github.com/huggingface/transformers/pull/47058",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-07-04T07:43:39Z"
@@ -2526,7 +2526,7 @@
             "number": 47057,
             "title": "[serge] Fix 8 integration tests for model `deepseek_v32` failing with `load_error` (other (8))",
             "url": "https://github.com/huggingface/transformers/pull/47057",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-07-04T07:43:12Z"
@@ -2536,7 +2536,7 @@
             "number": 47056,
             "title": "[serge] Fix 22 integration tests for model `whisper` failing with `other` (other (20), shape/size mismatch (2))",
             "url": "https://github.com/huggingface/transformers/pull/47056",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-07-04T07:43:08Z"
@@ -4061,8 +4061,8 @@
             "number": 46965,
             "title": "[Model] Support `use_cache=False` for DeepSeek V4",
             "url": "https://github.com/huggingface/transformers/pull/46965",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-06-29T18:11:17Z"
           },
@@ -6411,6 +6411,83 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "Sreekant13",
+      "name": "Sreekant Baheti",
+      "profile_url": "https://github.com/Sreekant13",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASreekant13",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASreekant13",
+      "repo_first_seen_at": "2026-07-04T18:14:38Z",
+      "repo_last_seen_at": "2026-07-07T04:00:47Z",
+      "repo_primary_artifact_count": 3,
+      "repo_artifact_count": 4,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 3,
+      "snapshot_comment_count": 1,
+      "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": 2339,
+      "young_account": false,
+      "follow_through_score": "mixed",
+      "breadth_score": "high",
+      "automation_risk_signal": "medium",
+      "heuristic_note": "broad repo spread; high open PR share; no visible non-self stars",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 18,
+        "merged_pr_count": 8,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 10,
+        "merged_pr_rate": 0.4444,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 0.5556,
+        "distinct_repos_with_authored_prs": 15,
+        "distinct_repos_with_open_prs": 10
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 47119,
+            "title": "Fix image_transforms.pad rejecting NumPy-int padding and float constant_values",
+            "url": "https://github.com/huggingface/transformers/pull/47119",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-07-07T04:00:47Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 47089,
+            "title": "Fix AqlmConfig error messages to say \"int\" instead of \"float\"",
+            "url": "https://github.com/huggingface/transformers/pull/47089",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-07-05T15:53:07Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 47072,
+            "title": "Fix get_json_schema crash on non-string docstring choices",
+            "url": "https://github.com/huggingface/transformers/pull/47072",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-07-04T18:14:38Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "Vitaliy-Pikalo",
       "name": "Vitaliy",
@@ -6565,83 +6642,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "zhang-prog",
-      "name": null,
-      "profile_url": "https://github.com/zhang-prog",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azhang-prog",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azhang-prog",
-      "repo_first_seen_at": "2025-12-23T11:18:14Z",
-      "repo_last_seen_at": "2026-06-12T02:48:45Z",
-      "repo_primary_artifact_count": 9,
-      "repo_artifact_count": 775,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 9,
-      "snapshot_comment_count": 39,
-      "snapshot_review_count": 363,
-      "snapshot_review_comment_count": 364,
-      "repo_association": "CONTRIBUTOR",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": true,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 2074,
-      "young_account": false,
-      "follow_through_score": "mixed",
-      "breadth_score": "moderate",
-      "automation_risk_signal": "low",
-      "heuristic_note": "targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 19,
-        "merged_pr_count": 16,
-        "closed_unmerged_pr_count": 2,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.8421,
-        "closed_unmerged_pr_rate": 0.1053,
-        "still_open_pr_rate": 0.0526,
-        "distinct_repos_with_authored_prs": 6,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 46576,
-            "title": "PP-OCRv6: update documentation and slow tests",
-            "url": "https://github.com/huggingface/transformers/pull/46576",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-06-12T02:48:45Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45838,
-            "title": "[Model] Add PP-OCRv6 Models Support",
-            "url": "https://github.com/huggingface/transformers/pull/45838",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-05-08T03:42:49Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45626,
-            "title": "[Model] Add PP-FormulaNet Model Support",
-            "url": "https://github.com/huggingface/transformers/pull/45626",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-24T09:25:27Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "Charly21r",
       "name": "Carlos Redondo",
@@ -7594,83 +7594,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "Prachi-kushwaha",
-      "name": "Prachi Kushwaha",
-      "profile_url": "https://github.com/Prachi-kushwaha",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3APrachi-kushwaha",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APrachi-kushwaha",
-      "repo_first_seen_at": "2026-03-07T22:12:58Z",
-      "repo_last_seen_at": "2026-06-24T18:19:40Z",
-      "repo_primary_artifact_count": 3,
-      "repo_artifact_count": 12,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 3,
-      "snapshot_comment_count": 9,
-      "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": 1556,
-      "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": 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": 2,
-        "distinct_repos_with_open_prs": 2
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 46161,
-            "title": "Fix tokenizer subfolder fallback",
-            "url": "https://github.com/huggingface/transformers/pull/46161",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-05-22T14:10:36Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45837,
-            "title": "WIP: fix(deepseek_v4) correct CSA per-query block mask and causal top-k guard in eager attention",
-            "url": "https://github.com/huggingface/transformers/pull/45837",
-            "state": "closed",
-            "merged": false,
-            "draft": true,
-            "created_at": "2026-05-08T02:43:09Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45747,
-            "title": "Fix split batch size",
-            "url": "https://github.com/huggingface/transformers/pull/45747",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-05-02T19:06:12Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "arnavkewalram",
       "name": null,
@@ -10121,111 +10044,44 @@
       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,
       "account_age_days": 1145,
-      "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": 46124,
-            "title": "Fix crash and tokenization mismatch in speculative decoding with different tokenizers",
-            "url": "https://github.com/huggingface/transformers/pull/46124",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-05-20T18:41:24Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46117,
-            "title": "[Generation] Fix continuous batching crash when out of memory during \u2026",
-            "url": "https://github.com/huggingface/transformers/pull/46117",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-05-20T11:01:54Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
-    {
-      "author_login": "Sreekant13",
-      "name": "Sreekant Baheti",
-      "profile_url": "https://github.com/Sreekant13",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASreekant13",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASreekant13",
-      "repo_first_seen_at": "2026-07-04T18:14:38Z",
-      "repo_last_seen_at": "2026-07-06T16:00:56Z",
-      "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 3,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 2,
-      "snapshot_comment_count": 1,
-      "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": 2339,
-      "young_account": false,
-      "follow_through_score": "mixed",
-      "breadth_score": "high",
-      "automation_risk_signal": "medium",
-      "heuristic_note": "broad repo spread; high open PR share; no visible non-self stars",
+      "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": 18,
-        "merged_pr_count": 8,
+        "visible_authored_pr_count": 1,
+        "merged_pr_count": 0,
         "closed_unmerged_pr_count": 0,
-        "open_pr_count": 10,
-        "merged_pr_rate": 0.4444,
+        "open_pr_count": 1,
+        "merged_pr_rate": 0.0,
         "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 0.5556,
-        "distinct_repos_with_authored_prs": 15,
-        "distinct_repos_with_open_prs": 10
+        "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": 47089,
-            "title": "Fix AqlmConfig error messages to say \"int\" instead of \"float\"",
-            "url": "https://github.com/huggingface/transformers/pull/47089",
+            "number": 46124,
+            "title": "Fix crash and tokenization mismatch in speculative decoding with different tokenizers",
+            "url": "https://github.com/huggingface/transformers/pull/46124",
             "state": "open",
             "merged": false,
             "draft": false,
-            "created_at": "2026-07-05T15:53:07Z"
+            "created_at": "2026-05-20T18:41:24Z"
           },
           {
             "kind": "pull_request",
-            "number": 47072,
-            "title": "Fix get_json_schema crash on non-string docstring choices",
-            "url": "https://github.com/huggingface/transformers/pull/47072",
-            "state": "open",
+            "number": 46117,
+            "title": "[Generation] Fix continuous batching crash when out of memory during \u2026",
+            "url": "https://github.com/huggingface/transformers/pull/46117",
+            "state": "closed",
             "merged": false,
             "draft": false,
-            "created_at": "2026-07-04T18:14:38Z"
+            "created_at": "2026-05-20T11:01:54Z"
           }
         ],
         "issues": []
@@ -10546,6 +10402,83 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "zhang-prog",
+      "name": null,
+      "profile_url": "https://github.com/zhang-prog",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azhang-prog",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azhang-prog",
+      "repo_first_seen_at": "2025-12-23T11:18:14Z",
+      "repo_last_seen_at": "2026-06-12T02:48:45Z",
+      "repo_primary_artifact_count": 9,
+      "repo_artifact_count": 775,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 9,
+      "snapshot_comment_count": 39,
+      "snapshot_review_count": 363,
+      "snapshot_review_comment_count": 364,
+      "repo_association": "CONTRIBUTOR",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": true,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
+      "account_age_days": 2074,
+      "young_account": false,
+      "follow_through_score": "mixed",
+      "breadth_score": "moderate",
+      "automation_risk_signal": "low",
+      "heuristic_note": "targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 19,
+        "merged_pr_count": 16,
+        "closed_unmerged_pr_count": 2,
+        "open_pr_count": 1,
+        "merged_pr_rate": 0.8421,
+        "closed_unmerged_pr_rate": 0.1053,
+        "still_open_pr_rate": 0.0526,
+        "distinct_repos_with_authored_prs": 6,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46576,
+            "title": "PP-OCRv6: update documentation and slow tests",
+            "url": "https://github.com/huggingface/transformers/pull/46576",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-06-12T02:48:45Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45838,
+            "title": "[Model] Add PP-OCRv6 Models Support",
+            "url": "https://github.com/huggingface/transformers/pull/45838",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-05-08T03:42:49Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45626,
+            "title": "[Model] Add PP-FormulaNet Model Support",
+            "url": "https://github.com/huggingface/transformers/pull/45626",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-04-24T09:25:27Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "ydshieh2",
       "name": null,
@@ -11515,6 +11448,83 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "Prachi-kushwaha",
+      "name": "Prachi Kushwaha",
+      "profile_url": "https://github.com/Prachi-kushwaha",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3APrachi-kushwaha",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APrachi-kushwaha",
+      "repo_first_seen_at": "2026-03-07T22:12:58Z",
+      "repo_last_seen_at": "2026-06-24T18:19:40Z",
+      "repo_primary_artifact_count": 3,
+      "repo_artifact_count": 12,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 3,
+      "snapshot_comment_count": 9,
+      "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": 1556,
+      "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": 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": 2,
+        "distinct_repos_with_open_prs": 2
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46161,
+            "title": "Fix tokenizer subfolder fallback",
+            "url": "https://github.com/huggingface/transformers/pull/46161",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-22T14:10:36Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45837,
+            "title": "WIP: fix(deepseek_v4) correct CSA per-query block mask and causal top-k guard in eager attention",
+            "url": "https://github.com/huggingface/transformers/pull/45837",
+            "state": "closed",
+            "merged": false,
+            "draft": true,
+            "created_at": "2026-05-08T02:43:09Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45747,
+            "title": "Fix split batch size",
+            "url": "https://github.com/huggingface/transformers/pull/45747",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-02T19:06:12Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "nurpax",
       "name": "Janne Hellsten",
@@ -13916,74 +13926,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "nunq",
-      "name": null,
-      "profile_url": "https://github.com/nunq",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anunq",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anunq",
-      "repo_first_seen_at": "2026-05-08T00:29:00Z",
-      "repo_last_seen_at": "2026-05-22T13:01:17Z",
-      "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 5,
-      "snapshot_issue_count": 1,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 1,
-      "snapshot_review_count": 1,
-      "snapshot_review_comment_count": 1,
-      "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": 2694,
-      "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": 45835,
-            "title": "fix: kosmos2.5: properly expand embeddings table",
-            "url": "https://github.com/huggingface/transformers/pull/45835",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-05-08T00:40:59Z"
-          }
-        ],
-        "issues": [
-          {
-            "kind": "issue",
-            "number": 45834,
-            "title": "Kosmos2.5: index error on long ocr input",
-            "url": "https://github.com/huggingface/transformers/issues/45834",
-            "state": "closed",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-05-08T00:29:00Z"
-          }
-        ]
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "OmkumarSolanki",
       "name": "Omkumar Solanki",
@@ -14401,14 +14343,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AVectorPeak",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AVectorPeak",
       "repo_first_seen_at": "2026-07-03T09:46:12Z",
-      "repo_last_seen_at": "2026-07-03T12:20:38Z",
+      "repo_last_seen_at": "2026-07-07T05:33:49Z",
       "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 5,
+      "repo_artifact_count": 15,
       "snapshot_issue_count": 1,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 1,
-      "snapshot_review_count": 1,
-      "snapshot_review_comment_count": 1,
+      "snapshot_comment_count": 5,
+      "snapshot_review_count": 4,
+      "snapshot_review_comment_count": 4,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -14439,7 +14381,7 @@
           {
             "kind": "pull_request",
             "number": 47038,
-            "title": "Fix GenerationConfig continuous batching serialization",
+            "title": "Keep continuous batching config separate from GenerationConfig",
             "url": "https://github.com/huggingface/transformers/pull/47038",
             "state": "open",
             "merged": false,
@@ -22847,12 +22789,12 @@
       "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": "2026-07-06T15:50:45Z",
+      "repo_last_seen_at": "2026-07-07T00:29:25Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 3,
+      "repo_artifact_count": 4,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 2,
+      "snapshot_comment_count": 3,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",

new-contributors-report.md

@@ -1,16 +1,16 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260707T000034Z`
-- Generated: `2026-07-07T00:01:23Z`
+- Snapshot: `20260707T060715Z`
+- Generated: `2026-07-07T06:08:25Z`
 - Activity window: `60d`
-- Contributors: `346`
+- Contributors: `345`
 
 ## Summary
 
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 136 | 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` | 113 | 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` | 114 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 102 | 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` | 101 | 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 | `2024-07-19T13:27:51Z` | 100 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
@@ -18,7 +18,7 @@
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 58 | 2 | mixed | low | low | targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 50 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
-| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 47 | 1 | strong | low | low | targets high-star repos |
+| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 48 | 1 | strong | low | low | targets high-star repos |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 47 | 0 | strong | low | low | targets high-star repos |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 40 | 1 | strong | moderate | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 37 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
@@ -85,9 +85,9 @@
 | `praful-srinivasan-027` | [profile](https://github.com/praful-srinivasan-027) | no | CONTRIBUTOR | 469d | `2026-06-25T18:51:59Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Sahith59` | [profile](https://github.com/Sahith59) | no | FIRST_TIME_CONTRIBUTOR | 1626d | `2026-06-19T02:27:30Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Snakinya` | [profile](https://github.com/Snakinya) | no | FIRST_TIME_CONTRIBUTOR | 2115d | `2026-06-08T10:08:10Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `Sreekant13` | [profile](https://github.com/Sreekant13) | no | FIRST_TIME_CONTRIBUTOR | 2339d | `2026-07-04T18:14:38Z` | 3 | 0 | mixed | high | medium | broad repo spread; high open PR share; no visible non-self stars |
 | `Vitaliy-Pikalo` | [profile](https://github.com/Vitaliy-Pikalo) | no | NONE | 636d | `2026-06-21T01:56:59Z` | 3 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `yuvrajsharma9981` | [profile](https://github.com/yuvrajsharma9981) | no | FIRST_TIME_CONTRIBUTOR | 3814d | `2026-05-21T22:27:49Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 9 | 0 | mixed | moderate | low | targets high-star repos |
 | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 8 | 1 | weak | low | low | young account; 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 |
 | `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 5 | 5 | strong | moderate | low | high recent PR volume |
@@ -99,7 +99,6 @@
 | `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 |
 | `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 |
 | `gante` | [profile](https://github.com/gante) | no | CONTRIBUTOR | 4054d | `2023-02-24T12:09:33Z` | 3 | 2 | strong | low | low | 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 |
 | `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 | 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 | — |
@@ -136,11 +135,11 @@
 | `punyamodi` | [profile](https://github.com/punyamodi) | no | CONTRIBUTOR | 2156d | `2026-06-12T08:32:21Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `rmotgi1227` | [profile](https://github.com/rmotgi1227) | no | NONE | 295d | `2026-05-12T21:21:10Z` | 2 | 0 | mixed | moderate | low | young account; targets high-star repos |
 | `rohanbalsaraf` | [profile](https://github.com/rohanbalsaraf) | no | FIRST_TIME_CONTRIBUTOR | 1145d | `2026-05-20T11:01:54Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `Sreekant13` | [profile](https://github.com/Sreekant13) | no | FIRST_TIME_CONTRIBUTOR | 2339d | `2026-07-04T18:14:38Z` | 2 | 0 | mixed | high | medium | broad repo spread; high open PR share; no visible non-self stars |
 | `srishtiii28` | [profile](https://github.com/srishtiii28) | no | FIRST_TIME_CONTRIBUTOR | 1008d | `2026-06-09T09:34:02Z` | 2 | 0 | mixed | low | low | — |
 | `w-Jessamine` | [profile](https://github.com/w-Jessamine) | no | FIRST_TIME_CONTRIBUTOR | 980d | `2026-06-28T20:34:00Z` | 2 | 0 | weak | moderate | low | high open PR share |
 | `XananasX7` | [profile](https://github.com/XananasX7) | no | NONE | 116d | `2026-06-28T03:40:37Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share |
 | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 3012d | `2025-12-02T16:00:11Z` | 19 | 7 | strong | high | low | high recent PR volume; broad repo spread; targets high-star repos |
+| `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 9 | 0 | mixed | moderate | low | targets high-star repos |
 | `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 596d | `2025-06-12T08:51:40Z` | 7 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 6 | 3 | strong | moderate | low | extremely high recent PR volume; 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 |
@@ -152,6 +151,7 @@
 | `bhargav-patel-29` | [profile](https://github.com/bhargav-patel-29) | no | FIRST_TIME_CONTRIBUTOR | 267d | `2026-02-05T02:43:45Z` | 3 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `fyhon` | [profile](https://github.com/fyhon) | no | FIRST_TIME_CONTRIBUTOR | 1467d | `2026-05-06T09:12:14Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | CONTRIBUTOR | 1082d | `2026-03-28T12:13:57Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `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 |
 | `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 |
 | `oliverholworthy` | [profile](https://github.com/oliverholworthy) | no | CONTRIBUTOR | 5290d | `2026-01-26T21:42:45Z` | 2 | 2 | weak | moderate | low | high open PR share |
 | `bzantium` | [profile](https://github.com/bzantium) | no | CONTRIBUTOR | 3641d | `2025-09-24T07:07:47Z` | 2 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
@@ -186,7 +186,6 @@
 | `Madhav-000-s` | [profile](https://github.com/Madhav-000-s) | no | FIRST_TIME_CONTRIBUTOR | 661d | `2026-07-03T19:34:26Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `mjkmain` | [profile](https://github.com/mjkmain) | no | NONE | 2071d | `2026-06-04T22:13:07Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `nealwu` | [profile](https://github.com/nealwu) | no | CONTRIBUTOR | 5508d | `2026-05-12T03:11:36Z` | 1 | 1 | strong | low | low | — |
-| `nunq` | [profile](https://github.com/nunq) | no | CONTRIBUTOR | 2694d | `2026-05-08T00:29:00Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `OmkumarSolanki` | [profile](https://github.com/OmkumarSolanki) | no | FIRST_TIME_CONTRIBUTOR | 1018d | `2026-06-26T02:23:31Z` | 1 | 1 | weak | moderate | low | high recent PR volume; high open PR share; targets high-star repos |
 | `Reigenleif` | [profile](https://github.com/Reigenleif) | no | NONE | 1631d | `2026-06-06T14:24:41Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `Sainava` | [profile](https://github.com/Sainava) | no | CONTRIBUTOR | 865d | `2026-06-09T09:43:45Z` | 1 | 1 | mixed | moderate | low | — |
@@ -387,12 +386,12 @@ 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: `2026-07-06T04:15:22Z`
+- repo last seen: `2026-07-07T03:46:58Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **113**
-- snapshot authored PRs/issues: **113 PRs / 0 issues**
-- snapshot discussion activity: **269 comments / 384 reviews / 568 review comments**
+- repo primary artifacts: **114**
+- snapshot authored PRs/issues: **114 PRs / 0 issues**
+- snapshot discussion activity: **270 comments / 388 reviews / 571 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`
@@ -400,9 +399,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #47118: [cache] Simplify cache dispatch based on layer_types](https://github.com/huggingface/transformers/pull/47118) — open
 - [PR #47094: [sdpa] Allow prefill to use FA kernel with StaticCache](https://github.com/huggingface/transformers/pull/47094) — open
 - [PR #47018: Fix save_pretrained with offloading and weight conversions](https://github.com/huggingface/transformers/pull/47018) — closed, merged
-- [PR #46978: Fix accelerate hooks for all models using linear attention](https://github.com/huggingface/transformers/pull/46978) — closed, merged
 
 ### `kaixuanliu`
 
@@ -410,12 +409,12 @@ 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: `2026-07-06T03:06:17Z`
+- repo last seen: `2026-07-07T03:24:24Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **106**
 - snapshot authored PRs/issues: **102 PRs / 4 issues**
-- snapshot discussion activity: **89 comments / 110 reviews / 109 review comments**
+- snapshot discussion activity: **90 comments / 110 reviews / 109 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
@@ -449,7 +448,7 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
 
 Example artifacts:
-- [PR #47012: Add max_groups input to nightly Serge triage caller (single-task test mode)](https://github.com/huggingface/transformers/pull/47012) — open
+- [PR #47012: Add max_groups input to nightly Serge triage caller (single-task test mode)](https://github.com/huggingface/transformers/pull/47012) — closed
 - [PR #46982: only in the original repo](https://github.com/huggingface/transformers/pull/46982) — closed, merged
 - [PR #46976: the CI status should be a comment](https://github.com/huggingface/transformers/pull/46976) — closed, merged
 - [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — closed
@@ -510,12 +509,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
 - repo first seen: `2023-02-24T14:13:29Z`
-- repo last seen: `2026-07-06T09:49:45Z`
+- repo last seen: `2026-07-07T06:05:32Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **74**
 - snapshot authored PRs/issues: **70 PRs / 4 issues**
-- snapshot discussion activity: **205 comments / 751 reviews / 1518 review comments**
+- snapshot discussion activity: **205 comments / 752 reviews / 1519 review comments**
 - account age: **2590 days**
 - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
 - public orgs: none visible
@@ -586,12 +585,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
 - repo first seen: `2025-09-11T21:27:59Z`
-- repo last seen: `2026-07-06T08:03:34Z`
+- repo last seen: `2026-07-07T02:16:15Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **48**
-- snapshot authored PRs/issues: **47 PRs / 1 issues**
-- snapshot discussion activity: **63 comments / 190 reviews / 195 review comments**
+- repo primary artifacts: **49**
+- snapshot authored PRs/issues: **48 PRs / 1 issues**
+- snapshot discussion activity: **65 comments / 195 reviews / 199 review comments**
 - account age: **1813 days**
 - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
 - public orgs: none visible
@@ -599,9 +598,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #47117: [Fix] Remove old automatic cross attn pattern from output recorders](https://github.com/huggingface/transformers/pull/47117) — open
 - [PR #47100: [Fix] Remove deprecated argument from `kernels` call](https://github.com/huggingface/transformers/pull/47100) — open
 - [PR #47097: Fix experts implementation in two spots](https://github.com/huggingface/transformers/pull/47097) — open
-- [PR #46838: [Fix] Make require_flash_attn3 match runtime](https://github.com/huggingface/transformers/pull/46838) — open
 - [Issue #46516: [Continuous batching] Tracker for issues and feature requests](https://github.com/huggingface/transformers/issues/46516) — open
 
 ### `Rocketknight1`
@@ -827,12 +826,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
 - repo first seen: `2025-11-26T16:58:10Z`
-- repo last seen: `2026-07-06T06:43:44Z`
+- repo last seen: `2026-07-07T04:57:27Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **29**
 - snapshot authored PRs/issues: **28 PRs / 1 issues**
-- snapshot discussion activity: **34 comments / 112 reviews / 114 review comments**
+- snapshot discussion activity: **34 comments / 122 reviews / 124 review comments**
 - account age: **2625 days**
 - recent public PR activity: **9 PRs** (4 merged / 0 closed-unmerged / 5 open; merged rate **44%**, closed-unmerged rate **0%**, open rate **56%**)
 - public orgs: `huggingface`
@@ -1032,9 +1031,9 @@ Example artifacts:
 - enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'sergereview[bot]'."}]`
 
 Example artifacts:
-- [PR #47058: [serge] Fix 8 integration tests for model `mamba2` failing with `OOM` (other (8))](https://github.com/huggingface/transformers/pull/47058) — open
-- [PR #47057: [serge] Fix 8 integration tests for model `deepseek_v32` failing with `load_error` (other (8))](https://github.com/huggingface/transformers/pull/47057) — open
-- [PR #47056: [serge] Fix 22 integration tests for model `whisper` failing with `other` (other (20), shape/size mismatch (2))](https://github.com/huggingface/transformers/pull/47056) — open
+- [PR #47058: [serge] Fix 8 integration tests for model `mamba2` failing with `OOM` (other (8))](https://github.com/huggingface/transformers/pull/47058) — closed
+- [PR #47057: [serge] Fix 8 integration tests for model `deepseek_v32` failing with `load_error` (other (8))](https://github.com/huggingface/transformers/pull/47057) — closed
+- [PR #47056: [serge] Fix 22 integration tests for model `whisper` failing with `other` (other (20), shape/size mismatch (2))](https://github.com/huggingface/transformers/pull/47056) — closed
 
 ### `YangKai0616`
 
@@ -1477,7 +1476,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; high open PR share**
 
 Example artifacts:
-- [PR #46965: [Model] Support `use_cache=False` for DeepSeek V4](https://github.com/huggingface/transformers/pull/46965) — open
+- [PR #46965: [Model] Support `use_cache=False` for DeepSeek V4](https://github.com/huggingface/transformers/pull/46965) — closed, merged
 - [PR #46905: [Docs] Fix full disk offloading docs](https://github.com/huggingface/transformers/pull/46905) — closed, merged
 - [PR #46902: [Bugfix] [Offloading] Save disk-offloaded buffers, Save converted weights](https://github.com/huggingface/transformers/pull/46902) — closed
 
@@ -2155,6 +2154,29 @@ Example artifacts:
 - [PR #46708: Fix: reject Hub kernel repo patterns in attn_implementation loaded from config](https://github.com/huggingface/transformers/pull/46708) — closed
 - [PR #46494: [Security] Fix incomplete setattr filtering in ImageProcessor and FeatureExtractor](https://github.com/huggingface/transformers/pull/46494) — closed
 
+### `Sreekant13`
+
+- profile: [github.com/Sreekant13](https://github.com/Sreekant13)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASreekant13)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASreekant13)
+- repo first seen: `2026-07-04T18:14:38Z`
+- repo last seen: `2026-07-07T04:00:47Z`
+- 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: **1 comments / 0 reviews / 0 review comments**
+- account age: **2339 days**
+- recent public PR activity: **18 PRs** (8 merged / 0 closed-unmerged / 10 open; merged rate **44%**, closed-unmerged rate **0%**, open rate **56%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **high**, automation risk **medium**
+- heuristic read: **broad repo spread; high open PR share; no visible non-self stars**
+
+Example artifacts:
+- [PR #47119: Fix image_transforms.pad rejecting NumPy-int padding and float constant_values](https://github.com/huggingface/transformers/pull/47119) — open
+- [PR #47089: Fix AqlmConfig error messages to say "int" instead of "float"](https://github.com/huggingface/transformers/pull/47089) — open
+- [PR #47072: Fix get_json_schema crash on non-string docstring choices](https://github.com/huggingface/transformers/pull/47072) — open
+
 ### `Vitaliy-Pikalo`
 
 - profile: [github.com/Vitaliy-Pikalo](https://github.com/Vitaliy-Pikalo)
@@ -2201,29 +2223,6 @@ Example artifacts:
 - [PR #46759: Default Gemma4 processor text padding to False (align with Gemma3 / Qwen3-VL)](https://github.com/huggingface/transformers/pull/46759) — closed
 - [PR #46148: [Qwen3Next] preserve linear-attn-mask optimization under torch.compile/export](https://github.com/huggingface/transformers/pull/46148) — open
 
-### `zhang-prog`
-
-- profile: [github.com/zhang-prog](https://github.com/zhang-prog)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azhang-prog)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azhang-prog)
-- repo first seen: `2025-12-23T11:18:14Z`
-- repo last seen: `2026-06-12T02:48:45Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **9**
-- snapshot authored PRs/issues: **9 PRs / 0 issues**
-- snapshot discussion activity: **39 comments / 363 reviews / 364 review comments**
-- account age: **2074 days**
-- recent public PR activity: **19 PRs** (16 merged / 2 closed-unmerged / 1 open; merged rate **84%**, closed-unmerged rate **11%**, open rate **5%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #46576: PP-OCRv6: update documentation and slow tests](https://github.com/huggingface/transformers/pull/46576) — closed, merged
-- [PR #45838: [Model] Add PP-OCRv6 Models Support](https://github.com/huggingface/transformers/pull/45838) — closed, merged
-- [PR #45626: [Model] Add PP-FormulaNet Model Support](https://github.com/huggingface/transformers/pull/45626) — closed, merged
-
 ### `Charly21r`
 
 - profile: [github.com/Charly21r](https://github.com/Charly21r)
@@ -2487,29 +2486,6 @@ Example artifacts:
 - [Issue #32946: Support `StaticCache` in assisted generation](https://github.com/huggingface/transformers/issues/32946) — closed
 - [Issue #29149: Generate: support passing position_ids](https://github.com/huggingface/transformers/issues/29149) — closed
 
-### `Prachi-kushwaha`
-
-- profile: [github.com/Prachi-kushwaha](https://github.com/Prachi-kushwaha)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3APrachi-kushwaha)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APrachi-kushwaha)
-- repo first seen: `2026-03-07T22:12:58Z`
-- repo last seen: `2026-06-24T18:19:40Z`
-- 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: **9 comments / 0 reviews / 0 review comments**
-- account age: **1556 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; targets high-star repos**
-
-Example artifacts:
-- [PR #46161: Fix tokenizer subfolder fallback](https://github.com/huggingface/transformers/pull/46161) — open
-- [PR #45837: WIP: fix(deepseek_v4) correct CSA per-query block mask and causal top-k guard in eager attention](https://github.com/huggingface/transformers/pull/45837) — closed, draft
-- [PR #45747: Fix split batch size](https://github.com/huggingface/transformers/pull/45747) — closed
-
 ### `arnavkewalram`
 
 - profile: [github.com/arnavkewalram](https://github.com/arnavkewalram)
@@ -3310,28 +3286,6 @@ Example artifacts:
 - [PR #46124: Fix crash and tokenization mismatch in speculative decoding with different tokenizers](https://github.com/huggingface/transformers/pull/46124) — open
 - [PR #46117: [Generation] Fix continuous batching crash when out of memory during …](https://github.com/huggingface/transformers/pull/46117) — closed
 
-### `Sreekant13`
-
-- profile: [github.com/Sreekant13](https://github.com/Sreekant13)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASreekant13)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASreekant13)
-- repo first seen: `2026-07-04T18:14:38Z`
-- repo last seen: `2026-07-06T16:00:56Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **2339 days**
-- recent public PR activity: **18 PRs** (8 merged / 0 closed-unmerged / 10 open; merged rate **44%**, closed-unmerged rate **0%**, open rate **56%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **high**, automation risk **medium**
-- heuristic read: **broad repo spread; high open PR share; no visible non-self stars**
-
-Example artifacts:
-- [PR #47089: Fix AqlmConfig error messages to say "int" instead of "float"](https://github.com/huggingface/transformers/pull/47089) — open
-- [PR #47072: Fix get_json_schema crash on non-string docstring choices](https://github.com/huggingface/transformers/pull/47072) — open
-
 ### `srishtiii28`
 
 - profile: [github.com/srishtiii28](https://github.com/srishtiii28)
@@ -3424,6 +3378,29 @@ Example artifacts:
 - [Issue #45030: tiny-random glm4v configuration can't load due to config validation changes](https://github.com/huggingface/transformers/issues/45030) — closed
 - [Issue #44877: Strict config prevents loading `granite_speech` config](https://github.com/huggingface/transformers/issues/44877) — closed
 
+### `zhang-prog`
+
+- profile: [github.com/zhang-prog](https://github.com/zhang-prog)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azhang-prog)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azhang-prog)
+- repo first seen: `2025-12-23T11:18:14Z`
+- repo last seen: `2026-06-12T02:48:45Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **9**
+- snapshot authored PRs/issues: **9 PRs / 0 issues**
+- snapshot discussion activity: **39 comments / 363 reviews / 364 review comments**
+- account age: **2074 days**
+- recent public PR activity: **19 PRs** (16 merged / 2 closed-unmerged / 1 open; merged rate **84%**, closed-unmerged rate **11%**, open rate **5%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #46576: PP-OCRv6: update documentation and slow tests](https://github.com/huggingface/transformers/pull/46576) — closed, merged
+- [PR #45838: [Model] Add PP-OCRv6 Models Support](https://github.com/huggingface/transformers/pull/45838) — closed, merged
+- [PR #45626: [Model] Add PP-FormulaNet Model Support](https://github.com/huggingface/transformers/pull/45626) — closed, merged
+
 ### `ydshieh2`
 
 - profile: [github.com/ydshieh2](https://github.com/ydshieh2)
@@ -3688,6 +3665,29 @@ Example artifacts:
 - [PR #45582: generate: drop stale num_return_sequences warning on continuous batching path](https://github.com/huggingface/transformers/pull/45582) — closed, merged
 - [PR #45080: Fix PreTrainedConfig as Pydantic field type after dataclass conversion](https://github.com/huggingface/transformers/pull/45080) — closed
 
+### `Prachi-kushwaha`
+
+- profile: [github.com/Prachi-kushwaha](https://github.com/Prachi-kushwaha)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3APrachi-kushwaha)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APrachi-kushwaha)
+- repo first seen: `2026-03-07T22:12:58Z`
+- repo last seen: `2026-06-24T18:19:40Z`
+- 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: **9 comments / 0 reviews / 0 review comments**
+- account age: **1556 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; targets high-star repos**
+
+Example artifacts:
+- [PR #46161: Fix tokenizer subfolder fallback](https://github.com/huggingface/transformers/pull/46161) — open
+- [PR #45837: WIP: fix(deepseek_v4) correct CSA per-query block mask and causal top-k guard in eager attention](https://github.com/huggingface/transformers/pull/45837) — closed, draft
+- [PR #45747: Fix split batch size](https://github.com/huggingface/transformers/pull/45747) — closed
+
 ### `nurpax`
 
 - profile: [github.com/nurpax](https://github.com/nurpax)
@@ -4445,28 +4445,6 @@ Example artifacts:
 - [PR #45908: Forward `revision` to `list_repo_files` in tokenizer loading](https://github.com/huggingface/transformers/pull/45908) — closed, merged
 - [Issue #45907: Our `tinker-cookbook` CI broke: `list_repo_files` should forward the `revision` argument](https://github.com/huggingface/transformers/issues/45907) — closed
 
-### `nunq`
-
-- profile: [github.com/nunq](https://github.com/nunq)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anunq)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anunq)
-- repo first seen: `2026-05-08T00:29:00Z`
-- repo last seen: `2026-05-22T13:01:17Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
-- account age: **2694 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 #45835: fix: kosmos2.5: properly expand embeddings table](https://github.com/huggingface/transformers/pull/45835) — closed, merged
-- [Issue #45834: Kosmos2.5: index error on long ocr input](https://github.com/huggingface/transformers/issues/45834) — closed
-
 ### `OmkumarSolanki`
 
 - profile: [github.com/OmkumarSolanki](https://github.com/OmkumarSolanki)
@@ -4605,12 +4583,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AVectorPeak)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AVectorPeak)
 - repo first seen: `2026-07-03T09:46:12Z`
-- repo last seen: `2026-07-03T12:20:38Z`
+- repo last seen: `2026-07-07T05:33:49Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
+- snapshot discussion activity: **5 comments / 4 reviews / 4 review comments**
 - account age: **2084 days**
 - recent public PR activity: **96 PRs** (42 merged / 31 closed-unmerged / 24 open; merged rate **44%**, closed-unmerged rate **32%**, open rate **24%**)
 - public orgs: none visible
@@ -4618,7 +4596,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; very broad repo spread; targets high-star repos**
 
 Example artifacts:
-- [PR #47038: Fix GenerationConfig continuous batching serialization](https://github.com/huggingface/transformers/pull/47038) — open
+- [PR #47038: Keep continuous batching config separate from GenerationConfig](https://github.com/huggingface/transformers/pull/47038) — open
 - [Issue #47039: GenerationConfig serializes ContinuousBatchingConfig as null](https://github.com/huggingface/transformers/issues/47039) — open
 
 ### `0Sh1khar`
@@ -7693,12 +7671,12 @@ Example artifacts:
 - 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: `2026-07-06T15:50:45Z`
+- repo last seen: `2026-07-07T00:29:25Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **3 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

new_contributors.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d3b66acc1a8900fdd82f5f98eab837115cce27cb38d9c10c304d0f1727edb278
-size 63122
+oid sha256:769038cbb12221ecc1b34de842ed0bf137d8b27a6d49959fda018c598186b7ea
+size 63109

pr_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:ba52b25b32dd26f8fe5aae053634c01bf4f7b2d6f981a62a06cf27b4c5b9cc8b
-size 2368287
+oid sha256:68e9346ff9f3c4749af96d72546c829e2ed7a3a0e6a28884739dc8c6e8e03064
+size 2374707

pr_diffs.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0ea9407d4c77be2bae8232545ca88da492ebb4c4648a32b3adb6627cd10ab7a4
-size 73861984
+oid sha256:f523a71267e1c3e76765c6c33fb4f13bd6045cab52f15c38a8fac79958031a90
+size 73879928

pr_files.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:524754f79b80e33d2f5c4931b2ae04d901f7d68e265e8e1a3ab3912c1c0cfcdf
-size 55659517
+oid sha256:bfb97b672b39af0fd0ee71bf3222b7c4d9ec1401d57709fafe0f27f449f48e89
+size 55694187

pull_requests.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e3e77dd70f0b96061b0e3f07fee70a78c5776788d7ee329204f8d7b5db83393d
-size 2859773
+oid sha256:f507f589cdea62db91217a058b96f4a8437bad1a92aacf0cb0929b88a89314f5
+size 2858792

review_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:438e7de1765103f1794a188cb72655f5ea132695d86a8d66301c0b5d2bd7128f
-size 3363965
+oid sha256:cecd423fd37f85679a9948bdac9f80e81b5380fc05625f59b4d11f49cc490870
+size 3368051

reviews.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d31519bc001e887a545dc24a15d390b72e6d4329c724b96b11791691fb110548
-size 1053628
+oid sha256:5089cc2ae4af1594cd8f4c5942ea045c7cafdbafbddcede53ba328f7e596127f
+size 1054846

snapshots/20260707T060715Z/manifest.json

@@ -0,0 +1,41 @@
+{
+  "artifacts": {
+    "archived_pr_scope_clusters_json": "snapshots/20260707T060715Z/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": 16566,
+    "issues": 965,
+    "links": 5920,
+    "new_contributors": 345,
+    "pr_diffs": 3221,
+    "pr_files": 39318,
+    "pull_requests": 3221,
+    "review_comments": 19751,
+    "reviews": 11464,
+    "timeline_events": 63278
+  },
+  "crawl_started_at": "2026-07-07T06:07:15Z",
+  "delta_counts": {
+    "comments": 33,
+    "issue_stubs": 55,
+    "issues": 15,
+    "links": 141,
+    "pr_diffs": 40,
+    "pr_files": 245,
+    "pull_requests": 40,
+    "review_comments": 261,
+    "reviews": 147,
+    "timeline_events": 972
+  },
+  "extracted_at": "2026-07-07T06:07:15Z",
+  "repo": "huggingface/transformers",
+  "snapshot_id": "20260707T060715Z",
+  "watermark": {
+    "effective_since": "2026-07-07T00:00:34Z",
+    "next_since": "2026-07-07T06:07:15Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260707T000034Z/manifest.json",
-  "latest_snapshot_id": "20260707T000034Z",
+  "archived_manifest_path": "snapshots/20260707T060715Z/manifest.json",
+  "latest_snapshot_id": "20260707T060715Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-07-07T00:00:34Z",
+  "next_since": "2026-07-07T06:07:15Z",
   "repo": "huggingface/transformers",
-  "snapshot_dir": "snapshots/20260707T000034Z"
+  "snapshot_dir": "snapshots/20260707T060715Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-07-06T18:00:17Z",
-  "last_successful_snapshot_id": "20260707T000034Z",
-  "next_since": "2026-07-07T00:00:34Z",
+  "effective_since": "2026-07-07T00:00:34Z",
+  "last_successful_snapshot_id": "20260707T060715Z",
+  "next_since": "2026-07-07T06:07:15Z",
   "repo": "huggingface/transformers",
-  "updated_at": "2026-07-07T00:00:34Z"
+  "updated_at": "2026-07-07T06:07:15Z"
 }