Refresh transformers dataset snapshot 20260506T060033Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260506T000041Z`
+- latest snapshot: `20260506T060033Z`
 - 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 sha256:1f181f99bcef1e2bf6a6b060931d581b57028bb645e7a64b3be72220bd12af23
-size 2149271
+oid sha256:b04e9fdb62b1367c47edeef97f8bc10efb5d4ec070dce91d7571a7a6b582aa14
+size 2150096

events.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f9cb362409439f78f3170e697cbe98677d6e1f664ec5231bcdaa862baa56dce3
-size 680035
+oid sha256:b0fcecda59ce4430d441da195fee89967f5eda1242b826f5dabee94bb4fdafa0
+size 680619

issues.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:cf8b303efc6f6905a93c84fb8216f2f7f27c54f8517a1ba614e39e51b0a90427
-size 927497
+oid sha256:f62f982dff87c121d29f0649b5a4a3da1738552a38f1d8d30b770658f39f154f
+size 929989

links.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:386cae2a0c12beabb0e5a9217c672c8e7e0f59a16e837ae45a74a9acaf3e8ba8
-size 39185
+oid sha256:31f3753750a393b3b3011f26587d67881ace0ce99def03f9d923173eb6a5acf3
+size 39230

manifest.json

@@ -1,41 +1,41 @@
 {
   "artifacts": {
-    "archived_pr_scope_clusters_json": "snapshots/20260506T000041Z/pr-scope-clusters.json",
+    "archived_pr_scope_clusters_json": "snapshots/20260506T060033Z/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": 9935,
-    "issues": 688,
-    "links": 3066,
-    "new_contributors": 360,
-    "pr_diffs": 2115,
-    "pr_files": 29850,
-    "pull_requests": 2115,
+    "comments": 9941,
+    "issues": 689,
+    "links": 3069,
+    "new_contributors": 359,
+    "pr_diffs": 2117,
+    "pr_files": 29862,
+    "pull_requests": 2117,
     "review_comments": 13651,
-    "reviews": 7879,
-    "timeline_events": 42637
+    "reviews": 7880,
+    "timeline_events": 42659
   },
-  "crawl_started_at": "2026-05-06T00:00:41Z",
+  "crawl_started_at": "2026-05-06T06:00:33Z",
   "delta_counts": {
-    "comments": 13,
-    "issue_stubs": 15,
-    "issues": 4,
-    "links": 19,
-    "pr_diffs": 11,
-    "pr_files": 164,
-    "pull_requests": 11,
-    "review_comments": 72,
-    "reviews": 44,
-    "timeline_events": 364
+    "comments": 6,
+    "issue_stubs": 7,
+    "issues": 1,
+    "links": 13,
+    "pr_diffs": 6,
+    "pr_files": 67,
+    "pull_requests": 6,
+    "review_comments": 64,
+    "reviews": 30,
+    "timeline_events": 217
   },
-  "extracted_at": "2026-05-06T00:00:41Z",
+  "extracted_at": "2026-05-06T06:00:33Z",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260506T000041Z",
+  "snapshot_id": "20260506T060033Z",
   "watermark": {
-    "effective_since": "2026-05-05T18:00:37Z",
-    "next_since": "2026-05-06T00:00:41Z"
+    "effective_since": "2026-05-06T00:00:41Z",
+    "next_since": "2026-05-06T06:00:33Z"
   }
 }

new-contributors-report.json

@@ -1,25 +1,25 @@
 {
   "schema_version": "1.0",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260506T000041Z",
-  "generated_at": "2026-05-06T00:01:37Z",
+  "snapshot_id": "20260506T060033Z",
+  "generated_at": "2026-05-06T06:01:01Z",
   "window_days": 60,
   "max_authors": 0,
   "instrumentation": {
-    "selected_contributors": 360,
+    "selected_contributors": 359,
     "first_seen_in_snapshot": 0,
-    "known_via_prior_merged_pr": 149,
-    "previous_primary_author_count": 1072,
-    "selected_seen_in_previous_primary": 360,
-    "previous_report_contributor_count": 361,
-    "selected_overlap_previous_report": 360,
+    "known_via_prior_merged_pr": 150,
+    "previous_primary_author_count": 1074,
+    "selected_seen_in_previous_primary": 359,
+    "previous_report_contributor_count": 360,
+    "selected_overlap_previous_report": 359,
     "selected_overlap_previous_report_rate": 1.0,
-    "reused_previous_report_entries": 358,
-    "reused_known_merged_contributors": 148,
+    "reused_previous_report_entries": 357,
+    "reused_known_merged_contributors": 149,
     "live_fetches": 2,
     "window_anchor": "run_time",
     "window_anchor_cacheable": false,
-    "enrichment_elapsed_seconds": 0.516,
+    "enrichment_elapsed_seconds": 0.33,
     "enrichment_avg_seconds_per_author": 0.001,
     "enrichment_failures": 2
   },
@@ -487,13 +487,13 @@
       "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": "2026-05-04T09:53:27Z",
+      "repo_last_seen_at": "2026-05-06T00:29:25Z",
       "repo_primary_artifact_count": 52,
-      "repo_artifact_count": 1804,
+      "repo_artifact_count": 1805,
       "snapshot_issue_count": 2,
       "snapshot_pr_count": 50,
       "snapshot_comment_count": 155,
-      "snapshot_review_count": 537,
+      "snapshot_review_count": 538,
       "snapshot_review_comment_count": 1060,
       "repo_association": "MEMBER",
       "new_to_repo": false,
@@ -578,6 +578,96 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "stevhliu",
+      "name": "Steven Liu",
+      "profile_url": "https://github.com/stevhliu",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu",
+      "repo_first_seen_at": "2025-01-06T17:52:26Z",
+      "repo_last_seen_at": "2026-05-06T00:56:22Z",
+      "repo_primary_artifact_count": 45,
+      "repo_artifact_count": 389,
+      "snapshot_issue_count": 1,
+      "snapshot_pr_count": 44,
+      "snapshot_comment_count": 26,
+      "snapshot_review_count": 120,
+      "snapshot_review_comment_count": 198,
+      "repo_association": "MEMBER",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": true,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
+      "account_age_days": 2296,
+      "young_account": false,
+      "follow_through_score": "strong",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high recent PR volume; no visible non-self stars; targets high-star repos",
+      "public_orgs": [
+        "huggingface"
+      ],
+      "activity": {
+        "visible_authored_pr_count": 30,
+        "merged_pr_count": 25,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 5,
+        "merged_pr_rate": 0.8333,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 0.1667,
+        "distinct_repos_with_authored_prs": 2,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 45798,
+            "title": "[docs] paper cuts",
+            "url": "https://github.com/huggingface/transformers/pull/45798",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-06T00:56:22Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45795,
+            "title": "[docs] adding audio/video processors",
+            "url": "https://github.com/huggingface/transformers/pull/45795",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-05T21:03:24Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45732,
+            "title": "[skills] fine-tuning",
+            "url": "https://github.com/huggingface/transformers/pull/45732",
+            "state": "open",
+            "merged": false,
+            "draft": true,
+            "created_at": "2026-04-30T23:09:05Z"
+          }
+        ],
+        "issues": [
+          {
+            "kind": "issue",
+            "number": 36979,
+            "title": "[Community contributions] Model cards",
+            "url": "https://github.com/huggingface/transformers/issues/36979",
+            "state": "closed",
+            "merged": null,
+            "draft": null,
+            "created_at": "2025-03-25T20:39:10Z"
+          }
+        ]
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "SunMarc",
       "name": "Marc Sun",
@@ -678,96 +768,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "stevhliu",
-      "name": "Steven Liu",
-      "profile_url": "https://github.com/stevhliu",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu",
-      "repo_first_seen_at": "2025-01-06T17:52:26Z",
-      "repo_last_seen_at": "2026-05-05T21:03:24Z",
-      "repo_primary_artifact_count": 44,
-      "repo_artifact_count": 388,
-      "snapshot_issue_count": 1,
-      "snapshot_pr_count": 43,
-      "snapshot_comment_count": 26,
-      "snapshot_review_count": 120,
-      "snapshot_review_comment_count": 198,
-      "repo_association": "MEMBER",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": true,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 2296,
-      "young_account": false,
-      "follow_through_score": "strong",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high recent PR volume; no visible non-self stars; targets high-star repos",
-      "public_orgs": [
-        "huggingface"
-      ],
-      "activity": {
-        "visible_authored_pr_count": 30,
-        "merged_pr_count": 25,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 5,
-        "merged_pr_rate": 0.8333,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 0.1667,
-        "distinct_repos_with_authored_prs": 2,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45795,
-            "title": "[docs] adding audio/video processors",
-            "url": "https://github.com/huggingface/transformers/pull/45795",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-05-05T21:03:24Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45732,
-            "title": "[skills] fine-tuning",
-            "url": "https://github.com/huggingface/transformers/pull/45732",
-            "state": "open",
-            "merged": false,
-            "draft": true,
-            "created_at": "2026-04-30T23:09:05Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45705,
-            "title": "[skills] model doc",
-            "url": "https://github.com/huggingface/transformers/pull/45705",
-            "state": "open",
-            "merged": false,
-            "draft": true,
-            "created_at": "2026-04-29T20:30:51Z"
-          }
-        ],
-        "issues": [
-          {
-            "kind": "issue",
-            "number": 36979,
-            "title": "[Community contributions] Model cards",
-            "url": "https://github.com/huggingface/transformers/issues/36979",
-            "state": "closed",
-            "merged": null,
-            "draft": null,
-            "created_at": "2025-03-25T20:39:10Z"
-          }
-        ]
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "vasqu",
       "name": "Anton Vlasjuk",
@@ -1283,12 +1283,12 @@
       "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": "2026-04-30T04:49:42Z",
-      "repo_primary_artifact_count": 24,
-      "repo_artifact_count": 107,
+      "repo_last_seen_at": "2026-05-06T02:58:04Z",
+      "repo_primary_artifact_count": 25,
+      "repo_artifact_count": 109,
       "snapshot_issue_count": 4,
-      "snapshot_pr_count": 20,
-      "snapshot_comment_count": 39,
+      "snapshot_pr_count": 21,
+      "snapshot_comment_count": 40,
       "snapshot_review_count": 22,
       "snapshot_review_comment_count": 22,
       "repo_association": "CONTRIBUTOR",
@@ -1318,6 +1318,16 @@
       },
       "examples": {
         "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 45799,
+            "title": "Fix `kernelize()` crash for gpt_oss: missing `@use_kernel_func_from_hub` on `apply_rotary_pos_emb`",
+            "url": "https://github.com/huggingface/transformers/pull/45799",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-06T02:57:36Z"
+          },
           {
             "kind": "pull_request",
             "number": 45699,
@@ -1337,16 +1347,6 @@
             "merged": true,
             "draft": false,
             "created_at": "2026-04-22T03:11:44Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45525,
-            "title": "Fix CSM `TextToAudioPipeline` missing `<bos>` token",
-            "url": "https://github.com/huggingface/transformers/pull/45525",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-20T06:05:57Z"
           }
         ],
         "issues": [
@@ -3524,7 +3524,7 @@
       "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
+      "known_via_prior_merged_pr": true,
       "report_reason": null,
       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,
@@ -14221,63 +14221,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "04cb",
-      "name": "layla",
-      "profile_url": "https://github.com/04cb",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A04cb",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A04cb",
-      "repo_first_seen_at": "2026-03-07T05:36:25Z",
-      "repo_last_seen_at": "2026-03-07T05:36:25Z",
-      "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 1,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 0,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "NONE",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 1334,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "very high",
-      "automation_risk_signal": "high",
-      "heuristic_note": "extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 435,
-        "merged_pr_count": 66,
-        "closed_unmerged_pr_count": 369,
-        "open_pr_count": 0,
-        "merged_pr_rate": 0.1517,
-        "closed_unmerged_pr_rate": 0.8483,
-        "still_open_pr_rate": 0.0,
-        "distinct_repos_with_authored_prs": 412,
-        "distinct_repos_with_open_prs": 0
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 44511,
-            "title": "Fix get_docstring_indentation_level to handle compiled functions",
-            "url": "https://github.com/huggingface/transformers/pull/44511",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-03-07T05:36:25Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "aarushisingh04",
       "name": "Aarushi Singh",
@@ -22708,12 +22651,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asilencelamb",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asilencelamb",
       "repo_first_seen_at": "2026-05-05T09:41:39Z",
-      "repo_last_seen_at": "2026-05-05T09:41:39Z",
+      "repo_last_seen_at": "2026-05-06T02:14:34Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 1,
+      "repo_artifact_count": 2,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 0,
+      "snapshot_comment_count": 1,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260506T000041Z`
-- Generated: `2026-05-06T00:01:37Z`
+- Snapshot: `20260506T060033Z`
+- Generated: `2026-05-06T06:01:01Z`
 - Activity window: `60d`
-- Contributors: `360`
+- Contributors: `359`
 
 ## Summary
 
@@ -15,15 +15,15 @@
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 72 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 65 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 50 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 44 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 43 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
-| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 43 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 42 | 1 | mixed | low | low | targets high-star repos |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 39 | 0 | strong | low | low | targets high-star repos |
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 32 | 20 | strong | low | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 29 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-10-03T15:26:01Z` | 26 | 0 | strong | low | low | targets high-star repos |
 | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 23 | 0 | strong | low | low | targets high-star repos |
-| `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 20 | 4 | strong | moderate | low | high recent PR volume |
+| `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 21 | 4 | strong | moderate | low | high recent PR volume |
 | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 20 | 0 | strong | low | low | targets high-star repos |
 | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2949d | `2025-12-02T16:00:11Z` | 18 | 6 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `BillionClaw` | [profile](https://github.com/BillionClaw) | no | FIRST_TIME_CONTRIBUTOR | 35d | `2026-03-16T16:17:54Z` | 18 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -195,7 +195,6 @@
 | `Tokarak` | [profile](https://github.com/Tokarak) | no | CONTRIBUTOR | 2200d | `2026-04-19T17:22:36Z` | 1 | 1 | weak | low | low | high open PR share |
 | `zhulinchng` | [profile](https://github.com/zhulinchng) | no | CONTRIBUTOR | 3429d | `2026-03-19T01:40:58Z` | 1 | 1 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `ZSLsherly` | [profile](https://github.com/ZSLsherly) | no | FIRST_TIMER | 975d | `2026-04-15T03:09:38Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `04cb` | [profile](https://github.com/04cb) | no | NONE | 1334d | `2026-03-07T05:36:25Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
 | `aarushisingh04` | [profile](https://github.com/aarushisingh04) | no | CONTRIBUTOR | 1351d | `2026-03-27T18:26:03Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share |
 | `aashay-sarvam` | [profile](https://github.com/aashay-sarvam) | no | FIRST_TIME_CONTRIBUTOR | 883d | `2026-03-10T11:55:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `aashirpersonal` | [profile](https://github.com/aashirpersonal) | no | NONE | 957d | `2026-03-15T16:52:03Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -499,12 +498,12 @@ 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: `2026-05-04T09:53:27Z`
+- repo last seen: `2026-05-06T00:29:25Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **52**
 - snapshot authored PRs/issues: **50 PRs / 2 issues**
-- snapshot discussion activity: **155 comments / 537 reviews / 1060 review comments**
+- snapshot discussion activity: **155 comments / 538 reviews / 1060 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
@@ -518,6 +517,30 @@ Example artifacts:
 - [Issue #44052: Fix skipped tests for glm_moe_dsa model](https://github.com/huggingface/transformers/issues/44052) — closed
 - [Issue #42710: Outstanding issues / PR before we can release v5](https://github.com/huggingface/transformers/issues/42710) — closed
 
+### `stevhliu`
+
+- profile: [github.com/stevhliu](https://github.com/stevhliu)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
+- repo first seen: `2025-01-06T17:52:26Z`
+- repo last seen: `2026-05-06T00:56:22Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **45**
+- snapshot authored PRs/issues: **44 PRs / 1 issues**
+- snapshot discussion activity: **26 comments / 120 reviews / 198 review comments**
+- account age: **2296 days**
+- recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #45798: [docs] paper cuts](https://github.com/huggingface/transformers/pull/45798) — open
+- [PR #45795: [docs] adding audio/video processors](https://github.com/huggingface/transformers/pull/45795) — open
+- [PR #45732: [skills] fine-tuning](https://github.com/huggingface/transformers/pull/45732) — open, draft
+- [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
+
 ### `SunMarc`
 
 - profile: [github.com/SunMarc](https://github.com/SunMarc)
@@ -543,30 +566,6 @@ Example artifacts:
 - [Issue #43595: Tell Us: What Would Make Trainer Better?](https://github.com/huggingface/transformers/issues/43595) — open
 - [Issue #33260: Community contribution: Adding GGUF support for more architectures](https://github.com/huggingface/transformers/issues/33260) — open
 
-### `stevhliu`
-
-- profile: [github.com/stevhliu](https://github.com/stevhliu)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
-- repo first seen: `2025-01-06T17:52:26Z`
-- repo last seen: `2026-05-05T21:03:24Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **44**
-- snapshot authored PRs/issues: **43 PRs / 1 issues**
-- snapshot discussion activity: **26 comments / 120 reviews / 198 review comments**
-- account age: **2296 days**
-- recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
-- public orgs: `huggingface`
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #45795: [docs] adding audio/video processors](https://github.com/huggingface/transformers/pull/45795) — open
-- [PR #45732: [skills] fine-tuning](https://github.com/huggingface/transformers/pull/45732) — open, draft
-- [PR #45705: [skills] model doc](https://github.com/huggingface/transformers/pull/45705) — open, draft
-- [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
-
 ### `vasqu`
 
 - profile: [github.com/vasqu](https://github.com/vasqu)
@@ -715,12 +714,12 @@ 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: `2026-04-30T04:49:42Z`
+- repo last seen: `2026-05-06T02:58:04Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **24**
-- snapshot authored PRs/issues: **20 PRs / 4 issues**
-- snapshot discussion activity: **39 comments / 22 reviews / 22 review comments**
+- repo primary artifacts: **25**
+- snapshot authored PRs/issues: **21 PRs / 4 issues**
+- snapshot discussion activity: **40 comments / 22 reviews / 22 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
@@ -728,9 +727,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume**
 
 Example artifacts:
+- [PR #45799: Fix `kernelize()` crash for gpt_oss: missing `@use_kernel_func_from_hub` on `apply_rotary_pos_emb`](https://github.com/huggingface/transformers/pull/45799) — open
 - [PR #45699: Add FP8 kernel acceleration for compressed-tensors quantized models](https://github.com/huggingface/transformers/pull/45699) — open
 - [PR #45560: Update torchao usage for XPU and CPU](https://github.com/huggingface/transformers/pull/45560) — closed, merged
-- [PR #45525: Fix CSM `TextToAudioPipeline` missing `<bos>` token](https://github.com/huggingface/transformers/pull/45525) — closed, merged
 - [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — closed
 - [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
 - [Issue #42994: quantized model saving failed](https://github.com/huggingface/transformers/issues/42994) — closed
@@ -4621,27 +4620,6 @@ Example artifacts:
 - [PR #45445: Update Torch version check for flex attention](https://github.com/huggingface/transformers/pull/45445) — closed
 - [Issue #45446: Incorrect PyTorch version check for AuxRequest import in flex_attention](https://github.com/huggingface/transformers/issues/45446) — closed
 
-### `04cb`
-
-- profile: [github.com/04cb](https://github.com/04cb)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A04cb)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A04cb)
-- repo first seen: `2026-03-07T05:36:25Z`
-- repo last seen: `2026-03-07T05:36:25Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1334 days**
-- recent public PR activity: **435 PRs** (66 merged / 369 closed-unmerged / 0 open; merged rate **15%**, closed-unmerged rate **85%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
-- heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs**
-
-Example artifacts:
-- [PR #44511: Fix get_docstring_indentation_level to handle compiled functions](https://github.com/huggingface/transformers/pull/44511) — closed
-
 ### `aarushisingh04`
 
 - profile: [github.com/aarushisingh04](https://github.com/aarushisingh04)
@@ -7736,12 +7714,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asilencelamb)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asilencelamb)
 - repo first seen: `2026-05-05T09:41:39Z`
-- repo last seen: `2026-05-05T09:41:39Z`
+- repo last seen: `2026-05-06T02:14:34Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - account age: **4218 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 sha256:74bef47e0630b010faeb8b58da470703c5f5bc0a6da59912ee1e2ab7a8479143
-size 63529
+oid sha256:d933457faf8cb309edc20c3b2c0b95ce25f8bc2da1d7bf9b41674cd3ebdeec09
+size 63437

pr-scope-clusters.json

@@ -1,7 +1,7 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260506T000041Z",
-  "generated_at": "2026-05-06T00:01:36Z",
+  "snapshot_id": "20260506T060033Z",
+  "generated_at": "2026-05-06T06:01:00Z",
   "cluster_count": 47,
   "pr_scope_clusters": [
     {
@@ -20,7 +20,7 @@
         45769
       ],
       "representative_pr_number": 45067,
-      "average_similarity": 0.409,
+      "average_similarity": 0.41,
       "summary": "11 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
       "shared_filenames": [
         "src/transformers/trainer.py"
@@ -98,7 +98,7 @@
           "left_pr_number": 43651,
           "right_pr_number": 45067,
           "similarity": 0.524,
-          "content_similarity": 0.38,
+          "content_similarity": 0.381,
           "size_similarity": 0.72,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -146,7 +146,7 @@
           "left_pr_number": 44123,
           "right_pr_number": 45067,
           "similarity": 0.473,
-          "content_similarity": 0.364,
+          "content_similarity": 0.365,
           "size_similarity": 0.455,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -162,7 +162,7 @@
           "left_pr_number": 43663,
           "right_pr_number": 44660,
           "similarity": 0.466,
-          "content_similarity": 0.399,
+          "content_similarity": 0.4,
           "size_similarity": 0.24,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -194,7 +194,7 @@
           "left_pr_number": 43636,
           "right_pr_number": 43663,
           "similarity": 0.461,
-          "content_similarity": 0.35,
+          "content_similarity": 0.351,
           "size_similarity": 0.44,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -226,7 +226,7 @@
           "left_pr_number": 43663,
           "right_pr_number": 44189,
           "similarity": 0.444,
-          "content_similarity": 0.385,
+          "content_similarity": 0.386,
           "size_similarity": 0.16,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -242,7 +242,7 @@
           "left_pr_number": 44189,
           "right_pr_number": 45055,
           "similarity": 0.441,
-          "content_similarity": 0.255,
+          "content_similarity": 0.256,
           "size_similarity": 0.75,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -305,7 +305,7 @@
         {
           "left_pr_number": 43651,
           "right_pr_number": 44660,
-          "similarity": 0.434,
+          "similarity": 0.435,
           "content_similarity": 0.335,
           "size_similarity": 0.333,
           "breadth_similarity": 1.0,
@@ -370,7 +370,7 @@
           "left_pr_number": 43663,
           "right_pr_number": 44257,
           "similarity": 0.426,
-          "content_similarity": 0.342,
+          "content_similarity": 0.343,
           "size_similarity": 0.24,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -431,11 +431,11 @@
           ]
         },
         {
-          "left_pr_number": 44257,
-          "right_pr_number": 45067,
+          "left_pr_number": 43663,
+          "right_pr_number": 45055,
           "similarity": 0.402,
-          "content_similarity": 0.309,
-          "size_similarity": 0.24,
+          "content_similarity": 0.334,
+          "size_similarity": 0.12,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -447,11 +447,11 @@
           ]
         },
         {
-          "left_pr_number": 43651,
-          "right_pr_number": 44257,
-          "similarity": 0.401,
-          "content_similarity": 0.287,
-          "size_similarity": 0.333,
+          "left_pr_number": 44257,
+          "right_pr_number": 45067,
+          "similarity": 0.402,
+          "content_similarity": 0.309,
+          "size_similarity": 0.24,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -463,11 +463,11 @@
           ]
         },
         {
-          "left_pr_number": 43663,
-          "right_pr_number": 45055,
+          "left_pr_number": 43651,
+          "right_pr_number": 44257,
           "similarity": 0.401,
-          "content_similarity": 0.334,
-          "size_similarity": 0.12,
+          "content_similarity": 0.287,
+          "size_similarity": 0.333,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -482,7 +482,7 @@
           "left_pr_number": 43636,
           "right_pr_number": 44257,
           "similarity": 0.399,
-          "content_similarity": 0.238,
+          "content_similarity": 0.239,
           "size_similarity": 0.545,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -497,8 +497,8 @@
         {
           "left_pr_number": 43636,
           "right_pr_number": 44189,
-          "similarity": 0.392,
-          "content_similarity": 0.268,
+          "similarity": 0.393,
+          "content_similarity": 0.269,
           "size_similarity": 0.364,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -594,7 +594,7 @@
           "left_pr_number": 44123,
           "right_pr_number": 44189,
           "similarity": 0.378,
-          "content_similarity": 0.309,
+          "content_similarity": 0.31,
           "size_similarity": 0.073,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -610,7 +610,7 @@
           "left_pr_number": 43636,
           "right_pr_number": 44123,
           "similarity": 0.377,
-          "content_similarity": 0.281,
+          "content_similarity": 0.282,
           "size_similarity": 0.2,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -689,7 +689,7 @@
         {
           "left_pr_number": 43636,
           "right_pr_number": 45055,
-          "similarity": 0.353,
+          "similarity": 0.354,
           "content_similarity": 0.232,
           "size_similarity": 0.273,
           "breadth_similarity": 1.0,
@@ -735,11 +735,11 @@
           ]
         },
         {
-          "left_pr_number": 43651,
+          "left_pr_number": 44257,
           "right_pr_number": 45273,
-          "similarity": 0.341,
-          "content_similarity": 0.249,
-          "size_similarity": 0.111,
+          "similarity": 0.342,
+          "content_similarity": 0.202,
+          "size_similarity": 0.333,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -751,11 +751,11 @@
           ]
         },
         {
-          "left_pr_number": 44257,
+          "left_pr_number": 43651,
           "right_pr_number": 45273,
           "similarity": 0.341,
-          "content_similarity": 0.202,
-          "size_similarity": 0.333,
+          "content_similarity": 0.249,
+          "size_similarity": 0.111,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -783,11 +783,11 @@
           ]
         },
         {
-          "left_pr_number": 43636,
+          "left_pr_number": 44123,
           "right_pr_number": 45273,
-          "similarity": 0.322,
-          "content_similarity": 0.207,
-          "size_similarity": 0.182,
+          "similarity": 0.323,
+          "content_similarity": 0.239,
+          "size_similarity": 0.036,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -799,11 +799,11 @@
           ]
         },
         {
-          "left_pr_number": 44123,
+          "left_pr_number": 43636,
           "right_pr_number": 45273,
           "similarity": 0.322,
-          "content_similarity": 0.239,
-          "size_similarity": 0.036,
+          "content_similarity": 0.207,
+          "size_similarity": 0.182,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -849,7 +849,7 @@
         {
           "left_pr_number": 44189,
           "right_pr_number": 45769,
-          "similarity": 0.284,
+          "similarity": 0.285,
           "content_similarity": 0.189,
           "size_similarity": 0.182,
           "breadth_similarity": 0.75,
@@ -882,7 +882,7 @@
           "left_pr_number": 45055,
           "right_pr_number": 45769,
           "similarity": 0.26,
-          "content_similarity": 0.163,
+          "content_similarity": 0.164,
           "size_similarity": 0.136,
           "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
@@ -997,7 +997,7 @@
           "left_pr_number": 45438,
           "right_pr_number": 45716,
           "similarity": 0.487,
-          "content_similarity": 0.512,
+          "content_similarity": 0.513,
           "size_similarity": 0.192,
           "breadth_similarity": 0.55,
           "concentration_similarity": 0.88,
@@ -1085,7 +1085,7 @@
           "left_pr_number": 45438,
           "right_pr_number": 45606,
           "similarity": 0.344,
-          "content_similarity": 0.324,
+          "content_similarity": 0.325,
           "size_similarity": 0.126,
           "breadth_similarity": 0.55,
           "concentration_similarity": 0.858,
@@ -1107,7 +1107,7 @@
         {
           "left_pr_number": 45202,
           "right_pr_number": 45716,
-          "similarity": 0.32,
+          "similarity": 0.321,
           "content_similarity": 0.306,
           "size_similarity": 0.055,
           "breadth_similarity": 0.583,
@@ -1331,7 +1331,7 @@
         44682
       ],
       "representative_pr_number": 43836,
-      "average_similarity": 0.562,
+      "average_similarity": 0.563,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43836.",
       "shared_filenames": [
         "src/transformers/cli/serve.py"
@@ -1414,7 +1414,7 @@
           "left_pr_number": 43656,
           "right_pr_number": 44682,
           "similarity": 0.448,
-          "content_similarity": 0.501,
+          "content_similarity": 0.502,
           "size_similarity": 0.048,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.802,
@@ -1431,7 +1431,7 @@
           "left_pr_number": 43842,
           "right_pr_number": 44682,
           "similarity": 0.418,
-          "content_similarity": 0.466,
+          "content_similarity": 0.467,
           "size_similarity": 0.011,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.802,
@@ -1468,8 +1468,8 @@
         {
           "left_pr_number": 45342,
           "right_pr_number": 45655,
-          "similarity": 0.84,
-          "content_similarity": 0.795,
+          "similarity": 0.839,
+          "content_similarity": 0.794,
           "size_similarity": 0.889,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1484,8 +1484,8 @@
         {
           "left_pr_number": 45342,
           "right_pr_number": 45649,
-          "similarity": 0.475,
-          "content_similarity": 0.33,
+          "similarity": 0.476,
+          "content_similarity": 0.332,
           "size_similarity": 0.625,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1500,8 +1500,8 @@
         {
           "left_pr_number": 45649,
           "right_pr_number": 45655,
-          "similarity": 0.46,
-          "content_similarity": 0.324,
+          "similarity": 0.462,
+          "content_similarity": 0.327,
           "size_similarity": 0.556,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1516,8 +1516,8 @@
         {
           "left_pr_number": 45548,
           "right_pr_number": 45649,
-          "similarity": 0.371,
-          "content_similarity": 0.328,
+          "similarity": 0.372,
+          "content_similarity": 0.331,
           "size_similarity": 0.106,
           "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
@@ -1532,8 +1532,8 @@
         {
           "left_pr_number": 45342,
           "right_pr_number": 45548,
-          "similarity": 0.353,
-          "content_similarity": 0.289,
+          "similarity": 0.35,
+          "content_similarity": 0.285,
           "size_similarity": 0.17,
           "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
@@ -1548,8 +1548,8 @@
         {
           "left_pr_number": 45548,
           "right_pr_number": 45655,
-          "similarity": 0.353,
-          "content_similarity": 0.284,
+          "similarity": 0.35,
+          "content_similarity": 0.28,
           "size_similarity": 0.191,
           "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
@@ -1599,7 +1599,7 @@
           "left_pr_number": 45396,
           "right_pr_number": 45783,
           "similarity": 0.532,
-          "content_similarity": 0.456,
+          "content_similarity": 0.457,
           "size_similarity": 0.788,
           "breadth_similarity": 0.48,
           "concentration_similarity": 0.921,
@@ -1632,7 +1632,7 @@
           "left_pr_number": 41992,
           "right_pr_number": 45396,
           "similarity": 0.514,
-          "content_similarity": 0.473,
+          "content_similarity": 0.474,
           "size_similarity": 0.565,
           "breadth_similarity": 0.546,
           "concentration_similarity": 0.857,
@@ -1730,7 +1730,7 @@
         {
           "left_pr_number": 44907,
           "right_pr_number": 45396,
-          "similarity": 0.319,
+          "similarity": 0.32,
           "content_similarity": 0.29,
           "size_similarity": 0.103,
           "breadth_similarity": 0.559,
@@ -1820,8 +1820,8 @@
         {
           "left_pr_number": 44974,
           "right_pr_number": 45635,
-          "similarity": 0.723,
-          "content_similarity": 0.726,
+          "similarity": 0.724,
+          "content_similarity": 0.727,
           "size_similarity": 0.59,
           "breadth_similarity": 0.8,
           "concentration_similarity": 0.929,
@@ -1856,7 +1856,7 @@
           "left_pr_number": 45756,
           "right_pr_number": 45794,
           "similarity": 0.411,
-          "content_similarity": 0.301,
+          "content_similarity": 0.302,
           "size_similarity": 0.333,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2347,7 +2347,7 @@
           "left_pr_number": 45317,
           "right_pr_number": 45681,
           "similarity": 0.513,
-          "content_similarity": 0.381,
+          "content_similarity": 0.38,
           "size_similarity": 0.692,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.863,
@@ -2365,8 +2365,8 @@
         {
           "left_pr_number": 45293,
           "right_pr_number": 45681,
-          "similarity": 0.507,
-          "content_similarity": 0.407,
+          "similarity": 0.508,
+          "content_similarity": 0.409,
           "size_similarity": 0.513,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.891,
@@ -2388,7 +2388,7 @@
           "left_pr_number": 45293,
           "right_pr_number": 45317,
           "similarity": 0.5,
-          "content_similarity": 0.344,
+          "content_similarity": 0.343,
           "size_similarity": 0.741,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.972,
@@ -2428,7 +2428,7 @@
           "left_pr_number": 34667,
           "right_pr_number": 39683,
           "similarity": 0.529,
-          "content_similarity": 0.438,
+          "content_similarity": 0.439,
           "size_similarity": 0.478,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2444,7 +2444,7 @@
         {
           "left_pr_number": 34667,
           "right_pr_number": 44872,
-          "similarity": 0.438,
+          "similarity": 0.439,
           "content_similarity": 0.354,
           "size_similarity": 0.273,
           "breadth_similarity": 1.0,
@@ -2461,7 +2461,7 @@
         {
           "left_pr_number": 39683,
           "right_pr_number": 44872,
-          "similarity": 0.423,
+          "similarity": 0.424,
           "content_similarity": 0.363,
           "size_similarity": 0.13,
           "breadth_similarity": 1.0,
@@ -2531,7 +2531,7 @@
           "left_pr_number": 41097,
           "right_pr_number": 44547,
           "similarity": 0.403,
-          "content_similarity": 0.327,
+          "content_similarity": 0.328,
           "size_similarity": 0.16,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2602,7 +2602,7 @@
           "left_pr_number": 44385,
           "right_pr_number": 45524,
           "similarity": 0.387,
-          "content_similarity": 0.254,
+          "content_similarity": 0.255,
           "size_similarity": 0.615,
           "breadth_similarity": 0.667,
           "concentration_similarity": 1.0,
@@ -2740,8 +2740,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44550,
-          "similarity": 0.396,
-          "content_similarity": 0.137,
+          "similarity": 0.395,
+          "content_similarity": 0.136,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2756,8 +2756,8 @@
         {
           "left_pr_number": 44407,
           "right_pr_number": 44550,
-          "similarity": 0.367,
-          "content_similarity": 0.105,
+          "similarity": 0.366,
+          "content_similarity": 0.104,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2771,7 +2771,7 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44407,
-          "similarity": 0.355,
+          "similarity": 0.354,
           "content_similarity": 0.087,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
@@ -3696,7 +3696,7 @@
         45333
       ],
       "representative_pr_number": 45332,
-      "average_similarity": 0.498,
+      "average_similarity": 0.499,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/heterogeneity/__init__.py`, `src/transformers/heterogeneity/configuration_utils.py`, `tests/heterogeneity/__init__.py`; representative PR #45332.",
       "shared_filenames": [
         "src/transformers/heterogeneity/__init__.py",
@@ -3716,8 +3716,8 @@
         {
           "left_pr_number": 45332,
           "right_pr_number": 45333,
-          "similarity": 0.498,
-          "content_similarity": 0.529,
+          "similarity": 0.499,
+          "content_similarity": 0.531,
           "size_similarity": 0.215,
           "breadth_similarity": 0.479,
           "concentration_similarity": 0.945,
@@ -3970,7 +3970,7 @@
         44981
       ],
       "representative_pr_number": 44889,
-      "average_similarity": 0.402,
+      "average_similarity": 0.403,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #44889.",
       "shared_filenames": [
         "src/transformers/trainer.py"
@@ -3985,7 +3985,7 @@
         {
           "left_pr_number": 44889,
           "right_pr_number": 44981,
-          "similarity": 0.402,
+          "similarity": 0.403,
           "content_similarity": 0.162,
           "size_similarity": 0.991,
           "breadth_similarity": 1.0,
@@ -4065,7 +4065,7 @@
           "left_pr_number": 44642,
           "right_pr_number": 45552,
           "similarity": 0.359,
-          "content_similarity": 0.262,
+          "content_similarity": 0.263,
           "size_similarity": 0.167,
           "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:ac6108816db87de1773552c2965362c50021e5d99ccc8167b3cff9721beb0ffc
-size 1438415
+oid sha256:27c4009e688ab88d5faf143e98314ed4990639955c28c510f22427ba2323c7f2
+size 1439243

pr_diffs.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b9c884d7744e0c062b310765a40c8ec02d58d8888f2ef9d679f292a1453022b1
-size 22351856
+oid sha256:7c797b397a5c6ad5e2e296fc642630f39e1416a9d51a0f841a0a1989dc3628e4
+size 22358156

pr_files.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:43e5e2364c4a2c80fdf039086805a222f8b87a34e3d924a3e1a02649dd313fbb
-size 42541282
+oid sha256:c71f79f19a246dc0a52c481b8320d93c0fb27a4534e60330479e5f07a23aa0fe
+size 42541079

pull_requests.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:00da53727228b91d521195905b9606b2637b5c097c1735b5c5045d176b1d3c46
-size 1730315
+oid sha256:5933aadcdf1d4e3753c5421583b911136e949ced38a48723b6e4ec265375a94e
+size 1731415

review_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:4116ffd3457073ee049f36cfd509b0b3409fda7e90f938fa8465c8476a7e5bcd
-size 2325774
+oid sha256:65ffab76b4d0a51a89a3fb48271ae595039dbe7f25b48354a6583afc933261db
+size 2325782

reviews.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:8531e1ece733a132822ec8eb63689f731647e7ebaec93a5ad229bab35fa5830f
-size 713843
+oid sha256:16148447ae2095735b95f0671300ca3f76dbd2f7381289e377132268e45f20b1
+size 714592

snapshots/20260506T060033Z/manifest.json

@@ -0,0 +1,41 @@
+{
+  "artifacts": {
+    "archived_pr_scope_clusters_json": "snapshots/20260506T060033Z/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": 9941,
+    "issues": 689,
+    "links": 3069,
+    "new_contributors": 359,
+    "pr_diffs": 2117,
+    "pr_files": 29862,
+    "pull_requests": 2117,
+    "review_comments": 13651,
+    "reviews": 7880,
+    "timeline_events": 42659
+  },
+  "crawl_started_at": "2026-05-06T06:00:33Z",
+  "delta_counts": {
+    "comments": 6,
+    "issue_stubs": 7,
+    "issues": 1,
+    "links": 13,
+    "pr_diffs": 6,
+    "pr_files": 67,
+    "pull_requests": 6,
+    "review_comments": 64,
+    "reviews": 30,
+    "timeline_events": 217
+  },
+  "extracted_at": "2026-05-06T06:00:33Z",
+  "repo": "huggingface/transformers",
+  "snapshot_id": "20260506T060033Z",
+  "watermark": {
+    "effective_since": "2026-05-06T00:00:41Z",
+    "next_since": "2026-05-06T06:00:33Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260506T000041Z/manifest.json",
-  "latest_snapshot_id": "20260506T000041Z",
+  "archived_manifest_path": "snapshots/20260506T060033Z/manifest.json",
+  "latest_snapshot_id": "20260506T060033Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-05-06T00:00:41Z",
+  "next_since": "2026-05-06T06:00:33Z",
   "repo": "huggingface/transformers",
-  "snapshot_dir": "snapshots/20260506T000041Z"
+  "snapshot_dir": "snapshots/20260506T060033Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-05-05T18:00:37Z",
-  "last_successful_snapshot_id": "20260506T000041Z",
-  "next_since": "2026-05-06T00:00:41Z",
+  "effective_since": "2026-05-06T00:00:41Z",
+  "last_successful_snapshot_id": "20260506T060033Z",
+  "next_since": "2026-05-06T06:00:33Z",
   "repo": "huggingface/transformers",
-  "updated_at": "2026-05-06T00:00:41Z"
+  "updated_at": "2026-05-06T06:00:33Z"
 }