Refresh transformers dataset snapshot 20260528T000041Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260527T180027Z`
+- latest snapshot: `20260528T000041Z`
 - 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 sha256:76ac41af3a151961853719a0652775027b25636f5c2f00e90cc727aa0c5abe7a
-size 2566272
+oid sha256:dcbaa96d30ffc6182b5caca1842b4b1e04979748b5669f1b9d04b49196749b04
+size 2567562

events.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:db74b10852bdf41dc57588d2188baa7d41ddb047b4b3a4856c6cdc149d89f87e
-size 788439
+oid sha256:2cf5029996637ef4c22b26b2d69103873fc79e35fb6a6ec644de5712680fd07d
+size 788837

links.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0064c99b4a65084d2d2dcb17ea0085d0d2755da8746a62d600b76ec0a43901a9
-size 48486
+oid sha256:47e2d73ff972481d3942d2175380fc0ddae1f93826438782589b3b20a6ff88be
+size 48549

manifest.json

@@ -1,41 +1,41 @@
 {
   "artifacts": {
-    "archived_pr_scope_clusters_json": "snapshots/20260527T180027Z/pr-scope-clusters.json",
+    "archived_pr_scope_clusters_json": "snapshots/20260528T000041Z/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": 11805,
+    "comments": 11811,
     "issues": 790,
-    "links": 3833,
-    "new_contributors": 349,
-    "pr_diffs": 2473,
-    "pr_files": 33665,
-    "pull_requests": 2473,
-    "review_comments": 15417,
-    "reviews": 8932,
-    "timeline_events": 49318
+    "links": 3836,
+    "new_contributors": 350,
+    "pr_diffs": 2474,
+    "pr_files": 33667,
+    "pull_requests": 2474,
+    "review_comments": 15421,
+    "reviews": 8936,
+    "timeline_events": 49329
   },
-  "crawl_started_at": "2026-05-27T18:00:27Z",
+  "crawl_started_at": "2026-05-28T00:00:41Z",
   "delta_counts": {
-    "comments": 99,
-    "issue_stubs": 72,
-    "issues": 14,
-    "links": 64,
-    "pr_diffs": 58,
-    "pr_files": 802,
-    "pull_requests": 58,
-    "review_comments": 689,
-    "reviews": 372,
-    "timeline_events": 2089
+    "comments": 6,
+    "issue_stubs": 7,
+    "issues": 0,
+    "links": 8,
+    "pr_diffs": 7,
+    "pr_files": 300,
+    "pull_requests": 7,
+    "review_comments": 27,
+    "reviews": 26,
+    "timeline_events": 75
   },
-  "extracted_at": "2026-05-27T18:00:27Z",
+  "extracted_at": "2026-05-28T00:00:41Z",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260527T180027Z",
+  "snapshot_id": "20260528T000041Z",
   "watermark": {
-    "effective_since": "2026-05-27T06:00:31Z",
-    "next_since": "2026-05-27T18:00:27Z"
+    "effective_since": "2026-05-27T18:00:27Z",
+    "next_since": "2026-05-28T00:00:41Z"
   }
 }

new-contributors-report.json

@@ -1,26 +1,26 @@
 {
   "schema_version": "1.0",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260527T180027Z",
-  "generated_at": "2026-05-27T18:03:59Z",
+  "snapshot_id": "20260528T000041Z",
+  "generated_at": "2026-05-28T00:02:33Z",
   "window_days": 60,
   "max_authors": 0,
   "instrumentation": {
-    "selected_contributors": 349,
-    "first_seen_in_snapshot": 3,
-    "known_via_prior_merged_pr": 151,
-    "previous_primary_author_count": 1230,
-    "selected_seen_in_previous_primary": 346,
-    "previous_report_contributor_count": 348,
-    "selected_overlap_previous_report": 346,
-    "selected_overlap_previous_report_rate": 0.9914,
-    "reused_previous_report_entries": 342,
+    "selected_contributors": 350,
+    "first_seen_in_snapshot": 0,
+    "known_via_prior_merged_pr": 152,
+    "previous_primary_author_count": 1236,
+    "selected_seen_in_previous_primary": 350,
+    "previous_report_contributor_count": 349,
+    "selected_overlap_previous_report": 349,
+    "selected_overlap_previous_report_rate": 0.9971,
+    "reused_previous_report_entries": 345,
     "reused_known_merged_contributors": 148,
-    "live_fetches": 7,
+    "live_fetches": 5,
     "window_anchor": "run_time",
     "window_anchor_cacheable": false,
-    "enrichment_elapsed_seconds": 11.05,
-    "enrichment_avg_seconds_per_author": 0.032,
+    "enrichment_elapsed_seconds": 16.834,
+    "enrichment_avg_seconds_per_author": 0.048,
     "enrichment_failures": 4
   },
   "contributors": [
@@ -2178,14 +2178,14 @@
       "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": "2026-05-27T17:46:58Z",
+      "repo_last_seen_at": "2026-05-27T22:51:48Z",
       "repo_primary_artifact_count": 18,
-      "repo_artifact_count": 245,
+      "repo_artifact_count": 247,
       "snapshot_issue_count": 1,
       "snapshot_pr_count": 17,
       "snapshot_comment_count": 31,
-      "snapshot_review_count": 97,
-      "snapshot_review_comment_count": 99,
+      "snapshot_review_count": 98,
+      "snapshot_review_comment_count": 100,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -2578,14 +2578,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAmineDiro",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAmineDiro",
       "repo_first_seen_at": "2026-04-14T15:35:56Z",
-      "repo_last_seen_at": "2026-05-26T08:44:02Z",
+      "repo_last_seen_at": "2026-05-27T20:42:36Z",
       "repo_primary_artifact_count": 9,
-      "repo_artifact_count": 52,
+      "repo_artifact_count": 58,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 9,
       "snapshot_comment_count": 19,
-      "snapshot_review_count": 12,
-      "snapshot_review_comment_count": 12,
+      "snapshot_review_count": 15,
+      "snapshot_review_comment_count": 15,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -10607,6 +10607,83 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "he-yufeng",
+      "name": "Yufeng He",
+      "profile_url": "https://github.com/he-yufeng",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahe-yufeng",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahe-yufeng",
+      "repo_first_seen_at": "2026-03-14T18:33:53Z",
+      "repo_last_seen_at": "2026-05-27T19:03:56Z",
+      "repo_primary_artifact_count": 3,
+      "repo_artifact_count": 12,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 3,
+      "snapshot_comment_count": 5,
+      "snapshot_review_count": 2,
+      "snapshot_review_comment_count": 2,
+      "repo_association": "CONTRIBUTOR",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": true,
+      "report_reason": null,
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 2909,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "very high",
+      "automation_risk_signal": "medium",
+      "heuristic_note": "extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 326,
+        "merged_pr_count": 56,
+        "closed_unmerged_pr_count": 72,
+        "open_pr_count": 198,
+        "merged_pr_rate": 0.1718,
+        "closed_unmerged_pr_rate": 0.2209,
+        "still_open_pr_rate": 0.6074,
+        "distinct_repos_with_authored_prs": 48,
+        "distinct_repos_with_open_prs": 37
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46248,
+            "title": "fix: handle anchored FP8 weight source patterns",
+            "url": "https://github.com/huggingface/transformers/pull/46248",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-27T19:03:56Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 44892,
+            "title": "Fix AutoImageProcessor.from_pretrained failing on URL input",
+            "url": "https://github.com/huggingface/transformers/pull/44892",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-03-20T16:21:25Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 44710,
+            "title": "Fix AutoProcessor.from_pretrained silently dropping hub kwargs",
+            "url": "https://github.com/huggingface/transformers/pull/44710",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-03-14T18:33:53Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "khushali9",
       "name": "Khushali Desai",
@@ -13256,12 +13333,12 @@
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
-      "new_to_repo": true,
-      "first_seen_in_snapshot": true,
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
-      "report_reason": "first_seen_in_snapshot",
-      "enrichment_source": "live",
-      "live_refetch_skipped": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
       "account_age_days": 427,
       "young_account": false,
       "follow_through_score": "weak",
@@ -15889,12 +15966,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ablipbyte",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ablipbyte",
       "repo_first_seen_at": "2026-05-20T19:46:05Z",
-      "repo_last_seen_at": "2026-05-27T16:32:30Z",
+      "repo_last_seen_at": "2026-05-27T18:20:44Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 6,
+      "repo_artifact_count": 7,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 1,
+      "snapshot_comment_count": 2,
       "snapshot_review_count": 2,
       "snapshot_review_comment_count": 2,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
@@ -19087,15 +19164,15 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akiankyars",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akiankyars",
       "repo_first_seen_at": "2026-05-23T05:32:32Z",
-      "repo_last_seen_at": "2026-05-23T05:32:32Z",
+      "repo_last_seen_at": "2026-05-27T20:47:58Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 1,
+      "repo_artifact_count": 3,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 0,
+      "snapshot_comment_count": 2,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "repo_association": "NONE",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -19127,7 +19204,7 @@
             "number": 46168,
             "title": "[OpenAI Privacy Filter] banded SWA eager attention (O(N*W) instead of O(N^2))",
             "url": "https://github.com/huggingface/transformers/pull/46168",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-05-23T05:32:32Z"
@@ -20988,12 +21065,12 @@
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
-      "new_to_repo": true,
-      "first_seen_in_snapshot": true,
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
-      "report_reason": "first_seen_in_snapshot",
-      "enrichment_source": "live",
-      "live_refetch_skipped": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
       "account_age_days": 2051,
       "young_account": false,
       "follow_through_score": "mixed",
@@ -22356,12 +22433,12 @@
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
-      "new_to_repo": true,
-      "first_seen_in_snapshot": true,
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
-      "report_reason": "first_seen_in_snapshot",
-      "enrichment_source": "live",
-      "live_refetch_skipped": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
       "account_age_days": 992,
       "young_account": false,
       "follow_through_score": "weak",

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260527T180027Z`
-- Generated: `2026-05-27T18:03:59Z`
+- Snapshot: `20260528T000041Z`
+- Generated: `2026-05-28T00:02:33Z`
 - Activity window: `60d`
-- Contributors: `349`
+- Contributors: `350`
 
 ## Summary
 
@@ -142,6 +142,7 @@
 | `ghost` | [profile](https://github.com/ghost) | no | NONE | 6553d | `2024-05-09T10:45:25Z` | 4 | 2 | weak | low | low | high open PR share; no visible non-self stars |
 | `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 508d | `2026-03-22T17:27:20Z` | 4 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2909d | `2026-03-14T18:33:53Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4226d | `2025-11-26T16:41:09Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; 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 |
@@ -179,7 +180,7 @@
 | `karnakarreddi` | [profile](https://github.com/karnakarreddi) | no | NONE | 3847d | `2026-05-20T05:12:29Z` | 1 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share |
 | `kasakh` | [profile](https://github.com/kasakh) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-05-10T06:09:08Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `KeitaW` | [profile](https://github.com/KeitaW) | no | CONTRIBUTOR | 4241d | `2026-04-20T02:00:45Z` | 1 | 1 | mixed | moderate | low | high open PR share |
-| `kratos0718` | [profile](https://github.com/kratos0718) | yes | FIRST_TIME_CONTRIBUTOR | 427d | `2026-05-27T07:20:35Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
+| `kratos0718` | [profile](https://github.com/kratos0718) | no | FIRST_TIME_CONTRIBUTOR | 427d | `2026-05-27T07:20:35Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `LauraGPT` | [profile](https://github.com/LauraGPT) | no | FIRST_TIME_CONTRIBUTOR | 3699d | `2026-05-24T11:07:04Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `masoudpz` | [profile](https://github.com/masoudpz) | no | FIRST_TIME_CONTRIBUTOR | 4678d | `2026-04-02T00:31:07Z` | 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 | — |
@@ -279,7 +280,7 @@
 | `kamalrajkannan78` | [profile](https://github.com/kamalrajkannan78) | no | CONTRIBUTOR | 814d | `2026-04-07T05:24:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume; no visible non-self stars |
 | `kevinmalana` | [profile](https://github.com/kevinmalana) | no | NONE | 2248d | `2026-04-16T10:03:07Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `kfojcik-intel` | [profile](https://github.com/kfojcik-intel) | no | FIRST_TIME_CONTRIBUTOR | 1976d | `2026-05-18T08:12:12Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `kiankyars` | [profile](https://github.com/kiankyars) | no | FIRST_TIME_CONTRIBUTOR | 2112d | `2026-05-23T05:32:32Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share |
+| `kiankyars` | [profile](https://github.com/kiankyars) | no | NONE | 2112d | `2026-05-23T05:32:32Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share |
 | `kiwigitops` | [profile](https://github.com/kiwigitops) | no | CONTRIBUTOR | 81d | `2026-05-18T23:18:34Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
 | `kuishou68` | [profile](https://github.com/kuishou68) | no | NONE | 2457d | `2026-05-05T02:27:41Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `lalitha2410` | [profile](https://github.com/lalitha2410) | no | FIRST_TIMER | 1043d | `2026-05-17T13:42:37Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -312,7 +313,7 @@
 | `pritishyuvraj` | [profile](https://github.com/pritishyuvraj) | no | FIRST_TIME_CONTRIBUTOR | 3913d | `2026-04-30T04:36:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Protocol-zero-0` | [profile](https://github.com/Protocol-zero-0) | no | NONE | 110d | `2026-05-16T15:42:56Z` | 1 | 0 | weak | very high | high | young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `puneetdixit200` | [profile](https://github.com/puneetdixit200) | no | NONE | 223d | `2026-05-16T09:13:29Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
-| `pvelayudhan` | [profile](https://github.com/pvelayudhan) | yes | FIRST_TIME_CONTRIBUTOR | 2051d | `2026-05-27T14:26:06Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `pvelayudhan` | [profile](https://github.com/pvelayudhan) | no | FIRST_TIME_CONTRIBUTOR | 2051d | `2026-05-27T14:26:06Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `Ramshankar07` | [profile](https://github.com/Ramshankar07) | no | FIRST_TIME_CONTRIBUTOR | 1761d | `2026-05-19T19:06:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ranjithchinnanan` | [profile](https://github.com/ranjithchinnanan) | no | NONE | 1911d | `2026-05-05T12:03:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Ratwood98` | [profile](https://github.com/Ratwood98) | no | CONTRIBUTOR | 1899d | `2026-05-07T23:30:45Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -336,7 +337,7 @@
 | `simon-testaccount` | [profile](https://github.com/simon-testaccount) | no | NONE | 545d | `2026-05-05T09:01:04Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
 | `songyuc` | [profile](https://github.com/songyuc) | no | NONE | 3292d | `2026-04-12T12:53:49Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `Spectual` | [profile](https://github.com/Spectual) | no | NONE | 1537d | `2026-04-16T06:54:56Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
-| `srinjoy356` | [profile](https://github.com/srinjoy356) | yes | FIRST_TIME_CONTRIBUTOR | 992d | `2026-05-26T18:36:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `srinjoy356` | [profile](https://github.com/srinjoy356) | no | FIRST_TIME_CONTRIBUTOR | 992d | `2026-05-26T18:36:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `stationeros` | [profile](https://github.com/stationeros) | no | FIRST_TIME_CONTRIBUTOR | 1336d | `2026-04-25T08:47:25Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Talhax55z` | [profile](https://github.com/Talhax55z) | no | NONE | 79d | `2026-04-03T16:36:25Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars |
 | `tianhaocui` | [profile](https://github.com/tianhaocui) | no | FIRST_TIME_CONTRIBUTOR | 2442d | `2026-04-19T10:27:36Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
@@ -930,12 +931,12 @@ 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: `2026-05-27T17:46:58Z`
+- repo last seen: `2026-05-27T22:51:48Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **18**
 - snapshot authored PRs/issues: **17 PRs / 1 issues**
-- snapshot discussion activity: **31 comments / 97 reviews / 99 review comments**
+- snapshot discussion activity: **31 comments / 98 reviews / 100 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`
@@ -1046,12 +1047,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAmineDiro)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAmineDiro)
 - repo first seen: `2026-04-14T15:35:56Z`
-- repo last seen: `2026-05-26T08:44:02Z`
+- repo last seen: `2026-05-27T20:42:36Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **9**
 - snapshot authored PRs/issues: **9 PRs / 0 issues**
-- snapshot discussion activity: **19 comments / 12 reviews / 12 review comments**
+- snapshot discussion activity: **19 comments / 15 reviews / 15 review comments**
 - account age: **3865 days**
 - recent public PR activity: **17 PRs** (8 merged / 1 closed-unmerged / 8 open; merged rate **47%**, closed-unmerged rate **6%**, open rate **47%**)
 - public orgs: `huggingface`
@@ -3443,6 +3444,29 @@ Example artifacts:
 - [PR #43451: Add Molmo2](https://github.com/huggingface/transformers/pull/43451) — open
 - [PR #43448: Add Molmo](https://github.com/huggingface/transformers/pull/43448) — open
 
+### `he-yufeng`
+
+- profile: [github.com/he-yufeng](https://github.com/he-yufeng)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahe-yufeng)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahe-yufeng)
+- repo first seen: `2026-03-14T18:33:53Z`
+- repo last seen: `2026-05-27T19:03:56Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **5 comments / 2 reviews / 2 review comments**
+- account age: **2909 days**
+- recent public PR activity: **326 PRs** (56 merged / 72 closed-unmerged / 198 open; merged rate **17%**, closed-unmerged rate **22%**, open rate **61%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
+- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46248: fix: handle anchored FP8 weight source patterns](https://github.com/huggingface/transformers/pull/46248) — open
+- [PR #44892: Fix AutoImageProcessor.from_pretrained failing on URL input](https://github.com/huggingface/transformers/pull/44892) — closed
+- [PR #44710: Fix AutoProcessor.from_pretrained silently dropping hub kwargs](https://github.com/huggingface/transformers/pull/44710) — closed, merged
+
 ### `khushali9`
 
 - profile: [github.com/khushali9](https://github.com/khushali9)
@@ -4276,7 +4300,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akratos0718)
 - repo first seen: `2026-05-27T07:20:35Z`
 - repo last seen: `2026-05-27T07:22:34Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
@@ -5210,12 +5234,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ablipbyte)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ablipbyte)
 - repo first seen: `2026-05-20T19:46:05Z`
-- repo last seen: `2026-05-27T16:32:30Z`
+- repo last seen: `2026-05-27T18:20:44Z`
 - 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: **1 comments / 2 reviews / 2 review comments**
+- snapshot discussion activity: **2 comments / 2 reviews / 2 review comments**
 - account age: **2606 days**
 - recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
 - public orgs: none visible
@@ -6387,12 +6411,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akiankyars)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akiankyars)
 - repo first seen: `2026-05-23T05:32:32Z`
-- repo last seen: `2026-05-23T05:32:32Z`
+- repo last seen: `2026-05-27T20:47:58Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 - account age: **2112 days**
 - recent public PR activity: **21 PRs** (6 merged / 2 closed-unmerged / 13 open; merged rate **29%**, closed-unmerged rate **10%**, open rate **62%**)
 - public orgs: none visible
@@ -6400,7 +6424,7 @@ Example artifacts:
 - heuristic read: **broad repo spread; high open PR share**
 
 Example artifacts:
-- [PR #46168: [OpenAI Privacy Filter] banded SWA eager attention (O(N*W) instead of O(N^2))](https://github.com/huggingface/transformers/pull/46168) — open
+- [PR #46168: [OpenAI Privacy Filter] banded SWA eager attention (O(N*W) instead of O(N^2))](https://github.com/huggingface/transformers/pull/46168) — closed
 
 ### `kiwigitops`
 
@@ -7081,7 +7105,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apvelayudhan)
 - repo first seen: `2026-05-27T14:26:06Z`
 - repo last seen: `2026-05-27T14:26:06Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -7585,7 +7609,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asrinjoy356)
 - repo first seen: `2026-05-26T18:36:12Z`
 - repo last seen: `2026-05-27T10:43:48Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**

new_contributors.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:5d3e333baca13f738c5d22a45d63abded061d10c8e18206c9ad8d11b1fc9ff0b
-size 62336
+oid sha256:9deb408975fc53f5572f3fd2fa0ec514bbaf9e69bc548fa31ab791759c7b23bd
+size 62290

pr-scope-clusters.json

@@ -1,8 +1,8 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260527T180027Z",
-  "generated_at": "2026-05-27T18:03:48Z",
-  "cluster_count": 56,
+  "snapshot_id": "20260528T000041Z",
+  "generated_at": "2026-05-28T00:02:15Z",
+  "cluster_count": 57,
   "pr_scope_clusters": [
     {
       "cluster_id": "pr-scope-43636-10",
@@ -1005,8 +1005,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44550,
-          "similarity": 0.387,
-          "content_similarity": 0.124,
+          "similarity": 0.388,
+          "content_similarity": 0.125,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1021,8 +1021,8 @@
         {
           "left_pr_number": 44550,
           "right_pr_number": 46243,
-          "similarity": 0.363,
-          "content_similarity": 0.09,
+          "similarity": 0.364,
+          "content_similarity": 0.091,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1036,7 +1036,7 @@
         {
           "left_pr_number": 44407,
           "right_pr_number": 44550,
-          "similarity": 0.358,
+          "similarity": 0.359,
           "content_similarity": 0.093,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
@@ -1051,8 +1051,8 @@
         {
           "left_pr_number": 44550,
           "right_pr_number": 46106,
-          "similarity": 0.356,
-          "content_similarity": 0.148,
+          "similarity": 0.357,
+          "content_similarity": 0.149,
           "size_similarity": 0.682,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1067,7 +1067,7 @@
           "left_pr_number": 33686,
           "right_pr_number": 46243,
           "similarity": 0.355,
-          "content_similarity": 0.078,
+          "content_similarity": 0.079,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1082,7 +1082,7 @@
           "left_pr_number": 44407,
           "right_pr_number": 46243,
           "similarity": 0.351,
-          "content_similarity": 0.082,
+          "content_similarity": 0.083,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1096,7 +1096,7 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44407,
-          "similarity": 0.349,
+          "similarity": 0.35,
           "content_similarity": 0.08,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
@@ -1111,8 +1111,8 @@
         {
           "left_pr_number": 46106,
           "right_pr_number": 46243,
-          "similarity": 0.344,
-          "content_similarity": 0.131,
+          "similarity": 0.345,
+          "content_similarity": 0.132,
           "size_similarity": 0.682,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1127,7 +1127,7 @@
           "left_pr_number": 33686,
           "right_pr_number": 46106,
           "similarity": 0.342,
-          "content_similarity": 0.128,
+          "content_similarity": 0.129,
           "size_similarity": 0.682,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1142,7 +1142,7 @@
           "left_pr_number": 44407,
           "right_pr_number": 46106,
           "similarity": 0.342,
-          "content_similarity": 0.134,
+          "content_similarity": 0.135,
           "size_similarity": 0.652,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1184,7 +1184,7 @@
           "left_pr_number": 44070,
           "right_pr_number": 45296,
           "similarity": 0.877,
-          "content_similarity": 0.893,
+          "content_similarity": 0.892,
           "size_similarity": 0.702,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.932,
@@ -1205,7 +1205,7 @@
         {
           "left_pr_number": 45546,
           "right_pr_number": 45668,
-          "similarity": 0.805,
+          "similarity": 0.804,
           "content_similarity": 0.776,
           "size_similarity": 0.773,
           "breadth_similarity": 1.0,
@@ -1249,7 +1249,7 @@
         {
           "left_pr_number": 44070,
           "right_pr_number": 45546,
-          "similarity": 0.737,
+          "similarity": 0.736,
           "content_similarity": 0.756,
           "size_similarity": 0.404,
           "breadth_similarity": 1.0,
@@ -1272,7 +1272,7 @@
           "left_pr_number": 45296,
           "right_pr_number": 45668,
           "similarity": 0.657,
-          "content_similarity": 0.632,
+          "content_similarity": 0.631,
           "size_similarity": 0.445,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.956,
@@ -1294,7 +1294,7 @@
           "left_pr_number": 44070,
           "right_pr_number": 45668,
           "similarity": 0.637,
-          "content_similarity": 0.631,
+          "content_similarity": 0.63,
           "size_similarity": 0.312,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.976,
@@ -2949,7 +2949,7 @@
         46126
       ],
       "representative_pr_number": 46126,
-      "average_similarity": 0.425,
+      "average_similarity": 0.419,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/distributed/utils.py`, `src/transformers/distributed/tensor_parallel.py`; representative PR #46126.",
       "shared_filenames": [
         "src/transformers/distributed/utils.py",
@@ -2981,9 +2981,9 @@
         {
           "left_pr_number": 46113,
           "right_pr_number": 46126,
-          "similarity": 0.477,
-          "content_similarity": 0.525,
-          "size_similarity": 0.335,
+          "similarity": 0.466,
+          "content_similarity": 0.514,
+          "size_similarity": 0.313,
           "breadth_similarity": 0.292,
           "concentration_similarity": 0.603,
           "shared_filenames": [
@@ -2998,9 +2998,9 @@
         {
           "left_pr_number": 46104,
           "right_pr_number": 46113,
-          "similarity": 0.245,
-          "content_similarity": 0.14,
-          "size_similarity": 0.385,
+          "similarity": 0.239,
+          "content_similarity": 0.137,
+          "size_similarity": 0.359,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.795,
           "shared_filenames": [],
@@ -3677,7 +3677,7 @@
         45480
       ],
       "representative_pr_number": 43747,
-      "average_similarity": 0.682,
+      "average_similarity": 0.681,
       "summary": "2 open PRs share weighted file overlap around `tests/quantization/compressed_tensors_integration/test_compressed_models.py`; representative PR #43747.",
       "shared_filenames": [
         "tests/quantization/compressed_tensors_integration/test_compressed_models.py"
@@ -3691,7 +3691,7 @@
         {
           "left_pr_number": 43747,
           "right_pr_number": 45480,
-          "similarity": 0.682,
+          "similarity": 0.681,
           "content_similarity": 0.635,
           "size_similarity": 0.664,
           "breadth_similarity": 1.0,
@@ -3897,7 +3897,7 @@
           "left_pr_number": 45932,
           "right_pr_number": 46174,
           "similarity": 0.596,
-          "content_similarity": 0.635,
+          "content_similarity": 0.636,
           "size_similarity": 0.248,
           "breadth_similarity": 0.679,
           "concentration_similarity": 0.916,
@@ -4393,6 +4393,43 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46090-2",
+      "pr_numbers": [
+        46090,
+        46248
+      ],
+      "representative_pr_number": 46090,
+      "average_similarity": 0.47,
+      "summary": "2 open PRs share weighted file overlap around `tests/quantization/finegrained_fp8/test_fp8.py`; representative PR #46090.",
+      "shared_filenames": [
+        "tests/quantization/finegrained_fp8/test_fp8.py"
+      ],
+      "shared_directories": [
+        "tests/quantization/finegrained_fp8",
+        "tests/quantization",
+        "tests"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46090,
+          "right_pr_number": 46248,
+          "similarity": 0.47,
+          "content_similarity": 0.521,
+          "size_similarity": 0.114,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.771,
+          "shared_filenames": [
+            "tests/quantization/finegrained_fp8/test_fp8.py"
+          ],
+          "shared_directories": [
+            "tests/quantization/finegrained_fp8",
+            "tests/quantization",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-40755-2",
       "pr_numbers": [

pr_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b22caa552a32ce469cd015bd8ce258bb83e0e6aef9830f8c1d310f762db7ea7f
-size 1714000
+oid sha256:2e1023bcdd44db86a51cc40c19c0d25146837438c73e17220c83a38b800c0d14
+size 1715308

pr_diffs.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:80b92b68d16e6bb5fe8797fc9f9fe5cae2f31a2069c07239a72203fa69854c8f
-size 60074181
+oid sha256:dbebae89ee2bbb98dd580ab6cabc7f7d80b1f90b7f9817c82b41cf8d662239d8
+size 60077420

pr_files.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:571f779fb623c04e8ca44e1d57aa4236898133b98d84ba675786338f89fb520e
-size 49508997
+oid sha256:e164920d3018724a78a90ec29572e6899aa71047bc9441d14a9861a2b81b0975
+size 49501486

pull_requests.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e7c41562c40884cc11b4296db2bc229f454a3262597e8fbe35cba9569f304efb
-size 2052258
+oid sha256:05e37e5e3659ec3de68e6bea63e742457a2768ec4de1678315917cb9f47438a3
+size 2054350

review_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:764725ac34a974c9c752687b0ca18012b1157b6ebd686d8ed35d3e6f8d1d69a5
-size 2646899
+oid sha256:98a2413e4eba87ea4b90c21151961a2a1a0b208efb928c1cbd1a34c298ff76ab
+size 2648095

reviews.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0f1c3ab7fc39cdb6164131a20d7b4dfaef492e27f401c92553455a122de198ae
-size 828706
+oid sha256:e15454a6bbb4efd3db953b50c9becf9b1bb1ee8fc795a37e85ec5074080f93c8
+size 828997

snapshots/20260528T000041Z/manifest.json

@@ -0,0 +1,41 @@
+{
+  "artifacts": {
+    "archived_pr_scope_clusters_json": "snapshots/20260528T000041Z/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": 11811,
+    "issues": 790,
+    "links": 3836,
+    "new_contributors": 350,
+    "pr_diffs": 2474,
+    "pr_files": 33667,
+    "pull_requests": 2474,
+    "review_comments": 15421,
+    "reviews": 8936,
+    "timeline_events": 49329
+  },
+  "crawl_started_at": "2026-05-28T00:00:41Z",
+  "delta_counts": {
+    "comments": 6,
+    "issue_stubs": 7,
+    "issues": 0,
+    "links": 8,
+    "pr_diffs": 7,
+    "pr_files": 300,
+    "pull_requests": 7,
+    "review_comments": 27,
+    "reviews": 26,
+    "timeline_events": 75
+  },
+  "extracted_at": "2026-05-28T00:00:41Z",
+  "repo": "huggingface/transformers",
+  "snapshot_id": "20260528T000041Z",
+  "watermark": {
+    "effective_since": "2026-05-27T18:00:27Z",
+    "next_since": "2026-05-28T00:00:41Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260527T180027Z/manifest.json",
-  "latest_snapshot_id": "20260527T180027Z",
+  "archived_manifest_path": "snapshots/20260528T000041Z/manifest.json",
+  "latest_snapshot_id": "20260528T000041Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-05-27T18:00:27Z",
+  "next_since": "2026-05-28T00:00:41Z",
   "repo": "huggingface/transformers",
-  "snapshot_dir": "snapshots/20260527T180027Z"
+  "snapshot_dir": "snapshots/20260528T000041Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-05-27T06:00:31Z",
-  "last_successful_snapshot_id": "20260527T180027Z",
-  "next_since": "2026-05-27T18:00:27Z",
+  "effective_since": "2026-05-27T18:00:27Z",
+  "last_successful_snapshot_id": "20260528T000041Z",
+  "next_since": "2026-05-28T00:00:41Z",
   "repo": "huggingface/transformers",
-  "updated_at": "2026-05-27T18:00:27Z"
+  "updated_at": "2026-05-28T00:00:41Z"
 }