Refresh transformers dataset snapshot 20260424T060039Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260424T000039Z`
+- latest snapshot: `20260424T060039Z`
 - 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 sha256:4084c3984a986e71bd2cb317e5bb952e880d831cee1154991c034851c446c33b
-size 1954443
+oid sha256:4d2bb3f5d092322b804b261e21a4592b664b369511d42d282f8c027784abd232
+size 1955890

events.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:59f56837e8e46c7e663e9a2a97dd163bcbf1c8266dab0e766138df93e20d3d39
-size 632029
+oid sha256:410b5f81c2ef70c0bcea947d4ff596a9f44900dac600797c0ba815a9eb8beb78
+size 632359

issue_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:97e2cddb461545b142449f098e03896c29c42b816eb0d901d195246946d8fabd
-size 645987
+oid sha256:955766b81bce29e6f63ca9f5eaf5f5e5a6b63dac05507d4ae8c2f34e49a14fc8
+size 646084

issues.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:a57c4410c928952fc3cb598746418d59a3893d764a73333854bd9c54b796f3c5
-size 855096
+oid sha256:fd0dcd6cd6a953e16c78a19717f6a88a2efde52bdc4dd77e3fc49b2fa59cbd3e
+size 855123

manifest.json

@@ -1,41 +1,41 @@
 {
   "artifacts": {
-    "archived_pr_scope_clusters_json": "snapshots/20260424T000039Z/pr-scope-clusters.json",
+    "archived_pr_scope_clusters_json": "snapshots/20260424T060039Z/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": 9013,
+    "comments": 9020,
     "issues": 642,
     "links": 2677,
     "new_contributors": 363,
-    "pr_diffs": 1964,
-    "pr_files": 27045,
-    "pull_requests": 1964,
-    "review_comments": 12551,
-    "reviews": 7238,
-    "timeline_events": 39662
+    "pr_diffs": 1968,
+    "pr_files": 27081,
+    "pull_requests": 1968,
+    "review_comments": 12553,
+    "reviews": 7239,
+    "timeline_events": 39682
   },
-  "crawl_started_at": "2026-04-24T00:00:39Z",
+  "crawl_started_at": "2026-04-24T06:00:39Z",
   "delta_counts": {
-    "comments": 16,
-    "issue_stubs": 11,
-    "issues": 2,
-    "links": 10,
-    "pr_diffs": 9,
-    "pr_files": 489,
-    "pull_requests": 9,
-    "review_comments": 367,
-    "reviews": 113,
-    "timeline_events": 462
+    "comments": 7,
+    "issue_stubs": 14,
+    "issues": 1,
+    "links": 0,
+    "pr_diffs": 13,
+    "pr_files": 63,
+    "pull_requests": 13,
+    "review_comments": 73,
+    "reviews": 32,
+    "timeline_events": 375
   },
-  "extracted_at": "2026-04-24T00:00:39Z",
+  "extracted_at": "2026-04-24T06:00:39Z",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260424T000039Z",
+  "snapshot_id": "20260424T060039Z",
   "watermark": {
-    "effective_since": "2026-04-23T18:00:30Z",
-    "next_since": "2026-04-24T00:00:39Z"
+    "effective_since": "2026-04-24T00:00:39Z",
+    "next_since": "2026-04-24T06:00:39Z"
   }
 }

new-contributors-report.json

@@ -1,26 +1,26 @@
 {
   "schema_version": "1.0",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260424T000039Z",
-  "generated_at": "2026-04-24T00:01:29Z",
+  "snapshot_id": "20260424T060039Z",
+  "generated_at": "2026-04-24T06:01:31Z",
   "window_days": 60,
   "max_authors": 0,
   "instrumentation": {
     "selected_contributors": 363,
-    "first_seen_in_snapshot": 2,
+    "first_seen_in_snapshot": 1,
     "known_via_prior_merged_pr": 153,
-    "previous_primary_author_count": 991,
-    "selected_seen_in_previous_primary": 361,
-    "previous_report_contributor_count": 365,
-    "selected_overlap_previous_report": 361,
-    "selected_overlap_previous_report_rate": 0.9945,
-    "reused_previous_report_entries": 357,
+    "previous_primary_author_count": 993,
+    "selected_seen_in_previous_primary": 362,
+    "previous_report_contributor_count": 363,
+    "selected_overlap_previous_report": 362,
+    "selected_overlap_previous_report_rate": 0.9972,
+    "reused_previous_report_entries": 358,
     "reused_known_merged_contributors": 152,
-    "live_fetches": 6,
+    "live_fetches": 5,
     "window_anchor": "run_time",
     "window_anchor_cacheable": false,
-    "enrichment_elapsed_seconds": 12.984,
-    "enrichment_avg_seconds_per_author": 0.036,
+    "enrichment_elapsed_seconds": 10.608,
+    "enrichment_avg_seconds_per_author": 0.029,
     "enrichment_failures": 4
   },
   "contributors": [
@@ -143,14 +143,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez",
       "repo_first_seen_at": "2025-03-19T10:58:02Z",
-      "repo_last_seen_at": "2026-04-23T08:38:32Z",
+      "repo_last_seen_at": "2026-04-24T05:03:58Z",
       "repo_primary_artifact_count": 80,
-      "repo_artifact_count": 1028,
+      "repo_artifact_count": 1032,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 80,
-      "snapshot_comment_count": 213,
-      "snapshot_review_count": 289,
-      "snapshot_review_comment_count": 446,
+      "snapshot_comment_count": 214,
+      "snapshot_review_count": 290,
+      "snapshot_review_comment_count": 448,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -379,11 +379,11 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu",
       "repo_first_seen_at": "2025-06-20T09:58:55Z",
-      "repo_last_seen_at": "2026-04-23T07:02:58Z",
-      "repo_primary_artifact_count": 66,
-      "repo_artifact_count": 216,
+      "repo_last_seen_at": "2026-04-24T05:14:21Z",
+      "repo_primary_artifact_count": 67,
+      "repo_artifact_count": 217,
       "snapshot_issue_count": 4,
-      "snapshot_pr_count": 62,
+      "snapshot_pr_count": 63,
       "snapshot_comment_count": 55,
       "snapshot_review_count": 48,
       "snapshot_review_comment_count": 47,
@@ -414,6 +414,16 @@
       },
       "examples": {
         "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 45615,
+            "title": "fix(qianfan_ocr): add XPU expectations",
+            "url": "https://github.com/huggingface/transformers/pull/45615",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-24T05:14:21Z"
+          },
           {
             "kind": "pull_request",
             "number": 45596,
@@ -433,16 +443,6 @@
             "merged": false,
             "draft": false,
             "created_at": "2026-04-23T02:33:50Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45568,
-            "title": "Gemma4: fix failed test cases",
-            "url": "https://github.com/huggingface/transformers/pull/45568",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-22T06:52:45Z"
           }
         ],
         "issues": [
@@ -487,12 +487,12 @@
       "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": "2026-04-23T09:09:20Z",
-      "repo_primary_artifact_count": 47,
-      "repo_artifact_count": 1644,
+      "repo_last_seen_at": "2026-04-24T05:58:59Z",
+      "repo_primary_artifact_count": 49,
+      "repo_artifact_count": 1647,
       "snapshot_issue_count": 2,
-      "snapshot_pr_count": 45,
-      "snapshot_comment_count": 144,
+      "snapshot_pr_count": 47,
+      "snapshot_comment_count": 145,
       "snapshot_review_count": 483,
       "snapshot_review_comment_count": 970,
       "repo_association": "MEMBER",
@@ -524,33 +524,33 @@
         "pull_requests": [
           {
             "kind": "pull_request",
-            "number": 45569,
-            "title": "Proper nemotron H and 3 and 2",
-            "url": "https://github.com/huggingface/transformers/pull/45569",
+            "number": 45617,
+            "title": "Add Multi-Token Prediction (MTP) inference support",
+            "url": "https://github.com/huggingface/transformers/pull/45617",
             "state": "open",
             "merged": false,
-            "draft": true,
-            "created_at": "2026-04-22T07:03:26Z"
+            "draft": false,
+            "created_at": "2026-04-24T05:58:59Z"
           },
           {
             "kind": "pull_request",
-            "number": 45559,
-            "title": "Drop noisy generate warnings when do_sample=False (or num_beams=1)",
-            "url": "https://github.com/huggingface/transformers/pull/45559",
+            "number": 45616,
+            "title": "Add DeepSeek V4",
+            "url": "https://github.com/huggingface/transformers/pull/45616",
             "state": "open",
             "merged": false,
-            "draft": false,
-            "created_at": "2026-04-22T03:03:26Z"
+            "draft": true,
+            "created_at": "2026-04-24T05:58:31Z"
           },
           {
             "kind": "pull_request",
-            "number": 45453,
-            "title": "Draft commit",
-            "url": "https://github.com/huggingface/transformers/pull/45453",
+            "number": 45569,
+            "title": "Proper nemotron H and 3 and 2",
+            "url": "https://github.com/huggingface/transformers/pull/45569",
             "state": "open",
             "merged": false,
             "draft": true,
-            "created_at": "2026-04-15T10:22:17Z"
+            "created_at": "2026-04-22T07:03:26Z"
           }
         ],
         "issues": [
@@ -5599,83 +5599,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "matisgagneux21",
-      "name": null,
-      "profile_url": "https://github.com/matisgagneux21",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amatisgagneux21",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amatisgagneux21",
-      "repo_first_seen_at": "2026-02-23T00:10:48Z",
-      "repo_last_seen_at": "2026-02-23T00:43:59Z",
-      "repo_primary_artifact_count": 3,
-      "repo_artifact_count": 3,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 3,
-      "snapshot_comment_count": 0,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "CONTRIBUTOR",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": true,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 53,
-      "young_account": true,
-      "follow_through_score": "mixed",
-      "breadth_score": "low",
-      "automation_risk_signal": "medium",
-      "heuristic_note": "very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 5,
-        "merged_pr_count": 3,
-        "closed_unmerged_pr_count": 2,
-        "open_pr_count": 0,
-        "merged_pr_rate": 0.6,
-        "closed_unmerged_pr_rate": 0.4,
-        "still_open_pr_rate": 0.0,
-        "distinct_repos_with_authored_prs": 3,
-        "distinct_repos_with_open_prs": 0
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 44219,
-            "title": "Docs(it): fix typo in docstring wording",
-            "url": "https://github.com/huggingface/transformers/pull/44219",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-02-23T00:43:59Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 44218,
-            "title": "Docs(it): fix typo in sentencepiece install command",
-            "url": "https://github.com/huggingface/transformers/pull/44218",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-02-23T00:32:49Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 44217,
-            "title": "Docs(it): update deprecated grouped_entities reference",
-            "url": "https://github.com/huggingface/transformers/pull/44217",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-02-23T00:10:48Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "onel",
       "name": "Andrei Onel",
@@ -15056,7 +14979,7 @@
       "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,
@@ -15462,12 +15385,12 @@
       "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": 334,
       "young_account": true,
       "follow_through_score": "weak",
@@ -17462,12 +17385,12 @@
       "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": 3970,
       "young_account": false,
       "follow_through_score": "weak",
@@ -21286,6 +21209,63 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "Oneirag",
+      "name": "Oscar Neira",
+      "profile_url": "https://github.com/Oneirag",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AOneirag",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AOneirag",
+      "repo_first_seen_at": "2026-04-24T04:00:01Z",
+      "repo_last_seen_at": "2026-04-24T04:00:01Z",
+      "repo_primary_artifact_count": 1,
+      "repo_artifact_count": 1,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 1,
+      "snapshot_comment_count": 0,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "new_to_repo": true,
+      "first_seen_in_snapshot": true,
+      "known_via_prior_merged_pr": false,
+      "report_reason": "first_seen_in_snapshot",
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 4233,
+      "young_account": false,
+      "follow_through_score": "mixed",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 2,
+        "merged_pr_count": 1,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 1,
+        "merged_pr_rate": 0.5,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 0.5,
+        "distinct_repos_with_authored_prs": 2,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 45614,
+            "title": "Add missing requests dependency to transformers[serving]",
+            "url": "https://github.com/huggingface/transformers/pull/45614",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-24T04:00:01Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "orbisai0security",
       "name": null,
@@ -23347,12 +23327,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avai-minzhou",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avai-minzhou",
       "repo_first_seen_at": "2026-04-23T01:47:23Z",
-      "repo_last_seen_at": "2026-04-23T01:47:23Z",
+      "repo_last_seen_at": "2026-04-24T02:01:01Z",
       "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

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260424T000039Z`
-- Generated: `2026-04-24T00:01:29Z`
+- Snapshot: `20260424T060039Z`
+- Generated: `2026-04-24T06:01:31Z`
 - Activity window: `60d`
 - Contributors: `363`
 
@@ -13,8 +13,8 @@
 | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 80 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 72 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 68 | 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` | 62 | 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` | 45 | 2 | 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` | 63 | 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` | 47 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 40 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 39 | 1 | mixed | low | low | targets high-star repos |
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 38 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
@@ -74,7 +74,6 @@
 | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 3 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3380d | `2026-03-09T09:03:10Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Lidang-Jiang` | [profile](https://github.com/Lidang-Jiang) | no | CONTRIBUTOR | 1230d | `2026-03-27T02:44:21Z` | 3 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `matisgagneux21` | [profile](https://github.com/matisgagneux21) | no | CONTRIBUTOR | 53d | `2026-02-23T00:10:48Z` | 3 | 0 | mixed | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `onel` | [profile](https://github.com/onel) | no | NONE | 5050d | `2026-02-26T22:44:41Z` | 3 | 0 | mixed | moderate | low | many recent closed-unmerged PRs |
 | `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4939d | `2026-04-15T08:26:45Z` | 3 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
 | `saivedant169` | [profile](https://github.com/saivedant169) | no | NONE | 1712d | `2026-03-14T16:47:42Z` | 3 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; targets high-star repos |
@@ -216,7 +215,7 @@
 | `ajmeese7` | [profile](https://github.com/ajmeese7) | no | NONE | 3686d | `2026-03-15T19:56:44Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share |
 | `AkshajKashyap` | [profile](https://github.com/AkshajKashyap) | no | FIRST_TIME_CONTRIBUTOR | 873d | `2026-03-25T00:11:43Z` | 1 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Akshay404error` | [profile](https://github.com/Akshay404error) | no | FIRST_TIMER | 592d | `2026-03-27T08:33:01Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `aliyevaladddin` | [profile](https://github.com/aliyevaladddin) | yes | FIRST_TIME_CONTRIBUTOR | 334d | `2026-04-23T20:22:49Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; targets high-star repos |
+| `aliyevaladddin` | [profile](https://github.com/aliyevaladddin) | no | FIRST_TIME_CONTRIBUTOR | 334d | `2026-04-23T20:22:49Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; targets high-star repos |
 | `alvarobartt` | [profile](https://github.com/alvarobartt) | no | MEMBER | 2975d | `2026-02-23T15:25:47Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
 | `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | NONE | 9d | `2026-04-22T13:14:19Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `andrewor14` | [profile](https://github.com/andrewor14) | no | CONTRIBUTOR | 4996d | `2026-04-08T15:42:16Z` | 1 | 0 | strong | moderate | low | — |
@@ -251,7 +250,7 @@
 | `frogNotToad` | [profile](https://github.com/frogNotToad) | no | CONTRIBUTOR | 588d | `2026-03-06T16:58:14Z` | 1 | 0 | mixed | low | low | — |
 | `gagandhakrey` | [profile](https://github.com/gagandhakrey) | no | NONE | 2285d | `2026-04-05T03:45:23Z` | 1 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `garybadwal` | [profile](https://github.com/garybadwal) | no | FIRST_TIME_CONTRIBUTOR | 1178d | `2026-04-21T04:38:14Z` | 1 | 0 | weak | low | low | targets high-star repos |
-| `gaurav0107` | [profile](https://github.com/gaurav0107) | yes | FIRST_TIME_CONTRIBUTOR | 3970d | `2026-04-23T19:12:43Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `gaurav0107` | [profile](https://github.com/gaurav0107) | no | FIRST_TIME_CONTRIBUTOR | 3970d | `2026-04-23T19:12:43Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `giulio-leone` | [profile](https://github.com/giulio-leone) | no | NONE | 4423d | `2026-02-28T06:22:19Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `glegendre01` | [profile](https://github.com/glegendre01) | no | MEMBER | 1282d | `2026-04-21T12:37:31Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `hangjun-ezra` | [profile](https://github.com/hangjun-ezra) | no | CONTRIBUTOR | 652d | `2026-02-25T03:52:04Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
@@ -318,6 +317,7 @@
 | `neo` | [profile](https://github.com/neo) | no | CONTRIBUTOR | 4212d | `2026-03-12T19:59:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `NicoleRobin` | [profile](https://github.com/NicoleRobin) | no | NONE | 4096d | `2026-03-21T03:25:56Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `omyaaa1` | [profile](https://github.com/omyaaa1) | no | NONE | 519d | `2026-03-19T04:48:58Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `Oneirag` | [profile](https://github.com/Oneirag) | yes | FIRST_TIME_CONTRIBUTOR | 4233d | `2026-04-24T04:00:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `orbisai0security` | [profile](https://github.com/orbisai0security) | no | NONE | 160d | `2026-03-30T15:02:06Z` | 1 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `overcastbulb` | [profile](https://github.com/overcastbulb) | no | NONE | 1530d | `2026-02-27T14:37:19Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs |
 | `owwll` | [profile](https://github.com/owwll) | no | NONE | 636d | `2026-04-10T21:13:32Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -407,12 +407,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
 - repo first seen: `2025-03-19T10:58:02Z`
-- repo last seen: `2026-04-23T08:38:32Z`
+- repo last seen: `2026-04-24T05:03:58Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **80**
 - snapshot authored PRs/issues: **80 PRs / 0 issues**
-- snapshot discussion activity: **213 comments / 289 reviews / 446 review comments**
+- snapshot discussion activity: **214 comments / 290 reviews / 448 review comments**
 - account age: **2036 days**
 - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
 - public orgs: `huggingface`
@@ -476,11 +476,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
 - repo first seen: `2025-06-20T09:58:55Z`
-- repo last seen: `2026-04-23T07:02:58Z`
+- repo last seen: `2026-04-24T05:14:21Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **66**
-- snapshot authored PRs/issues: **62 PRs / 4 issues**
+- repo primary artifacts: **67**
+- snapshot authored PRs/issues: **63 PRs / 4 issues**
 - snapshot discussion activity: **55 comments / 48 reviews / 47 review comments**
 - account age: **3934 days**
 - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
@@ -489,9 +489,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #45615: fix(qianfan_ocr): add XPU expectations](https://github.com/huggingface/transformers/pull/45615) — open
 - [PR #45596: fix 2 failed test cases for blt model on XPU](https://github.com/huggingface/transformers/pull/45596) — open
 - [PR #45592: fix padding side issue for fast_vlm tests](https://github.com/huggingface/transformers/pull/45592) — open
-- [PR #45568: Gemma4: fix failed test cases](https://github.com/huggingface/transformers/pull/45568) — open
 - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — open
 - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
 - [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
@@ -502,12 +502,12 @@ 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: `2026-04-23T09:09:20Z`
+- repo last seen: `2026-04-24T05:58:59Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **47**
-- snapshot authored PRs/issues: **45 PRs / 2 issues**
-- snapshot discussion activity: **144 comments / 483 reviews / 970 review comments**
+- repo primary artifacts: **49**
+- snapshot authored PRs/issues: **47 PRs / 2 issues**
+- snapshot discussion activity: **145 comments / 483 reviews / 970 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
@@ -515,9 +515,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #45617: Add Multi-Token Prediction (MTP) inference support](https://github.com/huggingface/transformers/pull/45617) — open
+- [PR #45616: Add DeepSeek V4](https://github.com/huggingface/transformers/pull/45616) — open, draft
 - [PR #45569: Proper nemotron H and 3 and 2](https://github.com/huggingface/transformers/pull/45569) — open, draft
-- [PR #45559: Drop noisy generate warnings when do_sample=False (or num_beams=1)](https://github.com/huggingface/transformers/pull/45559) — open
-- [PR #45453: Draft commit](https://github.com/huggingface/transformers/pull/45453) — open, draft
 - [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
 
@@ -1920,29 +1920,6 @@ Example artifacts:
 - [PR #45043: [Bugfix] Use sys.modules.get() to avoid KeyError in modeling_utils](https://github.com/huggingface/transformers/pull/45043) — closed
 - [PR #45039: [Bugfix] Propagate interpolate_pos_encoding through Pixio model](https://github.com/huggingface/transformers/pull/45039) — closed
 
-### `matisgagneux21`
-
-- profile: [github.com/matisgagneux21](https://github.com/matisgagneux21)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amatisgagneux21)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amatisgagneux21)
-- repo first seen: `2026-02-23T00:10:48Z`
-- repo last seen: `2026-02-23T00:43:59Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **53 days**
-- recent public PR activity: **5 PRs** (3 merged / 2 closed-unmerged / 0 open; merged rate **60%**, closed-unmerged rate **40%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **medium**
-- heuristic read: **very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #44219: Docs(it): fix typo in docstring wording](https://github.com/huggingface/transformers/pull/44219) — closed, merged
-- [PR #44218: Docs(it): fix typo in sentencepiece install command](https://github.com/huggingface/transformers/pull/44218) — closed, merged
-- [PR #44217: Docs(it): update deprecated grouped_entities reference](https://github.com/huggingface/transformers/pull/44217) — closed
-
 ### `onel`
 
 - profile: [github.com/onel](https://github.com/onel)
@@ -5073,7 +5050,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aaliyevaladddin)
 - repo first seen: `2026-04-23T20:22:49Z`
 - repo last seen: `2026-04-23T20:40:56Z`
-- 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**
@@ -5810,7 +5787,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agaurav0107)
 - repo first seen: `2026-04-23T19:12:43Z`
 - repo last seen: `2026-04-23T19:12:43Z`
-- 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**
@@ -7211,6 +7188,27 @@ Example artifacts:
 Example artifacts:
 - [PR #44842: Fix AutoImageProcessor URL loading regression](https://github.com/huggingface/transformers/pull/44842) — closed
 
+### `Oneirag`
+
+- profile: [github.com/Oneirag](https://github.com/Oneirag)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AOneirag)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AOneirag)
+- repo first seen: `2026-04-24T04:00:01Z`
+- repo last seen: `2026-04-24T04:00:01Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **4233 days**
+- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45614: Add missing requests dependency to transformers[serving]](https://github.com/huggingface/transformers/pull/45614) — open
+
 ### `orbisai0security`
 
 - profile: [github.com/orbisai0security](https://github.com/orbisai0security)
@@ -7973,12 +7971,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avai-minzhou)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avai-minzhou)
 - repo first seen: `2026-04-23T01:47:23Z`
-- repo last seen: `2026-04-23T01:47:23Z`
+- repo last seen: `2026-04-24T02:01:01Z`
 - 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: **723 days**
 - recent public PR activity: **8 PRs** (3 merged / 0 closed-unmerged / 5 open; merged rate **38%**, closed-unmerged rate **0%**, open rate **62%**)
 - public orgs: none visible

new_contributors.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:83f2007b0bcacff4714bfc48e3670aa6bf2da245715cd16fdfd0f17b0cc42d73
-size 64956
+oid sha256:8582136941d90db759617ef4d4fc4c4db2c800bed106c6afdaa54e5432d1f72e
+size 64873

pr-scope-clusters.json

@@ -1,7 +1,7 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260424T000039Z",
-  "generated_at": "2026-04-24T00:01:15Z",
+  "snapshot_id": "20260424T060039Z",
+  "generated_at": "2026-04-24T06:01:20Z",
   "cluster_count": 40,
   "pr_scope_clusters": [
     {
@@ -19,7 +19,7 @@
         45273
       ],
       "representative_pr_number": 45067,
-      "average_similarity": 0.433,
+      "average_similarity": 0.434,
       "summary": "10 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
       "shared_filenames": [
         "src/transformers/trainer.py"
@@ -49,7 +49,7 @@
           "left_pr_number": 43663,
           "right_pr_number": 45067,
           "similarity": 0.634,
-          "content_similarity": 0.477,
+          "content_similarity": 0.478,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -64,8 +64,8 @@
         {
           "left_pr_number": 43651,
           "right_pr_number": 43663,
-          "similarity": 0.559,
-          "content_similarity": 0.43,
+          "similarity": 0.56,
+          "content_similarity": 0.431,
           "size_similarity": 0.72,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -97,7 +97,7 @@
           "left_pr_number": 43663,
           "right_pr_number": 44123,
           "similarity": 0.517,
-          "content_similarity": 0.426,
+          "content_similarity": 0.427,
           "size_similarity": 0.455,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -112,8 +112,8 @@
         {
           "left_pr_number": 44257,
           "right_pr_number": 44660,
-          "similarity": 0.503,
-          "content_similarity": 0.29,
+          "similarity": 0.504,
+          "content_similarity": 0.291,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -129,7 +129,7 @@
           "left_pr_number": 44123,
           "right_pr_number": 45067,
           "similarity": 0.489,
-          "content_similarity": 0.386,
+          "content_similarity": 0.387,
           "size_similarity": 0.455,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -160,8 +160,8 @@
         {
           "left_pr_number": 44189,
           "right_pr_number": 44660,
-          "similarity": 0.478,
-          "content_similarity": 0.326,
+          "similarity": 0.479,
+          "content_similarity": 0.327,
           "size_similarity": 0.667,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -177,7 +177,7 @@
           "left_pr_number": 43636,
           "right_pr_number": 43663,
           "similarity": 0.469,
-          "content_similarity": 0.361,
+          "content_similarity": 0.362,
           "size_similarity": 0.44,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -192,7 +192,7 @@
         {
           "left_pr_number": 43663,
           "right_pr_number": 44189,
-          "similarity": 0.459,
+          "similarity": 0.46,
           "content_similarity": 0.408,
           "size_similarity": 0.16,
           "breadth_similarity": 1.0,
@@ -224,8 +224,8 @@
         {
           "left_pr_number": 44660,
           "right_pr_number": 45067,
-          "similarity": 0.453,
-          "content_similarity": 0.382,
+          "similarity": 0.454,
+          "content_similarity": 0.383,
           "size_similarity": 0.24,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -240,8 +240,8 @@
         {
           "left_pr_number": 43636,
           "right_pr_number": 43651,
-          "similarity": 0.448,
-          "content_similarity": 0.295,
+          "similarity": 0.449,
+          "content_similarity": 0.296,
           "size_similarity": 0.611,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -256,7 +256,7 @@
         {
           "left_pr_number": 44189,
           "right_pr_number": 44257,
-          "similarity": 0.446,
+          "similarity": 0.447,
           "content_similarity": 0.281,
           "size_similarity": 0.667,
           "breadth_similarity": 1.0,
@@ -273,7 +273,7 @@
           "left_pr_number": 43636,
           "right_pr_number": 45067,
           "similarity": 0.445,
-          "content_similarity": 0.327,
+          "content_similarity": 0.328,
           "size_similarity": 0.44,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -289,7 +289,7 @@
           "left_pr_number": 43651,
           "right_pr_number": 44123,
           "similarity": 0.443,
-          "content_similarity": 0.348,
+          "content_similarity": 0.349,
           "size_similarity": 0.327,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -336,8 +336,8 @@
         {
           "left_pr_number": 43636,
           "right_pr_number": 44660,
-          "similarity": 0.434,
-          "content_similarity": 0.289,
+          "similarity": 0.435,
+          "content_similarity": 0.29,
           "size_similarity": 0.545,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -353,7 +353,7 @@
           "left_pr_number": 44660,
           "right_pr_number": 45055,
           "similarity": 0.423,
-          "content_similarity": 0.283,
+          "content_similarity": 0.284,
           "size_similarity": 0.5,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -368,7 +368,7 @@
         {
           "left_pr_number": 43651,
           "right_pr_number": 44189,
-          "similarity": 0.416,
+          "similarity": 0.417,
           "content_similarity": 0.333,
           "size_similarity": 0.222,
           "breadth_similarity": 1.0,
@@ -417,7 +417,7 @@
           "left_pr_number": 43651,
           "right_pr_number": 44257,
           "similarity": 0.408,
-          "content_similarity": 0.296,
+          "content_similarity": 0.297,
           "size_similarity": 0.333,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -448,8 +448,8 @@
         {
           "left_pr_number": 44123,
           "right_pr_number": 44660,
-          "similarity": 0.405,
-          "content_similarity": 0.341,
+          "similarity": 0.406,
+          "content_similarity": 0.342,
           "size_similarity": 0.109,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -480,7 +480,7 @@
         {
           "left_pr_number": 45055,
           "right_pr_number": 45273,
-          "similarity": 0.398,
+          "similarity": 0.399,
           "content_similarity": 0.212,
           "size_similarity": 0.667,
           "breadth_similarity": 1.0,
@@ -497,7 +497,7 @@
           "left_pr_number": 44189,
           "right_pr_number": 45273,
           "similarity": 0.396,
-          "content_similarity": 0.244,
+          "content_similarity": 0.245,
           "size_similarity": 0.5,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -526,11 +526,11 @@
           ]
         },
         {
-          "left_pr_number": 44123,
-          "right_pr_number": 44189,
-          "similarity": 0.392,
-          "content_similarity": 0.33,
-          "size_similarity": 0.073,
+          "left_pr_number": 45055,
+          "right_pr_number": 45067,
+          "similarity": 0.393,
+          "content_similarity": 0.321,
+          "size_similarity": 0.12,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -542,11 +542,11 @@
           ]
         },
         {
-          "left_pr_number": 45055,
-          "right_pr_number": 45067,
+          "left_pr_number": 44123,
+          "right_pr_number": 44189,
           "similarity": 0.392,
-          "content_similarity": 0.321,
-          "size_similarity": 0.12,
+          "content_similarity": 0.33,
+          "size_similarity": 0.073,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -561,7 +561,7 @@
           "left_pr_number": 43636,
           "right_pr_number": 44123,
           "similarity": 0.385,
-          "content_similarity": 0.292,
+          "content_similarity": 0.293,
           "size_similarity": 0.2,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -592,7 +592,7 @@
         {
           "left_pr_number": 43651,
           "right_pr_number": 45055,
-          "similarity": 0.377,
+          "similarity": 0.378,
           "content_similarity": 0.289,
           "size_similarity": 0.167,
           "breadth_similarity": 1.0,
@@ -640,8 +640,8 @@
         {
           "left_pr_number": 45067,
           "right_pr_number": 45273,
-          "similarity": 0.362,
-          "content_similarity": 0.286,
+          "similarity": 0.363,
+          "content_similarity": 0.287,
           "size_similarity": 0.08,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -673,7 +673,7 @@
           "left_pr_number": 44123,
           "right_pr_number": 45055,
           "similarity": 0.359,
-          "content_similarity": 0.286,
+          "content_similarity": 0.287,
           "size_similarity": 0.055,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -704,7 +704,7 @@
         {
           "left_pr_number": 43651,
           "right_pr_number": 45273,
-          "similarity": 0.347,
+          "similarity": 0.348,
           "content_similarity": 0.258,
           "size_similarity": 0.111,
           "breadth_similarity": 1.0,
@@ -720,7 +720,7 @@
         {
           "left_pr_number": 44123,
           "right_pr_number": 45273,
-          "similarity": 0.334,
+          "similarity": 0.335,
           "content_similarity": 0.256,
           "size_similarity": 0.036,
           "breadth_similarity": 1.0,
@@ -761,7 +761,7 @@
         45582
       ],
       "representative_pr_number": 34667,
-      "average_similarity": 0.457,
+      "average_similarity": 0.453,
       "summary": "5 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #34667.",
       "shared_filenames": [
         "src/transformers/generation/utils.py"
@@ -775,8 +775,8 @@
         {
           "left_pr_number": 34667,
           "right_pr_number": 45582,
-          "similarity": 0.601,
-          "content_similarity": 0.489,
+          "similarity": 0.596,
+          "content_similarity": 0.481,
           "size_similarity": 0.727,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -792,8 +792,8 @@
         {
           "left_pr_number": 34667,
           "right_pr_number": 39683,
-          "similarity": 0.55,
-          "content_similarity": 0.469,
+          "similarity": 0.545,
+          "content_similarity": 0.461,
           "size_similarity": 0.478,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -809,8 +809,8 @@
         {
           "left_pr_number": 39683,
           "right_pr_number": 45582,
-          "similarity": 0.544,
-          "content_similarity": 0.488,
+          "similarity": 0.538,
+          "content_similarity": 0.48,
           "size_similarity": 0.348,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -826,8 +826,8 @@
         {
           "left_pr_number": 34667,
           "right_pr_number": 45389,
-          "similarity": 0.525,
-          "content_similarity": 0.564,
+          "similarity": 0.523,
+          "content_similarity": 0.562,
           "size_similarity": 0.344,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.562,
@@ -843,8 +843,8 @@
         {
           "left_pr_number": 44872,
           "right_pr_number": 45582,
-          "similarity": 0.483,
-          "content_similarity": 0.396,
+          "similarity": 0.478,
+          "content_similarity": 0.388,
           "size_similarity": 0.375,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -860,8 +860,8 @@
         {
           "left_pr_number": 34667,
           "right_pr_number": 44872,
-          "similarity": 0.457,
-          "content_similarity": 0.38,
+          "similarity": 0.452,
+          "content_similarity": 0.373,
           "size_similarity": 0.273,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -877,8 +877,8 @@
         {
           "left_pr_number": 39683,
           "right_pr_number": 44872,
-          "similarity": 0.435,
-          "content_similarity": 0.379,
+          "similarity": 0.43,
+          "content_similarity": 0.372,
           "size_similarity": 0.13,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -894,8 +894,8 @@
         {
           "left_pr_number": 39683,
           "right_pr_number": 45389,
-          "similarity": 0.39,
-          "content_similarity": 0.291,
+          "similarity": 0.386,
+          "content_similarity": 0.285,
           "size_similarity": 0.719,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.562,
@@ -911,8 +911,8 @@
         {
           "left_pr_number": 45389,
           "right_pr_number": 45582,
-          "similarity": 0.328,
-          "content_similarity": 0.304,
+          "similarity": 0.324,
+          "content_similarity": 0.298,
           "size_similarity": 0.25,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.562,
@@ -928,8 +928,8 @@
         {
           "left_pr_number": 44872,
           "right_pr_number": 45389,
-          "similarity": 0.257,
-          "content_similarity": 0.236,
+          "similarity": 0.254,
+          "content_similarity": 0.231,
           "size_similarity": 0.094,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.562,
@@ -1075,7 +1075,7 @@
           "left_pr_number": 45283,
           "right_pr_number": 45296,
           "similarity": 0.548,
-          "content_similarity": 0.519,
+          "content_similarity": 0.52,
           "size_similarity": 0.56,
           "breadth_similarity": 0.667,
           "concentration_similarity": 0.665,
@@ -1100,7 +1100,7 @@
         44682
       ],
       "representative_pr_number": 43836,
-      "average_similarity": 0.569,
+      "average_similarity": 0.57,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43836.",
       "shared_filenames": [
         "src/transformers/cli/serve.py"
@@ -1148,8 +1148,8 @@
         {
           "left_pr_number": 43836,
           "right_pr_number": 44682,
-          "similarity": 0.618,
-          "content_similarity": 0.669,
+          "similarity": 0.619,
+          "content_similarity": 0.67,
           "size_similarity": 0.398,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.802,
@@ -1182,8 +1182,8 @@
         {
           "left_pr_number": 43656,
           "right_pr_number": 44682,
-          "similarity": 0.456,
-          "content_similarity": 0.512,
+          "similarity": 0.457,
+          "content_similarity": 0.513,
           "size_similarity": 0.048,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.802,
@@ -1199,7 +1199,7 @@
         {
           "left_pr_number": 43842,
           "right_pr_number": 44682,
-          "similarity": 0.425,
+          "similarity": 0.426,
           "content_similarity": 0.477,
           "size_similarity": 0.011,
           "breadth_similarity": 0.5,
@@ -1314,7 +1314,7 @@
           "left_pr_number": 45438,
           "right_pr_number": 45606,
           "similarity": 0.363,
-          "content_similarity": 0.4,
+          "content_similarity": 0.401,
           "size_similarity": 0.028,
           "breadth_similarity": 0.325,
           "concentration_similarity": 0.92,
@@ -1748,7 +1748,7 @@
           "left_pr_number": 41097,
           "right_pr_number": 44547,
           "similarity": 0.413,
-          "content_similarity": 0.341,
+          "content_similarity": 0.342,
           "size_similarity": 0.16,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1784,7 +1784,7 @@
           "left_pr_number": 45086,
           "right_pr_number": 45317,
           "similarity": 0.468,
-          "content_similarity": 0.493,
+          "content_similarity": 0.494,
           "size_similarity": 0.222,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.778,
@@ -1869,7 +1869,7 @@
         {
           "left_pr_number": 44385,
           "right_pr_number": 44615,
-          "similarity": 0.41,
+          "similarity": 0.411,
           "content_similarity": 0.34,
           "size_similarity": 0.371,
           "breadth_similarity": 0.667,
@@ -1886,7 +1886,7 @@
         {
           "left_pr_number": 44385,
           "right_pr_number": 45524,
-          "similarity": 0.385,
+          "similarity": 0.386,
           "content_similarity": 0.252,
           "size_similarity": 0.615,
           "breadth_similarity": 0.667,
@@ -1923,7 +1923,7 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44550,
-          "similarity": 0.404,
+          "similarity": 0.405,
           "content_similarity": 0.149,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
@@ -1940,7 +1940,7 @@
           "left_pr_number": 44407,
           "right_pr_number": 44550,
           "similarity": 0.369,
-          "content_similarity": 0.107,
+          "content_similarity": 0.108,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1976,7 +1976,7 @@
         45476
       ],
       "representative_pr_number": 43665,
-      "average_similarity": 0.37,
+      "average_similarity": 0.371,
       "summary": "3 open PRs share weighted file overlap around `tests/models/vit/test_modeling_vit.py`; representative PR #43665.",
       "shared_filenames": [
         "tests/models/vit/test_modeling_vit.py"
@@ -2010,7 +2010,7 @@
           "left_pr_number": 43488,
           "right_pr_number": 43665,
           "similarity": 0.377,
-          "content_similarity": 0.197,
+          "content_similarity": 0.198,
           "size_similarity": 0.818,
           "breadth_similarity": 0.667,
           "concentration_similarity": 0.99,
@@ -2200,7 +2200,7 @@
         43775
       ],
       "representative_pr_number": 43543,
-      "average_similarity": 0.82,
+      "average_similarity": 0.819,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/dbrx/modeling_dbrx.py`, `src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py`, `src/transformers/models/jamba/modeling_jamba.py`; representative PR #43543.",
       "shared_filenames": [
         "src/transformers/models/dbrx/modeling_dbrx.py",
@@ -2226,7 +2226,7 @@
         {
           "left_pr_number": 43543,
           "right_pr_number": 43775,
-          "similarity": 0.82,
+          "similarity": 0.819,
           "content_similarity": 0.914,
           "size_similarity": 0.2,
           "breadth_similarity": 1.0,
@@ -2594,9 +2594,9 @@
         "src/transformers/models/glm_ocr",
         "src/transformers/models/glm46v",
         "src/transformers/models/glm4v",
-        "src/transformers/models/glm4v_moe",
         "src/transformers/models/paddleocr_vl",
-        "src/transformers/models/qwen3_5_moe"
+        "src/transformers/models/qwen3_5_moe",
+        "src/transformers/models/glm4v_moe"
       ],
       "pairwise": [
         {
@@ -2662,7 +2662,7 @@
           "left_pr_number": 43532,
           "right_pr_number": 43649,
           "similarity": 0.517,
-          "content_similarity": 0.464,
+          "content_similarity": 0.465,
           "size_similarity": 0.395,
           "breadth_similarity": 0.875,
           "concentration_similarity": 0.893,
@@ -2690,7 +2690,7 @@
         45422
       ],
       "representative_pr_number": 44543,
-      "average_similarity": 0.504,
+      "average_similarity": 0.505,
       "summary": "2 open PRs share weighted file overlap around `tests/test_processing_common.py`, `src/transformers/processing_utils.py`; representative PR #44543.",
       "shared_filenames": [
         "tests/test_processing_common.py",
@@ -2705,7 +2705,7 @@
         {
           "left_pr_number": 44543,
           "right_pr_number": 45422,
-          "similarity": 0.504,
+          "similarity": 0.505,
           "content_similarity": 0.485,
           "size_similarity": 0.331,
           "breadth_similarity": 0.75,
@@ -2981,7 +2981,7 @@
           "left_pr_number": 44974,
           "right_pr_number": 45421,
           "similarity": 0.446,
-          "content_similarity": 0.337,
+          "content_similarity": 0.338,
           "size_similarity": 0.735,
           "breadth_similarity": 0.667,
           "concentration_similarity": 0.657,
@@ -3003,7 +3003,7 @@
         45548
       ],
       "representative_pr_number": 44228,
-      "average_similarity": 0.434,
+      "average_similarity": 0.435,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #44228.",
       "shared_filenames": [
         "src/transformers/modeling_utils.py"
@@ -3016,8 +3016,8 @@
         {
           "left_pr_number": 44228,
           "right_pr_number": 45548,
-          "similarity": 0.434,
-          "content_similarity": 0.274,
+          "similarity": 0.435,
+          "content_similarity": 0.275,
           "size_similarity": 0.894,
           "breadth_similarity": 0.75,
           "concentration_similarity": 0.667,
@@ -3038,11 +3038,11 @@
         45274
       ],
       "representative_pr_number": 45184,
-      "average_similarity": 0.434,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/continuous_batching/continuous_api.py`, `tests/generation/test_continuous_batching.py`; representative PR #45184.",
+      "average_similarity": 0.427,
+      "summary": "2 open PRs share weighted file overlap around `tests/generation/test_continuous_batching.py`, `src/transformers/generation/continuous_batching/continuous_api.py`; representative PR #45184.",
       "shared_filenames": [
-        "src/transformers/generation/continuous_batching/continuous_api.py",
-        "tests/generation/test_continuous_batching.py"
+        "tests/generation/test_continuous_batching.py",
+        "src/transformers/generation/continuous_batching/continuous_api.py"
       ],
       "shared_directories": [
         "src/transformers/generation/continuous_batching",
@@ -3056,8 +3056,8 @@
         {
           "left_pr_number": 45184,
           "right_pr_number": 45274,
-          "similarity": 0.434,
-          "content_similarity": 0.355,
+          "similarity": 0.427,
+          "content_similarity": 0.344,
           "size_similarity": 0.503,
           "breadth_similarity": 0.69,
           "concentration_similarity": 0.826,
@@ -3083,7 +3083,7 @@
         45559
       ],
       "representative_pr_number": 42112,
-      "average_similarity": 0.429,
+      "average_similarity": 0.424,
       "summary": "2 open PRs share weighted file overlap around `tests/generation/test_configuration_utils.py`, `src/transformers/generation/configuration_utils.py`; representative PR #42112.",
       "shared_filenames": [
         "tests/generation/test_configuration_utils.py",
@@ -3100,11 +3100,11 @@
         {
           "left_pr_number": 42112,
           "right_pr_number": 45559,
-          "similarity": 0.429,
-          "content_similarity": 0.428,
-          "size_similarity": 0.254,
+          "similarity": 0.424,
+          "content_similarity": 0.42,
+          "size_similarity": 0.265,
           "breadth_similarity": 0.458,
-          "concentration_similarity": 0.916,
+          "concentration_similarity": 0.9,
           "shared_filenames": [
             "src/transformers/generation/configuration_utils.py",
             "tests/generation/test_configuration_utils.py"

pr_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:69b2e723eac14eec871aaa1ea36d31e36bf5b07e692f3c607c28cdd827690938
-size 1292586
+oid sha256:b57d64bef0e9c597163b4843605a4e2aa101cee5b7b0f832048658d2d021911d
+size 1293983

pr_diffs.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:8f4d45c8e3267b8d5d52c764052d51313b44c6cccfaaefe66e84090956fab920
-size 22191766
+oid sha256:d4b8b92875f9b339cf71d9f7fa4662cda554d0e5d2304c39c30845d2e171dae6
+size 22256320

pr_files.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:94a0fce00af7ccd8e0587140d5305afe04effc59b8a4519dc8d49bdf114a04fb
-size 38615019
+oid sha256:81236d2616c08fa3cc7ecf3096d20e46759c34b36e9dacfdb72199eb141a7457
+size 38735053

pull_requests.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:695c54f6021f8609de81ab0e0d7a8899edb989cb9cd7e4005ae580d8113b8b96
-size 1588605
+oid sha256:ebd09b5824fb7d83de07d41117aa3016443de9e9fdbda876ed8969586a2195d3
+size 1591527

review_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:23d70978b786e12c186b1a6f14155ce7970c59b264a29e73c513b30c77fd9844
-size 2141454
+oid sha256:9da7e6ca64adc9a152a9ac9d0a47c3d077a046c2882612aad085788233a4f864
+size 2141846

reviews.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b48466554c756c0129fbbf4f60c34da7cc335096b72f10051221f7fcd270e353
-size 660945
+oid sha256:16f2e0cbf05fbfe6845415488d60af04d2154f5b5d8d99f448ffa798f4e97c84
+size 661348

snapshots/20260424T060039Z/manifest.json

@@ -0,0 +1,41 @@
+{
+  "artifacts": {
+    "archived_pr_scope_clusters_json": "snapshots/20260424T060039Z/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": 9020,
+    "issues": 642,
+    "links": 2677,
+    "new_contributors": 363,
+    "pr_diffs": 1968,
+    "pr_files": 27081,
+    "pull_requests": 1968,
+    "review_comments": 12553,
+    "reviews": 7239,
+    "timeline_events": 39682
+  },
+  "crawl_started_at": "2026-04-24T06:00:39Z",
+  "delta_counts": {
+    "comments": 7,
+    "issue_stubs": 14,
+    "issues": 1,
+    "links": 0,
+    "pr_diffs": 13,
+    "pr_files": 63,
+    "pull_requests": 13,
+    "review_comments": 73,
+    "reviews": 32,
+    "timeline_events": 375
+  },
+  "extracted_at": "2026-04-24T06:00:39Z",
+  "repo": "huggingface/transformers",
+  "snapshot_id": "20260424T060039Z",
+  "watermark": {
+    "effective_since": "2026-04-24T00:00:39Z",
+    "next_since": "2026-04-24T06:00:39Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260424T000039Z/manifest.json",
-  "latest_snapshot_id": "20260424T000039Z",
+  "archived_manifest_path": "snapshots/20260424T060039Z/manifest.json",
+  "latest_snapshot_id": "20260424T060039Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-04-24T00:00:39Z",
+  "next_since": "2026-04-24T06:00:39Z",
   "repo": "huggingface/transformers",
-  "snapshot_dir": "snapshots/20260424T000039Z"
+  "snapshot_dir": "snapshots/20260424T060039Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-04-23T18:00:30Z",
-  "last_successful_snapshot_id": "20260424T000039Z",
-  "next_since": "2026-04-24T00:00:39Z",
+  "effective_since": "2026-04-24T00:00:39Z",
+  "last_successful_snapshot_id": "20260424T060039Z",
+  "next_since": "2026-04-24T06:00:39Z",
   "repo": "huggingface/transformers",
-  "updated_at": "2026-04-24T00:00:39Z"
+  "updated_at": "2026-04-24T06:00:39Z"
 }