Refresh transformers dataset snapshot 20260629T000014Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260628T180015Z`
+- latest snapshot: `20260629T000014Z`
 - 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 sha256:17c40e13ad652482367c3bda6fba19e2f8987e6065f52a27245555f8594f6513
-size 3299807
+oid sha256:587b1bc08f009d2d50a8e91193cd3ad1cbbdb48696730e1d98498e07cc412b33
+size 3299976

events.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:5b13f00af12305b112fe1f8e9a2800beb40c93c42105ed2c92dd478b2b2613a3
-size 977248
+oid sha256:eca9c92fb75c0c2bb66cc2b12dc6778f0951e4b1788fac9c6eca0f87dc0a9ef7
+size 977751

links.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:4e5310efd74210171cdc94194ac5fc932b93dfa1b5a93f7bc6d1f695ab73b2f2
-size 63292
+oid sha256:bc6ecbf599316c3eac584161b3d0d20f5a1f943f18be5c2fbab962ddfa84fd21
+size 63353

manifest.json

@@ -1,41 +1,41 @@
 {
   "artifacts": {
-    "archived_pr_scope_clusters_json": "snapshots/20260628T180015Z/pr-scope-clusters.json",
+    "archived_pr_scope_clusters_json": "snapshots/20260629T000014Z/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": 15550,
+    "comments": 15552,
     "issues": 924,
-    "links": 5389,
-    "new_contributors": 354,
-    "pr_diffs": 3080,
-    "pr_files": 38629,
-    "pull_requests": 3080,
-    "review_comments": 18790,
-    "reviews": 10930,
-    "timeline_events": 60430
+    "links": 5391,
+    "new_contributors": 355,
+    "pr_diffs": 3081,
+    "pr_files": 38632,
+    "pull_requests": 3081,
+    "review_comments": 18791,
+    "reviews": 10932,
+    "timeline_events": 60441
   },
-  "crawl_started_at": "2026-06-28T18:00:15Z",
+  "crawl_started_at": "2026-06-29T00:00:14Z",
   "delta_counts": {
-    "comments": 9,
-    "issue_stubs": 11,
-    "issues": 4,
-    "links": 13,
-    "pr_diffs": 7,
-    "pr_files": 91,
-    "pull_requests": 7,
-    "review_comments": 397,
-    "reviews": 116,
-    "timeline_events": 404
+    "comments": 2,
+    "issue_stubs": 4,
+    "issues": 0,
+    "links": 4,
+    "pr_diffs": 4,
+    "pr_files": 72,
+    "pull_requests": 4,
+    "review_comments": 121,
+    "reviews": 11,
+    "timeline_events": 114
   },
-  "extracted_at": "2026-06-28T18:00:15Z",
+  "extracted_at": "2026-06-29T00:00:14Z",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260628T180015Z",
+  "snapshot_id": "20260629T000014Z",
   "watermark": {
-    "effective_since": "2026-06-28T06:00:20Z",
-    "next_since": "2026-06-28T18:00:15Z"
+    "effective_since": "2026-06-28T18:00:15Z",
+    "next_since": "2026-06-29T00:00:14Z"
   }
 }

new-contributors-report.json

@@ -1,26 +1,26 @@
 {
   "schema_version": "1.0",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260628T180015Z",
-  "generated_at": "2026-06-28T18:01:01Z",
+  "snapshot_id": "20260629T000014Z",
+  "generated_at": "2026-06-29T00:00:47Z",
   "window_days": 60,
   "max_authors": 0,
   "instrumentation": {
-    "selected_contributors": 354,
+    "selected_contributors": 355,
     "first_seen_in_snapshot": 1,
     "known_via_prior_merged_pr": 158,
-    "previous_primary_author_count": 1463,
-    "selected_seen_in_previous_primary": 353,
-    "previous_report_contributor_count": 357,
-    "selected_overlap_previous_report": 353,
+    "previous_primary_author_count": 1464,
+    "selected_seen_in_previous_primary": 354,
+    "previous_report_contributor_count": 354,
+    "selected_overlap_previous_report": 354,
     "selected_overlap_previous_report_rate": 0.9972,
-    "reused_previous_report_entries": 349,
+    "reused_previous_report_entries": 350,
     "reused_known_merged_contributors": 155,
     "live_fetches": 5,
     "window_anchor": "run_time",
     "window_anchor_cacheable": false,
-    "enrichment_elapsed_seconds": 6.492,
-    "enrichment_avg_seconds_per_author": 0.018,
+    "enrichment_elapsed_seconds": 3.568,
+    "enrichment_avg_seconds_per_author": 0.01,
     "enrichment_failures": 4
   },
   "contributors": [
@@ -487,13 +487,13 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu",
       "repo_first_seen_at": "2024-02-08T22:19:09Z",
-      "repo_last_seen_at": "2026-06-26T23:51:29Z",
+      "repo_last_seen_at": "2026-06-28T20:07:24Z",
       "repo_primary_artifact_count": 74,
-      "repo_artifact_count": 607,
+      "repo_artifact_count": 608,
       "snapshot_issue_count": 2,
       "snapshot_pr_count": 72,
       "snapshot_comment_count": 40,
-      "snapshot_review_count": 179,
+      "snapshot_review_count": 180,
       "snapshot_review_comment_count": 314,
       "repo_association": "MEMBER",
       "new_to_repo": false,
@@ -22295,12 +22295,12 @@
       "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": 1522,
       "young_account": false,
       "follow_through_score": "weak",
@@ -22351,7 +22351,7 @@
       "snapshot_comment_count": 0,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -22383,8 +22383,8 @@
             "number": 46945,
             "title": "Fix broken internal documentation links",
             "url": "https://github.com/huggingface/transformers/pull/46945",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-06-28T03:58:25Z"
           }
@@ -23647,6 +23647,63 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "w-Jessamine",
+      "name": null,
+      "profile_url": "https://github.com/w-Jessamine",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aw-Jessamine",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aw-Jessamine",
+      "repo_first_seen_at": "2026-06-28T20:34:00Z",
+      "repo_last_seen_at": "2026-06-28T20:34:00Z",
+      "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": 980,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "moderate",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 6,
+        "merged_pr_count": 2,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 4,
+        "merged_pr_rate": 0.3333,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 0.6667,
+        "distinct_repos_with_authored_prs": 6,
+        "distinct_repos_with_open_prs": 4
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46947,
+            "title": "Fix CohereASR training loss double shift",
+            "url": "https://github.com/huggingface/transformers/pull/46947",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-28T20:34:00Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "wangyi7099",
       "name": "Yves Wang",

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260628T180015Z`
-- Generated: `2026-06-28T18:01:01Z`
+- Snapshot: `20260629T000014Z`
+- Generated: `2026-06-29T00:00:47Z`
 - Activity window: `60d`
-- Contributors: `354`
+- Contributors: `355`
 
 ## Summary
 
@@ -330,8 +330,8 @@
 | `savirpatil` | [profile](https://github.com/savirpatil) | no | NONE | 2041d | `2026-06-12T19:13:53Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars |
 | `SeaL773` | [profile](https://github.com/SeaL773) | no | FIRST_TIME_CONTRIBUTOR | 3075d | `2026-05-04T06:26:53Z` | 1 | 0 | mixed | moderate | low | — |
 | `sebastianvlad1` | [profile](https://github.com/sebastianvlad1) | no | CONTRIBUTOR | 3207d | `2026-04-30T16:48:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `sergioperezcheco` | [profile](https://github.com/sergioperezcheco) | yes | FIRST_TIME_CONTRIBUTOR | 1522d | `2026-06-28T17:06:32Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
-| `sezer-muhammed` | [profile](https://github.com/sezer-muhammed) | no | FIRST_TIME_CONTRIBUTOR | 2054d | `2026-06-28T03:58:25Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `sergioperezcheco` | [profile](https://github.com/sergioperezcheco) | no | FIRST_TIME_CONTRIBUTOR | 1522d | `2026-06-28T17:06:32Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `sezer-muhammed` | [profile](https://github.com/sezer-muhammed) | no | CONTRIBUTOR | 2054d | `2026-06-28T03:58:25Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `sgerrard` | [profile](https://github.com/sgerrard) | no | CONTRIBUTOR | 3845d | `2026-06-05T15:02:56Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `shadeMe` | [profile](https://github.com/shadeMe) | no | CONTRIBUTOR | 5922d | `2026-05-20T09:24:48Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ShamSaleem` | [profile](https://github.com/ShamSaleem) | no | CONTRIBUTOR | 1520d | `2026-06-22T07:57:42Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -354,6 +354,7 @@
 | `TuringTux` | [profile](https://github.com/TuringTux) | no | CONTRIBUTOR | 2477d | `2026-05-06T16:55:33Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `Vanshajrawat` | [profile](https://github.com/Vanshajrawat) | no | NONE | 1600d | `2026-05-30T19:38:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `W-Akrabi` | [profile](https://github.com/W-Akrabi) | no | NONE | 1346d | `2026-06-07T22:07:11Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `w-Jessamine` | [profile](https://github.com/w-Jessamine) | yes | FIRST_TIME_CONTRIBUTOR | 980d | `2026-06-28T20:34:00Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `wangyi7099` | [profile](https://github.com/wangyi7099) | no | FIRST_TIME_CONTRIBUTOR | 3473d | `2026-06-11T00:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `xodn348` | [profile](https://github.com/xodn348) | no | NONE | 2352d | `2026-05-01T07:27:40Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `Yeuvoir` | [profile](https://github.com/Yeuvoir) | no | NONE | 639d | `2026-05-13T05:45:38Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
@@ -493,12 +494,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
 - repo first seen: `2024-02-08T22:19:09Z`
-- repo last seen: `2026-06-26T23:51:29Z`
+- repo last seen: `2026-06-28T20:07:24Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **74**
 - snapshot authored PRs/issues: **72 PRs / 2 issues**
-- snapshot discussion activity: **40 comments / 179 reviews / 314 review comments**
+- snapshot discussion activity: **40 comments / 180 reviews / 314 review comments**
 - account age: **2296 days**
 - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
 - public orgs: `huggingface`
@@ -7493,7 +7494,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergioperezcheco)
 - repo first seen: `2026-06-28T17:06:32Z`
 - repo last seen: `2026-06-28T17:06:32Z`
-- 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**
@@ -7515,7 +7516,7 @@ Example artifacts:
 - repo first seen: `2026-06-28T03:58:25Z`
 - repo last seen: `2026-06-28T03:58:25Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -7526,7 +7527,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46945: Fix broken internal documentation links](https://github.com/huggingface/transformers/pull/46945) — open
+- [PR #46945: Fix broken internal documentation links](https://github.com/huggingface/transformers/pull/46945) — closed, merged
 
 ### `sgerrard`
 
@@ -7990,6 +7991,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46480: Fix remote cache position and serving imports](https://github.com/huggingface/transformers/pull/46480) — closed, draft
 
+### `w-Jessamine`
+
+- profile: [github.com/w-Jessamine](https://github.com/w-Jessamine)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aw-Jessamine)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aw-Jessamine)
+- repo first seen: `2026-06-28T20:34:00Z`
+- repo last seen: `2026-06-28T20:34:00Z`
+- 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: **980 days**
+- recent public PR activity: **6 PRs** (2 merged / 0 closed-unmerged / 4 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share**
+
+Example artifacts:
+- [PR #46947: Fix CohereASR training loss double shift](https://github.com/huggingface/transformers/pull/46947) — open
+
 ### `wangyi7099`
 
 - profile: [github.com/wangyi7099](https://github.com/wangyi7099)

new_contributors.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:7f5607881a479fa00a9e6c6d6d8d433a82c8c6864817c6b191ad56cdcc129937
-size 64165
+oid sha256:b032175868a1f4b626d5bb66fb1c6dbeb86a04ee1d236147182ded02f58f4352
+size 64231

pr-scope-clusters.json

@@ -1,8 +1,8 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260628T180015Z",
-  "generated_at": "2026-06-28T18:00:54Z",
-  "cluster_count": 81,
+  "snapshot_id": "20260629T000014Z",
+  "generated_at": "2026-06-29T00:00:42Z",
+  "cluster_count": 82,
   "pr_scope_clusters": [
     {
       "cluster_id": "pr-scope-43636-10",
@@ -145,7 +145,7 @@
           "left_pr_number": 43636,
           "right_pr_number": 43663,
           "similarity": 0.461,
-          "content_similarity": 0.35,
+          "content_similarity": 0.349,
           "size_similarity": 0.44,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -273,7 +273,7 @@
           "left_pr_number": 44189,
           "right_pr_number": 44257,
           "similarity": 0.429,
-          "content_similarity": 0.256,
+          "content_similarity": 0.255,
           "size_similarity": 0.667,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1233,7 +1233,7 @@
           "left_pr_number": 44070,
           "right_pr_number": 45668,
           "similarity": 0.632,
-          "content_similarity": 0.624,
+          "content_similarity": 0.623,
           "size_similarity": 0.312,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.976,
@@ -1459,7 +1459,7 @@
           "left_pr_number": 44543,
           "right_pr_number": 45422,
           "similarity": 0.483,
-          "content_similarity": 0.455,
+          "content_similarity": 0.454,
           "size_similarity": 0.331,
           "breadth_similarity": 0.75,
           "concentration_similarity": 0.802,
@@ -2170,7 +2170,7 @@
         {
           "left_pr_number": 45438,
           "right_pr_number": 46642,
-          "similarity": 0.409,
+          "similarity": 0.408,
           "content_similarity": 0.29,
           "size_similarity": 0.759,
           "breadth_similarity": 0.65,
@@ -2353,7 +2353,7 @@
         {
           "left_pr_number": 46148,
           "right_pr_number": 46831,
-          "similarity": 0.437,
+          "similarity": 0.436,
           "content_similarity": 0.387,
           "size_similarity": 0.188,
           "breadth_similarity": 0.875,
@@ -2810,7 +2810,7 @@
         {
           "left_pr_number": 46876,
           "right_pr_number": 46890,
-          "similarity": 0.438,
+          "similarity": 0.439,
           "content_similarity": 0.417,
           "size_similarity": 0.331,
           "breadth_similarity": 0.583,
@@ -2986,7 +2986,7 @@
           "left_pr_number": 39683,
           "right_pr_number": 45985,
           "similarity": 0.596,
-          "content_similarity": 0.498,
+          "content_similarity": 0.497,
           "size_similarity": 0.652,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3402,6 +3402,94 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46895-3",
+      "pr_numbers": [
+        46895,
+        46916,
+        46947
+      ],
+      "representative_pr_number": 46895,
+      "average_similarity": 0.583,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/cohere_asr/modeling_cohere_asr.py`, `src/transformers/models/cohere_asr/modular_cohere_asr.py`, `tests/models/cohere_asr/test_modeling_cohere_asr.py`; representative PR #46895.",
+      "shared_filenames": [
+        "src/transformers/models/cohere_asr/modeling_cohere_asr.py",
+        "src/transformers/models/cohere_asr/modular_cohere_asr.py",
+        "tests/models/cohere_asr/test_modeling_cohere_asr.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/cohere_asr",
+        "src/transformers/models",
+        "src/transformers",
+        "src",
+        "tests/models/cohere_asr",
+        "tests/models",
+        "tests"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46895,
+          "right_pr_number": 46947,
+          "similarity": 0.887,
+          "content_similarity": 0.91,
+          "size_similarity": 0.75,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.744,
+          "shared_filenames": [
+            "src/transformers/models/cohere_asr/modeling_cohere_asr.py",
+            "src/transformers/models/cohere_asr/modular_cohere_asr.py",
+            "tests/models/cohere_asr/test_modeling_cohere_asr.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/cohere_asr",
+            "src/transformers/models",
+            "tests/models/cohere_asr",
+            "src/transformers",
+            "tests/models",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 46895,
+          "right_pr_number": 46916,
+          "similarity": 0.489,
+          "content_similarity": 0.449,
+          "size_similarity": 0.267,
+          "breadth_similarity": 0.875,
+          "concentration_similarity": 0.942,
+          "shared_filenames": [
+            "src/transformers/models/cohere_asr/modeling_cohere_asr.py",
+            "src/transformers/models/cohere_asr/modular_cohere_asr.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/cohere_asr",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 46916,
+          "right_pr_number": 46947,
+          "similarity": 0.374,
+          "content_similarity": 0.276,
+          "size_similarity": 0.356,
+          "breadth_similarity": 0.875,
+          "concentration_similarity": 0.803,
+          "shared_filenames": [
+            "src/transformers/models/cohere_asr/modeling_cohere_asr.py",
+            "src/transformers/models/cohere_asr/modular_cohere_asr.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/cohere_asr",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-41441-3",
       "pr_numbers": [
@@ -3410,7 +3498,7 @@
         46364
       ],
       "representative_pr_number": 41441,
-      "average_similarity": 0.57,
+      "average_similarity": 0.569,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/hf_argparser.py`; representative PR #41441.",
       "shared_filenames": [
         "src/transformers/hf_argparser.py"
@@ -3764,7 +3852,7 @@
         {
           "left_pr_number": 44114,
           "right_pr_number": 45720,
-          "similarity": 0.504,
+          "similarity": 0.503,
           "content_similarity": 0.426,
           "size_similarity": 0.549,
           "breadth_similarity": 0.727,
@@ -3967,7 +4055,7 @@
         {
           "left_pr_number": 43842,
           "right_pr_number": 44682,
-          "similarity": 0.404,
+          "similarity": 0.403,
           "content_similarity": 0.445,
           "size_similarity": 0.011,
           "breadth_similarity": 0.5,
@@ -4025,7 +4113,7 @@
         {
           "left_pr_number": 34925,
           "right_pr_number": 46734,
-          "similarity": 0.462,
+          "similarity": 0.461,
           "content_similarity": 0.443,
           "size_similarity": 0.158,
           "breadth_similarity": 0.833,
@@ -4452,7 +4540,7 @@
         44550
       ],
       "representative_pr_number": 44550,
-      "average_similarity": 0.368,
+      "average_similarity": 0.369,
       "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
       "shared_filenames": [],
       "shared_directories": [
@@ -4465,8 +4553,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44550,
-          "similarity": 0.391,
-          "content_similarity": 0.13,
+          "similarity": 0.392,
+          "content_similarity": 0.131,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4481,7 +4569,7 @@
         {
           "left_pr_number": 44407,
           "right_pr_number": 44550,
-          "similarity": 0.361,
+          "similarity": 0.362,
           "content_similarity": 0.097,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
@@ -4994,7 +5082,7 @@
         45977
       ],
       "representative_pr_number": 44794,
-      "average_similarity": 0.715,
+      "average_similarity": 0.714,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/gguf_dequant.py`, `src/transformers/quantizers/__init__.py`, `src/transformers/quantizers/quantizer_gguf.py`; representative PR #44794.",
       "shared_filenames": [
         "src/transformers/integrations/gguf_dequant.py",
@@ -5020,7 +5108,7 @@
         {
           "left_pr_number": 44794,
           "right_pr_number": 45977,
-          "similarity": 0.715,
+          "similarity": 0.714,
           "content_similarity": 0.735,
           "size_similarity": 0.596,
           "breadth_similarity": 0.694,
@@ -5189,47 +5277,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-46898-2",
-      "pr_numbers": [
-        46898,
-        46916
-      ],
-      "representative_pr_number": 46898,
-      "average_similarity": 0.642,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/florence2/modeling_florence2.py`, `src/transformers/models/florence2/modular_florence2.py`; representative PR #46898.",
-      "shared_filenames": [
-        "src/transformers/models/florence2/modeling_florence2.py",
-        "src/transformers/models/florence2/modular_florence2.py"
-      ],
-      "shared_directories": [
-        "src/transformers/models/florence2",
-        "src/transformers/models",
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 46898,
-          "right_pr_number": 46916,
-          "similarity": 0.642,
-          "content_similarity": 0.645,
-          "size_similarity": 0.727,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.625,
-          "shared_filenames": [
-            "src/transformers/models/florence2/modeling_florence2.py",
-            "src/transformers/models/florence2/modular_florence2.py"
-          ],
-          "shared_directories": [
-            "src/transformers/models/florence2",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-43875-2",
       "pr_numbers": [
@@ -5343,7 +5390,7 @@
           "left_pr_number": 45332,
           "right_pr_number": 45333,
           "similarity": 0.614,
-          "content_similarity": 0.651,
+          "content_similarity": 0.652,
           "size_similarity": 0.348,
           "breadth_similarity": 0.594,
           "concentration_similarity": 0.921,
@@ -6599,6 +6646,45 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-44369-2",
+      "pr_numbers": [
+        44369,
+        45114
+      ],
+      "representative_pr_number": 44369,
+      "average_similarity": 0.4,
+      "summary": "2 open PRs share weighted file overlap around `docs/source/en/tasks/zero_shot_object_detection.md`; representative PR #44369.",
+      "shared_filenames": [
+        "docs/source/en/tasks/zero_shot_object_detection.md"
+      ],
+      "shared_directories": [
+        "docs/source/en/tasks",
+        "docs/source/en",
+        "docs/source",
+        "docs"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 44369,
+          "right_pr_number": 45114,
+          "similarity": 0.4,
+          "content_similarity": 0.244,
+          "size_similarity": 0.808,
+          "breadth_similarity": 0.625,
+          "concentration_similarity": 0.919,
+          "shared_filenames": [
+            "docs/source/en/tasks/zero_shot_object_detection.md"
+          ],
+          "shared_directories": [
+            "docs/source/en/tasks",
+            "docs/source/en",
+            "docs/source",
+            "docs"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-45202-2",
       "pr_numbers": [
@@ -6756,7 +6842,7 @@
         46889
       ],
       "representative_pr_number": 46319,
-      "average_similarity": 0.351,
+      "average_similarity": 0.352,
       "summary": "2 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #46319.",
       "shared_filenames": [],
       "shared_directories": [
@@ -6768,7 +6854,7 @@
         {
           "left_pr_number": 46319,
           "right_pr_number": 46889,
-          "similarity": 0.351,
+          "similarity": 0.352,
           "content_similarity": 0.079,
           "size_similarity": 0.974,
           "breadth_similarity": 1.0,
@@ -6789,7 +6875,7 @@
         46357
       ],
       "representative_pr_number": 45851,
-      "average_similarity": 0.341,
+      "average_similarity": 0.342,
       "summary": "2 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #45851.",
       "shared_filenames": [],
       "shared_directories": [
@@ -6801,7 +6887,7 @@
         {
           "left_pr_number": 45851,
           "right_pr_number": 46357,
-          "similarity": 0.341,
+          "similarity": 0.342,
           "content_similarity": 0.111,
           "size_similarity": 0.761,
           "breadth_similarity": 1.0,

pr_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:38c06b97867c3f549cbf4529e73939de3c428fab0eea4f609948a736370c77ae
-size 2227944
+oid sha256:48d4eb38f2a98d3a24c349a110de09561e3b0bb976be19f77529085662aedb2d
+size 2228122

pr_diffs.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1b28ccb69981eb2ccf4595a1c1c6bd9da2a3442050882af0d4f5bb28e1759627
-size 72931146
+oid sha256:56d18fd7c6b56aeebbbc5a63657f9aae9ab601835c3d91864fde125a0c59fa9b
+size 72960285

pr_files.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:62b238cb9f821eacad3751b77ac5c868dc0ed49694a765758c125d655e13029e
-size 54769305
+oid sha256:9603e233920eb440a3af5e1d2b67e45405301148714cf5b2e5e9354db20fd8c3
+size 54774633

pull_requests.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6fb9f1562308ede935637e9755cce6ff75146d4c67330b5c6e4655f40d259ae0
-size 2662665
+oid sha256:fcc777acd3999c6a09f4218e36be7359d4326e64b510fdeff70781ab8d302a17
+size 2663537

review_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:abb714c4371c5952876cc2d6e9751768551bea6dfedd5a22e60c2f8612ce9f1d
-size 3205571
+oid sha256:d927f9d101d96a6ffc2f47d4702b5fc7297b566dc9eaa73d6661b20960bf8c5a
+size 3205640

reviews.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:38acca6d6cfb08e2e0e2028731492dd714393d429c6e1eaf893867978ef017de
-size 1002432
+oid sha256:1379544e9bc96c1b27511fd4257a4dfad56212a7c42b46a5dbaef0ea7911707b
+size 1002575

snapshots/20260629T000014Z/manifest.json

@@ -0,0 +1,41 @@
+{
+  "artifacts": {
+    "archived_pr_scope_clusters_json": "snapshots/20260629T000014Z/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": 15552,
+    "issues": 924,
+    "links": 5391,
+    "new_contributors": 355,
+    "pr_diffs": 3081,
+    "pr_files": 38632,
+    "pull_requests": 3081,
+    "review_comments": 18791,
+    "reviews": 10932,
+    "timeline_events": 60441
+  },
+  "crawl_started_at": "2026-06-29T00:00:14Z",
+  "delta_counts": {
+    "comments": 2,
+    "issue_stubs": 4,
+    "issues": 0,
+    "links": 4,
+    "pr_diffs": 4,
+    "pr_files": 72,
+    "pull_requests": 4,
+    "review_comments": 121,
+    "reviews": 11,
+    "timeline_events": 114
+  },
+  "extracted_at": "2026-06-29T00:00:14Z",
+  "repo": "huggingface/transformers",
+  "snapshot_id": "20260629T000014Z",
+  "watermark": {
+    "effective_since": "2026-06-28T18:00:15Z",
+    "next_since": "2026-06-29T00:00:14Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260628T180015Z/manifest.json",
-  "latest_snapshot_id": "20260628T180015Z",
+  "archived_manifest_path": "snapshots/20260629T000014Z/manifest.json",
+  "latest_snapshot_id": "20260629T000014Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-06-28T18:00:15Z",
+  "next_since": "2026-06-29T00:00:14Z",
   "repo": "huggingface/transformers",
-  "snapshot_dir": "snapshots/20260628T180015Z"
+  "snapshot_dir": "snapshots/20260629T000014Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-06-28T06:00:20Z",
-  "last_successful_snapshot_id": "20260628T180015Z",
-  "next_since": "2026-06-28T18:00:15Z",
+  "effective_since": "2026-06-28T18:00:15Z",
+  "last_successful_snapshot_id": "20260629T000014Z",
+  "next_since": "2026-06-29T00:00:14Z",
   "repo": "huggingface/transformers",
-  "updated_at": "2026-06-28T18:00:15Z"
+  "updated_at": "2026-06-29T00:00:14Z"
 }