Refresh transformers dataset snapshot 20260624T060017Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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-      "fetch_error": null
-    },
     {
       "author_login": "IlyasMoutawwakil",
       "name": "Ilyas Moutawwakil",
@@ -2243,14 +2243,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYangKai0616",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYangKai0616",
       "repo_first_seen_at": "2025-12-24T11:54:53Z",
-      "repo_last_seen_at": "2026-06-23T01:34:55Z",
+      "repo_last_seen_at": "2026-06-24T03:02:32Z",
       "repo_primary_artifact_count": 20,
-      "repo_artifact_count": 254,
+      "repo_artifact_count": 296,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 20,
       "snapshot_comment_count": 28,
-      "snapshot_review_count": 103,
-      "snapshot_review_comment_count": 103,
+      "snapshot_review_count": 124,
+      "snapshot_review_comment_count": 124,
       "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -5635,12 +5635,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3APrachi-kushwaha",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APrachi-kushwaha",
       "repo_first_seen_at": "2026-03-07T22:12:58Z",
-      "repo_last_seen_at": "2026-06-14T13:18:16Z",
+      "repo_last_seen_at": "2026-06-24T01:14:43Z",
       "repo_primary_artifact_count": 3,
-      "repo_artifact_count": 9,
+      "repo_artifact_count": 10,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 3,
-      "snapshot_comment_count": 6,
+      "snapshot_comment_count": 7,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
@@ -6205,14 +6205,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASangbumChoi",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASangbumChoi",
       "repo_first_seen_at": "2024-06-07T00:26:26Z",
-      "repo_last_seen_at": "2026-06-23T23:37:58Z",
+      "repo_last_seen_at": "2026-06-24T00:57:05Z",
       "repo_primary_artifact_count": 6,
-      "repo_artifact_count": 229,
+      "repo_artifact_count": 237,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 6,
       "snapshot_comment_count": 8,
-      "snapshot_review_count": 98,
-      "snapshot_review_comment_count": 117,
+      "snapshot_review_count": 102,
+      "snapshot_review_comment_count": 121,
       "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -6370,12 +6370,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acurnane-lab",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acurnane-lab",
       "repo_first_seen_at": "2026-04-24T15:14:11Z",
-      "repo_last_seen_at": "2026-06-05T14:20:12Z",
+      "repo_last_seen_at": "2026-06-24T02:23:23Z",
       "repo_primary_artifact_count": 4,
-      "repo_artifact_count": 8,
+      "repo_artifact_count": 9,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 4,
-      "snapshot_comment_count": 4,
+      "snapshot_comment_count": 5,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
@@ -11538,6 +11538,73 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "adil-a",
+      "name": "Adil",
+      "profile_url": "https://github.com/adil-a",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aadil-a",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aadil-a",
+      "repo_first_seen_at": "2026-02-26T17:57:16Z",
+      "repo_last_seen_at": "2026-06-24T05:47:20Z",
+      "repo_primary_artifact_count": 2,
+      "repo_artifact_count": 7,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 2,
+      "snapshot_comment_count": 3,
+      "snapshot_review_count": 1,
+      "snapshot_review_comment_count": 1,
+      "repo_association": "CONTRIBUTOR",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": true,
+      "report_reason": null,
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 2704,
+      "young_account": false,
+      "follow_through_score": "mixed",
+      "breadth_score": "moderate",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high recent PR volume",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 31,
+        "merged_pr_count": 16,
+        "closed_unmerged_pr_count": 7,
+        "open_pr_count": 8,
+        "merged_pr_rate": 0.5161,
+        "closed_unmerged_pr_rate": 0.2258,
+        "still_open_pr_rate": 0.2581,
+        "distinct_repos_with_authored_prs": 4,
+        "distinct_repos_with_open_prs": 4
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46857,
+            "title": "docs: Update NeMo AutoModel doc examples",
+            "url": "https://github.com/huggingface/transformers/pull/46857",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-24T05:46:23Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 44304,
+            "title": "docs: Add NeMo Automodel community integration docs",
+            "url": "https://github.com/huggingface/transformers/pull/44304",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-02-26T17:57:16Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "hanouticelina",
       "name": "c\u00e9lina",
@@ -12915,7 +12982,7 @@
             "url": "https://github.com/huggingface/transformers/pull/46833",
             "state": "open",
             "merged": false,
-            "draft": true,
+            "draft": false,
             "created_at": "2026-06-23T06:45:32Z"
           }
         ],
@@ -13349,12 +13416,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALauraGPT",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALauraGPT",
       "repo_first_seen_at": "2026-05-24T11:07:04Z",
-      "repo_last_seen_at": "2026-06-23T16:42:09Z",
+      "repo_last_seen_at": "2026-06-24T05:01:12Z",
       "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 15,
+      "repo_artifact_count": 16,
       "snapshot_issue_count": 1,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 13,
+      "snapshot_comment_count": 14,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
@@ -16711,12 +16778,12 @@
       "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": 121,
       "young_account": true,
       "follow_through_score": "strong",
@@ -17000,7 +17067,7 @@
       "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,

new-contributors-report.md

@@ -1,16 +1,16 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260624T000023Z`
-- Generated: `2026-06-24T00:01:34Z`
+- Snapshot: `20260624T060017Z`
+- Generated: `2026-06-24T06:01:41Z`
 - Activity window: `60d`
-- Contributors: `346`
+- Contributors: `347`
 
 ## Summary
 
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 128 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
-| `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 103 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 105 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 97 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 97 | 4 | mixed | moderate | 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` | 94 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
@@ -24,11 +24,11 @@
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 37 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 35 | 20 | strong | low | low | targets high-star repos |
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
-| `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 29 | 4 | strong | moderate | low | high recent PR volume |
+| `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 30 | 4 | strong | moderate | low | high recent PR volume |
 | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 28 | 0 | strong | low | low | targets high-star repos |
+| `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 27 | 14 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 27 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 27 | 0 | n/a | n/a | n/a | summary unavailable |
-| `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 26 | 14 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 24 | 4 | strong | low | low | — |
 | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 22 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
 | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 21 | 0 | strong | moderate | low | — |
@@ -152,6 +152,7 @@
 | `oliverholworthy` | [profile](https://github.com/oliverholworthy) | no | CONTRIBUTOR | 5290d | `2026-01-26T21:42:45Z` | 2 | 2 | weak | moderate | low | high open PR share |
 | `bzantium` | [profile](https://github.com/bzantium) | no | CONTRIBUTOR | 3641d | `2025-09-24T07:07:47Z` | 2 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
 | `Wauplin` | [profile](https://github.com/Wauplin) | no | MEMBER | 4075d | `2025-12-02T12:54:40Z` | 2 | 1 | strong | moderate | low | high recent PR volume |
+| `adil-a` | [profile](https://github.com/adil-a) | no | CONTRIBUTOR | 2704d | `2026-02-26T17:57:16Z` | 2 | 0 | mixed | moderate | low | high recent PR volume |
 | `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 3037d | `2026-04-10T11:59:37Z` | 2 | 0 | strong | high | low | high recent PR volume; broad repo spread |
 | `humanprojectceo` | [profile](https://github.com/humanprojectceo) | no | NONE | 279d | `2025-12-21T23:21:38Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Jeevang1-epic` | [profile](https://github.com/Jeevang1-epic) | no | CONTRIBUTOR | 207d | `2026-04-24T19:22:05Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
@@ -235,7 +236,7 @@
 | `damodharg6` | [profile](https://github.com/damodharg6) | no | FIRST_TIME_CONTRIBUTOR | 407d | `2026-05-15T03:01:55Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Danish08654` | [profile](https://github.com/Danish08654) | no | NONE | 561d | `2026-05-28T09:15:36Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `danyalahmed1995` | [profile](https://github.com/danyalahmed1995) | no | CONTRIBUTOR | 2355d | `2026-05-26T00:41:01Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `delcenjo` | [profile](https://github.com/delcenjo) | yes | FIRST_TIME_CONTRIBUTOR | 121d | `2026-06-23T19:12:59Z` | 1 | 0 | strong | high | medium | young account; high recent PR volume; broad repo spread; no visible non-self stars |
+| `delcenjo` | [profile](https://github.com/delcenjo) | no | FIRST_TIME_CONTRIBUTOR | 121d | `2026-06-23T19:12:59Z` | 1 | 0 | strong | high | medium | young account; high recent PR volume; broad repo spread; no visible non-self stars |
 | `devteamaegis` | [profile](https://github.com/devteamaegis) | no | NONE | 43d | `2026-05-28T21:52:17Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `dfgvaetyj3456356-hash` | [profile](https://github.com/dfgvaetyj3456356-hash) | no | NONE | 3d | `2026-06-01T03:10:16Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `Dhruv908615` | [profile](https://github.com/Dhruv908615) | no | NONE | 300d | `2026-05-03T06:02:43Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -387,12 +388,12 @@ 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: `2026-06-22T16:39:35Z`
+- repo last seen: `2026-06-24T05:09:29Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **103**
-- snapshot authored PRs/issues: **103 PRs / 0 issues**
-- snapshot discussion activity: **259 comments / 361 reviews / 546 review comments**
+- repo primary artifacts: **105**
+- snapshot authored PRs/issues: **105 PRs / 0 issues**
+- snapshot discussion activity: **259 comments / 362 reviews / 547 review comments**
 - account age: **2036 days**
 - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
 - public orgs: `huggingface`
@@ -400,9 +401,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #46819: Fix beam search for mamba models](https://github.com/huggingface/transformers/pull/46819) — open
-- [PR #46229: [generate] Add proper MTP support](https://github.com/huggingface/transformers/pull/46229) — open
-- [PR #46197: Fix loading with only 1 device or distributed config](https://github.com/huggingface/transformers/pull/46197) — closed, merged
+- [PR #46856: Fix expanded dim in the cache's cumulative length](https://github.com/huggingface/transformers/pull/46856) — closed, merged
+- [PR #46853: Switch decorator order](https://github.com/huggingface/transformers/pull/46853) — closed, merged
+- [PR #46819: Fix beam search for mamba models](https://github.com/huggingface/transformers/pull/46819) — closed, merged
 
 ### `tarekziade`
 
@@ -609,12 +610,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
 - repo first seen: `2025-09-11T21:27:59Z`
-- repo last seen: `2026-06-23T14:05:21Z`
+- repo last seen: `2026-06-24T01:53:01Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **46**
 - snapshot authored PRs/issues: **45 PRs / 1 issues**
-- snapshot discussion activity: **62 comments / 169 reviews / 174 review comments**
+- snapshot discussion activity: **62 comments / 173 reviews / 178 review comments**
 - account age: **1813 days**
 - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
 - public orgs: none visible
@@ -729,12 +730,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
 - repo first seen: `2024-03-21T04:37:45Z`
-- repo last seen: `2026-06-23T07:41:31Z`
+- repo last seen: `2026-06-24T05:23:51Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **33**
-- snapshot authored PRs/issues: **29 PRs / 4 issues**
-- snapshot discussion activity: **62 comments / 45 reviews / 45 review comments**
+- repo primary artifacts: **34**
+- snapshot authored PRs/issues: **30 PRs / 4 issues**
+- snapshot discussion activity: **63 comments / 45 reviews / 45 review comments**
 - account age: **1396 days**
 - recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
 - public orgs: none visible
@@ -742,9 +743,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume**
 
 Example artifacts:
+- [PR #46854: Fix `BlockMask` crash in CTRL flex-attention generation](https://github.com/huggingface/transformers/pull/46854) — open
 - [PR #46835: Fix CPM-Ant LM head tying (vocabulary-slice tie)](https://github.com/huggingface/transformers/pull/46835) — open
 - [PR #46808: Fix BitNet packed-weight unpacking dtype (`F.linear` dtype mismatch)](https://github.com/huggingface/transformers/pull/46808) — open
-- [PR #46802: Fix flex_attention block mask creation when `get_seq_length` returns a tensor](https://github.com/huggingface/transformers/pull/46802) — closed, merged
 - [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — closed
 - [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
 - [Issue #42994: quantized model saving failed](https://github.com/huggingface/transformers/issues/42994) — closed
@@ -772,18 +773,44 @@ Example artifacts:
 - [PR #46694: [fix] enable base64 str audio in load_audio](https://github.com/huggingface/transformers/pull/46694) — closed, merged
 - [PR #46565: Add Nemotron 3.5 ASR Streaming](https://github.com/huggingface/transformers/pull/46565) — open, draft
 
+### `qgallouedec`
+
+- profile: [github.com/qgallouedec](https://github.com/qgallouedec)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqgallouedec)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqgallouedec)
+- repo first seen: `2024-12-13T13:39:10Z`
+- repo last seen: `2026-06-24T03:36:54Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **41**
+- snapshot authored PRs/issues: **27 PRs / 14 issues**
+- snapshot discussion activity: **46 comments / 52 reviews / 53 review comments**
+- account age: **2692 days**
+- recent public PR activity: **128 PRs** (102 merged / 5 closed-unmerged / 21 open; merged rate **80%**, closed-unmerged rate **4%**, open rate **16%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **extremely high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #46855: Fix loss and epoch accounting for native (accelerate) SP backend](https://github.com/huggingface/transformers/pull/46855) — open
+- [PR #46827: Avoid NumPy 2.0 `__array__` copy-keyword deprecation in `create_mm_token_type_ids`](https://github.com/huggingface/transformers/pull/46827) — closed, merged
+- [PR #46204: Fix `num_items_in_batch` over-counting for causal LM losses](https://github.com/huggingface/transformers/pull/46204) — closed, merged
+- [Issue #46559: `apply_chat_template(return_assistant_tokens_mask=True)` returns an empty assistant mask for VLM processors when an image is present](https://github.com/huggingface/transformers/issues/46559) — closed
+- [Issue #45419: Chat template inconsistencies in tool-calling support](https://github.com/huggingface/transformers/issues/45419) — open
+- [Issue #45290: `apply_chat_template(tokenize=True)` crashes on assistant messages with tool calls and no content](https://github.com/huggingface/transformers/issues/45290) — closed
+
 ### `3outeille`
 
 - profile: [github.com/3outeille](https://github.com/3outeille)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
 - repo first seen: `2025-11-26T16:58:10Z`
-- repo last seen: `2026-06-23T08:35:35Z`
+- repo last seen: `2026-06-24T04:24:29Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **28**
 - snapshot authored PRs/issues: **27 PRs / 1 issues**
-- snapshot discussion activity: **32 comments / 102 reviews / 104 review comments**
+- snapshot discussion activity: **32 comments / 103 reviews / 105 review comments**
 - account age: **2625 days**
 - recent public PR activity: **9 PRs** (4 merged / 0 closed-unmerged / 5 open; merged rate **44%**, closed-unmerged rate **0%**, open rate **56%**)
 - public orgs: `huggingface`
@@ -820,32 +847,6 @@ Example artifacts:
 - [PR #46563: chore: update pr-ci-security-gate.yml](https://github.com/huggingface/transformers/pull/46563) — open
 - [PR #46558: chore: update pr-ci-security-gate.yml](https://github.com/huggingface/transformers/pull/46558) — open
 
-### `qgallouedec`
-
-- profile: [github.com/qgallouedec](https://github.com/qgallouedec)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqgallouedec)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqgallouedec)
-- repo first seen: `2024-12-13T13:39:10Z`
-- repo last seen: `2026-06-23T03:25:09Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **40**
-- snapshot authored PRs/issues: **26 PRs / 14 issues**
-- snapshot discussion activity: **44 comments / 52 reviews / 53 review comments**
-- account age: **2692 days**
-- recent public PR activity: **128 PRs** (102 merged / 5 closed-unmerged / 21 open; merged rate **80%**, closed-unmerged rate **4%**, open rate **16%**)
-- public orgs: `huggingface`
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **extremely high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #46827: Avoid NumPy 2.0 `__array__` copy-keyword deprecation in `create_mm_token_type_ids`](https://github.com/huggingface/transformers/pull/46827) — closed, merged
-- [PR #46204: Fix `num_items_in_batch` over-counting for causal LM losses](https://github.com/huggingface/transformers/pull/46204) — closed, merged
-- [PR #45930: [DeepSeek V4] Fix MoE converter substring-matching FP8 scale companions](https://github.com/huggingface/transformers/pull/45930) — closed, merged
-- [Issue #46559: `apply_chat_template(return_assistant_tokens_mask=True)` returns an empty assistant mask for VLM processors when an image is present](https://github.com/huggingface/transformers/issues/46559) — closed
-- [Issue #45419: Chat template inconsistencies in tool-calling support](https://github.com/huggingface/transformers/issues/45419) — open
-- [Issue #45290: `apply_chat_template(tokenize=True)` crashes on assistant messages with tool calls and no content](https://github.com/huggingface/transformers/issues/45290) — closed
-
 ### `IlyasMoutawwakil`
 
 - profile: [github.com/IlyasMoutawwakil](https://github.com/IlyasMoutawwakil)
@@ -949,12 +950,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYangKai0616)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYangKai0616)
 - repo first seen: `2025-12-24T11:54:53Z`
-- repo last seen: `2026-06-23T01:34:55Z`
+- repo last seen: `2026-06-24T03:02:32Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **20**
 - snapshot authored PRs/issues: **20 PRs / 0 issues**
-- snapshot discussion activity: **28 comments / 103 reviews / 103 review comments**
+- snapshot discussion activity: **28 comments / 124 reviews / 124 review comments**
 - account age: **1497 days**
 - recent public PR activity: **17 PRs** (8 merged / 3 closed-unmerged / 6 open; merged rate **47%**, closed-unmerged rate **18%**, open rate **35%**)
 - public orgs: none visible
@@ -1929,12 +1930,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3APrachi-kushwaha)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APrachi-kushwaha)
 - repo first seen: `2026-03-07T22:12:58Z`
-- repo last seen: `2026-06-14T13:18:16Z`
+- repo last seen: `2026-06-24T01:14:43Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
 - account age: **1556 days**
 - recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -2093,12 +2094,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASangbumChoi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASangbumChoi)
 - repo first seen: `2024-06-07T00:26:26Z`
-- repo last seen: `2026-06-23T23:37:58Z`
+- repo last seen: `2026-06-24T00:57:05Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **8 comments / 98 reviews / 117 review comments**
+- snapshot discussion activity: **8 comments / 102 reviews / 121 review comments**
 - account age: **3079 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -2140,12 +2141,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acurnane-lab)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acurnane-lab)
 - repo first seen: `2026-04-24T15:14:11Z`
-- repo last seen: `2026-06-05T14:20:12Z`
+- repo last seen: `2026-06-24T02:23:23Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
 - account age: **248 days**
 - recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
 - public orgs: none visible
@@ -3688,6 +3689,28 @@ Example artifacts:
 - [PR #43586: Increase default ReadTimeout in tests](https://github.com/huggingface/transformers/pull/43586) — closed, merged
 - [Issue #42556: [v5] Remove `safe_serialization` parameter](https://github.com/huggingface/transformers/issues/42556) — closed
 
+### `adil-a`
+
+- profile: [github.com/adil-a](https://github.com/adil-a)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aadil-a)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aadil-a)
+- repo first seen: `2026-02-26T17:57:16Z`
+- repo last seen: `2026-06-24T05:47:20Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
+- account age: **2704 days**
+- recent public PR activity: **31 PRs** (16 merged / 7 closed-unmerged / 8 open; merged rate **52%**, closed-unmerged rate **23%**, open rate **26%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume**
+
+Example artifacts:
+- [PR #46857: docs: Update NeMo AutoModel doc examples](https://github.com/huggingface/transformers/pull/46857) — open
+- [PR #44304: docs: Add NeMo Automodel community integration docs](https://github.com/huggingface/transformers/pull/44304) — closed, merged
+
 ### `hanouticelina`
 
 - profile: [github.com/hanouticelina](https://github.com/hanouticelina)
@@ -4129,7 +4152,7 @@ Example artifacts:
 - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46833: Fix RT-DETR indexing error when num_feature_levels exceeds backbone o…](https://github.com/huggingface/transformers/pull/46833) — open, draft
+- [PR #46833: Fix RT-DETR indexing error when num_feature_levels exceeds backbone o…](https://github.com/huggingface/transformers/pull/46833) — open
 - [Issue #46832: [RT-DETR] TypeError in RTDetrModel.forward when num_feature_levels > len(backbone outputs)](https://github.com/huggingface/transformers/issues/46832) — open
 
 ### `dvdimitrov13`
@@ -4270,12 +4293,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALauraGPT)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALauraGPT)
 - repo first seen: `2026-05-24T11:07:04Z`
-- repo last seen: `2026-06-23T16:42:09Z`
+- repo last seen: `2026-06-24T05:01:12Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **13 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **14 comments / 0 reviews / 0 review comments**
 - account age: **3699 days**
 - recent public PR activity: **9 PRs** (2 merged / 0 closed-unmerged / 7 open; merged rate **22%**, closed-unmerged rate **0%**, open rate **78%**)
 - public orgs: `FunAudioLLM`
@@ -5476,7 +5499,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adelcenjo)
 - repo first seen: `2026-06-23T19:12:59Z`
 - repo last seen: `2026-06-23T19:12:59Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**

new_contributors.parquet

@@ -1,3 +1,3 @@
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-size 62794
+oid sha256:1383112075a53000c80552a26ea944c0909cb5393d9651bf04f59935a47f032e
+size 62741

pr-scope-clusters.json

@@ -1,11 +1,11 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260624T000023Z",
-  "generated_at": "2026-06-24T00:01:29Z",
+  "snapshot_id": "20260624T060017Z",
+  "generated_at": "2026-06-24T06:01:37Z",
   "cluster_count": 74,
   "pr_scope_clusters": [
     {
-      "cluster_id": "pr-scope-43636-11",
+      "cluster_id": "pr-scope-43636-12",
       "pr_numbers": [
         43636,
         43651,
@@ -17,11 +17,12 @@
         45055,
         45067,
         45273,
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+        46775,
+        46855
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       "representative_pr_number": 45067,
-      "average_similarity": 0.423,
-      "summary": "11 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
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+      "summary": "12 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
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@@ -34,7 +35,7 @@
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@@ -49,8 +50,8 @@
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@@ -78,11 +79,27 @@
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -94,11 +111,27 @@
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@@ -113,8 +146,8 @@
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@@ -158,11 +191,43 @@
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           "left_pr_number": 43663,
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           "breadth_similarity": 1.0,
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@@ -177,8 +242,8 @@
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -193,8 +258,8 @@
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@@ -209,8 +274,8 @@
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@@ -257,8 +322,8 @@
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@@ -286,11 +351,27 @@
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@@ -335,11 +416,11 @@
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@@ -398,11 +479,27 @@
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@@ -462,11 +559,27 @@
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@@ -526,11 +655,27 @@
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@@ -862,11 +1023,27 @@
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@@ -1918,7 +2095,7 @@
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       "summary": "6 open PRs share weighted file overlap around `src/transformers/processing_utils.py`, `tests/test_processing_common.py`, `tests/models/auto/test_processor_auto.py`; representative PR #45627.",
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@@ -2101,7 +2278,7 @@
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@@ -2245,7 +2422,7 @@
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@@ -2260,7 +2437,7 @@
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@@ -2554,7 +2731,7 @@
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@@ -2598,7 +2775,7 @@
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@@ -3062,7 +3239,7 @@
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+      "average_similarity": 0.496,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
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@@ -3076,8 +3253,8 @@
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@@ -3110,8 +3287,8 @@
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@@ -3127,8 +3304,8 @@
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+          "similarity": 0.449,
+          "content_similarity": 0.384,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3144,8 +3321,8 @@
         {
           "left_pr_number": 34667,
           "right_pr_number": 44872,
-          "similarity": 0.421,
-          "content_similarity": 0.328,
+          "similarity": 0.424,
+          "content_similarity": 0.333,
           "size_similarity": 0.273,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3161,8 +3338,8 @@
         {
           "left_pr_number": 39683,
           "right_pr_number": 44872,
-          "similarity": 0.407,
-          "content_similarity": 0.339,
+          "similarity": 0.41,
+          "content_similarity": 0.344,
           "size_similarity": 0.13,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3332,7 +3509,7 @@
           "left_pr_number": 44615,
           "right_pr_number": 46152,
           "similarity": 0.623,
-          "content_similarity": 0.55,
+          "content_similarity": 0.551,
           "size_similarity": 0.583,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3365,7 +3542,7 @@
         {
           "left_pr_number": 44385,
           "right_pr_number": 44615,
-          "similarity": 0.409,
+          "similarity": 0.41,
           "content_similarity": 0.339,
           "size_similarity": 0.371,
           "breadth_similarity": 0.667,
@@ -3515,7 +3692,7 @@
           "left_pr_number": 46442,
           "right_pr_number": 46766,
           "similarity": 0.279,
-          "content_similarity": 0.275,
+          "content_similarity": 0.276,
           "size_similarity": 0.058,
           "breadth_similarity": 0.31,
           "concentration_similarity": 0.924,
@@ -3660,8 +3837,8 @@
         "src/transformers/models/vit_mae/modular_vit_mae.py",
         "src/transformers/models/aimv2/modeling_aimv2.py",
         "src/transformers/models/deimv2/modeling_deimv2.py",
-        "src/transformers/models/pp_doclayout_v2/modeling_pp_doclayout_v2.py",
         "src/transformers/models/pp_doclayout_v3/modeling_pp_doclayout_v3.py",
+        "src/transformers/models/pp_doclayout_v2/modeling_pp_doclayout_v2.py",
         "src/transformers/models/d_fine/modeling_d_fine.py",
         "src/transformers/models/rt_detr/modeling_rt_detr.py"
       ],
@@ -3669,8 +3846,8 @@
         "src/transformers/models/vit_mae",
         "src/transformers/models/aimv2",
         "src/transformers/models/deimv2",
-        "src/transformers/models/pp_doclayout_v2",
         "src/transformers/models/pp_doclayout_v3",
+        "src/transformers/models/pp_doclayout_v2",
         "src/transformers/models/d_fine",
         "src/transformers/models/rt_detr_v2",
         "src/transformers/models/rt_detr"
@@ -3711,8 +3888,8 @@
         {
           "left_pr_number": 45932,
           "right_pr_number": 46780,
-          "similarity": 0.608,
-          "content_similarity": 0.637,
+          "similarity": 0.607,
+          "content_similarity": 0.635,
           "size_similarity": 0.322,
           "breadth_similarity": 0.679,
           "concentration_similarity": 0.916,
@@ -3743,8 +3920,8 @@
         {
           "left_pr_number": 45932,
           "right_pr_number": 46174,
-          "similarity": 0.592,
-          "content_similarity": 0.63,
+          "similarity": 0.591,
+          "content_similarity": 0.629,
           "size_similarity": 0.248,
           "breadth_similarity": 0.679,
           "concentration_similarity": 0.916,
@@ -3902,7 +4079,7 @@
           "left_pr_number": 44015,
           "right_pr_number": 44676,
           "similarity": 0.412,
-          "content_similarity": 0.499,
+          "content_similarity": 0.5,
           "size_similarity": 0.034,
           "breadth_similarity": 0.333,
           "concentration_similarity": 0.488,
@@ -4001,7 +4178,7 @@
         46196
       ],
       "representative_pr_number": 44114,
-      "average_similarity": 0.528,
+      "average_similarity": 0.525,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/models/data2vec/modeling_data2vec_audio.py`, `src/transformers/models/hubert/modeling_hubert.py`, `src/transformers/models/unispeech/modeling_unispeech.py`; representative PR #44114.",
       "shared_filenames": [
         "src/transformers/models/data2vec/modeling_data2vec_audio.py",
@@ -4027,41 +4204,41 @@
         {
           "left_pr_number": 44114,
           "right_pr_number": 46196,
-          "similarity": 0.682,
-          "content_similarity": 0.707,
-          "size_similarity": 0.478,
-          "breadth_similarity": 0.659,
-          "concentration_similarity": 0.993,
+          "similarity": 0.676,
+          "content_similarity": 0.714,
+          "size_similarity": 0.442,
+          "breadth_similarity": 0.606,
+          "concentration_similarity": 0.994,
           "shared_filenames": [
             "src/transformers/models/data2vec/modeling_data2vec_audio.py",
             "src/transformers/models/hubert/modeling_hubert.py",
             "src/transformers/models/hubert/modular_hubert.py",
+            "src/transformers/models/patchtsmixer/modeling_patchtsmixer.py",
+            "src/transformers/models/patchtst/modeling_patchtst.py",
             "src/transformers/models/sew/modeling_sew.py",
             "src/transformers/models/sew/modular_sew.py",
             "src/transformers/models/sew_d/modeling_sew_d.py",
             "src/transformers/models/unispeech/modeling_unispeech.py",
-            "src/transformers/models/unispeech/modular_unispeech.py",
-            "src/transformers/models/unispeech_sat/modeling_unispeech_sat.py",
-            "src/transformers/models/unispeech_sat/modular_unispeech_sat.py"
+            "src/transformers/models/unispeech/modular_unispeech.py"
           ],
           "shared_directories": [
             "src/transformers/models/data2vec",
             "src/transformers/models/hubert",
+            "src/transformers/models/patchtsmixer",
+            "src/transformers/models/patchtst",
             "src/transformers/models/sew",
             "src/transformers/models/sew_d",
             "src/transformers/models/unispeech",
             "src/transformers/models/unispeech_sat",
             "src/transformers/models/wav2vec2",
-            "src/transformers/models/wav2vec2_bert",
-            "src/transformers/models/wav2vec2_conformer",
-            "src/transformers/models/wavlm"
+            "src/transformers/models/wav2vec2_bert"
           ]
         },
         {
           "left_pr_number": 44114,
           "right_pr_number": 45720,
-          "similarity": 0.503,
-          "content_similarity": 0.426,
+          "similarity": 0.504,
+          "content_similarity": 0.427,
           "size_similarity": 0.549,
           "breadth_similarity": 0.727,
           "concentration_similarity": 0.999,
@@ -4093,11 +4270,11 @@
         {
           "left_pr_number": 45720,
           "right_pr_number": 46196,
-          "similarity": 0.397,
-          "content_similarity": 0.326,
-          "size_similarity": 0.263,
-          "breadth_similarity": 0.798,
-          "concentration_similarity": 0.994,
+          "similarity": 0.394,
+          "content_similarity": 0.322,
+          "size_similarity": 0.243,
+          "breadth_similarity": 0.821,
+          "concentration_similarity": 0.995,
           "shared_filenames": [
             "src/transformers/models/data2vec/modeling_data2vec_audio.py",
             "src/transformers/models/hubert/modeling_hubert.py",
@@ -4133,7 +4310,7 @@
         46849
       ],
       "representative_pr_number": 46207,
-      "average_similarity": 0.49,
+      "average_similarity": 0.491,
       "summary": "3 open PRs share weighted file overlap around `tests/utils/test_modeling_utils.py`, `src/transformers/modeling_utils.py`; representative PR #46207.",
       "shared_filenames": [
         "tests/utils/test_modeling_utils.py",
@@ -4301,7 +4478,7 @@
         {
           "left_pr_number": 34925,
           "right_pr_number": 45917,
-          "similarity": 0.495,
+          "similarity": 0.496,
           "content_similarity": 0.426,
           "size_similarity": 0.39,
           "breadth_similarity": 1.0,
@@ -4320,7 +4497,7 @@
           "left_pr_number": 34925,
           "right_pr_number": 46734,
           "similarity": 0.463,
-          "content_similarity": 0.446,
+          "content_similarity": 0.445,
           "size_similarity": 0.158,
           "breadth_similarity": 0.833,
           "concentration_similarity": 0.89,
@@ -4514,7 +4691,7 @@
         46124
       ],
       "representative_pr_number": 42655,
-      "average_similarity": 0.416,
+      "average_similarity": 0.417,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/candidate_generator.py`, `tests/generation/test_utils.py`, `src/transformers/generation/utils.py`; representative PR #42655.",
       "shared_filenames": [
         "src/transformers/generation/candidate_generator.py",
@@ -4532,8 +4709,8 @@
         {
           "left_pr_number": 32189,
           "right_pr_number": 42655,
-          "similarity": 0.456,
-          "content_similarity": 0.49,
+          "similarity": 0.457,
+          "content_similarity": 0.491,
           "size_similarity": 0.231,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.568,
@@ -4571,7 +4748,7 @@
           "left_pr_number": 32189,
           "right_pr_number": 46124,
           "similarity": 0.39,
-          "content_similarity": 0.344,
+          "content_similarity": 0.345,
           "size_similarity": 0.165,
           "breadth_similarity": 0.833,
           "concentration_similarity": 0.815,
@@ -4676,7 +4853,7 @@
           "left_pr_number": 33686,
           "right_pr_number": 44550,
           "similarity": 0.389,
-          "content_similarity": 0.128,
+          "content_similarity": 0.127,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -5382,6 +5559,43 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-44659-2",
+      "pr_numbers": [
+        44659,
+        46705
+      ],
+      "representative_pr_number": 44659,
+      "average_similarity": 0.657,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/distributed/configuration_utils.py`; representative PR #44659.",
+      "shared_filenames": [
+        "src/transformers/distributed/configuration_utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers/distributed",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 44659,
+          "right_pr_number": 46705,
+          "similarity": 0.657,
+          "content_similarity": 0.819,
+          "size_similarity": 0.024,
+          "breadth_similarity": 0.375,
+          "concentration_similarity": 0.85,
+          "shared_filenames": [
+            "src/transformers/distributed/configuration_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/distributed",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-43875-2",
       "pr_numbers": [
@@ -5529,7 +5743,7 @@
         46229
       ],
       "representative_pr_number": 45638,
-      "average_similarity": 0.583,
+      "average_similarity": 0.573,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/mtp.py`; representative PR #45638.",
       "shared_filenames": [
         "src/transformers/generation/mtp.py"
@@ -5544,11 +5758,11 @@
         {
           "left_pr_number": 45638,
           "right_pr_number": 46229,
-          "similarity": 0.583,
-          "content_similarity": 0.582,
-          "size_similarity": 0.613,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.671,
+          "similarity": 0.573,
+          "content_similarity": 0.583,
+          "size_similarity": 0.612,
+          "breadth_similarity": 0.396,
+          "concentration_similarity": 0.67,
           "shared_filenames": [
             "src/transformers/generation/mtp.py"
           ],
@@ -5639,6 +5853,41 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45541-2",
+      "pr_numbers": [
+        45541,
+        46177
+      ],
+      "representative_pr_number": 45541,
+      "average_similarity": 0.526,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_base.py`; representative PR #45541.",
+      "shared_filenames": [
+        "src/transformers/tokenization_utils_base.py"
+      ],
+      "shared_directories": [
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45541,
+          "right_pr_number": 46177,
+          "similarity": 0.526,
+          "content_similarity": 0.426,
+          "size_similarity": 0.519,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/tokenization_utils_base.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-46712-2",
       "pr_numbers": [
@@ -5646,7 +5895,7 @@
         46765
       ],
       "representative_pr_number": 46712,
-      "average_similarity": 0.542,
+      "average_similarity": 0.523,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/continuous_batching/cache.py`, `src/transformers/generation/continuous_batching/input_outputs.py`, `src/transformers/generation/continuous_batching/scheduler.py`; representative PR #46712.",
       "shared_filenames": [
         "src/transformers/generation/continuous_batching/cache.py",
@@ -5667,11 +5916,11 @@
         {
           "left_pr_number": 46712,
           "right_pr_number": 46765,
-          "similarity": 0.542,
-          "content_similarity": 0.571,
-          "size_similarity": 0.22,
+          "similarity": 0.523,
+          "content_similarity": 0.545,
+          "size_similarity": 0.207,
           "breadth_similarity": 0.648,
-          "concentration_similarity": 0.891,
+          "concentration_similarity": 0.912,
           "shared_filenames": [
             "src/transformers/generation/configuration_utils.py",
             "src/transformers/generation/continuous_batching/cache.py",
@@ -5690,41 +5939,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-45541-2",
-      "pr_numbers": [
-        45541,
-        46177
-      ],
-      "representative_pr_number": 45541,
-      "average_similarity": 0.526,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_base.py`; representative PR #45541.",
-      "shared_filenames": [
-        "src/transformers/tokenization_utils_base.py"
-      ],
-      "shared_directories": [
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 45541,
-          "right_pr_number": 46177,
-          "similarity": 0.526,
-          "content_similarity": 0.426,
-          "size_similarity": 0.519,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/tokenization_utils_base.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-45056-2",
       "pr_numbers": [
@@ -5762,43 +5976,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-44659-2",
-      "pr_numbers": [
-        44659,
-        46705
-      ],
-      "representative_pr_number": 44659,
-      "average_similarity": 0.507,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/distributed/configuration_utils.py`; representative PR #44659.",
-      "shared_filenames": [
-        "src/transformers/distributed/configuration_utils.py"
-      ],
-      "shared_directories": [
-        "src/transformers/distributed",
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 44659,
-          "right_pr_number": 46705,
-          "similarity": 0.507,
-          "content_similarity": 0.645,
-          "size_similarity": 0.015,
-          "breadth_similarity": 0.267,
-          "concentration_similarity": 0.538,
-          "shared_filenames": [
-            "src/transformers/distributed/configuration_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/distributed",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-45110-2",
       "pr_numbers": [
@@ -5860,6 +6037,47 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46310-2",
+      "pr_numbers": [
+        46310,
+        46546
+      ],
+      "representative_pr_number": 46310,
+      "average_similarity": 0.499,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py`, `src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py`; representative PR #46310.",
+      "shared_filenames": [
+        "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py",
+        "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/moonshine_streaming",
+        "src/transformers/models",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46310,
+          "right_pr_number": 46546,
+          "similarity": 0.499,
+          "content_similarity": 0.551,
+          "size_similarity": 0.286,
+          "breadth_similarity": 0.417,
+          "concentration_similarity": 0.571,
+          "shared_filenames": [
+            "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py",
+            "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/moonshine_streaming",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-46404-2",
       "pr_numbers": [
@@ -5953,7 +6171,7 @@
           "left_pr_number": 43532,
           "right_pr_number": 43649,
           "similarity": 0.494,
-          "content_similarity": 0.432,
+          "content_similarity": 0.433,
           "size_similarity": 0.395,
           "breadth_similarity": 0.875,
           "concentration_similarity": 0.893,
@@ -6009,47 +6227,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-46310-2",
-      "pr_numbers": [
-        46310,
-        46546
-      ],
-      "representative_pr_number": 46310,
-      "average_similarity": 0.488,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py`, `src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py`; representative PR #46310.",
-      "shared_filenames": [
-        "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py",
-        "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py"
-      ],
-      "shared_directories": [
-        "src/transformers/models/moonshine_streaming",
-        "src/transformers/models",
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 46310,
-          "right_pr_number": 46546,
-          "similarity": 0.488,
-          "content_similarity": 0.535,
-          "size_similarity": 0.286,
-          "breadth_similarity": 0.417,
-          "concentration_similarity": 0.571,
-          "shared_filenames": [
-            "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py",
-            "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py"
-          ],
-          "shared_directories": [
-            "src/transformers/models/moonshine_streaming",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-45540-2",
       "pr_numbers": [
@@ -6231,7 +6408,7 @@
         45666
       ],
       "representative_pr_number": 44680,
-      "average_similarity": 0.448,
+      "average_similarity": 0.449,
       "summary": "2 open PRs share weighted file overlap around `tests/kernels/test_kernels.py`, `src/transformers/integrations/hub_kernels.py`; representative PR #44680.",
       "shared_filenames": [
         "tests/kernels/test_kernels.py",
@@ -6248,7 +6425,7 @@
         {
           "left_pr_number": 44680,
           "right_pr_number": 45666,
-          "similarity": 0.448,
+          "similarity": 0.449,
           "content_similarity": 0.527,
           "size_similarity": 0.042,
           "breadth_similarity": 0.417,
@@ -6526,7 +6703,7 @@
           "left_pr_number": 42112,
           "right_pr_number": 46643,
           "similarity": 0.427,
-          "content_similarity": 0.469,
+          "content_similarity": 0.47,
           "size_similarity": 0.029,
           "breadth_similarity": 0.521,
           "concentration_similarity": 0.841,
@@ -6579,7 +6756,7 @@
           "left_pr_number": 46099,
           "right_pr_number": 46269,
           "similarity": 0.413,
-          "content_similarity": 0.49,
+          "content_similarity": 0.489,
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