Refresh transformers dataset snapshot 20260504T060033Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
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-            "number": 44313,
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-            "url": "https://github.com/huggingface/transformers/pull/44313",
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@@ -16126,12 +16136,12 @@
       "snapshot_review_count": 0,
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       "repo_association": "FIRST_TIME_CONTRIBUTOR",
-      "new_to_repo": true,
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-      "enrichment_source": "live",
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+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
       "account_age_days": 4479,
       "young_account": false,
       "follow_through_score": "weak",
@@ -17883,6 +17893,63 @@
       },
       "fetch_error": null
     },
+    {
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+      "name": null,
+      "profile_url": "https://github.com/henloworldowo",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahenloworldowo",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahenloworldowo",
+      "repo_first_seen_at": "2026-05-04T05:53:33Z",
+      "repo_last_seen_at": "2026-05-04T05:53:33Z",
+      "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_TIMER",
+      "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": 2,
+      "young_account": true,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "medium",
+      "heuristic_note": "very new account; high open PR share; no visible non-self stars; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 1,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 0,
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+        "distinct_repos_with_authored_prs": 1,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 45772,
+            "title": "test pull request",
+            "url": "https://github.com/huggingface/transformers/pull/45772",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-04T05:53:33Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "heycorgi",
       "name": null,
@@ -18101,8 +18168,8 @@
             "number": 45728,
             "title": "PythonBackend slow tokenizer convert_ids_to_tokens fix",
             "url": "https://github.com/huggingface/transformers/pull/45728",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-04-30T17:14:11Z"
           }
@@ -22296,63 +22363,6 @@
       },
       "fetch_error": null
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-      "name": "Sandesh Bhandari",
-      "profile_url": "https://github.com/sandesh-bhandari-dev",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asandesh-bhandari-dev",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asandesh-bhandari-dev",
-      "repo_first_seen_at": "2026-03-05T01:40:47Z",
-      "repo_last_seen_at": "2026-03-05T01:40:47Z",
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-      "young_account": true,
-      "follow_through_score": "weak",
-      "breadth_score": "moderate",
-      "automation_risk_signal": "medium",
-      "heuristic_note": "very new account; many recent closed-unmerged PRs; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
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-        "merged_pr_count": 1,
-        "closed_unmerged_pr_count": 4,
-        "open_pr_count": 0,
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-        "closed_unmerged_pr_rate": 0.8,
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-        "distinct_repos_with_authored_prs": 5,
-        "distinct_repos_with_open_prs": 0
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 44449,
-            "title": "fix: 3 bugs : MoE aux loss, ANSI TTY leak, pipeline removed and also task error",
-            "url": "https://github.com/huggingface/transformers/pull/44449",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-03-05T01:40:47Z"
-          }
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-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "SAY-5",
       "name": "Sai Asish Y",
@@ -22816,12 +22826,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astationeros",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astationeros",
       "repo_first_seen_at": "2026-04-25T08:47:25Z",
-      "repo_last_seen_at": "2026-04-25T08:47:25Z",
+      "repo_last_seen_at": "2026-05-04T03:33:35Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 1,
+      "repo_artifact_count": 2,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 0,
+      "snapshot_comment_count": 1,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",

new-contributors-report.md

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260504T000033Z`
-- Generated: `2026-05-04T00:01:05Z`
+- Snapshot: `20260504T060033Z`
+- Generated: `2026-05-04T06:01:11Z`
 - Activity window: `60d`
 - Contributors: `357`
 
@@ -63,8 +63,9 @@
 | `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4939d | `2026-04-15T08:26:45Z` | 4 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
 | `RudrenduPaul` | [profile](https://github.com/RudrenduPaul) | no | CONTRIBUTOR | 2913d | `2026-04-09T09:34:42Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 4 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 3 | 3 | strong | moderate | low | high recent PR volume |
 | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 3 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
-| `CharlieKerfoot` | [profile](https://github.com/CharlieKerfoot) | yes | FIRST_TIME_CONTRIBUTOR | 1583d | `2026-05-03T18:22:43Z` | 3 | 0 | weak | moderate | low | high recent PR volume; targets high-star repos |
+| `CharlieKerfoot` | [profile](https://github.com/CharlieKerfoot) | no | FIRST_TIME_CONTRIBUTOR | 1583d | `2026-05-03T18:22:43Z` | 3 | 0 | weak | moderate | low | high recent PR volume; targets high-star repos |
 | `Cursx` | [profile](https://github.com/Cursx) | no | NONE | 3073d | `2026-03-31T01:44:52Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `jnMetaCode` | [profile](https://github.com/jnMetaCode) | no | CONTRIBUTOR | 4011d | `2026-03-08T09:21:22Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; targets high-star repos |
 | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3380d | `2026-03-09T09:03:10Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -73,13 +74,13 @@
 | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 3 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `NielsRogge` | [profile](https://github.com/NielsRogge) | no | MEMBER | 2598d | `2022-02-21T10:02:38Z` | 15 | 3 | mixed | moderate | low | high recent PR volume |
 | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1466d | `2025-12-24T11:54:53Z` | 10 | 0 | mixed | moderate | low | targets high-star repos |
+| `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 7 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 5 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `math-hiyoko` | [profile](https://github.com/math-hiyoko) | no | CONTRIBUTOR | 2390d | `2026-02-08T01:31:10Z` | 4 | 7 | strong | low | low | targets high-star repos |
 | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 4 | 3 | weak | low | low | targets high-star repos |
 | `xenova` | [profile](https://github.com/xenova) | no | MEMBER | 3317d | `2025-11-18T16:26:23Z` | 3 | 3 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5127d | `2026-01-28T15:04:44Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
-| `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 2 | 3 | strong | moderate | low | high recent PR volume |
 | `w4nderlust` | [profile](https://github.com/w4nderlust) | no | CONTRIBUTOR | 5740d | `2026-04-03T04:55:51Z` | 2 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `ionut-anghelina` | [profile](https://github.com/ionut-anghelina) | no | FIRST_TIME_CONTRIBUTOR | 556d | `2026-03-30T08:23:07Z` | 2 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Milan-Bhimani` | [profile](https://github.com/Milan-Bhimani) | no | FIRST_TIME_CONTRIBUTOR | 823d | `2026-04-30T06:10:00Z` | 2 | 1 | mixed | low | low | many recent closed-unmerged PRs |
@@ -133,7 +134,6 @@
 | `yunhaoli24` | [profile](https://github.com/yunhaoli24) | no | NONE | 2225d | `2026-03-12T04:46:19Z` | 2 | 0 | weak | moderate | low | targets high-star repos |
 | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3697d | `2025-08-10T08:43:09Z` | 24 | 0 | mixed | moderate | low | extremely high recent PR volume |
 | `CodersAcademy006` | [profile](https://github.com/CodersAcademy006) | no | CONTRIBUTOR | 1448d | `2025-10-15T09:44:53Z` | 6 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
-| `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 6 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 563d | `2025-06-12T08:51:40Z` | 6 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `JaredforReal` | [profile](https://github.com/JaredforReal) | no | CONTRIBUTOR | 977d | `2026-01-19T05:05:55Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
 | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -228,7 +228,7 @@
 | `belamaran96-coder` | [profile](https://github.com/belamaran96-coder) | no | FIRST_TIME_CONTRIBUTOR | 288d | `2026-05-03T16:53:02Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `bensons` | [profile](https://github.com/bensons) | no | FIRST_TIME_CONTRIBUTOR | 5188d | `2026-03-17T04:59:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `black-yt` | [profile](https://github.com/black-yt) | no | NONE | 1826d | `2026-03-10T01:52:18Z` | 1 | 0 | weak | low | low | — |
-| `butterwecksolutions` | [profile](https://github.com/butterwecksolutions) | yes | FIRST_TIME_CONTRIBUTOR | 4479d | `2026-05-03T23:41:12Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
+| `butterwecksolutions` | [profile](https://github.com/butterwecksolutions) | no | FIRST_TIME_CONTRIBUTOR | 4479d | `2026-05-03T23:41:12Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `chandan11248` | [profile](https://github.com/chandan11248) | no | FIRST_TIME_CONTRIBUTOR | 728d | `2026-03-15T15:23:33Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `cloudyun888` | [profile](https://github.com/cloudyun888) | no | NONE | 45d | `2026-04-15T13:18:36Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
 | `code-runner77` | [profile](https://github.com/code-runner77) | no | FIRST_TIMER | 194d | `2026-03-29T17:28:59Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -259,6 +259,7 @@
 | `HelloAnner` | [profile](https://github.com/HelloAnner) | no | NONE | 1658d | `2026-04-11T06:22:52Z` | 1 | 0 | mixed | low | low | — |
 | `HemanthSai7` | [profile](https://github.com/HemanthSai7) | no | FIRST_TIME_CONTRIBUTOR | 2007d | `2026-03-29T20:35:56Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `hemantmm` | [profile](https://github.com/hemantmm) | no | NONE | 1646d | `2026-03-23T16:29:46Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
+| `henloworldowo` | [profile](https://github.com/henloworldowo) | yes | FIRST_TIMER | 2d | `2026-05-04T05:53:33Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `heycorgi` | [profile](https://github.com/heycorgi) | no | NONE | 1515d | `2026-03-23T15:33:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `himani27301` | [profile](https://github.com/himani27301) | no | FIRST_TIME_CONTRIBUTOR | 108d | `2026-03-09T15:46:14Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `Hyungkeun-Park-Nota` | [profile](https://github.com/Hyungkeun-Park-Nota) | no | CONTRIBUTOR | 421d | `2026-03-25T01:19:59Z` | 1 | 0 | mixed | low | low | — |
@@ -336,7 +337,6 @@
 | `sahildando` | [profile](https://github.com/sahildando) | no | NONE | 1241d | `2026-04-07T21:12:29Z` | 1 | 0 | mixed | high | medium | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `sahilleth` | [profile](https://github.com/sahilleth) | no | NONE | 58d | `2026-03-19T05:50:29Z` | 1 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars |
 | `SamArun28` | [profile](https://github.com/SamArun28) | no | NONE | 37d | `2026-03-10T09:38:29Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `sandesh-bhandari-dev` | [profile](https://github.com/sandesh-bhandari-dev) | no | NONE | 51d | `2026-03-05T01:40:47Z` | 1 | 0 | weak | moderate | medium | very new account; many recent closed-unmerged PRs; targets high-star repos |
 | `SAY-5` | [profile](https://github.com/SAY-5) | no | FIRST_TIME_CONTRIBUTOR | 172d | `2026-04-20T05:44:53Z` | 1 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
 | `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 |
 | `shaealh` | [profile](https://github.com/shaealh) | no | FIRST_TIME_CONTRIBUTOR | 70d | `2026-03-13T05:05:01Z` | 1 | 0 | mixed | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -496,12 +496,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
 - repo first seen: `2023-02-24T14:13:29Z`
-- repo last seen: `2026-05-02T11:10:18Z`
+- repo last seen: `2026-05-04T03:42:22Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **52**
 - snapshot authored PRs/issues: **50 PRs / 2 issues**
-- snapshot discussion activity: **154 comments / 532 reviews / 1059 review comments**
+- snapshot discussion activity: **155 comments / 534 reviews / 1060 review comments**
 - account age: **2590 days**
 - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
 - public orgs: none visible
@@ -643,12 +643,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
 - repo first seen: `2024-10-21T07:08:47Z`
-- repo last seen: `2026-05-02T10:14:51Z`
+- repo last seen: `2026-05-04T00:44:10Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **29**
 - snapshot authored PRs/issues: **29 PRs / 0 issues**
-- snapshot discussion activity: **40 comments / 45 reviews / 29 review comments**
+- snapshot discussion activity: **40 comments / 46 reviews / 29 review comments**
 - account age: **3139 days**
 - recent public PR activity: **20 PRs** (10 merged / 5 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
 - public orgs: none visible
@@ -1652,6 +1652,32 @@ Example artifacts:
 - [PR #45500: Add full GGUF loading support for GPT‑OSS (fixes #43366, supersedes #43757) latest](https://github.com/huggingface/transformers/pull/45500) — closed, draft
 - [PR #45118: Add full GGUF loading support for GPT‑OSS (fixes #43366, supersedes #43757)](https://github.com/huggingface/transformers/pull/45118) — closed
 
+### `jamesbraza`
+
+- profile: [github.com/jamesbraza](https://github.com/jamesbraza)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajamesbraza)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajamesbraza)
+- repo first seen: `2026-04-23T00:37:54Z`
+- repo last seen: `2026-05-04T00:41:06Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **3 PRs / 3 issues**
+- snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
+- account age: **4221 days**
+- recent public PR activity: **36 PRs** (32 merged / 2 closed-unmerged / 2 open; merged rate **89%**, closed-unmerged rate **6%**, open rate **6%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume**
+
+Example artifacts:
+- [PR #45770: Unwrap `text_config` in `AutoModelFor*.from_config`](https://github.com/huggingface/transformers/pull/45770) — open
+- [PR #45760: End-to-end test of Gemma 3 + FA2 construction](https://github.com/huggingface/transformers/pull/45760) — open
+- [PR #45589: Fix `AttributeError` on `s_aux=None` in `flash_attention_forward`](https://github.com/huggingface/transformers/pull/45589) — closed, merged
+- [Issue #45759: `AutoModelForCausalLM.from_config` does not unwrap `text_config` for composite Qwen 3.5 and 3.6 multimodal configs](https://github.com/huggingface/transformers/issues/45759) — open
+- [Issue #45663: Gemma-4 training with FSDP2 raises `KeyError` in `Gemma4TextAttention.forward` because `shared_kv_states` is rebuilt per-layer](https://github.com/huggingface/transformers/issues/45663) — open
+- [Issue #45588: `integrations/flash_attention.py` crashes with `AttributeError` on `s_aux=None` for sink-less models](https://github.com/huggingface/transformers/issues/45588) — closed
+
 ### `paulinebm`
 
 - profile: [github.com/paulinebm](https://github.com/paulinebm)
@@ -1683,7 +1709,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACharlieKerfoot)
 - repo first seen: `2026-05-03T18:22:43Z`
 - repo last seen: `2026-05-03T18:36:20Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
@@ -1886,6 +1912,29 @@ Example artifacts:
 - [PR #44536: Supplement skip logic for XPU in the CPU-only tp tests](https://github.com/huggingface/transformers/pull/44536) — closed, merged
 - [PR #43905: XPU now supports backward for the FA2 fixed path](https://github.com/huggingface/transformers/pull/43905) — closed, merged
 
+### `jashshah999`
+
+- profile: [github.com/jashshah999](https://github.com/jashshah999)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajashshah999)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajashshah999)
+- repo first seen: `2026-02-25T22:23:20Z`
+- repo last seen: `2026-05-04T00:51:53Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **7**
+- snapshot authored PRs/issues: **7 PRs / 0 issues**
+- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
+- account age: **2570 days**
+- recent public PR activity: **54 PRs** (19 merged / 12 closed-unmerged / 23 open; merged rate **35%**, closed-unmerged rate **22%**, open rate **43%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **high**, automation risk **medium**
+- heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45771: perf(qwen3_vl): replace Conv3d with F.linear in patch embed forward](https://github.com/huggingface/transformers/pull/45771) — open
+- [PR #45222: fix(gemma3, gemma4): default token_type_ids to zeros for text-only training](https://github.com/huggingface/transformers/pull/45222) — closed
+- [PR #44316: Reduce tqdm verbosity during weight loading](https://github.com/huggingface/transformers/pull/44316) — closed
+
 ### `albertvillanova`
 
 - profile: [github.com/albertvillanova](https://github.com/albertvillanova)
@@ -2036,31 +2085,6 @@ Example artifacts:
 - [PR #45573: fix transformers + torchao nvfp4 serialization](https://github.com/huggingface/transformers/pull/45573) — closed, merged
 - [PR #43561: remove torchao.autoquant from transformers](https://github.com/huggingface/transformers/pull/43561) — closed, merged
 
-### `jamesbraza`
-
-- profile: [github.com/jamesbraza](https://github.com/jamesbraza)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajamesbraza)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajamesbraza)
-- repo first seen: `2026-04-23T00:37:54Z`
-- repo last seen: `2026-05-03T19:26:12Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **2 PRs / 3 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **4221 days**
-- recent public PR activity: **36 PRs** (32 merged / 2 closed-unmerged / 2 open; merged rate **89%**, closed-unmerged rate **6%**, open rate **6%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume**
-
-Example artifacts:
-- [PR #45760: End-to-end test of Gemma 3 + FA2 construction](https://github.com/huggingface/transformers/pull/45760) — open
-- [PR #45589: Fix `AttributeError` on `s_aux=None` in `flash_attention_forward`](https://github.com/huggingface/transformers/pull/45589) — closed, merged
-- [Issue #45759: `AutoModelForCausalLM.from_config` does not unwrap `text_config` for composite Qwen 3.5 and 3.6 multimodal configs](https://github.com/huggingface/transformers/issues/45759) — open
-- [Issue #45663: Gemma-4 training with FSDP2 raises `KeyError` in `Gemma4TextAttention.forward` because `shared_kv_states` is rebuilt per-layer](https://github.com/huggingface/transformers/issues/45663) — open
-- [Issue #45588: `integrations/flash_attention.py` crashes with `AttributeError` on `s_aux=None` for sink-less models](https://github.com/huggingface/transformers/issues/45588) — closed
-
 ### `w4nderlust`
 
 - profile: [github.com/w4nderlust](https://github.com/w4nderlust)
@@ -3233,29 +3257,6 @@ Example artifacts:
 - [PR #43047: fix: prevent accelerate from splitting vision encoder by setting _no_…](https://github.com/huggingface/transformers/pull/43047) — closed, merged
 - [PR #43044: [SAM3] Enable single-scale input support in Mask Decoder](https://github.com/huggingface/transformers/pull/43044) — open
 
-### `jashshah999`
-
-- profile: [github.com/jashshah999](https://github.com/jashshah999)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajashshah999)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajashshah999)
-- repo first seen: `2026-02-25T22:23:20Z`
-- repo last seen: `2026-04-15T14:43:02Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **6**
-- snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
-- account age: **2570 days**
-- recent public PR activity: **54 PRs** (19 merged / 12 closed-unmerged / 23 open; merged rate **35%**, closed-unmerged rate **22%**, open rate **43%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **high**, automation risk **medium**
-- heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45222: fix(gemma3, gemma4): default token_type_ids to zeros for text-only training](https://github.com/huggingface/transformers/pull/45222) — closed
-- [PR #44316: Reduce tqdm verbosity during weight loading](https://github.com/huggingface/transformers/pull/44316) — closed
-- [PR #44313: Fix AddedToken duplicate 'special' kwarg for extra_special_tokens](https://github.com/huggingface/transformers/pull/44313) — closed
-
 ### `ydshieh2`
 
 - profile: [github.com/ydshieh2](https://github.com/ydshieh2)
@@ -5317,7 +5318,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abutterwecksolutions)
 - repo first seen: `2026-05-03T23:41:12Z`
 - repo last seen: `2026-05-03T23:41:12Z`
-- 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**
@@ -5962,6 +5963,27 @@ Example artifacts:
 Example artifacts:
 - [PR #44951: feat: Add router_logits override to enable Routing Replay for MoE models](https://github.com/huggingface/transformers/pull/44951) — closed
 
+### `henloworldowo`
+
+- profile: [github.com/henloworldowo](https://github.com/henloworldowo)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahenloworldowo)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahenloworldowo)
+- repo first seen: `2026-05-04T05:53:33Z`
+- repo last seen: `2026-05-04T05:53:33Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIMER**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **2 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
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #45772: test pull request](https://github.com/huggingface/transformers/pull/45772) — open
+
 ### `heycorgi`
 
 - profile: [github.com/heycorgi](https://github.com/heycorgi)
@@ -6044,7 +6066,7 @@ Example artifacts:
 - heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #45728: PythonBackend slow tokenizer convert_ids_to_tokens fix](https://github.com/huggingface/transformers/pull/45728) — open
+- [PR #45728: PythonBackend slow tokenizer convert_ids_to_tokens fix](https://github.com/huggingface/transformers/pull/45728) — closed, merged
 
 ### `IgnazioDS`
 
@@ -7579,27 +7601,6 @@ Example artifacts:
 Example artifacts:
 - [PR #44562: docs: standardize BERT model card](https://github.com/huggingface/transformers/pull/44562) — closed
 
-### `sandesh-bhandari-dev`
-
-- profile: [github.com/sandesh-bhandari-dev](https://github.com/sandesh-bhandari-dev)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asandesh-bhandari-dev)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asandesh-bhandari-dev)
-- repo first seen: `2026-03-05T01:40:47Z`
-- repo last seen: `2026-03-05T01:40:47Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **51 days**
-- recent public PR activity: **5 PRs** (1 merged / 4 closed-unmerged / 0 open; merged rate **20%**, closed-unmerged rate **80%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
-- heuristic read: **very new account; many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #44449: fix: 3 bugs : MoE aux loss, ANSI TTY leak, pipeline removed and also task error](https://github.com/huggingface/transformers/pull/44449) — closed
-
 ### `SAY-5`
 
 - profile: [github.com/SAY-5](https://github.com/SAY-5)
@@ -7774,12 +7775,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astationeros)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astationeros)
 - repo first seen: `2026-04-25T08:47:25Z`
-- repo last seen: `2026-04-25T08:47:25Z`
+- repo last seen: `2026-05-04T03:33:35Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - account age: **1336 days**
 - recent public PR activity: **6 PRs** (0 merged / 0 closed-unmerged / 6 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible

new_contributors.parquet

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+oid sha256:dcb129d2cf7fe98c8553824caf7510037e87c18bff7e65058a5454d85526b2ed
+size 63549

pr-scope-clusters.json

@@ -1,11 +1,11 @@
 {
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@@ -16,21 +16,25 @@
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@@ -522,11 +526,43 @@
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+        {
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+            "src"
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@@ -650,11 +734,43 @@
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+        {
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@@ -666,11 +782,43 @@
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+        {
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+        {
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+            "src"
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@@ -685,8 +833,8 @@
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@@ -701,8 +849,8 @@
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@@ -733,8 +881,8 @@
         {
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           "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
@@ -745,6 +893,22 @@
             "src/transformers",
             "src"
           ]
+        },
+        {
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+          "right_pr_number": 45769,
+          "similarity": 0.241,
+          "content_similarity": 0.146,
+          "size_similarity": 0.091,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
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+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
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     },
@@ -757,7 +921,7 @@
         45668
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       "representative_pr_number": 45546,
-      "average_similarity": 0.748,
+      "average_similarity": 0.75,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/integrations/ggml.py`, `tests/quantization/ggml/test_ggml.py`, `src/transformers/modeling_gguf_pytorch_utils.py`; representative PR #45546.",
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@@ -768,14 +932,16 @@
         "tests/quantization/ggml",
         "src/transformers/integrations",
         "tests/quantization",
-        "tests"
+        "src/transformers",
+        "tests",
+        "src"
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-          "content_similarity": 0.893,
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           "breadth_similarity": 1.0,
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@@ -796,8 +962,8 @@
         {
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-          "similarity": 0.806,
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           "concentration_similarity": 0.903,
@@ -818,8 +984,8 @@
         {
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@@ -840,8 +1006,8 @@
         {
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@@ -862,8 +1028,8 @@
         {
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           "right_pr_number": 45668,
-          "similarity": 0.658,
-          "content_similarity": 0.633,
+          "similarity": 0.66,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.956,
@@ -884,8 +1050,8 @@
         {
           "left_pr_number": 44070,
           "right_pr_number": 45668,
-          "similarity": 0.636,
-          "content_similarity": 0.628,
+          "similarity": 0.638,
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@@ -914,20 +1080,22 @@
         44682
       ],
       "representative_pr_number": 43836,
-      "average_similarity": 0.559,
+      "average_similarity": 0.562,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43836.",
       "shared_filenames": [
         "src/transformers/cli/serve.py"
       ],
       "shared_directories": [
-        "src/transformers/cli"
+        "src/transformers/cli",
+        "src/transformers",
+        "src"
       ],
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         {
           "left_pr_number": 43656,
           "right_pr_number": 43836,
-          "similarity": 0.687,
-          "content_similarity": 0.741,
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+          "content_similarity": 0.744,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -943,8 +1111,8 @@
         {
           "left_pr_number": 43836,
           "right_pr_number": 43842,
-          "similarity": 0.612,
-          "content_similarity": 0.654,
+          "similarity": 0.615,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -960,8 +1128,8 @@
         {
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-          "similarity": 0.607,
-          "content_similarity": 0.653,
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@@ -977,8 +1145,8 @@
         {
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-          "similarity": 0.59,
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@@ -994,8 +1162,8 @@
         {
           "left_pr_number": 43656,
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+          "similarity": 0.448,
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           "breadth_similarity": 0.5,
           "concentration_similarity": 0.802,
@@ -1011,8 +1179,8 @@
         {
           "left_pr_number": 43842,
           "right_pr_number": 44682,
-          "similarity": 0.413,
-          "content_similarity": 0.459,
+          "similarity": 0.418,
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@@ -1036,7 +1204,7 @@
         45741
       ],
       "representative_pr_number": 45681,
-      "average_similarity": 0.558,
+      "average_similarity": 0.56,
       "summary": "4 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`, `src/transformers/models/auto/tokenization_auto.py`; representative PR #45681.",
       "shared_filenames": [
         "tests/models/auto/test_tokenization_auto.py",
@@ -1045,7 +1213,9 @@
       "shared_directories": [
         "tests/models/auto",
         "tests/models",
+        "src/transformers",
         "tests",
+        "src",
         "src/transformers/models/auto",
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         {
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-          "content_similarity": 0.337,
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@@ -1196,14 +1366,16 @@
         "tests/models",
         "tests",
         "src/transformers/models/gemma4",
-        "src/transformers/models"
+        "src/transformers/models",
+        "src/transformers",
+        "src"
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-          "similarity": 0.77,
-          "content_similarity": 0.818,
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+          "content_similarity": 0.817,
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@@ -1219,8 +1391,8 @@
         {
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+          "similarity": 0.589,
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         {
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-          "similarity": 0.561,
-          "content_similarity": 0.391,
+          "similarity": 0.562,
+          "content_similarity": 0.392,
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           "breadth_similarity": 1.0,
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@@ -1265,8 +1437,8 @@
         {
           "left_pr_number": 45568,
           "right_pr_number": 45606,
-          "similarity": 0.549,
-          "content_similarity": 0.429,
+          "similarity": 0.55,
+          "content_similarity": 0.43,
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@@ -1305,8 +1477,8 @@
         {
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-          "similarity": 0.332,
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+          "similarity": 0.331,
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         45661
       ],
       "representative_pr_number": 44974,
-      "average_similarity": 0.471,
+      "average_similarity": 0.476,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `tests/utils/test_core_model_loading.py`, `tests/test_modeling_common.py`; representative PR #44974.",
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         "src/transformers/core_model_loading.py",
@@ -1339,7 +1511,9 @@
         "src/transformers/modeling_utils.py"
       ],
       "shared_directories": [
+        "src/transformers",
         "tests",
+        "src",
         "tests/utils",
         "src/transformers/integrations",
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         {
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-          "content_similarity": 0.724,
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           "breadth_similarity": 0.8,
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         {
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-          "similarity": 0.485,
-          "content_similarity": 0.439,
+          "similarity": 0.49,
+          "content_similarity": 0.447,
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         {
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-          "similarity": 0.474,
-          "content_similarity": 0.392,
+          "similarity": 0.481,
+          "content_similarity": 0.401,
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         {
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-          "similarity": 0.429,
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+          "similarity": 0.435,
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@@ -1426,8 +1600,8 @@
         {
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           "right_pr_number": 45421,
-          "similarity": 0.428,
-          "content_similarity": 0.312,
+          "similarity": 0.434,
+          "content_similarity": 0.321,
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           "breadth_similarity": 0.667,
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@@ -1443,8 +1617,8 @@
         {
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           "right_pr_number": 45661,
-          "similarity": 0.286,
-          "content_similarity": 0.188,
+          "similarity": 0.292,
+          "content_similarity": 0.197,
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@@ -1470,18 +1644,21 @@
         45655
       ],
       "representative_pr_number": 45342,
-      "average_similarity": 0.467,
+      "average_similarity": 0.475,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45342.",
       "shared_filenames": [
         "src/transformers/modeling_utils.py"
       ],
-      "shared_directories": [],
+      "shared_directories": [
+        "src/transformers",
+        "src"
+      ],
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         {
           "left_pr_number": 45342,
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-          "similarity": 0.837,
-          "content_similarity": 0.792,
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@@ -1496,8 +1673,8 @@
         {
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@@ -1512,8 +1689,8 @@
         {
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@@ -1528,8 +1705,8 @@
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-          "similarity": 0.361,
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@@ -1544,8 +1721,8 @@
         {
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           "breadth_similarity": 0.75,
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@@ -1560,8 +1737,8 @@
         {
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-          "similarity": 0.344,
-          "content_similarity": 0.272,
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+          "content_similarity": 0.285,
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@@ -1584,21 +1761,23 @@
         45754
       ],
       "representative_pr_number": 45754,
-      "average_similarity": 0.463,
+      "average_similarity": 0.468,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/integrations/moe.py`, `src/transformers/integrations/finegrained_fp8.py`; representative PR #45754.",
       "shared_filenames": [
         "src/transformers/integrations/moe.py",
         "src/transformers/integrations/finegrained_fp8.py"
       ],
       "shared_directories": [
-        "src/transformers/integrations"
+        "src/transformers/integrations",
+        "src/transformers",
+        "src"
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         {
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@@ -1666,8 +1845,8 @@
         {
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-          "similarity": 0.302,
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         {
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-          "similarity": 0.249,
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@@ -1716,6 +1895,8 @@
       "shared_directories": [
         "src/transformers/models/gptj",
         "src/transformers/models",
+        "src/transformers",
+        "src",
         "src/transformers/models/codegen"
       ],
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@@ -1723,7 +1904,7 @@
           "left_pr_number": 44066,
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@@ -1785,21 +1966,23 @@
         44676
       ],
       "representative_pr_number": 44059,
-      "average_similarity": 0.566,
+      "average_similarity": 0.569,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gpt2/modeling_gpt2.py`; representative PR #44059.",
       "shared_filenames": [
         "src/transformers/models/gpt2/modeling_gpt2.py"
       ],
       "shared_directories": [
         "src/transformers/models/gpt2",
-        "src/transformers/models"
+        "src/transformers/models",
+        "src/transformers",
+        "src"
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         {
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@@ -1816,8 +1999,8 @@
         {
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-          "similarity": 0.612,
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+          "similarity": 0.615,
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           "breadth_similarity": 0.333,
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@@ -1834,8 +2017,8 @@
         {
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@@ -1859,21 +2042,23 @@
         45422
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       "representative_pr_number": 41606,
-      "average_similarity": 0.562,
+      "average_similarity": 0.563,
       "summary": "3 open PRs share weighted file overlap around `tests/test_processing_common.py`, `src/transformers/processing_utils.py`; representative PR #41606.",
       "shared_filenames": [
         "tests/test_processing_common.py",
         "src/transformers/processing_utils.py"
       ],
       "shared_directories": [
-        "tests"
+        "src/transformers",
+        "tests",
+        "src"
       ],
       "pairwise": [
         {
           "left_pr_number": 41606,
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-          "content_similarity": 0.671,
+          "similarity": 0.692,
+          "content_similarity": 0.672,
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           "breadth_similarity": 1.0,
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@@ -1890,8 +2075,8 @@
         {
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-          "similarity": 0.504,
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+          "similarity": 0.506,
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           "breadth_similarity": 0.75,
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@@ -1908,8 +2093,8 @@
         {
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-          "similarity": 0.489,
-          "content_similarity": 0.463,
+          "similarity": 0.492,
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           "breadth_similarity": 0.75,
           "concentration_similarity": 0.802,
@@ -1925,6 +2110,81 @@
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     },
+    {
+      "cluster_id": "pr-scope-43997-3",
+      "pr_numbers": [
+        43997,
+        44007,
+        44019
+      ],
+      "representative_pr_number": 44007,
+      "average_similarity": 0.529,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/regnet/modeling_regnet.py`, `src/transformers/models/resnet/modeling_resnet.py`; representative PR #44007.",
+      "shared_filenames": [
+        "src/transformers/models/regnet/modeling_regnet.py",
+        "src/transformers/models/resnet/modeling_resnet.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models",
+        "src/transformers",
+        "src",
+        "src/transformers/models/regnet",
+        "src/transformers/models/resnet"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 44007,
+          "right_pr_number": 44019,
+          "similarity": 0.691,
+          "content_similarity": 0.699,
+          "size_similarity": 0.94,
+          "breadth_similarity": 0.333,
+          "concentration_similarity": 0.548,
+          "shared_filenames": [
+            "src/transformers/models/resnet/modeling_resnet.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/resnet",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 43997,
+          "right_pr_number": 44007,
+          "similarity": 0.622,
+          "content_similarity": 0.656,
+          "size_similarity": 0.679,
+          "breadth_similarity": 0.333,
+          "concentration_similarity": 0.548,
+          "shared_filenames": [
+            "src/transformers/models/regnet/modeling_regnet.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/regnet",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 43997,
+          "right_pr_number": 44019,
+          "similarity": 0.275,
+          "content_similarity": 0.024,
+          "size_similarity": 0.722,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-42975-3",
       "pr_numbers": [
@@ -2019,79 +2279,6 @@
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       ]
     },
-    {
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-      "pr_numbers": [
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-        44007,
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-      "average_similarity": 0.525,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/regnet/modeling_regnet.py`, `src/transformers/models/resnet/modeling_resnet.py`; representative PR #44007.",
-      "shared_filenames": [
-        "src/transformers/models/regnet/modeling_regnet.py",
-        "src/transformers/models/resnet/modeling_resnet.py"
-      ],
-      "shared_directories": [
-        "src/transformers/models",
-        "src/transformers/models/regnet",
-        "src/transformers/models/resnet"
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-          "breadth_similarity": 0.333,
-          "concentration_similarity": 0.548,
-          "shared_filenames": [
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-          "shared_directories": [
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-            "src/transformers/models",
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-            "src"
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-          "shared_filenames": [
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-            "src/transformers/models",
-            "src/transformers",
-            "src"
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-        },
-        {
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-          "content_similarity": 0.013,
-          "size_similarity": 0.722,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [],
-          "shared_directories": [
-            "src/transformers/models",
-            "src/transformers",
-            "src"
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     {
       "cluster_id": "pr-scope-45202-3",
       "pr_numbers": [
@@ -2100,7 +2287,7 @@
         45438
       ],
       "representative_pr_number": 45438,
-      "average_similarity": 0.483,
+      "average_similarity": 0.487,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`, `docs/source/en/model_doc/gemma4.md`; representative PR #45438.",
       "shared_filenames": [
         "src/transformers/models/gemma4/modular_gemma4.py",
@@ -2112,19 +2299,19 @@
       "shared_directories": [
         "src/transformers/models/gemma4",
         "src/transformers/models",
+        "src/transformers",
+        "src",
         "docs/source/en/model_doc",
         "src/transformers/models/auto",
         "tests/models/gemma4",
-        "docs/source/en",
-        "docs/source",
-        "tests/models"
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         {
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@@ -2170,8 +2357,8 @@
         {
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           "right_pr_number": 45294,
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+          "similarity": 0.309,
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         44872
       ],
       "representative_pr_number": 34667,
-      "average_similarity": 0.462,
+      "average_similarity": 0.469,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #34667.",
       "shared_filenames": [
         "src/transformers/generation/utils.py"
       ],
       "shared_directories": [
-        "src/transformers/generation"
+        "src/transformers/generation",
+        "src/transformers",
+        "src"
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@@ -2225,8 +2414,8 @@
         {
           "left_pr_number": 34667,
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-          "similarity": 0.437,
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+          "similarity": 0.443,
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           "breadth_similarity": 1.0,
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@@ -2242,8 +2431,8 @@
         {
           "left_pr_number": 39683,
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-          "similarity": 0.422,
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@@ -2266,18 +2455,21 @@
         44547
       ],
       "representative_pr_number": 43549,
-      "average_similarity": 0.457,
+      "average_similarity": 0.462,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_flash_attention_utils.py`; representative PR #43549.",
       "shared_filenames": [
         "src/transformers/modeling_flash_attention_utils.py"
       ],
-      "shared_directories": [],
+      "shared_directories": [
+        "src/transformers",
+        "src"
+      ],
       "pairwise": [
         {
           "left_pr_number": 41097,
           "right_pr_number": 43549,
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-          "content_similarity": 0.431,
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@@ -2292,8 +2484,8 @@
         {
           "left_pr_number": 43549,
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-          "similarity": 0.431,
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+          "similarity": 0.436,
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           "breadth_similarity": 1.0,
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@@ -2308,8 +2500,8 @@
         {
           "left_pr_number": 41097,
           "right_pr_number": 44547,
-          "similarity": 0.398,
-          "content_similarity": 0.32,
+          "similarity": 0.403,
+          "content_similarity": 0.328,
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@@ -2331,20 +2523,22 @@
         45524
       ],
       "representative_pr_number": 44615,
-      "average_similarity": 0.402,
+      "average_similarity": 0.408,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
       "shared_filenames": [
         "src/transformers/utils/import_utils.py"
       ],
       "shared_directories": [
-        "src/transformers/utils"
+        "src/transformers/utils",
+        "src/transformers",
+        "src"
       ],
       "pairwise": [
         {
           "left_pr_number": 44615,
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-          "content_similarity": 0.339,
+          "similarity": 0.427,
+          "content_similarity": 0.347,
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           "breadth_similarity": 1.0,
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@@ -2360,8 +2554,8 @@
         {
           "left_pr_number": 44385,
           "right_pr_number": 44615,
-          "similarity": 0.408,
-          "content_similarity": 0.337,
+          "similarity": 0.415,
+          "content_similarity": 0.347,
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           "breadth_similarity": 0.667,
           "concentration_similarity": 1.0,
@@ -2377,8 +2571,8 @@
         {
           "left_pr_number": 44385,
           "right_pr_number": 45524,
-          "similarity": 0.377,
-          "content_similarity": 0.241,
+          "similarity": 0.383,
+          "content_similarity": 0.249,
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           "breadth_similarity": 0.667,
           "concentration_similarity": 1.0,
@@ -2393,6 +2587,108 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-44664-3",
+      "pr_numbers": [
+        44664,
+        45034,
+        45513
+      ],
+      "representative_pr_number": 45513,
+      "average_similarity": 0.381,
+      "summary": "3 open PRs share weighted file overlap around `tests/models/qwen3_5/test_modeling_qwen3_5.py`, `src/transformers/models/qwen3_5/modular_qwen3_5.py`, `src/transformers/models/qwen3_5/modeling_qwen3_5.py`; representative PR #45513.",
+      "shared_filenames": [
+        "tests/models/qwen3_5/test_modeling_qwen3_5.py",
+        "src/transformers/models/qwen3_5/modular_qwen3_5.py",
+        "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
+        "src/transformers/models/qwen3_next/modular_qwen3_next.py",
+        "src/transformers/models/qwen3_next/modeling_qwen3_next.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/qwen3_5",
+        "tests/models/qwen3_5",
+        "src/transformers/models",
+        "tests/models",
+        "src/transformers",
+        "tests",
+        "src",
+        "src/transformers/models/qwen3_next"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45034,
+          "right_pr_number": 45513,
+          "similarity": 0.456,
+          "content_similarity": 0.377,
+          "size_similarity": 0.375,
+          "breadth_similarity": 0.95,
+          "concentration_similarity": 0.807,
+          "shared_filenames": [
+            "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
+            "src/transformers/models/qwen3_5/modular_qwen3_5.py",
+            "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
+            "src/transformers/models/qwen3_next/modular_qwen3_next.py",
+            "tests/models/qwen3_5/test_modeling_qwen3_5.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/qwen3_5",
+            "src/transformers/models/qwen3_next",
+            "src/transformers/models",
+            "tests/models/qwen3_5",
+            "src/transformers",
+            "tests/models",
+            "src",
+            "tests"
+          ]
+        },
+        {
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+          "right_pr_number": 45513,
+          "similarity": 0.366,
+          "content_similarity": 0.162,
+          "size_similarity": 0.854,
+          "breadth_similarity": 0.95,
+          "concentration_similarity": 0.585,
+          "shared_filenames": [
+            "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
+            "src/transformers/models/qwen3_5/modular_qwen3_5.py",
+            "tests/models/qwen3_5/test_modeling_qwen3_5.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/qwen3_5",
+            "src/transformers/models",
+            "tests/models/qwen3_5",
+            "src/transformers",
+            "tests/models",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 44664,
+          "right_pr_number": 45034,
+          "similarity": 0.321,
+          "content_similarity": 0.166,
+          "size_similarity": 0.44,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.777,
+          "shared_filenames": [
+            "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
+            "src/transformers/models/qwen3_5/modular_qwen3_5.py",
+            "tests/models/qwen3_5/test_modeling_qwen3_5.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/qwen3_5",
+            "src/transformers/models",
+            "tests/models/qwen3_5",
+            "src/transformers",
+            "tests/models",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-43488-3",
       "pr_numbers": [
@@ -2409,14 +2705,16 @@
       "shared_directories": [
         "tests/models/vit",
         "tests/models",
-        "tests"
+        "tests",
+        "src/transformers",
+        "src"
       ],
       "pairwise": [
         {
           "left_pr_number": 43665,
           "right_pr_number": 45476,
           "similarity": 0.401,
-          "content_similarity": 0.294,
+          "content_similarity": 0.293,
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           "breadth_similarity": 0.5,
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@@ -2450,7 +2748,7 @@
           "left_pr_number": 43488,
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           "similarity": 0.339,
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@@ -2475,7 +2773,7 @@
         44550
       ],
       "representative_pr_number": 44550,
-      "average_similarity": 0.373,
+      "average_similarity": 0.372,
       "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
       "shared_filenames": [],
       "shared_directories": [
@@ -2551,7 +2849,9 @@
         "tests/models/gpt_neo",
         "src/transformers/models",
         "tests/models",
-        "tests"
+        "src/transformers",
+        "tests",
+        "src"
       ],
       "pairwise": [
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@@ -2676,7 +2976,7 @@
           "left_pr_number": 40962,
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           "concentration_similarity": 0.832,
@@ -2720,7 +3020,9 @@
         "src/transformers/loss/loss_utils.py"
       ],
       "shared_directories": [
-        "src/transformers/loss"
+        "src/transformers/loss",
+        "src/transformers",
+        "src"
       ],
       "pairwise": [
         {
@@ -2749,7 +3051,7 @@
         43775
       ],
       "representative_pr_number": 43543,
-      "average_similarity": 0.819,
+      "average_similarity": 0.82,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/jetmoe/modeling_jetmoe.py`, `src/transformers/models/dbrx/modeling_dbrx.py`, `src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py`; representative PR #43543.",
       "shared_filenames": [
         "src/transformers/models/jetmoe/modeling_jetmoe.py",
@@ -2775,8 +3077,8 @@
         {
           "left_pr_number": 43543,
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-          "similarity": 0.819,
-          "content_similarity": 0.913,
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           "concentration_similarity": 1.0,
@@ -2814,7 +3116,7 @@
         45645
       ],
       "representative_pr_number": 45639,
-      "average_similarity": 0.782,
+      "average_similarity": 0.783,
       "summary": "2 open PRs share weighted file overlap around `tests/utils/test_testing_utils.py`, `src/transformers/testing_utils.py`; representative PR #45639.",
       "shared_filenames": [
         "tests/utils/test_testing_utils.py",
@@ -2822,14 +3124,16 @@
       ],
       "shared_directories": [
         "tests/utils",
-        "tests"
+        "src/transformers",
+        "tests",
+        "src"
       ],
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         {
           "left_pr_number": 45639,
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-          "similarity": 0.782,
-          "content_similarity": 0.844,
+          "similarity": 0.783,
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@@ -2853,7 +3157,7 @@
         44375
       ],
       "representative_pr_number": 36895,
-      "average_similarity": 0.759,
+      "average_similarity": 0.761,
       "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/rf_detr.md`, `src/transformers/loss/loss_lw_detr.py`, `src/transformers/models/rf_detr/__init__.py`; representative PR #36895.",
       "shared_filenames": [
         "docs/source/en/model_doc/rf_detr.md",
@@ -2879,8 +3183,8 @@
         {
           "left_pr_number": 36895,
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-          "similarity": 0.759,
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+          "similarity": 0.761,
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           "breadth_similarity": 0.866,
           "concentration_similarity": 0.93,
@@ -2918,20 +3222,22 @@
         45523
       ],
       "representative_pr_number": 41901,
-      "average_similarity": 0.716,
+      "average_similarity": 0.718,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/executorch.py`; representative PR #41901.",
       "shared_filenames": [
         "src/transformers/integrations/executorch.py"
       ],
       "shared_directories": [
-        "src/transformers/integrations"
+        "src/transformers/integrations",
+        "src/transformers",
+        "src"
       ],
       "pairwise": [
         {
           "left_pr_number": 41901,
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-          "similarity": 0.716,
-          "content_similarity": 0.774,
+          "similarity": 0.718,
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@@ -2953,7 +3259,7 @@
         45144
       ],
       "representative_pr_number": 43020,
-      "average_similarity": 0.712,
+      "average_similarity": 0.714,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/mimo_v2_flash/__init__.py`, `src/transformers/models/mimo_v2_flash/configuration_mimo_v2_flash.py`, `src/transformers/models/mimo_v2_flash/convert_mimo_v2_flash_weights_to_hf.py`; representative PR #43020.",
       "shared_filenames": [
         "src/transformers/models/mimo_v2_flash/__init__.py",
@@ -2971,14 +3277,16 @@
         "tests/models/mimo_v2_flash",
         "src/transformers/models",
         "tests/models",
-        "tests"
+        "src/transformers",
+        "tests",
+        "src"
       ],
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         {
           "left_pr_number": 43020,
           "right_pr_number": 45144,
-          "similarity": 0.712,
-          "content_similarity": 0.711,
+          "similarity": 0.714,
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@@ -3012,18 +3320,21 @@
         43469
       ],
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-      "average_similarity": 0.682,
+      "average_similarity": 0.684,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/hf_argparser.py`; representative PR #41441.",
       "shared_filenames": [
         "src/transformers/hf_argparser.py"
       ],
-      "shared_directories": [],
+      "shared_directories": [
+        "src/transformers",
+        "src"
+      ],
       "pairwise": [
         {
           "left_pr_number": 41441,
           "right_pr_number": 43469,
-          "similarity": 0.682,
-          "content_similarity": 0.753,
+          "similarity": 0.684,
+          "content_similarity": 0.755,
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           "breadth_similarity": 0.5,
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@@ -3044,7 +3355,7 @@
         45480
       ],
       "representative_pr_number": 43747,
-      "average_similarity": 0.679,
+      "average_similarity": 0.678,
       "summary": "2 open PRs share weighted file overlap around `tests/quantization/compressed_tensors_integration/test_compressed_models.py`; representative PR #43747.",
       "shared_filenames": [
         "tests/quantization/compressed_tensors_integration/test_compressed_models.py"
@@ -3058,8 +3369,8 @@
         {
           "left_pr_number": 43747,
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-          "similarity": 0.679,
-          "content_similarity": 0.631,
+          "similarity": 0.678,
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           "breadth_similarity": 1.0,
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@@ -3081,20 +3392,22 @@
         43816
       ],
       "representative_pr_number": 43779,
-      "average_similarity": 0.665,
+      "average_similarity": 0.667,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/integration_utils.py`; representative PR #43779.",
       "shared_filenames": [
         "src/transformers/integrations/integration_utils.py"
       ],
       "shared_directories": [
-        "src/transformers/integrations"
+        "src/transformers/integrations",
+        "src/transformers",
+        "src"
       ],
       "pairwise": [
         {
           "left_pr_number": 43779,
           "right_pr_number": 43816,
-          "similarity": 0.665,
-          "content_similarity": 0.683,
+          "similarity": 0.667,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3116,7 +3429,7 @@
         45627
       ],
       "representative_pr_number": 42668,
-      "average_similarity": 0.661,
+      "average_similarity": 0.662,
       "summary": "2 open PRs share weighted file overlap around `tests/models/auto/test_processor_auto.py`, `src/transformers/processing_utils.py`; representative PR #42668.",
       "shared_filenames": [
         "tests/models/auto/test_processor_auto.py",
@@ -3125,14 +3438,16 @@
       "shared_directories": [
         "tests/models/auto",
         "tests/models",
-        "tests"
+        "src/transformers",
+        "tests",
+        "src"
       ],
       "pairwise": [
         {
           "left_pr_number": 42668,
           "right_pr_number": 45627,
-          "similarity": 0.661,
-          "content_similarity": 0.805,
+          "similarity": 0.662,
+          "content_similarity": 0.807,
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           "breadth_similarity": 0.216,
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@@ -3157,21 +3472,23 @@
         44116
       ],
       "representative_pr_number": 44101,
-      "average_similarity": 0.56,
+      "average_similarity": 0.563,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/flaubert/modeling_flaubert.py`; representative PR #44101.",
       "shared_filenames": [
         "src/transformers/models/flaubert/modeling_flaubert.py"
       ],
       "shared_directories": [
         "src/transformers/models/flaubert",
-        "src/transformers/models"
+        "src/transformers/models",
+        "src/transformers",
+        "src"
       ],
       "pairwise": [
         {
           "left_pr_number": 44101,
           "right_pr_number": 44116,
-          "similarity": 0.56,
-          "content_similarity": 0.624,
+          "similarity": 0.563,
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           "breadth_similarity": 0.5,
           "concentration_similarity": 0.507,
@@ -3187,55 +3504,6 @@
         }
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-      "pr_numbers": [
-        43532,
-        43649
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-      "representative_pr_number": 43532,
-      "average_similarity": 0.516,
-      "summary": "2 open PRs share weighted file overlap around `.github/workflows/self-comment-ci.yml`, `utils/notification_service.py`, `.github/workflows/self-scheduled.yml`; representative PR #43532.",
-      "shared_filenames": [
-        ".github/workflows/self-comment-ci.yml",
-        "utils/notification_service.py",
-        ".github/workflows/self-scheduled.yml",
-        "tests/models/vit/test_modeling_vit.py"
-      ],
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       "summary": "2 open PRs share weighted file overlap around `tests/models/video_llama_3/test_modeling_video_llama_3.py`, `src/transformers/models/glm_ocr/modular_glm_ocr.py`, `src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py`; representative PR #41992.",
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+      "summary": "2 open PRs share weighted file overlap around `.github/workflows/self-comment-ci.yml`, `utils/notification_service.py`, `.github/workflows/self-scheduled.yml`; representative PR #43532.",
+      "shared_filenames": [
+        ".github/workflows/self-comment-ci.yml",
+        "utils/notification_service.py",
+        ".github/workflows/self-scheduled.yml",
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+        ".github/workflows",
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       ],
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       "summary": "2 open PRs share weighted file overlap around `src/transformers/heterogeneity/__init__.py`, `src/transformers/heterogeneity/configuration_utils.py`, `tests/heterogeneity/__init__.py`; representative PR #45332.",
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+  "extracted_at": "2026-05-04T06:00:33Z",
+  "repo": "huggingface/transformers",
+  "snapshot_id": "20260504T060033Z",
+  "watermark": {
+    "effective_since": "2026-05-04T00:00:33Z",
+    "next_since": "2026-05-04T06:00:33Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260504T000033Z/manifest.json",
-  "latest_snapshot_id": "20260504T000033Z",
+  "archived_manifest_path": "snapshots/20260504T060033Z/manifest.json",
+  "latest_snapshot_id": "20260504T060033Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-05-04T00:00:33Z",
+  "next_since": "2026-05-04T06:00:33Z",
   "repo": "huggingface/transformers",
-  "snapshot_dir": "snapshots/20260504T000033Z"
+  "snapshot_dir": "snapshots/20260504T060033Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-05-03T18:00:31Z",
-  "last_successful_snapshot_id": "20260504T000033Z",
-  "next_since": "2026-05-04T00:00:33Z",
+  "effective_since": "2026-05-04T00:00:33Z",
+  "last_successful_snapshot_id": "20260504T060033Z",
+  "next_since": "2026-05-04T06:00:33Z",
   "repo": "huggingface/transformers",
-  "updated_at": "2026-05-04T00:00:33Z"
+  "updated_at": "2026-05-04T06:00:33Z"
 }