Refresh transformers dataset snapshot 20260721T120029Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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-        "closed_unmerged_pr_rate": null,
-        "still_open_pr_rate": null,
-        "distinct_repos_with_authored_prs": null,
-        "distinct_repos_with_open_prs": null
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 46157,
-            "title": "chore: enable Dependabot weekly GitHub Actions bumps",
-            "url": "https://github.com/huggingface/transformers/pull/46157",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-05-22T10:13:42Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46156,
-            "title": "chore: enable Dependabot weekly GitHub Actions bumps",
-            "url": "https://github.com/huggingface/transformers/pull/46156",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-05-22T09:25:47Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": "[{\"type\": \"NOT_FOUND\", \"path\": [\"user\"], \"locations\": [{\"line\": 13, \"column\": 3}], \"message\": \"Could not resolve to a User with the login of 'hf-dependantbot-rollout[bot]'.\"}]"
-    },
     {
       "author_login": "Jaeyo314",
       "name": null,
@@ -14250,12 +14183,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AOmkumarSolanki",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AOmkumarSolanki",
       "repo_first_seen_at": "2026-06-26T02:23:31Z",
-      "repo_last_seen_at": "2026-06-29T12:50:27Z",
+      "repo_last_seen_at": "2026-07-21T11:14:44Z",
       "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 12,
+      "repo_artifact_count": 13,
       "snapshot_issue_count": 1,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 2,
+      "snapshot_comment_count": 3,
       "snapshot_review_count": 4,
       "snapshot_review_comment_count": 4,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
@@ -17594,63 +17527,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "DiwanshuG",
-      "name": "Diwanshu Gangwar",
-      "profile_url": "https://github.com/DiwanshuG",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADiwanshuG",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADiwanshuG",
-      "repo_first_seen_at": "2026-05-22T10:39:02Z",
-      "repo_last_seen_at": "2026-05-22T10:39:02Z",
-      "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": "NONE",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 1279,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "medium",
-      "heuristic_note": "many recent closed-unmerged PRs; high open PR share; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 2,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 1,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 0.5,
-        "still_open_pr_rate": 0.5,
-        "distinct_repos_with_authored_prs": 2,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 46158,
-            "title": "Add beginner-friendly RAG example",
-            "url": "https://github.com/huggingface/transformers/pull/46158",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-05-22T10:39:02Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "EdoardoMosca",
       "name": "Edoardo Mosca",
@@ -22545,14 +22421,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AShareLer",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AShareLer",
       "repo_first_seen_at": "2026-07-08T10:26:48Z",
-      "repo_last_seen_at": "2026-07-21T02:30:34Z",
+      "repo_last_seen_at": "2026-07-21T08:00:52Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 27,
+      "repo_artifact_count": 31,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
       "snapshot_comment_count": 4,
-      "snapshot_review_count": 11,
-      "snapshot_review_comment_count": 11,
+      "snapshot_review_count": 13,
+      "snapshot_review_comment_count": 13,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,

new-contributors-report.md

@@ -1,18 +1,18 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260721T060018Z`
-- Generated: `2026-07-21T06:01:54Z`
+- Snapshot: `20260721T120029Z`
+- Generated: `2026-07-21T12:02:12Z`
 - Activity window: `60d`
-- Contributors: `359`
+- Contributors: `357`
 
 ## 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 | `2022-08-08T13:56:20Z` | 142 | 1 | 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` | 122 | 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` | 124 | 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` | 116 | 7 | 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` | 111 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 112 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-07-19T13:27:51Z` | 102 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 83 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 71 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
@@ -28,8 +28,8 @@
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 35 | 5 | strong | moderate | low | high recent PR volume |
 | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 34 | 0 | strong | low | low | targets high-star repos |
 | `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | CONTRIBUTOR | ?d | `2026-05-13T06:40:41Z` | 34 | 0 | n/a | n/a | n/a | summary unavailable |
+| `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 30 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
 | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3752d | `2025-08-10T08:43:09Z` | 30 | 0 | weak | moderate | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
-| `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 29 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 28 | 15 | strong | moderate | low | extremely high recent PR volume; 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 |
 | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 24 | 0 | strong | moderate | low | — |
@@ -50,7 +50,6 @@
 | `kylesayrs` | [profile](https://github.com/kylesayrs) | no | CONTRIBUTOR | 3784d | `2025-07-28T19:40:18Z` | 9 | 2 | mixed | moderate | medium | high recent PR volume; high open PR share |
 | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 9 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `webtecnica` | [profile](https://github.com/webtecnica) | no | FIRST_TIME_CONTRIBUTOR | 2051d | `2026-07-19T03:43:20Z` | 9 | 0 | weak | moderate | medium | extremely high recent PR volume; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 8 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2022-10-14T20:02:21Z` | 8 | 1 | strong | low | low | high recent PR volume |
 | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 8 | 0 | n/a | n/a | n/a | summary unavailable |
 | `SebTardif` | [profile](https://github.com/SebTardif) | no | CONTRIBUTOR | 5216d | `2026-05-19T17:17:53Z` | 8 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
@@ -71,7 +70,6 @@
 | `ishan-1010` | [profile](https://github.com/ishan-1010) | no | CONTRIBUTOR | 1588d | `2026-06-01T06:07:21Z` | 4 | 4 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3573d | `2026-04-02T19:05:35Z` | 4 | 0 | strong | low | low | targets high-star repos |
 | `muhamedfazalps` | [profile](https://github.com/muhamedfazalps) | no | CONTRIBUTOR | 1469d | `2026-06-23T06:57:49Z` | 4 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
-| `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 4 | 0 | mixed | low | low | — |
 | `rodrigoheniquesouza` | [profile](https://github.com/rodrigoheniquesouza) | no | NONE | 19d | `2026-07-13T03:46:02Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
 | `samyuktahegde` | [profile](https://github.com/samyuktahegde) | no | CONTRIBUTOR | 3567d | `2026-07-06T07:32:26Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `ZAID646` | [profile](https://github.com/ZAID646) | no | FIRST_TIME_CONTRIBUTOR | 1315d | `2026-07-01T18:24:26Z` | 4 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -91,12 +89,14 @@
 | `Sreekant13` | [profile](https://github.com/Sreekant13) | no | CONTRIBUTOR | 2339d | `2026-07-04T18:14:38Z` | 3 | 0 | mixed | high | medium | broad repo spread; high open PR share; no visible non-self stars |
 | `Vitaliy-Pikalo` | [profile](https://github.com/Vitaliy-Pikalo) | no | NONE | 636d | `2026-06-21T01:56:59Z` | 3 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5791d | `2024-10-17T15:17:05Z` | 11 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
+| `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 8 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3449d | `2026-03-09T09:03:10Z` | 5 | 0 | mixed | low | low | — |
 | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 5 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `qflen` | [profile](https://github.com/qflen) | no | CONTRIBUTOR | 479d | `2026-04-25T02:09:42Z` | 4 | 4 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2500d | `2025-10-30T12:45:06Z` | 4 | 1 | mixed | moderate | low | — |
 | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `irfaan101` | [profile](https://github.com/irfaan101) | no | CONTRIBUTOR | 613d | `2026-05-16T11:43:33Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 4 | 0 | mixed | low | low | — |
 | `gante` | [profile](https://github.com/gante) | no | CONTRIBUTOR | 4054d | `2023-02-24T12:09:33Z` | 3 | 2 | strong | low | low | targets high-star repos |
 | `tengomucho` | [profile](https://github.com/tengomucho) | no | MEMBER | 4442d | `2026-04-29T09:26:52Z` | 3 | 1 | mixed | low | low | — |
 | `yuvrajsharma9981` | [profile](https://github.com/yuvrajsharma9981) | no | FIRST_TIME_CONTRIBUTOR | 3814d | `2026-05-21T22:27:49Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -118,7 +118,6 @@
 | `Functionhx` | [profile](https://github.com/Functionhx) | no | FIRST_TIME_CONTRIBUTOR | 753d | `2026-07-09T12:40:10Z` | 2 | 0 | weak | high | low | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `goingforstudying-ctrl` | [profile](https://github.com/goingforstudying-ctrl) | no | FIRST_TIME_CONTRIBUTOR | 120d | `2026-06-02T23:21:10Z` | 2 | 0 | weak | very high | high | young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `Goutam16-Withcode` | [profile](https://github.com/Goutam16-Withcode) | no | FIRST_TIME_CONTRIBUTOR | 666d | `2026-06-08T11:27:05Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `hf-dependantbot-rollout[bot]` | [profile](https://github.com/hf-dependantbot-rollout[bot]) | no | CONTRIBUTOR | ?d | `2026-05-22T09:25:47Z` | 2 | 0 | n/a | n/a | n/a | summary unavailable |
 | `Jaeyo314` | [profile](https://github.com/Jaeyo314) | no | FIRST_TIMER | 289d | `2026-05-26T16:18:11Z` | 2 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `Jatinverma0786` | [profile](https://github.com/Jatinverma0786) | no | FIRST_TIME_CONTRIBUTOR | 2165d | `2026-07-05T03:47:16Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `JulietChinenyeDuru` | [profile](https://github.com/JulietChinenyeDuru) | no | NONE | 357d | `2026-06-05T04:17:33Z` | 2 | 0 | weak | low | low | young account; high open PR share |
@@ -247,7 +246,6 @@
 | `divya234-hue` | [profile](https://github.com/divya234-hue) | no | FIRST_TIMER | 553d | `2026-07-06T08:47:57Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `DivyanshPoothiya` | [profile](https://github.com/DivyanshPoothiya) | no | NONE | 1132d | `2026-07-11T13:33:40Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Diwak4r` | [profile](https://github.com/Diwak4r) | no | NONE | 696d | `2026-07-09T08:10:37Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `DiwanshuG` | [profile](https://github.com/DiwanshuG) | no | NONE | 1279d | `2026-05-22T10:39:02Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `EdoardoMosca` | [profile](https://github.com/EdoardoMosca) | no | NONE | 2778d | `2026-06-30T12:56:34Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `efazal` | [profile](https://github.com/efazal) | no | CONTRIBUTOR | 475d | `2026-06-22T22:56:50Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `egesabanci` | [profile](https://github.com/egesabanci) | no | FIRST_TIME_CONTRIBUTOR | 2529d | `2026-07-20T14:28:04Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
@@ -401,12 +399,12 @@ 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: `2026-07-21T05:17:49Z`
+- repo last seen: `2026-07-21T09:18:15Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **122**
-- snapshot authored PRs/issues: **122 PRs / 0 issues**
-- snapshot discussion activity: **286 comments / 407 reviews / 658 review comments**
+- repo primary artifacts: **124**
+- snapshot authored PRs/issues: **124 PRs / 0 issues**
+- snapshot discussion activity: **287 comments / 407 reviews / 658 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`
@@ -414,9 +412,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #47452: Align all mambas to latest best standards for much more coverage](https://github.com/huggingface/transformers/pull/47452) — open
+- [PR #47450: Simplify function dispatch for linear attention](https://github.com/huggingface/transformers/pull/47450) — open
 - [PR #47447: [cache] Allow sliding window layers to be roll-backed for speculative decoding](https://github.com/huggingface/transformers/pull/47447) — open
-- [PR #47361: Fix assisted decoding for models with EncoderDecoder cache & OlmoHybrid](https://github.com/huggingface/transformers/pull/47361) — closed, merged
-- [PR #47359: Fix sdpa prefill with position_bias](https://github.com/huggingface/transformers/pull/47359) — closed, merged
 
 ### `tarekziade`
 
@@ -450,11 +448,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
 - repo first seen: `2025-06-20T09:58:55Z`
-- repo last seen: `2026-07-21T02:10:04Z`
+- repo last seen: `2026-07-21T08:33:52Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **115**
-- snapshot authored PRs/issues: **111 PRs / 4 issues**
+- repo primary artifacts: **116**
+- snapshot authored PRs/issues: **112 PRs / 4 issues**
 - snapshot discussion activity: **97 comments / 116 reviews / 115 review comments**
 - account age: **3934 days**
 - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
@@ -463,9 +461,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #47449: fix failed test cases for qwen3_omni_moe model](https://github.com/huggingface/transformers/pull/47449) — open
 - [PR #47423: Fix multi-device mxfp4 dequantization race in `_convert_moe_packed_tensors`](https://github.com/huggingface/transformers/pull/47423) — open
 - [PR #47356: Fix model tests for tipsv2](https://github.com/huggingface/transformers/pull/47356) — closed, merged
-- [PR #47292: tipsv2_dpt: fix failing tests for XPU](https://github.com/huggingface/transformers/pull/47292) — open
 - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
 - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
 - [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
@@ -476,12 +474,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
 - repo first seen: `2024-07-19T13:27:51Z`
-- repo last seen: `2026-07-20T10:12:49Z`
+- repo last seen: `2026-07-21T11:59:54Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **102**
 - snapshot authored PRs/issues: **102 PRs / 0 issues**
-- snapshot discussion activity: **727 comments / 1167 reviews / 2461 review comments**
+- snapshot discussion activity: **732 comments / 1173 reviews / 2481 review comments**
 - account age: **1508 days**
 - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
 - public orgs: `huggingface`, `deeppavlov`
@@ -489,7 +487,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #47383: [Kimi] add integration tests](https://github.com/huggingface/transformers/pull/47383) — open
+- [PR #47383: [Kimi] add integration tests](https://github.com/huggingface/transformers/pull/47383) — closed, merged
 - [PR #47175: Olmo3 CI](https://github.com/huggingface/transformers/pull/47175) — open
 - [PR #46977: Use standard arg names in Mllama](https://github.com/huggingface/transformers/pull/46977) — closed, merged
 
@@ -695,12 +693,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshaljanjani)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshaljanjani)
 - repo first seen: `2025-09-17T20:29:13Z`
-- repo last seen: `2026-07-18T09:20:10Z`
+- repo last seen: `2026-07-21T06:42:12Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **57**
 - snapshot authored PRs/issues: **37 PRs / 20 issues**
-- snapshot discussion activity: **117 comments / 164 reviews / 164 review comments**
+- snapshot discussion activity: **118 comments / 164 reviews / 164 review comments**
 - account age: **1961 days**
 - recent public PR activity: **18 PRs** (15 merged / 0 closed-unmerged / 3 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
 - public orgs: none visible
@@ -708,7 +706,7 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #47300: fix(musicflamingo): Fix dtype mismatch with _keep_in_fp32_modules_strict override](https://github.com/huggingface/transformers/pull/47300) — open
+- [PR #47300: fix(musicflamingo): Fix dtype mismatch with _keep_in_fp32_modules_strict override](https://github.com/huggingface/transformers/pull/47300) — closed
 - [PR #46992: feat[vLLM x v5]: Rename audio_processor to feature_extractor on Granite Speech and Phi-4 Multimodal processors](https://github.com/huggingface/transformers/pull/46992) — closed
 - [PR #46825: model: Add NVIDIA Canary-1B-v2 to Transformers](https://github.com/huggingface/transformers/pull/46825) — open
 - [Issue #45198: [BUG] Wav2Vec2 wav2vec2-lv-60-espeak-cv-ft: save_pretrained and tokenization fail](https://github.com/huggingface/transformers/issues/45198) — closed
@@ -744,12 +742,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
 - repo first seen: `2025-07-04T08:41:29Z`
-- repo last seen: `2026-07-20T19:28:16Z`
+- repo last seen: `2026-07-21T11:39:04Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **40**
 - snapshot authored PRs/issues: **36 PRs / 4 issues**
-- snapshot discussion activity: **87 comments / 572 reviews / 524 review comments**
+- snapshot discussion activity: **87 comments / 579 reviews / 530 review comments**
 - account age: **2354 days**
 - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
 - public orgs: `huggingface`, `Chouafa`
@@ -784,7 +782,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #47014: 🚨 Enable SDPA (and other attention backends) for T5 and propagate to the T5 family](https://github.com/huggingface/transformers/pull/47014) — open
-- [PR #46974: Fix typo in `MusicgenForCausalLM.generate()`](https://github.com/huggingface/transformers/pull/46974) — open
+- [PR #46974: Fix typo in `MusicgenForCausalLM.generate()`](https://github.com/huggingface/transformers/pull/46974) — closed, merged
 - [PR #46952: Fix shape mismatch in KyutaiSpeechToText `generate()` last window](https://github.com/huggingface/transformers/pull/46952) — open
 - [Issue #47312: Incompatible with kernels 0.16](https://github.com/huggingface/transformers/issues/47312) — open
 - [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — closed
@@ -837,6 +835,31 @@ Example artifacts:
 - [PR #47444: [serge] Fix 8 integration tests for model `mpt` failing with `load_error` (other (8))](https://github.com/huggingface/transformers/pull/47444) — open
 - [PR #47443: [serge] Fix 8 integration tests for model `deepseek_v32` failing with `other` (other (8))](https://github.com/huggingface/transformers/pull/47443) — open
 
+### `hmellor`
+
+- profile: [github.com/hmellor](https://github.com/hmellor)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahmellor)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahmellor)
+- repo first seen: `2025-08-14T10:03:14Z`
+- repo last seen: `2026-07-21T09:08:54Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **32**
+- snapshot authored PRs/issues: **30 PRs / 2 issues**
+- snapshot discussion activity: **34 comments / 69 reviews / 40 review comments**
+- account age: **3592 days**
+- recent public PR activity: **79 PRs** (72 merged / 3 closed-unmerged / 4 open; merged rate **91%**, closed-unmerged rate **4%**, open rate **5%**)
+- public orgs: `huggingface`, `vllm-project`
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #47451: Use metadata instead of string matching to pad `value_states` in MLA models](https://github.com/huggingface/transformers/pull/47451) — open
+- [PR #47435: Fix yarn `mscale_all_dim` for DeepSeek v2 and Mistral 4](https://github.com/huggingface/transformers/pull/47435) — closed, merged
+- [PR #47384: Use new `per_layer_config` for Gemma 4 so that heterogeneous attention config is explicit](https://github.com/huggingface/transformers/pull/47384) — open
+- [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
+- [Issue #42738: BERT-like models with RoPE](https://github.com/huggingface/transformers/issues/42738) — open
+
 ### `cyyever`
 
 - profile: [github.com/cyyever](https://github.com/cyyever)
@@ -860,31 +883,6 @@ Example artifacts:
 - [PR #46917: Remove deprecated training args](https://github.com/huggingface/transformers/pull/46917) — open
 - [PR #46579: Fix typos in code](https://github.com/huggingface/transformers/pull/46579) — closed, merged
 
-### `hmellor`
-
-- profile: [github.com/hmellor](https://github.com/hmellor)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahmellor)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahmellor)
-- repo first seen: `2025-08-14T10:03:14Z`
-- repo last seen: `2026-07-20T17:47:52Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **31**
-- snapshot authored PRs/issues: **29 PRs / 2 issues**
-- snapshot discussion activity: **33 comments / 69 reviews / 40 review comments**
-- account age: **3592 days**
-- recent public PR activity: **79 PRs** (72 merged / 3 closed-unmerged / 4 open; merged rate **91%**, closed-unmerged rate **4%**, open rate **5%**)
-- public orgs: `huggingface`, `vllm-project`
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #47435: Fix yarn `mscale_all_dim` for DeepSeek v2 and Mistral 4](https://github.com/huggingface/transformers/pull/47435) ��� closed, merged
-- [PR #47384: Use new `per_layer_config` for Gemma 4 so that heterogeneous attention config is explicit](https://github.com/huggingface/transformers/pull/47384) — open
-- [PR #47296: Make `MODEL_IDS_TO_TOKENIZERS_BACKEND` capture all DeepSeek R1 distills](https://github.com/huggingface/transformers/pull/47296) — closed, merged
-- [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
-- [Issue #42738: BERT-like models with RoPE](https://github.com/huggingface/transformers/issues/42738) — open
-
 ### `qgallouedec`
 
 - profile: [github.com/qgallouedec](https://github.com/qgallouedec)
@@ -1080,12 +1078,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
 - repo first seen: `2025-07-25T12:59:52Z`
-- repo last seen: `2026-07-20T16:48:07Z`
+- repo last seen: `2026-07-21T11:56:22Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **15**
 - snapshot authored PRs/issues: **15 PRs / 0 issues**
-- snapshot discussion activity: **91 comments / 438 reviews / 1189 review comments**
+- snapshot discussion activity: **92 comments / 442 reviews / 1193 review comments**
 - account age: **4714 days**
 - recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: `LCAV`
@@ -1103,12 +1101,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
 - repo first seen: `2024-06-13T14:13:17Z`
-- repo last seen: `2026-07-20T13:40:57Z`
+- repo last seen: `2026-07-21T08:55:12Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **15**
 - snapshot authored PRs/issues: **14 PRs / 1 issues**
-- snapshot discussion activity: **55 comments / 263 reviews / 742 review comments**
+- snapshot discussion activity: **55 comments / 264 reviews / 745 review comments**
 - account age: **2914 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
@@ -1355,32 +1353,6 @@ Example artifacts:
 - [PR #47416: fix: handle list input for special_tokens (#47110)](https://github.com/huggingface/transformers/pull/47416) — closed
 - [PR #47415: fix: serialize ContinuousBatchingConfig properly instead of null (#47039)](https://github.com/huggingface/transformers/pull/47415) — closed
 
-### `albertvillanova`
-
-- profile: [github.com/albertvillanova](https://github.com/albertvillanova)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aalbertvillanova)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aalbertvillanova)
-- repo first seen: `2026-01-17T10:42:01Z`
-- repo last seen: `2026-07-08T04:42:21Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **11**
-- snapshot authored PRs/issues: **8 PRs / 3 issues**
-- snapshot discussion activity: **25 comments / 12 reviews / 8 review comments**
-- account age: **4257 days**
-- recent public PR activity: **157 PRs** (143 merged / 10 closed-unmerged / 4 open; merged rate **91%**, closed-unmerged rate **6%**, open rate **3%**)
-- public orgs: `huggingface`, `aiinnova`, `bigscience-workshop`
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **extremely high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #47155: Clarify that max_steps is required for datasets without __len__](https://github.com/huggingface/transformers/pull/47155) — closed, merged
-- [PR #47131: Fix false __len__ claims in Trainer docstrings](https://github.com/huggingface/transformers/pull/47131) — closed, merged
-- [PR #46155: Update dev version](https://github.com/huggingface/transformers/pull/46155) — closed
-- [Issue #45137: IndexError: pop from an empty deque with DeepSpeed ZeRO3](https://github.com/huggingface/transformers/issues/45137) — closed
-- [Issue #44273: Lazy loading is not working properly](https://github.com/huggingface/transformers/issues/44273) — closed
-- [Issue #43334: Qwen3-VL can't be loaded in transformers dev: AttributeError: 'Qwen3VLTextConfig' object has no attribute 'pad_token_id'](https://github.com/huggingface/transformers/issues/43334) — closed
-
 ### `IMvision12`
 
 - profile: [github.com/IMvision12](https://github.com/IMvision12)
@@ -1852,29 +1824,6 @@ Example artifacts:
 - [PR #46915: Fix broken code examples in DIA documentation](https://github.com/huggingface/transformers/pull/46915) — closed
 - [PR #46847: fix(qwen3_5): add linear_attn entries to base_model_tp_plan](https://github.com/huggingface/transformers/pull/46847) — closed
 
-### `rasmi`
-
-- profile: [github.com/rasmi](https://github.com/rasmi)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arasmi)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arasmi)
-- repo first seen: `2026-05-07T01:29:32Z`
-- repo last seen: `2026-06-29T11:56:47Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 5 reviews / 5 review comments**
-- account age: **4994 days**
-- recent public PR activity: **9 PRs** (5 merged / 1 closed-unmerged / 3 open; merged rate **56%**, closed-unmerged rate **11%**, open rate **33%**)
-- public orgs: `sagemath`, `google`, `google-deepmind`, `tensorflow`, `google-org`
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #46737: skip decorators must appear after @parameterized.expand in pytest](https://github.com/huggingface/transformers/pull/46737) — closed, merged
-- [PR #46207: Use inspect.getsource instead of open() for source-reading in _can_set_*_implementation](https://github.com/huggingface/transformers/pull/46207) — closed, merged
-- [PR #46152: Avoid reading self source code via file open()](https://github.com/huggingface/transformers/pull/46152) — open
-
 ### `rodrigoheniquesouza`
 
 - profile: [github.com/rodrigoheniquesouza](https://github.com/rodrigoheniquesouza)
@@ -2315,6 +2264,32 @@ Example artifacts:
 - [PR #47210: Route packed sdpa rows through torch.nn.attention.varlen.varlen_attn](https://github.com/huggingface/transformers/pull/47210) — open
 - [PR #45814: Add pretrained model-family distributed smoke matrix](https://github.com/huggingface/transformers/pull/45814) — open
 
+### `albertvillanova`
+
+- profile: [github.com/albertvillanova](https://github.com/albertvillanova)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aalbertvillanova)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aalbertvillanova)
+- repo first seen: `2026-01-17T10:42:01Z`
+- repo last seen: `2026-07-08T04:42:21Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **11**
+- snapshot authored PRs/issues: **8 PRs / 3 issues**
+- snapshot discussion activity: **25 comments / 12 reviews / 8 review comments**
+- account age: **4257 days**
+- recent public PR activity: **157 PRs** (143 merged / 10 closed-unmerged / 4 open; merged rate **91%**, closed-unmerged rate **6%**, open rate **3%**)
+- public orgs: `huggingface`, `aiinnova`, `bigscience-workshop`
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **extremely high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #47155: Clarify that max_steps is required for datasets without __len__](https://github.com/huggingface/transformers/pull/47155) — closed, merged
+- [PR #47131: Fix false __len__ claims in Trainer docstrings](https://github.com/huggingface/transformers/pull/47131) — closed, merged
+- [PR #46155: Update dev version](https://github.com/huggingface/transformers/pull/46155) — closed
+- [Issue #45137: IndexError: pop from an empty deque with DeepSpeed ZeRO3](https://github.com/huggingface/transformers/issues/45137) — closed
+- [Issue #44273: Lazy loading is not working properly](https://github.com/huggingface/transformers/issues/44273) — closed
+- [Issue #43334: Qwen3-VL can't be loaded in transformers dev: AttributeError: 'Qwen3VLTextConfig' object has no attribute 'pad_token_id'](https://github.com/huggingface/transformers/issues/43334) — closed
+
 ### `kmswin1`
 
 - profile: [github.com/kmswin1](https://github.com/kmswin1)
@@ -2457,6 +2432,29 @@ Example artifacts:
 - [PR #46181: fix(utils): register tensorflow_text in BACKENDS_MAPPING to prevent import error](https://github.com/huggingface/transformers/pull/46181) — closed
 - [PR #46027: docs: sync legacy ACL anthology URLs and update metrics across i18n READMEs](https://github.com/huggingface/transformers/pull/46027) — closed, merged
 
+### `rasmi`
+
+- profile: [github.com/rasmi](https://github.com/rasmi)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arasmi)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arasmi)
+- repo first seen: `2026-05-07T01:29:32Z`
+- repo last seen: `2026-06-29T11:56:47Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **4 comments / 5 reviews / 5 review comments**
+- account age: **4994 days**
+- recent public PR activity: **9 PRs** (5 merged / 1 closed-unmerged / 3 open; merged rate **56%**, closed-unmerged rate **11%**, open rate **33%**)
+- public orgs: `sagemath`, `google`, `google-deepmind`, `tensorflow`, `google-org`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #46737: skip decorators must appear after @parameterized.expand in pytest](https://github.com/huggingface/transformers/pull/46737) — closed, merged
+- [PR #46207: Use inspect.getsource instead of open() for source-reading in _can_set_*_implementation](https://github.com/huggingface/transformers/pull/46207) — closed, merged
+- [PR #46152: Avoid reading self source code via file open()](https://github.com/huggingface/transformers/pull/46152) — open
+
 ### `gante`
 
 - profile: [github.com/gante](https://github.com/gante)
@@ -2934,29 +2932,6 @@ Example artifacts:
 - [PR #46498: Transformers](https://github.com/huggingface/transformers/pull/46498) — closed
 - [PR #46497: Fix bugs in CI workflows, utils logic, and documentation syntax errors](https://github.com/huggingface/transformers/pull/46497) — closed
 
-### `hf-dependantbot-rollout[bot]`
-
-- profile: [github.com/hf-dependantbot-rollout[bot]](https://github.com/hf-dependantbot-rollout[bot])
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahf-dependantbot-rollout%5Bbot%5D)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahf-dependantbot-rollout%5Bbot%5D)
-- repo first seen: `2026-05-22T09:25:47Z`
-- repo last seen: `2026-05-22T10:13:42Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **? days**
-- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
-- public orgs: none visible
-- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
-- heuristic read: **summary unavailable**
-- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'hf-dependantbot-rollout[bot]'."}]`
-
-Example artifacts:
-- [PR #46157: chore: enable Dependabot weekly GitHub Actions bumps](https://github.com/huggingface/transformers/pull/46157) — closed, merged
-- [PR #46156: chore: enable Dependabot weekly GitHub Actions bumps](https://github.com/huggingface/transformers/pull/46156) — closed
-
 ### `Jaeyo314`
 
 - profile: [github.com/Jaeyo314](https://github.com/Jaeyo314)
@@ -4557,12 +4532,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AOmkumarSolanki)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AOmkumarSolanki)
 - repo first seen: `2026-06-26T02:23:31Z`
-- repo last seen: `2026-06-29T12:50:27Z`
+- repo last seen: `2026-07-21T11:14:44Z`
 - 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: **2 comments / 4 reviews / 4 review comments**
+- snapshot discussion activity: **3 comments / 4 reviews / 4 review comments**
 - account age: **1018 days**
 - recent public PR activity: **32 PRs** (3 merged / 11 closed-unmerged / 18 open; merged rate **9%**, closed-unmerged rate **34%**, open rate **56%**)
 - public orgs: `CSYE6225-Network-Struct-Cloud-Computing`
@@ -5756,27 +5731,6 @@ Example artifacts:
 Example artifacts:
 - [PR #47200: Fix double label shift in CohereAsr training loss](https://github.com/huggingface/transformers/pull/47200) — closed
 
-### `DiwanshuG`
-
-- profile: [github.com/DiwanshuG](https://github.com/DiwanshuG)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADiwanshuG)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADiwanshuG)
-- repo first seen: `2026-05-22T10:39:02Z`
-- repo last seen: `2026-05-22T10:39:02Z`
-- 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: **1279 days**
-- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46158: Add beginner-friendly RAG example](https://github.com/huggingface/transformers/pull/46158) — closed
-
 ### `EdoardoMosca`
 
 - profile: [github.com/EdoardoMosca](https://github.com/EdoardoMosca)
@@ -7568,12 +7522,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AShareLer)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AShareLer)
 - repo first seen: `2026-07-08T10:26:48Z`
-- repo last seen: `2026-07-21T02:30:34Z`
+- repo last seen: `2026-07-21T08:00:52Z`
 - 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: **4 comments / 11 reviews / 11 review comments**
+- snapshot discussion activity: **4 comments / 13 reviews / 13 review comments**
 - account age: **2684 days**
 - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
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-            "src/transformers/models/wavlm/modeling_wavlm.py"
+            "src/transformers/models/data2vec/modeling_data2vec_audio.py",
+            "src/transformers/models/hubert/modeling_hubert.py",
+            "src/transformers/models/sew/modeling_sew.py",
+            "src/transformers/models/sew_d/modeling_sew_d.py",
+            "src/transformers/models/unispeech/modeling_unispeech.py",
+            "src/transformers/models/unispeech_sat/modeling_unispeech_sat.py",
+            "src/transformers/models/wav2vec2/modeling_wav2vec2.py",
+            "src/transformers/models/wav2vec2_bert/modeling_wav2vec2_bert.py",
+            "src/transformers/models/wav2vec2_conformer/modeling_wav2vec2_conformer.py",
+            "src/transformers/models/wavlm/modeling_wavlm.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/data2vec",
+            "src/transformers/models/hubert",
+            "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"
+          ]
+        }
+      ]
+    },
+    {
+      "cluster_id": "pr-scope-45513-3",
+      "pr_numbers": [
+        45513,
+        46148,
+        47450
+      ],
+      "representative_pr_number": 47450,
+      "average_similarity": 0.493,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/qwen3_next/modular_qwen3_next.py`, `src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py`, `src/transformers/models/qwen3_next/modeling_qwen3_next.py`; representative PR #47450.",
+      "shared_filenames": [
+        "src/transformers/models/qwen3_next/modular_qwen3_next.py",
+        "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
+        "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
+        "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
+        "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
+        "src/transformers/models/qwen3_5/modular_qwen3_5.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/qwen3_next",
+        "src/transformers/models/qwen3_5_moe",
+        "src/transformers/models/qwen3_5",
+        "src/transformers/models",
+        "src/transformers",
+        "src",
+        "src/transformers/models/olmo_hybrid"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45513,
+          "right_pr_number": 47450,
+          "similarity": 0.609,
+          "content_similarity": 0.514,
+          "size_similarity": 0.933,
+          "breadth_similarity": 0.707,
+          "concentration_similarity": 0.776,
+          "shared_filenames": [
+            "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
+            "src/transformers/models/qwen3_5/modular_qwen3_5.py",
+            "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
+            "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
+            "src/transformers/models/qwen3_next/modular_qwen3_next.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/qwen3_5",
+            "src/transformers/models/qwen3_5_moe",
+            "src/transformers/models/qwen3_next",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 46148,
+          "right_pr_number": 47450,
+          "similarity": 0.486,
+          "content_similarity": 0.472,
+          "size_similarity": 0.214,
+          "breadth_similarity": 0.757,
+          "concentration_similarity": 0.964,
+          "shared_filenames": [
+            "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
+            "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
+            "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
+            "src/transformers/models/qwen3_next/modular_qwen3_next.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/qwen3_5",
+            "src/transformers/models/qwen3_5_moe",
+            "src/transformers/models/qwen3_next",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 45513,
+          "right_pr_number": 46148,
+          "similarity": 0.383,
+          "content_similarity": 0.363,
+          "size_similarity": 0.229,
+          "breadth_similarity": 0.536,
+          "concentration_similarity": 0.812,
+          "shared_filenames": [
+            "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
+            "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
+            "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
+            "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
+            "src/transformers/models/qwen3_next/modular_qwen3_next.py"
           ],
           "shared_directories": [
-            "src/transformers/models/data2vec",
-            "src/transformers/models/hubert",
-            "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/olmo_hybrid",
+            "src/transformers/models/qwen3_5",
+            "src/transformers/models/qwen3_5_moe",
+            "src/transformers/models/qwen3_next",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
           ]
         }
       ]
@@ -5288,7 +5501,7 @@
         47447
       ],
       "representative_pr_number": 47447,
-      "average_similarity": 0.487,
+      "average_similarity": 0.471,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/candidate_generator.py`, `src/transformers/generation/utils.py`, `tests/generation/test_utils.py`; representative PR #47447.",
       "shared_filenames": [
         "src/transformers/generation/candidate_generator.py",
@@ -5308,11 +5521,11 @@
         {
           "left_pr_number": 42655,
           "right_pr_number": 47447,
-          "similarity": 0.517,
-          "content_similarity": 0.489,
-          "size_similarity": 0.186,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.941,
+          "similarity": 0.485,
+          "content_similarity": 0.472,
+          "size_similarity": 0.193,
+          "breadth_similarity": 0.775,
+          "concentration_similarity": 0.961,
           "shared_filenames": [
             "src/transformers/cache_utils.py",
             "src/transformers/generation/candidate_generator.py",
@@ -5330,11 +5543,11 @@
         {
           "left_pr_number": 32189,
           "right_pr_number": 47447,
-          "similarity": 0.49,
-          "content_similarity": 0.411,
-          "size_similarity": 0.806,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.627,
+          "similarity": 0.472,
+          "content_similarity": 0.397,
+          "size_similarity": 0.835,
+          "breadth_similarity": 0.388,
+          "concentration_similarity": 0.607,
           "shared_filenames": [
             "src/transformers/generation/candidate_generator.py",
             "src/transformers/generation/utils.py"
@@ -5604,7 +5817,7 @@
         47165
       ],
       "representative_pr_number": 46269,
-      "average_similarity": 0.45,
+      "average_similarity": 0.449,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/models/apertus/configuration_apertus.py`, `src/transformers/models/apertus/modular_apertus.py`, `src/transformers/models/cohere/configuration_cohere.py`; representative PR #46269.",
       "shared_filenames": [
         "src/transformers/models/apertus/configuration_apertus.py",
@@ -5630,10 +5843,10 @@
         {
           "left_pr_number": 46269,
           "right_pr_number": 47165,
-          "similarity": 0.538,
-          "content_similarity": 0.582,
-          "size_similarity": 0.083,
-          "breadth_similarity": 0.773,
+          "similarity": 0.537,
+          "content_similarity": 0.578,
+          "size_similarity": 0.085,
+          "breadth_similarity": 0.789,
           "concentration_similarity": 0.825,
           "shared_filenames": [
             "src/transformers/models/afmoe/modeling_afmoe.py",
@@ -5696,11 +5909,11 @@
         {
           "left_pr_number": 46099,
           "right_pr_number": 47165,
-          "similarity": 0.403,
-          "content_similarity": 0.446,
-          "size_similarity": 0.152,
-          "breadth_similarity": 0.364,
-          "concentration_similarity": 0.63,
+          "similarity": 0.399,
+          "content_similarity": 0.441,
+          "size_similarity": 0.149,
+          "breadth_similarity": 0.357,
+          "concentration_similarity": 0.629,
           "shared_filenames": [
             "src/transformers/models/apertus/configuration_apertus.py",
             "src/transformers/models/apertus/modular_apertus.py",
@@ -5887,7 +6100,7 @@
         46917
       ],
       "representative_pr_number": 46917,
-      "average_similarity": 0.412,
+      "average_similarity": 0.413,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/image_processing_backends.py`; representative PR #46917.",
       "shared_filenames": [
         "src/transformers/image_processing_backends.py"
@@ -5916,8 +6129,8 @@
         {
           "left_pr_number": 46771,
           "right_pr_number": 46917,
-          "similarity": 0.422,
-          "content_similarity": 0.43,
+          "similarity": 0.423,
+          "content_similarity": 0.431,
           "size_similarity": 0.346,
           "breadth_similarity": 0.417,
           "concentration_similarity": 0.549,
@@ -5933,7 +6146,7 @@
           "left_pr_number": 46004,
           "right_pr_number": 46771,
           "similarity": 0.349,
-          "content_similarity": 0.409,
+          "content_similarity": 0.41,
           "size_similarity": 0.039,
           "breadth_similarity": 0.292,
           "concentration_similarity": 0.549,
@@ -6669,7 +6882,7 @@
         46461
       ],
       "representative_pr_number": 42824,
-      "average_similarity": 0.717,
+      "average_similarity": 0.718,
       "summary": "2 open PRs share weighted file overlap around `tests/utils/test_feature_extraction_utils.py`, `src/transformers/feature_extraction_utils.py`; representative PR #42824.",
       "shared_filenames": [
         "tests/utils/test_feature_extraction_utils.py",
@@ -6685,8 +6898,8 @@
         {
           "left_pr_number": 42824,
           "right_pr_number": 46461,
-          "similarity": 0.717,
-          "content_similarity": 0.747,
+          "similarity": 0.718,
+          "content_similarity": 0.748,
           "size_similarity": 0.652,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.928,
@@ -6773,7 +6986,7 @@
         45523
       ],
       "representative_pr_number": 41901,
-      "average_similarity": 0.71,
+      "average_similarity": 0.709,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/executorch.py`; representative PR #41901.",
       "shared_filenames": [
         "src/transformers/integrations/executorch.py"
@@ -6787,7 +7000,7 @@
         {
           "left_pr_number": 41901,
           "right_pr_number": 45523,
-          "similarity": 0.71,
+          "similarity": 0.709,
           "content_similarity": 0.765,
           "size_similarity": 0.158,
           "breadth_similarity": 1.0,
@@ -6810,7 +7023,7 @@
         43816
       ],
       "representative_pr_number": 43779,
-      "average_similarity": 0.66,
+      "average_similarity": 0.659,
       "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"
@@ -6824,7 +7037,7 @@
         {
           "left_pr_number": 43779,
           "right_pr_number": 43816,
-          "similarity": 0.66,
+          "similarity": 0.659,
           "content_similarity": 0.674,
           "size_similarity": 0.25,
           "breadth_similarity": 1.0,
@@ -6989,6 +7202,45 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-44228-2",
+      "pr_numbers": [
+        44228,
+        46324
+      ],
+      "representative_pr_number": 44228,
+      "average_similarity": 0.563,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/quantizers/quantizers_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44228.",
+      "shared_filenames": [
+        "src/transformers/quantizers/quantizers_utils.py",
+        "src/transformers/modeling_utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers/quantizers",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 44228,
+          "right_pr_number": 46324,
+          "similarity": 0.563,
+          "content_similarity": 0.599,
+          "size_similarity": 0.259,
+          "breadth_similarity": 0.583,
+          "concentration_similarity": 0.926,
+          "shared_filenames": [
+            "src/transformers/modeling_utils.py",
+            "src/transformers/quantizers/quantizers_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/quantizers",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-47290-2",
       "pr_numbers": [
@@ -6996,7 +7248,7 @@
         47384
       ],
       "representative_pr_number": 47290,
-      "average_similarity": 0.565,
+      "average_similarity": 0.557,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/gemma4_unified/configuration_gemma4_unified.py`, `src/transformers/models/diffusion_gemma/configuration_diffusion_gemma.py`, `src/transformers/models/gemma4_unified/modeling_gemma4_unified.py`; representative PR #47290.",
       "shared_filenames": [
         "src/transformers/models/gemma4_unified/configuration_gemma4_unified.py",
@@ -7022,8 +7274,8 @@
         {
           "left_pr_number": 47290,
           "right_pr_number": 47384,
-          "similarity": 0.565,
-          "content_similarity": 0.45,
+          "similarity": 0.557,
+          "content_similarity": 0.439,
           "size_similarity": 0.765,
           "breadth_similarity": 0.861,
           "concentration_similarity": 0.987,
@@ -7053,45 +7305,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-44228-2",
-      "pr_numbers": [
-        44228,
-        46324
-      ],
-      "representative_pr_number": 44228,
-      "average_similarity": 0.563,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/quantizers/quantizers_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44228.",
-      "shared_filenames": [
-        "src/transformers/quantizers/quantizers_utils.py",
-        "src/transformers/modeling_utils.py"
-      ],
-      "shared_directories": [
-        "src/transformers/quantizers",
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 44228,
-          "right_pr_number": 46324,
-          "similarity": 0.563,
-          "content_similarity": 0.599,
-          "size_similarity": 0.259,
-          "breadth_similarity": 0.583,
-          "concentration_similarity": 0.926,
-          "shared_filenames": [
-            "src/transformers/modeling_utils.py",
-            "src/transformers/quantizers/quantizers_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/quantizers",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-44101-2",
       "pr_numbers": [
@@ -7131,39 +7344,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-46224-2",
-      "pr_numbers": [
-        46224,
-        47357
-      ],
-      "representative_pr_number": 46224,
-      "average_similarity": 0.533,
-      "summary": "2 open PRs share weighted file overlap around `tests/test_fsdp_mixin.py`; representative PR #46224.",
-      "shared_filenames": [
-        "tests/test_fsdp_mixin.py"
-      ],
-      "shared_directories": [
-        "tests"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 46224,
-          "right_pr_number": 47357,
-          "similarity": 0.533,
-          "content_similarity": 0.657,
-          "size_similarity": 0.182,
-          "breadth_similarity": 0.087,
-          "concentration_similarity": 0.747,
-          "shared_filenames": [
-            "tests/test_fsdp_mixin.py"
-          ],
-          "shared_directories": [
-            "tests"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-45730-2",
       "pr_numbers": [
@@ -7171,7 +7351,7 @@
         47423
       ],
       "representative_pr_number": 45730,
-      "average_similarity": 0.532,
+      "average_similarity": 0.531,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/mxfp4.py`; representative PR #45730.",
       "shared_filenames": [
         "src/transformers/integrations/mxfp4.py"
@@ -7185,8 +7365,8 @@
         {
           "left_pr_number": 45730,
           "right_pr_number": 47423,
-          "similarity": 0.532,
-          "content_similarity": 0.501,
+          "similarity": 0.531,
+          "content_similarity": 0.5,
           "size_similarity": 0.207,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -7300,7 +7480,7 @@
         45128
       ],
       "representative_pr_number": 45056,
-      "average_similarity": 0.513,
+      "average_similarity": 0.512,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #45056.",
       "shared_filenames": [
         "src/transformers/utils/auto_docstring.py"
@@ -7314,8 +7494,8 @@
         {
           "left_pr_number": 45056,
           "right_pr_number": 45128,
-          "similarity": 0.513,
-          "content_similarity": 0.412,
+          "similarity": 0.512,
+          "content_similarity": 0.411,
           "size_similarity": 0.669,
           "breadth_similarity": 0.875,
           "concentration_similarity": 0.724,
@@ -7337,7 +7517,7 @@
         47370
       ],
       "representative_pr_number": 45666,
-      "average_similarity": 0.504,
+      "average_similarity": 0.505,
       "summary": "2 open PRs share weighted file overlap around `tests/kernels/test_kernels.py`, `src/transformers/integrations/hub_kernels.py`; representative PR #45666.",
       "shared_filenames": [
         "tests/kernels/test_kernels.py",
@@ -7354,8 +7534,8 @@
         {
           "left_pr_number": 45666,
           "right_pr_number": 47370,
-          "similarity": 0.504,
-          "content_similarity": 0.613,
+          "similarity": 0.505,
+          "content_similarity": 0.614,
           "size_similarity": 0.014,
           "breadth_similarity": 0.417,
           "concentration_similarity": 0.632,
@@ -7560,7 +7740,7 @@
           "left_pr_number": 40755,
           "right_pr_number": 45233,
           "similarity": 0.487,
-          "content_similarity": 0.46,
+          "content_similarity": 0.459,
           "size_similarity": 0.266,
           "breadth_similarity": 0.792,
           "concentration_similarity": 0.928,
@@ -7581,6 +7761,39 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46224-2",
+      "pr_numbers": [
+        46224,
+        47357
+      ],
+      "representative_pr_number": 46224,
+      "average_similarity": 0.487,
+      "summary": "2 open PRs share weighted file overlap around `tests/test_fsdp_mixin.py`; representative PR #46224.",
+      "shared_filenames": [
+        "tests/test_fsdp_mixin.py"
+      ],
+      "shared_directories": [
+        "tests"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46224,
+          "right_pr_number": 47357,
+          "similarity": 0.487,
+          "content_similarity": 0.608,
+          "size_similarity": 0.149,
+          "breadth_similarity": 0.087,
+          "concentration_similarity": 0.609,
+          "shared_filenames": [
+            "tests/test_fsdp_mixin.py"
+          ],
+          "shared_directories": [
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-46572-2",
       "pr_numbers": [
@@ -7948,7 +8161,7 @@
           "left_pr_number": 47316,
           "right_pr_number": 47334,
           "similarity": 0.429,
-          "content_similarity": 0.421,
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           "size_similarity": 0.162,
           "breadth_similarity": 0.619,
           "concentration_similarity": 0.963,
@@ -8076,7 +8289,7 @@
           "left_pr_number": 44973,
           "right_pr_number": 47170,
           "similarity": 0.419,
-          "content_similarity": 0.438,
+          "content_similarity": 0.439,
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           "breadth_similarity": 0.544,
           "concentration_similarity": 0.908,
@@ -8207,59 +8420,6 @@
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