Refresh transformers dataset snapshot 20260722T060034Z

README.md

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 - eval set creation
 
 Notes:
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-      "first_seen_in_snapshot": true,
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
-      "report_reason": "first_seen_in_snapshot",
-      "enrichment_source": "live",
-      "live_refetch_skipped": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
       "account_age_days": 1373,
       "young_account": false,
       "follow_through_score": "strong",
@@ -19167,63 +19234,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "kiankyars",
-      "name": null,
-      "profile_url": "https://github.com/kiankyars",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akiankyars",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akiankyars",
-      "repo_first_seen_at": "2026-05-23T05:32:32Z",
-      "repo_last_seen_at": "2026-05-27T20:47:58Z",
-      "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 3,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 2,
-      "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": 2112,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "high",
-      "automation_risk_signal": "medium",
-      "heuristic_note": "broad repo spread; high open PR share",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 21,
-        "merged_pr_count": 6,
-        "closed_unmerged_pr_count": 2,
-        "open_pr_count": 13,
-        "merged_pr_rate": 0.2857,
-        "closed_unmerged_pr_rate": 0.0952,
-        "still_open_pr_rate": 0.619,
-        "distinct_repos_with_authored_prs": 18,
-        "distinct_repos_with_open_prs": 12
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 46168,
-            "title": "[OpenAI Privacy Filter] banded SWA eager attention (O(N*W) instead of O(N^2))",
-            "url": "https://github.com/huggingface/transformers/pull/46168",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-05-23T05:32:32Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "KKothuri",
       "name": "Karthik Kothuri",
@@ -21661,12 +21671,12 @@
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
-      "new_to_repo": true,
-      "first_seen_in_snapshot": true,
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
-      "report_reason": "first_seen_in_snapshot",
-      "enrichment_source": "live",
-      "live_refetch_skipped": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
       "account_age_days": 4157,
       "young_account": false,
       "follow_through_score": "weak",

new-contributors-report.md

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260722T000038Z`
-- Generated: `2026-07-22T00:02:02Z`
+- Snapshot: `20260722T060034Z`
+- Generated: `2026-07-22T06:01:44Z`
 - Activity window: `60d`
 - Contributors: `358`
 
@@ -26,8 +26,8 @@
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 37 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
 | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 36 | 4 | strong | low | low | — |
 | `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 |
+| `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | CONTRIBUTOR | ?d | `2026-05-13T06:40:41Z` | 35 | 0 | n/a | n/a | n/a | summary unavailable |
 | `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` | 31 | 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 |
 | `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 |
@@ -136,6 +136,7 @@
 | `primordialomegazero` | [profile](https://github.com/primordialomegazero) | no | FIRST_TIME_CONTRIBUTOR | 98d | `2026-06-18T22:40:42Z` | 2 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
 | `punyamodi` | [profile](https://github.com/punyamodi) | no | CONTRIBUTOR | 2156d | `2026-06-12T08:32:21Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `py-ai-dev` | [profile](https://github.com/py-ai-dev) | no | NONE | 78d | `2026-03-21T22:53:27Z` | 2 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
+| `rahulrshetty45` | [profile](https://github.com/rahulrshetty45) | yes | CONTRIBUTOR | 448d | `2026-07-22T05:03:16Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `srishtiii28` | [profile](https://github.com/srishtiii28) | no | FIRST_TIME_CONTRIBUTOR | 1008d | `2026-06-09T09:34:02Z` | 2 | 0 | mixed | low | low | — |
 | `w-Jessamine` | [profile](https://github.com/w-Jessamine) | no | FIRST_TIME_CONTRIBUTOR | 980d | `2026-06-28T20:34:00Z` | 2 | 0 | weak | moderate | low | high open PR share |
 | `XananasX7` | [profile](https://github.com/XananasX7) | no | NONE | 116d | `2026-06-28T03:40:37Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share |
@@ -267,14 +268,13 @@
 | `iamsharduld` | [profile](https://github.com/iamsharduld) | no | NONE | 4324d | `2026-06-13T10:20:36Z` | 1 | 0 | mixed | high | low | broad repo spread |
 | `itxsamad1` | [profile](https://github.com/itxsamad1) | no | NONE | 635d | `2026-06-26T12:25:41Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `jacopopper` | [profile](https://github.com/jacopopper) | no | NONE | 1686d | `2026-05-31T20:04:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `jakmro` | [profile](https://github.com/jakmro) | yes | NONE | 1373d | `2026-07-21T23:34:09Z` | 1 | 0 | strong | low | low | — |
+| `jakmro` | [profile](https://github.com/jakmro) | no | NONE | 1373d | `2026-07-21T23:34:09Z` | 1 | 0 | strong | low | low | — |
 | `jankipatel20` | [profile](https://github.com/jankipatel20) | no | NONE | 1001d | `2026-05-25T08:25:28Z` | 1 | 0 | strong | low | low | — |
 | `joaopedroassad` | [profile](https://github.com/joaopedroassad) | no | CONTRIBUTOR | 341d | `2026-06-02T19:08:14Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
 | `JohnnyWilson-Portfolio` | [profile](https://github.com/JohnnyWilson-Portfolio) | no | NONE | 532d | `2026-06-11T18:13:12Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `JOhnsonKC201` | [profile](https://github.com/JOhnsonKC201) | no | FIRST_TIME_CONTRIBUTOR | 702d | `2026-06-28T03:12:24Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `kemuxiaozi000` | [profile](https://github.com/kemuxiaozi000) | no | FIRST_TIME_CONTRIBUTOR | 3406d | `2026-06-17T09:00:56Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Kevin-Li-2025` | [profile](https://github.com/Kevin-Li-2025) | no | FIRST_TIME_CONTRIBUTOR | 371d | `2026-06-17T18:09:50Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
-| `kiankyars` | [profile](https://github.com/kiankyars) | no | NONE | 2112d | `2026-05-23T05:32:32Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share |
 | `KKothuri` | [profile](https://github.com/KKothuri) | no | FIRST_TIME_CONTRIBUTOR | 3216d | `2026-07-14T08:59:57Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `kurtmckee` | [profile](https://github.com/kurtmckee) | no | CONTRIBUTOR | 6391d | `2026-06-12T11:41:21Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread; no visible non-self stars |
 | `lakshmiprasanna07` | [profile](https://github.com/lakshmiprasanna07) | no | NONE | 1219d | `2026-07-03T19:17:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -317,7 +317,7 @@
 | `pvelayudhan` | [profile](https://github.com/pvelayudhan) | no | CONTRIBUTOR | 2051d | `2026-05-27T14:26:06Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `ramkumar27072006` | [profile](https://github.com/ramkumar27072006) | no | CONTRIBUTOR | 543d | `2026-06-07T03:16:30Z` | 1 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `RaunaqDavidNath` | [profile](https://github.com/RaunaqDavidNath) | no | CONTRIBUTOR | 1039d | `2026-06-30T07:35:47Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
-| `rexminnis` | [profile](https://github.com/rexminnis) | yes | FIRST_TIME_CONTRIBUTOR | 4157d | `2026-07-21T23:38:54Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `rexminnis` | [profile](https://github.com/rexminnis) | no | FIRST_TIME_CONTRIBUTOR | 4157d | `2026-07-21T23:38:54Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `RithwikSharma` | [profile](https://github.com/RithwikSharma) | no | NONE | 2171d | `2026-06-20T02:29:20Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `robertlangdonn` | [profile](https://github.com/robertlangdonn) | no | NONE | 2972d | `2026-07-20T11:57:05Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `rodriguescarson` | [profile](https://github.com/rodriguescarson) | no | NONE | 4589d | `2026-07-02T17:18:05Z` | 1 | 0 | strong | very high | medium | high recent PR volume; very broad repo spread |
@@ -400,12 +400,12 @@ 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: `2026-07-21T09:18:15Z`
+- repo last seen: `2026-07-22T04:28:59Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **124**
 - snapshot authored PRs/issues: **124 PRs / 0 issues**
-- snapshot discussion activity: **287 comments / 407 reviews / 658 review comments**
+- snapshot discussion activity: **289 comments / 411 reviews / 662 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`
@@ -414,8 +414,8 @@ Example artifacts:
 
 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 #47450: Simplify function dispatch for linear attention](https://github.com/huggingface/transformers/pull/47450) — closed, merged
+- [PR #47447: [cache] Allow sliding window layers to be roll-backed for speculative decoding](https://github.com/huggingface/transformers/pull/47447) — closed, merged
 
 ### `tarekziade`
 
@@ -449,12 +449,12 @@ 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: `2026-07-21T14:57:24Z`
+- repo last seen: `2026-07-22T03:01:48Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **117**
 - snapshot authored PRs/issues: **113 PRs / 4 issues**
-- snapshot discussion activity: **97 comments / 116 reviews / 115 review comments**
+- snapshot discussion activity: **98 comments / 117 reviews / 116 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%**)
 - public orgs: none visible
@@ -574,12 +574,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
 - repo first seen: `2025-09-11T21:27:59Z`
-- repo last seen: `2026-07-17T01:34:18Z`
+- repo last seen: `2026-07-22T00:43:11Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **57**
 - snapshot authored PRs/issues: **56 PRs / 1 issues**
-- snapshot discussion activity: **76 comments / 230 reviews / 241 review comments**
+- snapshot discussion activity: **76 comments / 231 reviews / 241 review comments**
 - account age: **1813 days**
 - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
 - public orgs: none visible
@@ -789,6 +789,30 @@ Example artifacts:
 - [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — closed
 - [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
 
+### `sergereview[bot]`
+
+- profile: [github.com/sergereview[bot]](https://github.com/sergereview[bot])
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergereview%5Bbot%5D)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergereview%5Bbot%5D)
+- repo first seen: `2026-05-13T06:40:41Z`
+- repo last seen: `2026-07-22T00:41:46Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **35**
+- snapshot authored PRs/issues: **35 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 5 reviews / 10 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 'sergereview[bot]'."}]`
+
+Example artifacts:
+- [PR #47466: [serge] Fix 28 integration tests for model `whisper` failing with `other` (other (26), shape/size mismatch (2))](https://github.com/huggingface/transformers/pull/47466) — open
+- [PR #47445: [serge] Fix 8 integration tests for model `peft_integration` failing with `other` (other (8))](https://github.com/huggingface/transformers/pull/47445) — open
+- [PR #47444: [serge] Fix 8 integration tests for model `mpt` failing with `load_error` (other (8))](https://github.com/huggingface/transformers/pull/47444) — open
+
 ### `eustlb`
 
 - profile: [github.com/eustlb](https://github.com/eustlb)
@@ -812,30 +836,6 @@ Example artifacts:
 - [PR #47146: [fix] update integration test values](https://github.com/huggingface/transformers/pull/47146) — closed, merged
 - [PR #47144: revert #47121](https://github.com/huggingface/transformers/pull/47144) — closed, merged
 
-### `sergereview[bot]`
-
-- profile: [github.com/sergereview[bot]](https://github.com/sergereview[bot])
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergereview%5Bbot%5D)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergereview%5Bbot%5D)
-- repo first seen: `2026-05-13T06:40:41Z`
-- repo last seen: `2026-07-21T01:08:43Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **34**
-- snapshot authored PRs/issues: **34 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 5 reviews / 10 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 'sergereview[bot]'."}]`
-
-Example artifacts:
-- [PR #47445: [serge] Fix 8 integration tests for model `peft_integration` failing with `other` (other (8))](https://github.com/huggingface/transformers/pull/47445) — open
-- [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)
@@ -867,12 +867,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acyyever)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acyyever)
 - repo first seen: `2025-08-10T08:43:09Z`
-- repo last seen: `2026-06-29T12:55:19Z`
+- repo last seen: `2026-07-22T04:29:36Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **30**
 - snapshot authored PRs/issues: **30 PRs / 0 issues**
-- snapshot discussion activity: **9 comments / 8 reviews / 8 review comments**
+- snapshot discussion activity: **10 comments / 9 reviews / 9 review comments**
 - account age: **3752 days**
 - recent public PR activity: **204 PRs** (17 merged / 117 closed-unmerged / 70 open; merged rate **8%**, closed-unmerged rate **57%**, open rate **34%**)
 - public orgs: none visible
@@ -881,7 +881,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46930: Bump minimum torch version to 2.5 and clean up torch<2.5 workarounds](https://github.com/huggingface/transformers/pull/46930) — open
-- [PR #46917: Remove deprecated training args](https://github.com/huggingface/transformers/pull/46917) — open
+- [PR #46917: Remove deprecated training args and `is_fast` property](https://github.com/huggingface/transformers/pull/46917) — open
 - [PR #46579: Fix typos in code](https://github.com/huggingface/transformers/pull/46579) — closed, merged
 
 ### `qgallouedec`
@@ -1360,12 +1360,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIMvision12)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIMvision12)
 - repo first seen: `2022-10-14T20:02:21Z`
-- repo last seen: `2026-07-21T23:24:33Z`
+- repo last seen: `2026-07-22T01:15:55Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **9**
 - snapshot authored PRs/issues: **8 PRs / 1 issues**
-- snapshot discussion activity: **11 comments / 12 reviews / 12 review comments**
+- snapshot discussion activity: **12 comments / 12 reviews / 12 review comments**
 - account age: **1735 days**
 - recent public PR activity: **83 PRs** (80 merged / 3 closed-unmerged / 0 open; merged rate **96%**, closed-unmerged rate **4%**, open rate **0%**)
 - public orgs: none visible
@@ -3331,6 +3331,28 @@ Example artifacts:
 - [PR #47278: feat(rope): fused Triton kernel for apply_rotary_pos_emb via torchembed (3–5× faster)](https://github.com/huggingface/transformers/pull/47278) — closed
 - [PR #46479: Add `torchembed` as an optional RoPE/embedding backend](https://github.com/huggingface/transformers/pull/46479) — closed, draft
 
+### `rahulrshetty45`
+
+- profile: [github.com/rahulrshetty45](https://github.com/rahulrshetty45)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arahulrshetty45)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arahulrshetty45)
+- repo first seen: `2026-07-22T05:03:16Z`
+- repo last seen: `2026-07-22T05:07:13Z`
+- first seen in snapshot: **yes**
+- 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: **448 days**
+- recent public PR activity: **20 PRs** (0 merged / 0 closed-unmerged / 20 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #47469: Don't mutate class-level common_kwargs defaults in _merge_kwargs](https://github.com/huggingface/transformers/pull/47469) — open
+- [PR #47468: Fix torch_float casting to int instead of float](https://github.com/huggingface/transformers/pull/47468) — open
+
 ### `srishtiii28`
 
 - profile: [github.com/srishtiii28](https://github.com/srishtiii28)
@@ -6183,7 +6205,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajakmro)
 - repo first seen: `2026-07-21T23:34:09Z`
 - repo last seen: `2026-07-21T23:34:09Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -6323,27 +6345,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46735: Fix beam cache reordering for non-default cache keys](https://github.com/huggingface/transformers/pull/46735) — open
 
-### `kiankyars`
-
-- profile: [github.com/kiankyars](https://github.com/kiankyars)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akiankyars)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akiankyars)
-- repo first seen: `2026-05-23T05:32:32Z`
-- repo last seen: `2026-05-27T20:47:58Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **2112 days**
-- recent public PR activity: **21 PRs** (6 merged / 2 closed-unmerged / 13 open; merged rate **29%**, closed-unmerged rate **10%**, open rate **62%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
-- heuristic read: **broad repo spread; high open PR share**
-
-Example artifacts:
-- [PR #46168: [OpenAI Privacy Filter] banded SWA eager attention (O(N*W) instead of O(N^2))](https://github.com/huggingface/transformers/pull/46168) — closed
-
 ### `KKothuri`
 
 - profile: [github.com/KKothuri](https://github.com/KKothuri)
@@ -7233,7 +7234,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arexminnis)
 - repo first seen: `2026-07-21T23:38:54Z`
 - repo last seen: `2026-07-21T23:38:54Z`
-- 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**

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+        {
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+      "summary": "4 open PRs share weighted file overlap around `tests/test_processing_common.py`, `src/transformers/processing_utils.py`; representative PR #41606.",
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@@ -4785,7 +4648,7 @@
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+      "summary": "3 open PRs share weighted file overlap around `tests/models/auto/test_processor_auto.py`, `src/transformers/processing_utils.py`; representative PR #45627.",
+      "shared_filenames": [
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+      "summary": "3 open PRs share weighted file overlap around `src/transformers/integrations/compressed_tensors.py`; representative PR #47315.",
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+          "left_pr_number": 47430,
+          "right_pr_number": 47456,
+          "similarity": 0.4,
+          "content_similarity": 0.331,
+          "size_similarity": 0.625,
+          "breadth_similarity": 0.45,
+          "concentration_similarity": 0.588,
           "shared_filenames": [
-            "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py"
+            "src/transformers/integrations/compressed_tensors.py"
           ],
           "shared_directories": [
-            "tests/models/minimax_m3_vl",
-            "tests/models",
-            "tests"
+            "src/transformers/integrations",
+            "src/transformers",
+            "src"
           ]
         }
       ]
@@ -5188,108 +5207,6 @@
         }
       ]
     },
-    {
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-      "pr_numbers": [
-        45513,
-        46148,
-        47450
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-      "representative_pr_number": 47450,
-      "average_similarity": 0.494,
-      "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": [
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-        "src/transformers/models/qwen3_next",
-        "src/transformers/models/qwen3_5",
-        "src/transformers/models",
-        "src/transformers",
-        "src",
-        "src/transformers/models/olmo_hybrid"
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-          "shared_filenames": [
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-            "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"
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-          "shared_directories": [
-            "src/transformers/models/qwen3_5",
-            "src/transformers/models/qwen3_5_moe",
-            "src/transformers/models/qwen3_next",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
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-          "similarity": 0.487,
-          "content_similarity": 0.473,
-          "size_similarity": 0.214,
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-          "shared_filenames": [
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-            "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"
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-          "shared_directories": [
-            "src/transformers/models/qwen3_5",
-            "src/transformers/models/qwen3_5_moe",
-            "src/transformers/models/qwen3_next",
-            "src/transformers/models",
-            "src/transformers",
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-          "concentration_similarity": 0.812,
-          "shared_filenames": [
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-            "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"
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-            "src/transformers/models/qwen3_5",
-            "src/transformers/models/qwen3_5_moe",
-            "src/transformers/models/qwen3_next",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-34925-3",
       "pr_numbers": [
@@ -5368,92 +5285,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-32189-3",
-      "pr_numbers": [
-        32189,
-        42655,
-        47447
-      ],
-      "representative_pr_number": 47447,
-      "average_similarity": 0.468,
-      "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",
-        "src/transformers/generation/utils.py",
-        "tests/generation/test_utils.py",
-        "src/transformers/cache_utils.py"
-      ],
-      "shared_directories": [
-        "src/transformers/generation",
-        "src/transformers",
-        "src",
-        "src/transformers/models",
-        "tests/generation",
-        "tests"
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-          "content_similarity": 0.468,
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-          "concentration_similarity": 0.961,
-          "shared_filenames": [
-            "src/transformers/cache_utils.py",
-            "src/transformers/generation/candidate_generator.py",
-            "src/transformers/generation/utils.py",
-            "tests/generation/test_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/generation",
-            "src/transformers",
-            "tests/generation",
-            "src",
-            "tests"
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-          "concentration_similarity": 0.607,
-          "shared_filenames": [
-            "src/transformers/generation/candidate_generator.py",
-            "src/transformers/generation/utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/generation",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 32189,
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-          "content_similarity": 0.485,
-          "size_similarity": 0.231,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.568,
-          "shared_filenames": [
-            "src/transformers/generation/candidate_generator.py",
-            "src/transformers/generation/utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/generation",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-43656-3",
       "pr_numbers": [
@@ -5462,7 +5293,7 @@
         44682
       ],
       "representative_pr_number": 43656,
-      "average_similarity": 0.461,
+      "average_similarity": 0.46,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43656.",
       "shared_filenames": [
         "src/transformers/cli/serve.py"
@@ -5494,7 +5325,7 @@
           "left_pr_number": 43656,
           "right_pr_number": 44682,
           "similarity": 0.424,
-          "content_similarity": 0.467,
+          "content_similarity": 0.466,
           "size_similarity": 0.048,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.802,
@@ -5534,7 +5365,7 @@
         47441
       ],
       "representative_pr_number": 47441,
-      "average_similarity": 0.449,
+      "average_similarity": 0.45,
       "summary": "3 open PRs share weighted file overlap around `tests/models/whisper/test_modeling_whisper.py`; representative PR #47441.",
       "shared_filenames": [
         "tests/models/whisper/test_modeling_whisper.py"
@@ -5569,8 +5400,8 @@
         {
           "left_pr_number": 45773,
           "right_pr_number": 47441,
-          "similarity": 0.433,
-          "content_similarity": 0.414,
+          "similarity": 0.434,
+          "content_similarity": 0.415,
           "size_similarity": 0.694,
           "breadth_similarity": 0.134,
           "concentration_similarity": 0.519,
@@ -5586,7 +5417,7 @@
         {
           "left_pr_number": 43291,
           "right_pr_number": 45773,
-          "similarity": 0.389,
+          "similarity": 0.39,
           "content_similarity": 0.283,
           "size_similarity": 0.766,
           "breadth_similarity": 0.268,
@@ -5795,7 +5626,7 @@
           "left_pr_number": 47423,
           "right_pr_number": 47464,
           "similarity": 0.367,
-          "content_similarity": 0.394,
+          "content_similarity": 0.395,
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           "breadth_similarity": 0.333,
           "concentration_similarity": 0.532,
@@ -5969,40 +5800,46 @@
         46917
       ],
       "representative_pr_number": 46917,
-      "average_similarity": 0.413,
+      "average_similarity": 0.403,
       "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"
       ],
       "shared_directories": [
         "src/transformers",
-        "src"
+        "src",
+        "docs/source/en",
+        "docs/source",
+        "docs"
       ],
       "pairwise": [
         {
-          "left_pr_number": 46004,
+          "left_pr_number": 46771,
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-          "content_similarity": 0.463,
-          "size_similarity": 0.113,
-          "breadth_similarity": 0.75,
-          "concentration_similarity": 1.0,
+          "similarity": 0.446,
+          "content_similarity": 0.418,
+          "size_similarity": 0.359,
+          "breadth_similarity": 0.708,
+          "concentration_similarity": 0.585,
           "shared_filenames": [
             "src/transformers/image_processing_backends.py"
           ],
           "shared_directories": [
+            "docs/source/en",
+            "docs/source",
             "src/transformers",
+            "docs",
             "src"
           ]
         },
         {
-          "left_pr_number": 46771,
+          "left_pr_number": 46004,
           "right_pr_number": 46917,
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-          "content_similarity": 0.431,
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+          "content_similarity": 0.438,
+          "size_similarity": 0.109,
           "breadth_similarity": 0.417,
-          "concentration_similarity": 0.549,
+          "concentration_similarity": 0.964,
           "shared_filenames": [
             "src/transformers/image_processing_backends.py"
           ],
@@ -6015,7 +5852,7 @@
           "left_pr_number": 46004,
           "right_pr_number": 46771,
           "similarity": 0.349,
-          "content_similarity": 0.41,
+          "content_similarity": 0.409,
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           "breadth_similarity": 0.292,
           "concentration_similarity": 0.549,
@@ -6610,57 +6447,20 @@
           "left_pr_number": 46281,
           "right_pr_number": 46913,
           "similarity": 0.851,
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-          "size_similarity": 0.5,
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-          "shared_filenames": [
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-            "tests/utils/test_hub_utils.py"
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-          "shared_directories": [
-            "src/transformers/utils",
-            "src/transformers",
-            "tests/utils",
-            "src",
-            "tests"
-          ]
-        }
-      ]
-    },
-    {
-      "cluster_id": "pr-scope-47315-2",
-      "pr_numbers": [
-        47315,
-        47430
-      ],
-      "representative_pr_number": 47315,
-      "average_similarity": 0.848,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/compressed_tensors.py`; representative PR #47315.",
-      "shared_filenames": [
-        "src/transformers/integrations/compressed_tensors.py"
-      ],
-      "shared_directories": [
-        "src/transformers/integrations",
-        "src/transformers",
-        "src"
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-      "pairwise": [
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-          "content_similarity": 0.88,
-          "size_similarity": 0.941,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.812,
+          "content_similarity": 0.901,
+          "size_similarity": 0.5,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.897,
           "shared_filenames": [
-            "src/transformers/integrations/compressed_tensors.py"
+            "src/transformers/utils/hub.py",
+            "tests/utils/test_hub_utils.py"
           ],
           "shared_directories": [
-            "src/transformers/integrations",
+            "src/transformers/utils",
             "src/transformers",
-            "src"
+            "tests/utils",
+            "src",
+            "tests"
           ]
         }
       ]
@@ -6783,8 +6583,8 @@
         "src/transformers/models/minimax_m2/modeling_minimax_m2.py",
         "src/transformers/models/phimoe/modeling_phimoe.py",
         "src/transformers/models/dbrx/modeling_dbrx.py",
-        "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
-        "src/transformers/models/flex_olmo/modeling_flex_olmo.py"
+        "src/transformers/models/flex_olmo/modeling_flex_olmo.py",
+        "src/transformers/models/mixtral/modeling_mixtral.py"
       ],
       "shared_directories": [
         "src/transformers/models/jetmoe",
@@ -7073,7 +6873,7 @@
           "left_pr_number": 43085,
           "right_pr_number": 47271,
           "similarity": 0.648,
-          "content_similarity": 0.616,
+          "content_similarity": 0.617,
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           "breadth_similarity": 0.667,
           "concentration_similarity": 0.916,
@@ -7290,8 +7090,8 @@
         "src/transformers/integrations/executorch.py",
         "src/transformers/models/gemma4/configuration_gemma4.py",
         "src/transformers/models/gemma4_unified/modular_gemma4_unified.py",
-        "src/transformers/models/diffusion_gemma/modular_diffusion_gemma.py",
-        "tests/generation/test_utils.py"
+        "tests/generation/test_utils.py",
+        "src/transformers/models/diffusion_gemma/modular_diffusion_gemma.py"
       ],
       "shared_directories": [
         "src/transformers/models/gemma4_unified",
@@ -7308,7 +7108,7 @@
           "left_pr_number": 47290,
           "right_pr_number": 47384,
           "similarity": 0.544,
-          "content_similarity": 0.43,
+          "content_similarity": 0.429,
           "size_similarity": 0.763,
           "breadth_similarity": 0.795,
           "concentration_similarity": 0.994,
@@ -7346,7 +7146,7 @@
         47250
       ],
       "representative_pr_number": 45300,
-      "average_similarity": 0.526,
+      "average_similarity": 0.525,
       "summary": "2 open PRs share weighted file overlap around `tests/models/nemotron_h/test_modeling_nemotron_h.py`, `src/transformers/models/nemotron_h/modeling_nemotron_h.py`; representative PR #45300.",
       "shared_filenames": [
         "tests/models/nemotron_h/test_modeling_nemotron_h.py",
@@ -7365,7 +7165,7 @@
         {
           "left_pr_number": 45300,
           "right_pr_number": 47250,
-          "similarity": 0.526,
+          "similarity": 0.525,
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           "size_similarity": 0.807,
           "breadth_similarity": 0.875,
@@ -7412,7 +7212,7 @@
           "left_pr_number": 46376,
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           "similarity": 0.52,
-          "content_similarity": 0.579,
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           "breadth_similarity": 0.6,
           "concentration_similarity": 0.967,
@@ -7438,7 +7238,7 @@
         45128
       ],
       "representative_pr_number": 45056,
-      "average_similarity": 0.512,
+      "average_similarity": 0.513,
       "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"
@@ -7452,7 +7252,7 @@
         {
           "left_pr_number": 45056,
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-          "similarity": 0.512,
+          "similarity": 0.513,
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           "size_similarity": 0.669,
           "breadth_similarity": 0.875,
@@ -7475,7 +7275,7 @@
         47370
       ],
       "representative_pr_number": 45666,
-      "average_similarity": 0.505,
+      "average_similarity": 0.504,
       "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",
@@ -7492,8 +7292,8 @@
         {
           "left_pr_number": 45666,
           "right_pr_number": 47370,
-          "similarity": 0.505,
-          "content_similarity": 0.614,
+          "similarity": 0.504,
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           "breadth_similarity": 0.417,
           "concentration_similarity": 0.632,
@@ -7649,7 +7449,7 @@
           "left_pr_number": 46572,
           "right_pr_number": 47295,
           "similarity": 0.492,
-          "content_similarity": 0.488,
+          "content_similarity": 0.489,
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           "breadth_similarity": 0.708,
           "concentration_similarity": 0.535,
@@ -7849,36 +7649,38 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-43488-2",
+      "cluster_id": "pr-scope-32189-2",
       "pr_numbers": [
-        43488,
-        47456
+        32189,
+        42655
       ],
-      "representative_pr_number": 43488,
+      "representative_pr_number": 32189,
       "average_similarity": 0.457,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/dependency_versions_table.py`, `setup.py`; representative PR #43488.",
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/candidate_generator.py`, `src/transformers/generation/utils.py`; representative PR #32189.",
       "shared_filenames": [
-        "src/transformers/dependency_versions_table.py",
-        "setup.py"
+        "src/transformers/generation/candidate_generator.py",
+        "src/transformers/generation/utils.py"
       ],
       "shared_directories": [
+        "src/transformers/generation",
         "src/transformers",
         "src"
       ],
       "pairwise": [
         {
-          "left_pr_number": 43488,
-          "right_pr_number": 47456,
+          "left_pr_number": 32189,
+          "right_pr_number": 42655,
           "similarity": 0.457,
-          "content_similarity": 0.301,
-          "size_similarity": 0.909,
-          "breadth_similarity": 0.675,
-          "concentration_similarity": 0.855,
+          "content_similarity": 0.491,
+          "size_similarity": 0.231,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.568,
           "shared_filenames": [
-            "setup.py",
-            "src/transformers/dependency_versions_table.py"
+            "src/transformers/generation/candidate_generator.py",
+            "src/transformers/generation/utils.py"
           ],
           "shared_directories": [
+            "src/transformers/generation",
             "src/transformers",
             "src"
           ]
@@ -7978,7 +7780,7 @@
         46795
       ],
       "representative_pr_number": 45570,
-      "average_similarity": 0.446,
+      "average_similarity": 0.445,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/whisper/generation_whisper.py`; representative PR #45570.",
       "shared_filenames": [
         "src/transformers/models/whisper/generation_whisper.py"
@@ -7993,8 +7795,8 @@
         {
           "left_pr_number": 45570,
           "right_pr_number": 46795,
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-          "content_similarity": 0.343,
+          "similarity": 0.445,
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