Refresh transformers dataset snapshot 20260709T120026Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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+- latest snapshot: `20260709T120026Z`
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-      "repo_artifact_count": 4,
+      "repo_artifact_count": 5,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 3,
+      "snapshot_comment_count": 4,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
@@ -23827,12 +23894,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asubin9",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asubin9",
       "repo_first_seen_at": "2026-07-02T05:11:17Z",
-      "repo_last_seen_at": "2026-07-08T23:57:08Z",
+      "repo_last_seen_at": "2026-07-09T08:33:23Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 8,
+      "repo_artifact_count": 9,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 7,
+      "snapshot_comment_count": 8,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",

new-contributors-report.md

@@ -1,18 +1,18 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260709T060021Z`
-- Generated: `2026-07-09T06:01:58Z`
+- Snapshot: `20260709T120026Z`
+- Generated: `2026-07-09T12:02:10Z`
 - Activity window: `60d`
-- Contributors: `361`
+- Contributors: `362`
 
 ## Summary
 
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 137 | 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` | 116 | 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` | 117 | 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` | 107 | 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` | 106 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 103 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-07-19T13:27:51Z` | 101 | 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` | 75 | 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` | 70 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
@@ -27,15 +27,15 @@
 | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 33 | 0 | strong | low | low | targets high-star repos |
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
 | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 31 | 4 | strong | low | low | — |
+| `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 30 | 1 | mixed | low | low | high open PR share; 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 |
-| `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 29 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 27 | 14 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `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 |
+| `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 25 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
 | `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | CONTRIBUTOR | ?d | `2026-05-13T06:40:41Z` | 25 | 0 | n/a | n/a | n/a | summary unavailable |
-| `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 24 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
+| `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 23 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
 | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 21 | 0 | strong | moderate | low | — |
 | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 21 | 0 | strong | moderate | low | targets high-star repos |
-| `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 21 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
 | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 20 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 20 | 0 | mixed | moderate | low | — |
 | `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 16 | 1 | weak | moderate | low | high open PR share |
@@ -58,7 +58,7 @@
 | `kpal002` | [profile](https://github.com/kpal002) | no | CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 7 | 0 | strong | moderate | low | high recent PR volume |
 | `kylesayrs` | [profile](https://github.com/kylesayrs) | no | CONTRIBUTOR | 3784d | `2025-07-28T19:40:18Z` | 7 | 0 | mixed | moderate | medium | high recent PR volume; high open PR share |
 | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 6 | 0 | strong | low | low | high recent PR volume |
-| `kaivalya-cyber` | [profile](https://github.com/kaivalya-cyber) | yes | FIRST_TIME_CONTRIBUTOR | 1067d | `2026-07-09T05:30:44Z` | 6 | 0 | weak | high | low | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
+| `kaivalya-cyber` | [profile](https://github.com/kaivalya-cyber) | no | NONE | 1067d | `2026-07-09T05:30:44Z` | 6 | 0 | weak | high | low | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `KirtiRamchandani` | [profile](https://github.com/KirtiRamchandani) | no | NONE | 3143d | `2026-06-13T17:53:25Z` | 6 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 660d | `2025-12-04T12:38:46Z` | 6 | 0 | strong | moderate | low | — |
 | `XciD` | [profile](https://github.com/XciD) | no | MEMBER | 4481d | `2026-05-14T05:53:53Z` | 6 | 0 | mixed | high | low | extremely high recent PR volume; broad repo spread |
@@ -104,6 +104,7 @@
 | `ishan-1010` | [profile](https://github.com/ishan-1010) | no | CONTRIBUTOR | 1588d | `2026-06-01T06:07:21Z` | 2 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 2 | 1 | mixed | low | low | — |
 | `J3r3myPerera` | [profile](https://github.com/J3r3myPerera) | no | CONTRIBUTOR | 1323d | `2026-05-20T14:37:39Z` | 2 | 1 | mixed | moderate | low | no visible non-self stars |
+| `Sainava` | [profile](https://github.com/Sainava) | no | CONTRIBUTOR | 865d | `2026-06-09T09:43:45Z` | 2 | 1 | mixed | moderate | low | — |
 | `VIUK-XV` | [profile](https://github.com/VIUK-XV) | no | FIRST_TIME_CONTRIBUTOR | 386d | `2026-07-04T12:21:47Z` | 2 | 1 | weak | moderate | low | high open PR share |
 | `Abhijeet1815` | [profile](https://github.com/Abhijeet1815) | no | FIRST_TIME_CONTRIBUTOR | 611d | `2026-06-16T19:12:22Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Ace3Z` | [profile](https://github.com/Ace3Z) | no | CONTRIBUTOR | 2598d | `2026-05-24T21:47:03Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -196,7 +197,6 @@
 | `nealwu` | [profile](https://github.com/nealwu) | no | CONTRIBUTOR | 5508d | `2026-05-12T03:11:36Z` | 1 | 1 | strong | low | low | — |
 | `OmkumarSolanki` | [profile](https://github.com/OmkumarSolanki) | no | FIRST_TIME_CONTRIBUTOR | 1018d | `2026-06-26T02:23:31Z` | 1 | 1 | weak | moderate | low | high recent PR volume; high open PR share; targets high-star repos |
 | `Reigenleif` | [profile](https://github.com/Reigenleif) | no | NONE | 1631d | `2026-06-06T14:24:41Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `Sainava` | [profile](https://github.com/Sainava) | no | CONTRIBUTOR | 865d | `2026-06-09T09:43:45Z` | 1 | 1 | mixed | moderate | low | — |
 | `shubhammr21` | [profile](https://github.com/shubhammr21) | no | FIRST_TIME_CONTRIBUTOR | 4155d | `2026-05-22T10:45:10Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `silicon-dispatch-100` | [profile](https://github.com/silicon-dispatch-100) | no | FIRST_TIMER | 3377d | `2026-06-24T06:33:39Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `sisaman` | [profile](https://github.com/sisaman) | no | CONTRIBUTOR | 4905d | `2026-06-17T15:54:08Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
@@ -224,7 +224,7 @@
 | `arnav-144p` | [profile](https://github.com/arnav-144p) | no | NONE | 634d | `2026-06-02T18:52:53Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `arnavnaik22` | [profile](https://github.com/arnavnaik22) | no | NONE | 597d | `2026-06-05T19:41:55Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `ash01825` | [profile](https://github.com/ash01825) | no | FIRST_TIME_CONTRIBUTOR | 930d | `2026-06-13T15:51:08Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `ashusnapx` | [profile](https://github.com/ashusnapx) | yes | FIRST_TIME_CONTRIBUTOR | 2034d | `2026-07-09T00:36:56Z` | 1 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `ashusnapx` | [profile](https://github.com/ashusnapx) | no | FIRST_TIME_CONTRIBUTOR | 2034d | `2026-07-09T00:36:56Z` | 1 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Ashutosh-177` | [profile](https://github.com/Ashutosh-177) | no | NONE | 978d | `2026-05-19T06:28:43Z` | 1 | 0 | mixed | moderate | low | high open PR share |
 | `atharvajoshi10` | [profile](https://github.com/atharvajoshi10) | no | FIRST_TIME_CONTRIBUTOR | 3285d | `2026-07-08T22:49:00Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `atri2549` | [profile](https://github.com/atri2549) | no | FIRST_TIMER | 1108d | `2026-07-01T09:25:24Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -254,6 +254,7 @@
 | `devteamaegis` | [profile](https://github.com/devteamaegis) | no | NONE | 43d | `2026-05-28T21:52:17Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `dfgvaetyj3456356-hash` | [profile](https://github.com/dfgvaetyj3456356-hash) | no | NONE | 3d | `2026-06-01T03:10:16Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
+| `Diwak4r` | [profile](https://github.com/Diwak4r) | yes | FIRST_TIME_CONTRIBUTOR | 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 |
@@ -379,12 +380,12 @@
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
 - repo first seen: `2025-02-05T12:51:57Z`
-- repo last seen: `2026-07-08T14:15:06Z`
+- repo last seen: `2026-07-09T08:16:39Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **137**
 - snapshot authored PRs/issues: **137 PRs / 0 issues**
-- snapshot discussion activity: **143 comments / 271 reviews / 182 review comments**
+- snapshot discussion activity: **143 comments / 272 reviews / 182 review comments**
 - account age: **4938 days**
 - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
 - public orgs: none visible
@@ -402,12 +403,12 @@ 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: `2026-07-09T05:55:24Z`
+- repo last seen: `2026-07-09T08:54:59Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **116**
-- snapshot authored PRs/issues: **116 PRs / 0 issues**
-- snapshot discussion activity: **283 comments / 405 reviews / 657 review comments**
+- repo primary artifacts: **117**
+- snapshot authored PRs/issues: **117 PRs / 0 issues**
+- snapshot discussion activity: **285 comments / 406 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`
@@ -415,9 +416,35 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #47203: Fix device_map computation when the no_split_modules have different sizes](https://github.com/huggingface/transformers/pull/47203) — closed, merged
 - [PR #47160: Restrict QuantizedCache to only full attention](https://github.com/huggingface/transformers/pull/47160) — closed, merged
 - [PR #47128: Small improvement](https://github.com/huggingface/transformers/pull/47128) — closed, merged
-- [PR #47118: [cache] Simplify cache dispatch based on layer_types](https://github.com/huggingface/transformers/pull/47118) — closed, merged
+
+### `tarekziade`
+
+- profile: [github.com/tarekziade](https://github.com/tarekziade)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
+- repo first seen: `2026-01-21T16:52:29Z`
+- repo last seen: `2026-07-09T10:14:13Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **114**
+- snapshot authored PRs/issues: **107 PRs / 7 issues**
+- snapshot discussion activity: **191 comments / 229 reviews / 206 review comments**
+- account age: **5839 days**
+- recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
+- public orgs: `AFPy`, `faitmain`, `circus-tent`
+- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
+- heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
+
+Example artifacts:
+- [PR #47204: torch-light: add executorch (+onnx) for CPU exporter tests](https://github.com/huggingface/transformers/pull/47204) — open
+- [PR #47202: Drop CPU/light docker image builder (moved to transformers-ci)](https://github.com/huggingface/transformers/pull/47202) — open
+- [PR #47201: Make executorch exporter tests always use xnnpack backend](https://github.com/huggingface/transformers/pull/47201) — open
+- [Issue #47205: Standardize test image fixture loading for COCO images](https://github.com/huggingface/transformers/issues/47205) — open
+- [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — closed
+- [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — closed
 
 ### `kaixuanliu`
 
@@ -425,12 +452,12 @@ 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: `2026-07-09T03:52:30Z`
+- repo last seen: `2026-07-09T07:50:58Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **110**
 - snapshot authored PRs/issues: **106 PRs / 4 issues**
-- snapshot discussion activity: **90 comments / 112 reviews / 111 review comments**
+- snapshot discussion activity: **91 comments / 112 reviews / 111 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
@@ -445,32 +472,6 @@ Example artifacts:
 - [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
 
-### `tarekziade`
-
-- profile: [github.com/tarekziade](https://github.com/tarekziade)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
-- repo first seen: `2026-01-21T16:52:29Z`
-- repo last seen: `2026-07-08T13:33:32Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **109**
-- snapshot authored PRs/issues: **103 PRs / 6 issues**
-- snapshot discussion activity: **189 comments / 229 reviews / 206 review comments**
-- account age: **5839 days**
-- recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
-- public orgs: `AFPy`, `faitmain`, `circus-tent`
-- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
-- heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
-
-Example artifacts:
-- [PR #47172: prep for 0.1.2 release of mlinter](https://github.com/huggingface/transformers/pull/47172) — open
-- [PR #47125: we want to run the CI in the release branches](https://github.com/huggingface/transformers/pull/47125) — closed, merged
-- [PR #47012: Add max_groups input to nightly Serge triage caller (single-task test mode)](https://github.com/huggingface/transformers/pull/47012) — closed
-- [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — closed
-- [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — closed
-- [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
-
 ### `zucchini-nlp`
 
 - profile: [github.com/zucchini-nlp](https://github.com/zucchini-nlp)
@@ -525,12 +526,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
 - repo first seen: `2023-02-24T14:13:29Z`
-- repo last seen: `2026-07-08T16:53:11Z`
+- repo last seen: `2026-07-09T08:54:43Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **74**
 - snapshot authored PRs/issues: **70 PRs / 4 issues**
-- snapshot discussion activity: **205 comments / 757 reviews / 1522 review comments**
+- snapshot discussion activity: **205 comments / 761 reviews / 1526 review comments**
 - account age: **2590 days**
 - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
 - public orgs: none visible
@@ -601,12 +602,12 @@ 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: `2026-07-09T05:53:52Z`
+- repo last seen: `2026-07-09T08:38:36Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **50**
 - snapshot authored PRs/issues: **49 PRs / 1 issues**
-- snapshot discussion activity: **70 comments / 219 reviews / 232 review comments**
+- snapshot discussion activity: **70 comments / 221 reviews / 234 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
@@ -616,7 +617,7 @@ Example artifacts:
 Example artifacts:
 - [PR #47126: [Fix] Make DeepGEMM triton fallback more robust](https://github.com/huggingface/transformers/pull/47126) — closed, merged
 - [PR #47117: [Fix] Remove old automatic cross attn pattern from output recorders](https://github.com/huggingface/transformers/pull/47117) — closed, merged
-- [PR #47100: [Fix] Remove deprecated argument from `kernels` call](https://github.com/huggingface/transformers/pull/47100) — open
+- [PR #47100: [Fix] Remove deprecated argument from `kernels` call](https://github.com/huggingface/transformers/pull/47100) — closed, merged
 - [Issue #46516: [Continuous batching] Tracker for issues and feature requests](https://github.com/huggingface/transformers/issues/46516) — open
 
 ### `Rocketknight1`
@@ -672,12 +673,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
 - repo first seen: `2024-10-21T07:08:47Z`
-- repo last seen: `2026-07-08T13:36:39Z`
+- repo last seen: `2026-07-09T10:51:23Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **37**
 - snapshot authored PRs/issues: **37 PRs / 0 issues**
-- snapshot discussion activity: **70 comments / 75 reviews / 49 review comments**
+- snapshot discussion activity: **70 comments / 76 reviews / 49 review comments**
 - account age: **3139 days**
 - recent public PR activity: **20 PRs** (10 merged / 5 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
 - public orgs: none visible
@@ -695,12 +696,12 @@ 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: `2026-07-08T05:46:11Z`
+- repo last seen: `2026-07-09T09:48:22Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **56**
 - snapshot authored PRs/issues: **36 PRs / 20 issues**
-- snapshot discussion activity: **113 comments / 136 reviews / 136 review comments**
+- snapshot discussion activity: **114 comments / 148 reviews / 148 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
@@ -793,12 +794,12 @@ 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: `2026-07-08T14:25:44Z`
+- repo last seen: `2026-07-09T09:02:20Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **35**
 - snapshot authored PRs/issues: **31 PRs / 4 issues**
-- snapshot discussion activity: **86 comments / 494 reviews / 455 review comments**
+- snapshot discussion activity: **86 comments / 499 reviews / 458 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`
@@ -813,6 +814,30 @@ Example artifacts:
 - [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
 - [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
 
+### `3outeille`
+
+- profile: [github.com/3outeille](https://github.com/3outeille)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
+- repo first seen: `2025-11-26T16:58:10Z`
+- repo last seen: `2026-07-09T06:27:03Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **31**
+- snapshot authored PRs/issues: **30 PRs / 1 issues**
+- snapshot discussion activity: **34 comments / 122 reviews / 124 review comments**
+- account age: **2625 days**
+- recent public PR activity: **9 PRs** (4 merged / 0 closed-unmerged / 5 open; merged rate **44%**, closed-unmerged rate **0%**, open rate **56%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #47194: TP dtensor](https://github.com/huggingface/transformers/pull/47194) — open, draft
+- [PR #47165: Add FSDP plans to all models](https://github.com/huggingface/transformers/pull/47165) — open
+- [PR #46990: FSDP orchestration: apply + loading/saving](https://github.com/huggingface/transformers/pull/46990) — open
+- [Issue #46187: cohere2_moe fails training + tensor parallel tests](https://github.com/huggingface/transformers/issues/46187) — closed
+
 ### `cyyever`
 
 - profile: [github.com/cyyever](https://github.com/cyyever)
@@ -836,30 +861,6 @@ 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
 
-### `3outeille`
-
-- profile: [github.com/3outeille](https://github.com/3outeille)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
-- repo first seen: `2025-11-26T16:58:10Z`
-- repo last seen: `2026-07-08T07:51:58Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **30**
-- snapshot authored PRs/issues: **29 PRs / 1 issues**
-- snapshot discussion activity: **34 comments / 122 reviews / 124 review comments**
-- account age: **2625 days**
-- recent public PR activity: **9 PRs** (4 merged / 0 closed-unmerged / 5 open; merged rate **44%**, closed-unmerged rate **0%**, open rate **56%**)
-- public orgs: `huggingface`
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #47165: Add FSDP plans to all models](https://github.com/huggingface/transformers/pull/47165) — open
-- [PR #46990: FSDP orchestration: apply + loading/saving](https://github.com/huggingface/transformers/pull/46990) — open
-- [PR #46717: Shard on read Dtensor aware](https://github.com/huggingface/transformers/pull/46717) — open
-- [Issue #46187: cohere2_moe fails training + tensor parallel tests](https://github.com/huggingface/transformers/issues/46187) — closed
-
 ### `qgallouedec`
 
 - profile: [github.com/qgallouedec](https://github.com/qgallouedec)
@@ -910,6 +911,31 @@ Example artifacts:
 - [PR #46563: chore: update pr-ci-security-gate.yml](https://github.com/huggingface/transformers/pull/46563) — open
 - [PR #46558: chore: update pr-ci-security-gate.yml](https://github.com/huggingface/transformers/pull/46558) — open
 
+### `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: `2026-07-09T09:00:51Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **27**
+- snapshot authored PRs/issues: **25 PRs / 2 issues**
+- snapshot discussion activity: **32 comments / 62 reviews / 33 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 #47198: :rotating_light: Fix GPTBigCode and GPTNeoX for the Transformers modelling backend for vLLM](https://github.com/huggingface/transformers/pull/47198) — open
+- [PR #47174: Fix custom code which doesn't know about the new linear layer type names](https://github.com/huggingface/transformers/pull/47174) — closed, merged
+- [PR #47148: Fix case where `_LazyAutoMapping.register` is passed a `str` key](https://github.com/huggingface/transformers/pull/47148) — 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
+
 ### `sergereview[bot]`
 
 - profile: [github.com/sergereview[bot]](https://github.com/sergereview[bot])
@@ -934,30 +960,28 @@ Example artifacts:
 - [PR #47124: [serge] Fix 8 integration tests for model `falcon_mamba` failing with `output_mismatch` (other (6), list output differs](https://github.com/huggingface/transformers/pull/47124) — open
 - [PR #47123: [serge] Fix 12 integration tests for model `minimax_m3_vl` failing with `load_error` (other (12))](https://github.com/huggingface/transformers/pull/47123) — open
 
-### `hmellor`
+### `Sunt-ing`
 
-- 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: `2026-07-08T16:56:13Z`
+- profile: [github.com/Sunt-ing](https://github.com/Sunt-ing)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunt-ing)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunt-ing)
+- repo first seen: `2026-06-18T09:58:22Z`
+- repo last seen: `2026-07-09T07:22:21Z`
 - first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **26**
-- snapshot authored PRs/issues: **24 PRs / 2 issues**
-- snapshot discussion activity: **32 comments / 58 reviews / 29 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**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **23**
+- snapshot authored PRs/issues: **23 PRs / 0 issues**
+- snapshot discussion activity: **17 comments / 5 reviews / 5 review comments**
+- account age: **2841 days**
+- recent public PR activity: **52 PRs** (17 merged / 6 closed-unmerged / 29 open; merged rate **33%**, closed-unmerged rate **12%**, open rate **56%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
+- heuristic read: **high recent PR volume; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #47174: Fix custom code which doesn't know about the new linear layer type names](https://github.com/huggingface/transformers/pull/47174) — closed, merged
-- [PR #47148: Fix case where `_LazyAutoMapping.register` is passed a `str` key](https://github.com/huggingface/transformers/pull/47148) — closed, merged
-- [PR #46622: Fix Mistral models which contain both `tokenizer.json` and `tekken.json`](https://github.com/huggingface/transformers/pull/46622) — closed
-- [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
+- [PR #47197: Fix Qwen Omni batched text postprocessing](https://github.com/huggingface/transformers/pull/47197) — open
+- [PR #47195: Fix prompt lookup decoding length cap](https://github.com/huggingface/transformers/pull/47195) — open
+- [PR #47076: Validate Gemma4 audio placeholders in processor inputs](https://github.com/huggingface/transformers/pull/47076) — open
 
 ### `Abdennacer-Badaoui`
 
@@ -1005,29 +1029,6 @@ Example artifacts:
 - [PR #47034: Neuron sft exp](https://github.com/huggingface/transformers/pull/47034) — open, draft
 - [PR #46889: Kernel api doc, part 2](https://github.com/huggingface/transformers/pull/46889) — open
 
-### `Sunt-ing`
-
-- profile: [github.com/Sunt-ing](https://github.com/Sunt-ing)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunt-ing)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunt-ing)
-- repo first seen: `2026-06-18T09:58:22Z`
-- repo last seen: `2026-07-09T05:00:32Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **21**
-- snapshot authored PRs/issues: **21 PRs / 0 issues**
-- snapshot discussion activity: **17 comments / 5 reviews / 5 review comments**
-- account age: **2841 days**
-- recent public PR activity: **52 PRs** (17 merged / 6 closed-unmerged / 29 open; merged rate **33%**, closed-unmerged rate **12%**, open rate **56%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
-- heuristic read: **high recent PR volume; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #47076: Validate Gemma4 audio placeholders in processor inputs](https://github.com/huggingface/transformers/pull/47076) — open
-- [PR #47074: Normalize multimodal input keys in AnyToAnyPipeline](https://github.com/huggingface/transformers/pull/47074) — open
-- [PR #47063: Fix legacy Qwen3-ASR checkpoint loading](https://github.com/huggingface/transformers/pull/47063) — closed
-
 ### `kashif`
 
 - profile: [github.com/kashif](https://github.com/kashif)
@@ -1552,8 +1553,8 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaivalya-cyber)
 - repo first seen: `2026-07-09T05:30:44Z`
 - repo last seen: `2026-07-09T05:34:12Z`
-- first seen in snapshot: **yes**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- first seen in snapshot: **no**
+- repo association: **NONE**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -1564,9 +1565,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #47193: Add num_warmup_steps/n_training_steps > 0 validation to scheduler fun…](https://github.com/huggingface/transformers/pull/47193) — open
-- [PR #47192: Add dropout probability [0,1] range validation to GPT2Config](https://github.com/huggingface/transformers/pull/47192) — open
-- [PR #47191: Add weight_decay >= 0 validation to TrainingArguments](https://github.com/huggingface/transformers/pull/47191) — open
+- [PR #47193: Add num_warmup_steps/n_training_steps > 0 validation to scheduler fun…](https://github.com/huggingface/transformers/pull/47193) — closed
+- [PR #47192: Add dropout probability [0,1] range validation to GPT2Config](https://github.com/huggingface/transformers/pull/47192) — closed
+- [PR #47191: Add weight_decay >= 0 validation to TrainingArguments](https://github.com/huggingface/transformers/pull/47191) — closed
 
 ### `KirtiRamchandani`
 
@@ -2341,12 +2342,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akmswin1)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akmswin1)
 - repo first seen: `2026-03-09T09:03:10Z`
-- repo last seen: `2026-07-08T09:45:14Z`
+- repo last seen: `2026-07-09T08:39:59Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 14 reviews / 15 review comments**
+- snapshot discussion activity: **3 comments / 14 reviews / 15 review comments**
 - account age: **3449 days**
 - recent public PR activity: **5 PRs** (3 merged / 1 closed-unmerged / 1 open; merged rate **60%**, closed-unmerged rate **20%**, open rate **20%**)
 - public orgs: none visible
@@ -2364,12 +2365,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arigen1048)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arigen1048)
 - repo first seen: `2026-04-28T15:23:48Z`
-- repo last seen: `2026-07-08T20:05:15Z`
+- repo last seen: `2026-07-09T07:53:50Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **22 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **23 comments / 0 reviews / 0 review comments**
 - account age: **92 days**
 - recent public PR activity: **5 PRs** (0 merged / 3 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **60%**, open rate **40%**)
 - public orgs: none visible
@@ -2474,7 +2475,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #47064: Fix CLI compatibility with huggingface_hub 1.22 (#47059)](https://github.com/huggingface/transformers/pull/47064) — closed, merged
-- [PR #47061: Fix device_map="auto" under-packing that spills quantized models to cpu (#46823)](https://github.com/huggingface/transformers/pull/47061) — open
+- [PR #47061: Fix device_map="auto" under-packing that spills quantized models to cpu (#46823)](https://github.com/huggingface/transformers/pull/47061) — closed
 - [PR #45752: Fix unhandled exception noise from background safetensors conversion thread](https://github.com/huggingface/transformers/pull/45752) — closed, merged
 
 ### `gante`
@@ -2621,6 +2622,29 @@ Example artifacts:
 - [PR #46136: Fix is_last off-by-one in MaskGenerationPipeline for partial batches](https://github.com/huggingface/transformers/pull/46136) — closed, merged
 - [Issue #46123: MaskGenerationPipeline: is_last never True on final partial batch, silently dropping results](https://github.com/huggingface/transformers/issues/46123) — closed
 
+### `Sainava`
+
+- profile: [github.com/Sainava](https://github.com/Sainava)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASainava)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASainava)
+- repo first seen: `2026-06-09T09:43:45Z`
+- repo last seen: `2026-07-09T07:36:09Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **2 PRs / 1 issues**
+- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
+- account age: **865 days**
+- recent public PR activity: **10 PRs** (5 merged / 2 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **20%**, open rate **30%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #47199: Add pose estimation keypoint preprocessing to Sapiens2ImageProcessor](https://github.com/huggingface/transformers/pull/47199) — open
+- [PR #46764: Add native masked MSE loss for Sapiens2ForPoseEstimation](https://github.com/huggingface/transformers/pull/46764) — closed, merged
+- [Issue #46518: Investigate training support for Sapiens2ForPoseEstimation when labels are provided](https://github.com/huggingface/transformers/issues/46518) — closed
+
 ### `VIUK-XV`
 
 - profile: [github.com/VIUK-XV](https://github.com/VIUK-XV)
@@ -3465,12 +3489,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atomaarsen)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atomaarsen)
 - repo first seen: `2025-12-02T16:00:11Z`
-- repo last seen: `2026-06-19T15:19:15Z`
+- repo last seen: `2026-07-09T09:41:32Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **26**
 - snapshot authored PRs/issues: **19 PRs / 7 issues**
-- snapshot discussion activity: **63 comments / 157 reviews / 153 review comments**
+- snapshot discussion activity: **64 comments / 157 reviews / 153 review comments**
 - account age: **3012 days**
 - recent public PR activity: **52 PRs** (50 merged / 0 closed-unmerged / 2 open; merged rate **96%**, closed-unmerged rate **0%**, open rate **4%**)
 - public orgs: `nltk`, `huggingface`, `embeddings-benchmark`, `Hugging-Face-Helping-Hand`
@@ -4685,28 +4709,6 @@ Example artifacts:
 - [PR #46465: fix: T5 decoder error message uses wrong field names](https://github.com/huggingface/transformers/pull/46465) — closed
 - [Issue #46463: [Bug] Incorrect error message for T5 model family's decoder input validation](https://github.com/huggingface/transformers/issues/46463) — open
 
-### `Sainava`
-
-- profile: [github.com/Sainava](https://github.com/Sainava)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASainava)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASainava)
-- repo first seen: `2026-06-09T09:43:45Z`
-- repo last seen: `2026-06-23T21:05:09Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
-- account age: **865 days**
-- recent public PR activity: **10 PRs** (5 merged / 2 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **20%**, open rate **30%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #46764: Add native masked MSE loss for Sapiens2ForPoseEstimation](https://github.com/huggingface/transformers/pull/46764) — closed, merged
-- [Issue #46518: Investigate training support for Sapiens2ForPoseEstimation when labels are provided](https://github.com/huggingface/transformers/issues/46518) — closed
-
 ### `shubhammr21`
 
 - profile: [github.com/shubhammr21](https://github.com/shubhammr21)
@@ -5285,7 +5287,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aashusnapx)
 - repo first seen: `2026-07-09T00:36:56Z`
 - repo last seen: `2026-07-09T01:25:06Z`
-- 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**
@@ -5908,6 +5910,27 @@ Example artifacts:
 Example artifacts:
 - [PR #47101: Improve README documentation](https://github.com/huggingface/transformers/pull/47101) — closed
 
+### `Diwak4r`
+
+- profile: [github.com/Diwak4r](https://github.com/Diwak4r)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADiwak4r)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADiwak4r)
+- repo first seen: `2026-07-09T08:10:37Z`
+- repo last seen: `2026-07-09T08:10:37Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **696 days**
+- recent public PR activity: **36 PRs** (3 merged / 8 closed-unmerged / 25 open; merged rate **8%**, closed-unmerged rate **22%**, open rate **69%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
+- heuristic read: **high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #47200: Fix double label shift in CohereAsr training loss](https://github.com/huggingface/transformers/pull/47200) — open
+
 ### `DiwanshuG`
 
 - profile: [github.com/DiwanshuG](https://github.com/DiwanshuG)
@@ -6586,12 +6609,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AlabAxiaoming)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AlabAxiaoming)
 - repo first seen: `2026-07-07T13:04:02Z`
-- repo last seen: `2026-07-08T09:19:50Z`
+- repo last seen: `2026-07-09T09:11:33Z`
 - 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: **3 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
 - account age: **3144 days**
 - recent public PR activity: **8 PRs** (1 merged / 1 closed-unmerged / 6 open; merged rate **12%**, closed-unmerged rate **12%**, open rate **75%**)
 - public orgs: none visible
@@ -8035,12 +8058,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asubin9)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asubin9)
 - repo first seen: `2026-07-02T05:11:17Z`
-- repo last seen: `2026-07-08T23:57:08Z`
+- repo last seen: `2026-07-09T08:33:23Z`
 - 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: **7 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
 - account age: **1577 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

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@@ -2344,254 +2081,40 @@
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-            "docs/source/en",
-            "docs/source",
-            "docs"
+            "docs/source/en/quantization",
+            "docs/source/en",
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         {
@@ -2732,6 +2255,172 @@
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+            "src/transformers/models",
+            "tests/models/cohere_asr",
+            "src/transformers",
+            "tests/models",
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+            "tests"
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@@ -2741,13 +2430,13 @@
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+      "summary": "4 open PRs share weighted file overlap around `.github/workflows/build-nightly-ci-docker-images.yml`, `.github/workflows/build-past-ci-docker-images.yml`, `.github/workflows/release-conda.yml`; representative PR #42975.",
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         ".github/workflows/build-past-ci-docker-images.yml",
         ".github/workflows/release-conda.yml",
+        ".github/workflows/build-docker-images.yml",
         ".github/workflows/build-ci-docker-images.yml",
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@@ -2761,8 +2450,8 @@
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@@ -2786,8 +2475,8 @@
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@@ -2811,8 +2500,8 @@
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@@ -2833,8 +2522,8 @@
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@@ -2858,8 +2547,8 @@
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@@ -2878,8 +2567,8 @@
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@@ -3044,7 +2733,7 @@
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-      "average_similarity": 0.503,
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       "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
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         "src/transformers/generation/utils.py"
@@ -3058,8 +2747,8 @@
         {
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@@ -3076,7 +2765,7 @@
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@@ -3092,8 +2781,8 @@
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@@ -3127,7 +2816,7 @@
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@@ -3143,8 +2832,8 @@
         {
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-          "similarity": 0.414,
-          "content_similarity": 0.349,
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@@ -3228,7 +2917,7 @@
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@@ -3283,7 +2972,7 @@
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@@ -3357,7 +3046,7 @@
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-          "content_similarity": 0.469,
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@@ -3375,7 +3064,7 @@
         {
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@@ -3463,7 +3152,7 @@
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       "representative_pr_number": 44615,
-      "average_similarity": 0.466,
+      "average_similarity": 0.467,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
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@@ -3478,7 +3167,7 @@
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@@ -3511,8 +3200,8 @@
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@@ -3528,8 +3217,8 @@
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@@ -3545,8 +3234,8 @@
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+      "average_similarity": 0.575,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gpt2/modeling_gpt2.py`; representative PR #44059.",
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-            "src/transformers/models/cohere_asr",
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-        "src/transformers/models/gpt2/modeling_gpt2.py"
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@@ -4275,56 +3868,138 @@
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+          "shared_directories": [
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+          "shared_directories": [
+            "src/transformers",
+            "tests/trainer",
+            "src",
+            "tests"
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+        {
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+          "shared_directories": [
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+            "tests"
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+        }
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+      "representative_pr_number": 47153,
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+      "summary": "3 open PRs share weighted file overlap around `tests/generation/test_utils.py`, `src/transformers/generation/utils.py`; representative PR #47153.",
+      "shared_filenames": [
+        "tests/generation/test_utils.py",
+        "src/transformers/generation/utils.py"
+      ],
+      "shared_directories": [
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@@ -4385,7 +4060,7 @@
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@@ -4614,6 +4289,74 @@
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+    {
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+      "pr_numbers": [
+        46004,
+        46771,
+        46917
+      ],
+      "representative_pr_number": 46917,
+      "average_similarity": 0.415,
+      "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"
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+          "breadth_similarity": 0.75,
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+          "shared_filenames": [
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+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
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+        },
+        {
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+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
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+          "size_similarity": 0.039,
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+          "concentration_similarity": 0.549,
+          "shared_filenames": [
+            "src/transformers/image_processing_backends.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-44889-3",
       "pr_numbers": [
@@ -4940,6 +4683,51 @@
         }
       ]
     },
+    {
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+      "pr_numbers": [
+        46303,
+        47152
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+      "representative_pr_number": 46303,
+      "average_similarity": 0.9,
+      "summary": "2 open PRs share weighted file overlap around `tests/quantization/compressed_tensors_integration/test_compressed_tensors.py`, `src/transformers/utils/quantization_config.py`; representative PR #46303.",
+      "shared_filenames": [
+        "tests/quantization/compressed_tensors_integration/test_compressed_tensors.py",
+        "src/transformers/utils/quantization_config.py"
+      ],
+      "shared_directories": [
+        "tests/quantization/compressed_tensors_integration",
+        "src/transformers/utils",
+        "tests/quantization",
+        "src/transformers",
+        "tests",
+        "src"
+      ],
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+          "shared_filenames": [
+            "src/transformers/utils/quantization_config.py",
+            "tests/quantization/compressed_tensors_integration/test_compressed_tensors.py"
+          ],
+          "shared_directories": [
+            "src/transformers/utils",
+            "tests/quantization/compressed_tensors_integration",
+            "src/transformers",
+            "tests/quantization",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-46375-2",
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@@ -5003,7 +4791,7 @@
           "left_pr_number": 45639,
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           "similarity": 0.884,
-          "content_similarity": 0.895,
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@@ -5231,7 +5019,7 @@
         45607
       ],
       "representative_pr_number": 45606,
-      "average_similarity": 0.772,
+      "average_similarity": 0.771,
       "summary": "2 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`; representative PR #45606.",
       "shared_filenames": [
         "tests/models/gemma4/test_modeling_gemma4.py"
@@ -5245,7 +5033,7 @@
         {
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@@ -5282,7 +5070,7 @@
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@@ -5481,7 +5269,7 @@
         45480
       ],
       "representative_pr_number": 43747,
-      "average_similarity": 0.668,
+      "average_similarity": 0.666,
       "summary": "2 open PRs share weighted file overlap around `tests/quantization/compressed_tensors_integration/test_compressed_models.py`; representative PR #43747.",
       "shared_filenames": [
         "tests/quantization/compressed_tensors_integration/test_compressed_models.py"
@@ -5495,8 +5283,8 @@
         {
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@@ -5533,7 +5321,7 @@
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@@ -5548,6 +5336,69 @@
         }
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+    {
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+      "pr_numbers": [
+        46562,
+        46658
+      ],
+      "representative_pr_number": 46562,
+      "average_similarity": 0.63,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/step3p7/__init__.py`, `src/transformers/models/step3p7/configuration_step3p7.py`, `src/transformers/models/step3p7/image_processing_step3p7.py`; representative PR #46562.",
+      "shared_filenames": [
+        "src/transformers/models/step3p7/__init__.py",
+        "src/transformers/models/step3p7/configuration_step3p7.py",
+        "src/transformers/models/step3p7/image_processing_step3p7.py",
+        "src/transformers/models/step3p7/modeling_step3p7.py",
+        "src/transformers/models/step3p7/modular_step3p7.py",
+        "src/transformers/models/step3p7/processing_step3p7.py",
+        "tests/models/step3p7/__init__.py",
+        "tests/models/step3p7/test_modeling_step3p7.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/step3p7",
+        "src/transformers/models/auto",
+        "tests/models/step3p7",
+        "src/transformers/models",
+        "tests/models",
+        "src/transformers",
+        "tests",
+        "src"
+      ],
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+        {
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+          "concentration_similarity": 0.696,
+          "shared_filenames": [
+            "src/transformers/conversion_mapping.py",
+            "src/transformers/models/auto/auto_mappings.py",
+            "src/transformers/models/auto/modeling_auto.py",
+            "src/transformers/models/step3p7/__init__.py",
+            "src/transformers/models/step3p7/configuration_step3p7.py",
+            "src/transformers/models/step3p7/image_processing_step3p7.py",
+            "src/transformers/models/step3p7/modeling_step3p7.py",
+            "src/transformers/models/step3p7/modular_step3p7.py",
+            "src/transformers/models/step3p7/processing_step3p7.py",
+            "tests/models/step3p7/__init__.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/auto",
+            "src/transformers/models/step3p7",
+            "src/transformers/models",
+            "tests/models/step3p7",
+            "src/transformers",
+            "tests/models",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-46834-2",
       "pr_numbers": [
@@ -5596,7 +5447,7 @@
         46324
       ],
       "representative_pr_number": 44228,
-      "average_similarity": 0.563,
+      "average_similarity": 0.564,
       "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",
@@ -5611,7 +5462,7 @@
         {
           "left_pr_number": 44228,
           "right_pr_number": 46324,
-          "similarity": 0.563,
+          "similarity": 0.564,
           "content_similarity": 0.6,
           "size_similarity": 0.259,
           "breadth_similarity": 0.583,
@@ -5727,43 +5578,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-47089-2",
-      "pr_numbers": [
-        47089,
-        47152
-      ],
-      "representative_pr_number": 47089,
-      "average_similarity": 0.547,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/quantization_config.py`; representative PR #47089.",
-      "shared_filenames": [
-        "src/transformers/utils/quantization_config.py"
-      ],
-      "shared_directories": [
-        "src/transformers/utils",
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 47089,
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-          "content_similarity": 0.46,
-          "size_similarity": 0.5,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/utils/quantization_config.py"
-          ],
-          "shared_directories": [
-            "src/transformers/utils",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-45541-2",
       "pr_numbers": [
@@ -5772,107 +5586,29 @@
       ],
       "representative_pr_number": 45541,
       "average_similarity": 0.537,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_base.py`; representative PR #45541.",
-      "shared_filenames": [
-        "src/transformers/tokenization_utils_base.py"
-      ],
-      "shared_directories": [
-        "src/transformers",
-        "src"
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-        {
-          "left_pr_number": 45541,
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-          "shared_filenames": [
-            "src/transformers/tokenization_utils_base.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
-    {
-      "cluster_id": "pr-scope-45168-2",
-      "pr_numbers": [
-        45168,
-        47193
-      ],
-      "representative_pr_number": 45168,
-      "average_similarity": 0.518,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/optimization.py`; representative PR #45168.",
-      "shared_filenames": [
-        "src/transformers/optimization.py"
-      ],
-      "shared_directories": [
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 45168,
-          "right_pr_number": 47193,
-          "similarity": 0.518,
-          "content_similarity": 0.393,
-          "size_similarity": 0.615,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/optimization.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
-    {
-      "cluster_id": "pr-scope-45666-2",
-      "pr_numbers": [
-        45666,
-        47100
-      ],
-      "representative_pr_number": 45666,
-      "average_similarity": 0.517,
-      "summary": "2 open PRs share weighted file overlap around `tests/kernels/test_kernels.py`, `src/transformers/integrations/hub_kernels.py`; representative PR #45666.",
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_base.py`; representative PR #45541.",
       "shared_filenames": [
-        "tests/kernels/test_kernels.py",
-        "src/transformers/integrations/hub_kernels.py"
+        "src/transformers/tokenization_utils_base.py"
       ],
       "shared_directories": [
-        "src/transformers/integrations",
-        "tests/kernels",
         "src/transformers",
-        "tests",
         "src"
       ],
       "pairwise": [
         {
-          "left_pr_number": 45666,
-          "right_pr_number": 47100,
-          "similarity": 0.517,
-          "content_similarity": 0.58,
-          "size_similarity": 0.04,
-          "breadth_similarity": 0.625,
-          "concentration_similarity": 0.841,
+          "left_pr_number": 45541,
+          "right_pr_number": 46177,
+          "similarity": 0.537,
+          "content_similarity": 0.441,
+          "size_similarity": 0.519,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
           "shared_filenames": [
-            "src/transformers/integrations/hub_kernels.py",
-            "tests/kernels/test_kernels.py"
+            "src/transformers/tokenization_utils_base.py"
           ],
           "shared_directories": [
-            "src/transformers/integrations",
             "src/transformers",
-            "tests/kernels",
-            "src",
-            "tests"
+            "src"
           ]
         }
       ]
@@ -5884,7 +5620,7 @@
         46766
       ],
       "representative_pr_number": 45682,
-      "average_similarity": 0.516,
+      "average_similarity": 0.535,
       "summary": "2 open PRs share weighted file overlap around `tests/peft_integration/test_peft_integration.py`, `src/transformers/integrations/peft.py`; representative PR #45682.",
       "shared_filenames": [
         "tests/peft_integration/test_peft_integration.py",
@@ -5901,11 +5637,11 @@
         {
           "left_pr_number": 45682,
           "right_pr_number": 46766,
-          "similarity": 0.516,
-          "content_similarity": 0.525,
-          "size_similarity": 0.096,
+          "similarity": 0.535,
+          "content_similarity": 0.53,
+          "size_similarity": 0.216,
           "breadth_similarity": 1.0,
-          "concentration_similarity": 0.691,
+          "concentration_similarity": 0.632,
           "shared_filenames": [
             "src/transformers/integrations/peft.py",
             "tests/peft_integration/test_peft_integration.py"
@@ -5920,6 +5656,43 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45056-2",
+      "pr_numbers": [
+        45056,
+        45128
+      ],
+      "representative_pr_number": 45056,
+      "average_similarity": 0.509,
+      "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"
+      ],
+      "shared_directories": [
+        "src/transformers/utils",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45056,
+          "right_pr_number": 45128,
+          "similarity": 0.509,
+          "content_similarity": 0.407,
+          "size_similarity": 0.669,
+          "breadth_similarity": 0.875,
+          "concentration_similarity": 0.724,
+          "shared_filenames": [
+            "src/transformers/utils/auto_docstring.py"
+          ],
+          "shared_directories": [
+            "src/transformers/utils",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-44973-2",
       "pr_numbers": [
@@ -5927,7 +5700,7 @@
         47170
       ],
       "representative_pr_number": 44973,
-      "average_similarity": 0.507,
+      "average_similarity": 0.506,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/glm4v/modeling_glm4v.py`, `src/transformers/models/glm_image/modeling_glm_image.py`, `src/transformers/models/glm_ocr/modeling_glm_ocr.py`; representative PR #44973.",
       "shared_filenames": [
         "src/transformers/models/glm4v/modeling_glm4v.py",
@@ -5953,7 +5726,7 @@
         {
           "left_pr_number": 44973,
           "right_pr_number": 47170,
-          "similarity": 0.507,
+          "similarity": 0.506,
           "content_similarity": 0.543,
           "size_similarity": 0.102,
           "breadth_similarity": 0.639,
@@ -5985,43 +5758,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-45056-2",
-      "pr_numbers": [
-        45056,
-        45128
-      ],
-      "representative_pr_number": 45056,
-      "average_similarity": 0.505,
-      "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"
-      ],
-      "shared_directories": [
-        "src/transformers/utils",
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 45056,
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-          "similarity": 0.505,
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-          "size_similarity": 0.669,
-          "breadth_similarity": 0.875,
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-          "shared_filenames": [
-            "src/transformers/utils/auto_docstring.py"
-          ],
-          "shared_directories": [
-            "src/transformers/utils",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-45110-2",
       "pr_numbers": [
@@ -6090,7 +5826,7 @@
         43649
       ],
       "representative_pr_number": 43532,
-      "average_similarity": 0.496,
+      "average_similarity": 0.495,
       "summary": "2 open PRs share weighted file overlap around `utils/notification_service.py`, `.github/workflows/self-comment-ci.yml`, `.github/workflows/self-scheduled.yml`; representative PR #43532.",
       "shared_filenames": [
         "utils/notification_service.py",
@@ -6110,8 +5846,8 @@
         {
           "left_pr_number": 43532,
           "right_pr_number": 43649,
-          "similarity": 0.496,
-          "content_similarity": 0.435,
+          "similarity": 0.495,
+          "content_similarity": 0.434,
           "size_similarity": 0.395,
           "breadth_similarity": 0.875,
           "concentration_similarity": 0.893,
@@ -6266,7 +6002,7 @@
         46556
       ],
       "representative_pr_number": 46404,
-      "average_similarity": 0.468,
+      "average_similarity": 0.469,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/deepseek_vl/modular_deepseek_vl.py`, `src/transformers/models/emu3/processing_emu3.py`, `src/transformers/models/florence2/processing_florence2.py`; representative PR #46404.",
       "shared_filenames": [
         "src/transformers/models/deepseek_vl/modular_deepseek_vl.py",
@@ -6292,8 +6028,8 @@
         {
           "left_pr_number": 46404,
           "right_pr_number": 46556,
-          "similarity": 0.468,
-          "content_similarity": 0.477,
+          "similarity": 0.469,
+          "content_similarity": 0.479,
           "size_similarity": 0.298,
           "breadth_similarity": 0.46,
           "concentration_similarity": 0.86,
@@ -6400,6 +6136,45 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-32189-2",
+      "pr_numbers": [
+        32189,
+        42655
+      ],
+      "representative_pr_number": 32189,
+      "average_similarity": 0.452,
+      "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/generation/candidate_generator.py",
+        "src/transformers/generation/utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers/generation",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 32189,
+          "right_pr_number": 42655,
+          "similarity": 0.452,
+          "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-41356-2",
       "pr_numbers": [
@@ -6466,7 +6241,7 @@
         47108
       ],
       "representative_pr_number": 44965,
-      "average_similarity": 0.434,
+      "average_similarity": 0.433,
       "summary": "2 open PRs share weighted file overlap around `.github/workflows/build_pr_documentation.yml`; representative PR #44965.",
       "shared_filenames": [
         ".github/workflows/build_pr_documentation.yml"
@@ -6479,8 +6254,8 @@
         {
           "left_pr_number": 44965,
           "right_pr_number": 47108,
-          "similarity": 0.434,
-          "content_similarity": 0.446,
+          "similarity": 0.433,
+          "content_similarity": 0.444,
           "size_similarity": 0.087,
           "breadth_similarity": 0.75,
           "concentration_similarity": 0.681,
@@ -6578,6 +6353,41 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46887-2",
+      "pr_numbers": [
+        46887,
+        47202
+      ],
+      "representative_pr_number": 46887,
+      "average_similarity": 0.427,
+      "summary": "2 open PRs share weighted file overlap around `.github/workflows/build-ci-docker-images.yml`; representative PR #46887.",
+      "shared_filenames": [
+        ".github/workflows/build-ci-docker-images.yml"
+      ],
+      "shared_directories": [
+        ".github/workflows",
+        ".github"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46887,
+          "right_pr_number": 47202,
+          "similarity": 0.427,
+          "content_similarity": 0.424,
+          "size_similarity": 0.441,
+          "breadth_similarity": 0.321,
+          "concentration_similarity": 0.633,
+          "shared_filenames": [
+            ".github/workflows/build-ci-docker-images.yml"
+          ],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-43826-2",
       "pr_numbers": [
@@ -6670,6 +6480,41 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-44606-2",
+      "pr_numbers": [
+        44606,
+        45086
+      ],
+      "representative_pr_number": 44606,
+      "average_similarity": 0.402,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #44606.",
+      "shared_filenames": [
+        "src/transformers/tokenization_utils_tokenizers.py"
+      ],
+      "shared_directories": [
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 44606,
+          "right_pr_number": 45086,
+          "similarity": 0.402,
+          "content_similarity": 0.312,
+          "size_similarity": 0.222,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/tokenization_utils_tokenizers.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-43446-2",
       "pr_numbers": [
@@ -6774,41 +6619,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-44606-2",
-      "pr_numbers": [
-        44606,
-        45086
-      ],
-      "representative_pr_number": 44606,
-      "average_similarity": 0.401,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #44606.",
-      "shared_filenames": [
-        "src/transformers/tokenization_utils_tokenizers.py"
-      ],
-      "shared_directories": [
-        "src/transformers",
-        "src"
-      ],
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-        {
-          "left_pr_number": 44606,
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-          "similarity": 0.401,
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-          "size_similarity": 0.222,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/tokenization_utils_tokenizers.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-43757-2",
       "pr_numbers": [
@@ -6816,7 +6626,7 @@
         46467
       ],
       "representative_pr_number": 43757,
-      "average_similarity": 0.375,
+      "average_similarity": 0.376,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/modeling_gguf_pytorch_utils.py`; representative PR #43757.",
       "shared_filenames": [
         "src/transformers/modeling_gguf_pytorch_utils.py"
@@ -6829,7 +6639,7 @@
         {
           "left_pr_number": 43757,
           "right_pr_number": 46467,
-          "similarity": 0.375,
+          "similarity": 0.376,
           "content_similarity": 0.298,
           "size_similarity": 0.6,
           "breadth_similarity": 0.5,
@@ -6851,7 +6661,7 @@
         46503
       ],
       "representative_pr_number": 46501,
-      "average_similarity": 0.365,
+      "average_similarity": 0.363,
       "summary": "2 open PRs cluster in `.github/workflows`, `.github` with similar change breadth; representative PR #46501.",
       "shared_filenames": [],
       "shared_directories": [
@@ -6862,8 +6672,8 @@
         {
           "left_pr_number": 46501,
           "right_pr_number": 46503,
-          "similarity": 0.365,
-          "content_similarity": 0.093,
+          "similarity": 0.363,
+          "content_similarity": 0.09,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -6919,7 +6729,7 @@
         46792
       ],
       "representative_pr_number": 45975,
-      "average_similarity": 0.357,
+      "average_similarity": 0.356,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/cli/serving/model_manager.py`, `src/transformers/cli/serve.py`; representative PR #45975.",
       "shared_filenames": [
         "src/transformers/cli/serving/model_manager.py",
@@ -6935,8 +6745,8 @@
         {
           "left_pr_number": 45975,
           "right_pr_number": 46792,
-          "similarity": 0.357,
-          "content_similarity": 0.261,
+          "similarity": 0.356,
+          "content_similarity": 0.26,
           "size_similarity": 0.444,
           "breadth_similarity": 0.75,
           "concentration_similarity": 0.647,
@@ -6986,41 +6796,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-46004-2",
-      "pr_numbers": [
-        46004,
-        46771
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-      "average_similarity": 0.349,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/image_processing_backends.py`; representative PR #46004.",
-      "shared_filenames": [
-        "src/transformers/image_processing_backends.py"
-      ],
-      "shared_directories": [
-        "src/transformers",
-        "src"
-      ],
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-        {
-          "left_pr_number": 46004,
-          "right_pr_number": 46771,
-          "similarity": 0.349,
-          "content_similarity": 0.409,
-          "size_similarity": 0.039,
-          "breadth_similarity": 0.292,
-          "concentration_similarity": 0.549,
-          "shared_filenames": [
-            "src/transformers/image_processing_backends.py"
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-            "src/transformers",
-            "src"
-          ]
-        }
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     {
       "cluster_id": "pr-scope-45851-2",
       "pr_numbers": [

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