Refresh transformers dataset snapshot 20260701T180021Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
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new-contributors-report.md

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260701T120019Z`
-- Generated: `2026-07-01T12:02:40Z`
+- Snapshot: `20260701T180021Z`
+- Generated: `2026-07-01T18:02:05Z`
 - Activity window: `60d`
 - Contributors: `346`
 
@@ -9,7 +9,7 @@
 
 | 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` | 130 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 131 | 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` | 111 | 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` | 100 | 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` | 100 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
@@ -30,19 +30,19 @@
 | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 28 | 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 |
-| `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 25 | 4 | strong | low | low | — |
+| `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 26 | 4 | strong | low | low | — |
 | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 22 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
 | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 21 | 0 | strong | moderate | low | — |
 | `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 | — |
 | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 19 | 0 | strong | moderate | low | targets high-star repos |
 | `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 16 | 1 | weak | moderate | low | high open PR share |
+| `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | NONE | ?d | `2026-05-13T06:40:41Z` | 15 | 0 | n/a | n/a | n/a | summary unavailable |
 | `AI-Safeter` | [profile](https://github.com/AI-Safeter) | no | NONE | 0d | `2026-05-19T04:38:35Z` | 14 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
+| `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 13 | 0 | mixed | low | low | high open PR share |
 | `Rohan5commit` | [profile](https://github.com/Rohan5commit) | no | FIRST_TIME_CONTRIBUTOR | 636d | `2026-06-12T06:11:19Z` | 13 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
 | `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 13 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
 | `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 12 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 12 | 0 | mixed | low | low | high open PR share |
-| `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | NONE | ?d | `2026-05-13T06:40:41Z` | 12 | 0 | n/a | n/a | n/a | summary unavailable |
 | `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2909d | `2026-03-14T18:33:53Z` | 11 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `KartavyaDikshit` | [profile](https://github.com/KartavyaDikshit) | no | FIRST_TIME_CONTRIBUTOR | 1742d | `2026-06-22T01:23:43Z` | 11 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
 | `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | CONTRIBUTOR | 9d | `2026-04-22T13:14:19Z` | 10 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
@@ -93,7 +93,6 @@
 | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 8 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
 | `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5087d | `2026-03-13T14:45:22Z` | 6 | 10 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2872d | `2025-11-10T23:38:23Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3449d | `2026-03-09T09:03:10Z` | 5 | 0 | mixed | low | low | — |
 | `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2500d | `2025-10-30T12:45:06Z` | 4 | 1 | mixed | moderate | low | — |
@@ -141,6 +140,7 @@
 | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 9 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 596d | `2025-06-12T08:51:40Z` | 7 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 6 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
+| `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3900d | `2026-01-21T06:14:39Z` | 5 | 4 | weak | low | low | high open PR share; targets high-star repos |
 | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
@@ -214,7 +214,7 @@
 | `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 |
 | `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 |
-| `atri2549` | [profile](https://github.com/atri2549) | yes | 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 |
+| `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 |
 | `AzeezIsh` | [profile](https://github.com/AzeezIsh) | no | CONTRIBUTOR | 1650d | `2026-06-04T16:46:37Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `BB0813` | [profile](https://github.com/BB0813) | no | NONE | 943d | `2026-06-21T13:10:48Z` | 1 | 0 | mixed | high | low | broad repo spread |
 | `belamaran96-coder` | [profile](https://github.com/belamaran96-coder) | no | NONE | 288d | `2026-05-03T16:53:02Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
@@ -280,7 +280,7 @@
 | `lanxuejin` | [profile](https://github.com/lanxuejin) | no | FIRST_TIME_CONTRIBUTOR | 2869d | `2026-06-04T12:32:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `lewtun` | [profile](https://github.com/lewtun) | no | MEMBER | 3372d | `2024-10-18T08:50:17Z` | 1 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `lianakoleva` | [profile](https://github.com/lianakoleva) | no | NONE | 2780d | `2026-05-13T17:04:37Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
-| `LiangSu8899` | [profile](https://github.com/LiangSu8899) | yes | FIRST_TIME_CONTRIBUTOR | 3682d | `2026-07-01T10:41:28Z` | 1 | 0 | mixed | low | low | high recent PR volume |
+| `LiangSu8899` | [profile](https://github.com/LiangSu8899) | no | FIRST_TIME_CONTRIBUTOR | 3682d | `2026-07-01T10:41:28Z` | 1 | 0 | mixed | low | low | high recent PR volume |
 | `ltd0924` | [profile](https://github.com/ltd0924) | no | FIRST_TIME_CONTRIBUTOR | 3177d | `2026-06-11T11:21:38Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `MaciejBalaNV` | [profile](https://github.com/MaciejBalaNV) | no | CONTRIBUTOR | 717d | `2026-05-21T19:47:46Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `manavmax` | [profile](https://github.com/manavmax) | no | NONE | 1226d | `2026-06-03T07:57:11Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -364,12 +364,12 @@
 - 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: `2026-06-30T08:17:33Z`
+- repo last seen: `2026-07-01T15:41:01Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **130**
-- snapshot authored PRs/issues: **130 PRs / 0 issues**
-- snapshot discussion activity: **137 comments / 251 reviews / 169 review comments**
+- repo primary artifacts: **131**
+- snapshot authored PRs/issues: **131 PRs / 0 issues**
+- snapshot discussion activity: **137 comments / 255 reviews / 172 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
@@ -377,9 +377,9 @@
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #47005: Add tiny_model_id support to ProcessorTesterMixin for memory-sensitive tests](https://github.com/huggingface/transformers/pull/47005) — open
 - [PR #46910: Install in docker](https://github.com/huggingface/transformers/pull/46910) — closed, merged
 - [PR #46882: [CI] Use pre-computed `_OLD_MODELS` in `test_new_models_require_torchvision_backend`](https://github.com/huggingface/transformers/pull/46882) — closed, merged
-- [PR #46845: Try smaller group](https://github.com/huggingface/transformers/pull/46845) — open
 
 ### `Cyrilvallez`
 
@@ -410,12 +410,12 @@ Example artifacts:
 - 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: `2026-07-01T07:42:54Z`
+- repo last seen: `2026-07-01T15:53:24Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **106**
 - snapshot authored PRs/issues: **100 PRs / 6 issues**
-- snapshot discussion activity: **185 comments / 224 reviews / 204 review comments**
+- snapshot discussion activity: **187 comments / 224 reviews / 204 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`
@@ -536,12 +536,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
 - repo first seen: `2025-08-26T12:13:50Z`
-- repo last seen: `2026-07-01T12:01:03Z`
+- repo last seen: `2026-07-01T15:15:19Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **58**
 - snapshot authored PRs/issues: **56 PRs / 2 issues**
-- snapshot discussion activity: **742 comments / 1388 reviews / 5677 review comments**
+- snapshot discussion activity: **747 comments / 1390 reviews / 5678 review comments**
 - account age: **1991 days**
 - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
 - public orgs: none visible
@@ -586,12 +586,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
 - repo first seen: `2023-02-27T14:00:41Z`
-- repo last seen: `2026-07-01T11:07:43Z`
+- repo last seen: `2026-07-01T17:03:18Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **47**
 - snapshot authored PRs/issues: **47 PRs / 0 issues**
-- snapshot discussion activity: **851 comments / 345 reviews / 235 review comments**
+- snapshot discussion activity: **852 comments / 345 reviews / 235 review comments**
 - account age: **3961 days**
 - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
 - public orgs: `huggingface`
@@ -599,7 +599,7 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #46980: Raise a loud error for missing prefix](https://github.com/huggingface/transformers/pull/46980) — open
+- [PR #46980: Raise a loud error for missing prefix](https://github.com/huggingface/transformers/pull/46980) — closed, merged
 - [PR #46419: Port ESMC and ESMFold2 to Transformers](https://github.com/huggingface/transformers/pull/46419) — open
 - [PR #46036: Widen tols for float16/bfloat16](https://github.com/huggingface/transformers/pull/46036) — open
 
@@ -657,12 +657,12 @@ 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: `2026-06-29T09:01:40Z`
+- repo last seen: `2026-07-01T14:08:40Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **37**
 - snapshot authored PRs/issues: **37 PRs / 0 issues**
-- snapshot discussion activity: **67 comments / 63 reviews / 38 review comments**
+- snapshot discussion activity: **67 comments / 66 reviews / 41 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
@@ -680,12 +680,12 @@ 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: `2026-07-01T06:03:56Z`
+- repo last seen: `2026-07-01T12:35:20Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **56**
 - snapshot authored PRs/issues: **36 PRs / 20 issues**
-- snapshot discussion activity: **110 comments / 136 reviews / 136 review comments**
+- snapshot discussion activity: **112 comments / 136 reviews / 136 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
@@ -693,7 +693,7 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #46992: feat[vLLM x v5]: Rename audio_processor to feature_extractor on Granite Speech and Phi-4 Multimodal processors](https://github.com/huggingface/transformers/pull/46992) — open
+- [PR #46992: feat[vLLM x v5]: Rename audio_processor to feature_extractor on Granite Speech and Phi-4 Multimodal processors](https://github.com/huggingface/transformers/pull/46992) — closed
 - [PR #46825: model: Add NVIDIA Canary-1B-v2 to Transformers](https://github.com/huggingface/transformers/pull/46825) — open
 - [PR #46472: feat[vLLM x v5]: Expose max_source_positions on VibeVoiceAsrConfig](https://github.com/huggingface/transformers/pull/46472) — closed, merged
 - [Issue #45198: [BUG] Wav2Vec2 wav2vec2-lv-60-espeak-cv-ft: save_pretrained and tokenization fail](https://github.com/huggingface/transformers/issues/45198) — closed
@@ -875,11 +875,11 @@ 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: `2026-07-01T11:47:13Z`
+- repo last seen: `2026-07-01T14:08:34Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **29**
-- snapshot authored PRs/issues: **25 PRs / 4 issues**
+- repo primary artifacts: **30**
+- snapshot authored PRs/issues: **26 PRs / 4 issues**
 - snapshot discussion activity: **80 comments / 447 reviews / 412 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%**)
@@ -888,9 +888,9 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
+- [PR #47003: OpenVINO HF Exporter](https://github.com/huggingface/transformers/pull/47003) — open, draft
 - [PR #46957: Finegrained FP8 v4: fused grouepd/batched](https://github.com/huggingface/transformers/pull/46957) — open
 - [PR #46818: 🚨 EP: fix EP router contract for many models + honor FP8 scale format](https://github.com/huggingface/transformers/pull/46818) — closed, merged
-- [PR #46742: finegrained v3](https://github.com/huggingface/transformers/pull/46742) — closed, merged
 - [Issue #46443: Vision RoPE refactor](https://github.com/huggingface/transformers/issues/46443) — open
 - [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
@@ -1036,6 +1036,30 @@ Example artifacts:
 - [PR #46485: Bound causal-attention mask to prevent unbounded allocation](https://github.com/huggingface/transformers/pull/46485) — closed
 - [Issue #45998: Security Vulnerability](https://github.com/huggingface/transformers/issues/45998) — 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: `2026-07-01T15:41:13Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **15**
+- snapshot authored PRs/issues: **15 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 #47006: [serge] Fix 10 integration tests for model `gemma3` failing with `output_mismatch` (list output differs (8), other (2))](https://github.com/huggingface/transformers/pull/47006) — open
+- [PR #47001: [serge] Fix 8 integration tests for model `mamba2` failing with `OOM` (other (8))](https://github.com/huggingface/transformers/pull/47001) — closed
+- [PR #46999: [serge] Fix 1 integration tests regressed by commit 1f3294c82c1d (PR #46850)](https://github.com/huggingface/transformers/pull/46999) — closed
+
 ### `AI-Safeter`
 
 - profile: [github.com/AI-Safeter](https://github.com/AI-Safeter)
@@ -1059,6 +1083,29 @@ Example artifacts:
 - [PR #46063: Fix typo in Qwen2.5-Omni docs example (cant -> can)](https://github.com/huggingface/transformers/pull/46063) — closed
 - [PR #46062: Fix article in ViTPose docs (a object detector -> an object detector)](https://github.com/huggingface/transformers/pull/46062) — closed
 
+### `ebezzam`
+
+- profile: [github.com/ebezzam](https://github.com/ebezzam)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
+- repo first seen: `2025-07-25T12:59:52Z`
+- repo last seen: `2026-07-01T13:39:37Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **13**
+- snapshot authored PRs/issues: **13 PRs / 0 issues**
+- snapshot discussion activity: **83 comments / 355 reviews / 959 review comments**
+- account age: **4714 days**
+- recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
+- public orgs: `LCAV`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share**
+
+Example artifacts:
+- [PR #47002: Fix typo in Qwen3 ASR no_split_module](https://github.com/huggingface/transformers/pull/47002) — closed, merged
+- [PR #46963: Fix Xcodec2 attention to be non-causal.](https://github.com/huggingface/transformers/pull/46963) — closed, merged
+- [PR #46956: Use common floats_list method for feature extractor tests.](https://github.com/huggingface/transformers/pull/46956) — closed, merged
+
 ### `Rohan5commit`
 
 - profile: [github.com/Rohan5commit](https://github.com/Rohan5commit)
@@ -1111,12 +1158,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
 - repo first seen: `2024-06-13T14:13:17Z`
-- repo last seen: `2026-07-01T07:39:38Z`
+- repo last seen: `2026-07-01T14:00:52Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **13**
 - snapshot authored PRs/issues: **12 PRs / 1 issues**
-- snapshot discussion activity: **52 comments / 243 reviews / 678 review comments**
+- snapshot discussion activity: **53 comments / 244 reviews / 689 review comments**
 - account age: **2914 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -1129,53 +1176,6 @@ Example artifacts:
 - [PR #46771: [WIP] Support custom kernels for processing ops](https://github.com/huggingface/transformers/pull/46771) — open
 - [Issue #43979: Call to contributions: refactor output tracing in transformers](https://github.com/huggingface/transformers/issues/43979) — closed
 
-### `ebezzam`
-
-- profile: [github.com/ebezzam](https://github.com/ebezzam)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
-- repo first seen: `2025-07-25T12:59:52Z`
-- repo last seen: `2026-07-01T11:55:37Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **12**
-- snapshot authored PRs/issues: **12 PRs / 0 issues**
-- snapshot discussion activity: **80 comments / 355 reviews / 959 review comments**
-- account age: **4714 days**
-- recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
-- public orgs: `LCAV`
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share**
-
-Example artifacts:
-- [PR #46963: Fix Xcodec2 attention to be non-causal.](https://github.com/huggingface/transformers/pull/46963) — closed, merged
-- [PR #46956: Use common floats_list method for feature extractor tests.](https://github.com/huggingface/transformers/pull/46956) — closed, merged
-- [PR #46048: Add TDT loss kernel](https://github.com/huggingface/transformers/pull/46048) — open, draft
-
-### `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: `2026-07-01T00:55:00Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **12**
-- snapshot authored PRs/issues: **12 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 #46986: [serge] Fix 10 integration tests for model `glm_ocr` failing with `output_mismatch` (list output differs (10))](https://github.com/huggingface/transformers/pull/46986) — open
-- [PR #46971: [serge] Fix 8 integration tests for model `mamba2` failing with `OOM` (other (8))](https://github.com/huggingface/transformers/pull/46971) — open
-- [PR #46970: [serge] Fix 16 integration tests for model `musicgen_melody` failing with `output_mismatch` (tensor values differ (16))](https://github.com/huggingface/transformers/pull/46970) — open
-
 ### `he-yufeng`
 
 - profile: [github.com/he-yufeng](https://github.com/he-yufeng)
@@ -1312,7 +1312,7 @@ Example artifacts:
 Example artifacts:
 - [PR #46959: FIX PEFT test changed error type](https://github.com/huggingface/transformers/pull/46959) — closed, merged
 - [PR #46891: CI Test PEFT integration CI](https://github.com/huggingface/transformers/pull/46891) — open, draft
-- [PR #46442: Bump min peft 0.19.1 remove weight conversion duplicate code](https://github.com/huggingface/transformers/pull/46442) — open
+- [PR #46442: Bump min peft 0.19.1 remove weight conversion duplicate code](https://github.com/huggingface/transformers/pull/46442) — closed, merged
 
 ### `juliendenize`
 
@@ -1368,12 +1368,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
 - repo first seen: `2026-05-12T18:20:58Z`
-- repo last seen: `2026-06-30T13:11:58Z`
+- repo last seen: `2026-07-01T15:06:39Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **7 PRs / 0 issues**
-- snapshot discussion activity: **37 comments / 140 reviews / 179 review comments**
+- snapshot discussion activity: **37 comments / 147 reviews / 186 review comments**
 - account age: **2794 days**
 - recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
 - public orgs: `huggingface`
@@ -1414,12 +1414,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akylesayrs)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akylesayrs)
 - repo first seen: `2025-07-28T19:40:18Z`
-- repo last seen: `2026-06-30T14:41:43Z`
+- repo last seen: `2026-07-01T15:50:45Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **7 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 8 reviews / 11 review comments**
+- snapshot discussion activity: **4 comments / 10 reviews / 13 review comments**
 - account age: **3784 days**
 - recent public PR activity: **65 PRs** (35 merged / 2 closed-unmerged / 28 open; merged rate **54%**, closed-unmerged rate **3%**, open rate **43%**)
 - public orgs: none visible
@@ -1484,12 +1484,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AleaderofARS)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AleaderofARS)
 - repo first seen: `2025-12-04T12:38:46Z`
-- repo last seen: `2026-06-30T15:41:17Z`
+- repo last seen: `2026-07-01T14:12:10Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 2 reviews / 2 review comments**
+- snapshot discussion activity: **6 comments / 3 reviews / 3 review comments**
 - account age: **660 days**
 - recent public PR activity: **19 PRs** (18 merged / 0 closed-unmerged / 1 open; merged rate **95%**, closed-unmerged rate **0%**, open rate **5%**)
 - public orgs: none visible
@@ -2315,7 +2315,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46011: [new model] Add zaya1 vl](https://github.com/huggingface/transformers/pull/46011) — open, draft
-- [PR #45862: [new model] Add Zyphra/ZAYA1-8B](https://github.com/huggingface/transformers/pull/45862) — open
+- [PR #45862: [new model] Add Zyphra/ZAYA1-8B](https://github.com/huggingface/transformers/pull/45862) — closed, merged
 - [PR #45173: [misc] fix qwen35 tests: correct the text model type and skip reverse_mapping](https://github.com/huggingface/transformers/pull/45173) — closed, merged
 
 ### `dacorvo`
@@ -2344,29 +2344,6 @@ Example artifacts:
 - [Issue #46439: Static cache `early_initialization` corrupts linear-attention layers (wrong shapes → `RuntimeError`)](https://github.com/huggingface/transformers/issues/46439) — open
 - [Issue #46424: Cache config max_cache_length only honored for Quantized Cache](https://github.com/huggingface/transformers/issues/46424) — open
 
-### `SangbumChoi`
-
-- profile: [github.com/SangbumChoi](https://github.com/SangbumChoi)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASangbumChoi)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASangbumChoi)
-- repo first seen: `2024-06-07T00:26:26Z`
-- repo last seen: `2026-06-29T23:41:34Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **6**
-- snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **11 comments / 105 reviews / 124 review comments**
-- account age: **3079 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46300: LocateAnything 3B](https://github.com/huggingface/transformers/pull/46300) — open, draft
-- [PR #45746: Fix link to modular transformers documentation](https://github.com/huggingface/transformers/pull/45746) — closed, merged
-- [PR #43451: Add Molmo2](https://github.com/huggingface/transformers/pull/43451) — open
-
 ### `Aravind-11`
 
 - profile: [github.com/Aravind-11](https://github.com/Aravind-11)
@@ -3431,6 +3408,29 @@ Example artifacts:
 - [Issue #44273: Lazy loading is not working properly](https://github.com/huggingface/transformers/issues/44273) — open
 - [Issue #43334: Qwen3-VL can't be loaded in transformers dev: AttributeError: 'Qwen3VLTextConfig' object has no attribute 'pad_token_id'](https://github.com/huggingface/transformers/issues/43334) — closed
 
+### `SangbumChoi`
+
+- profile: [github.com/SangbumChoi](https://github.com/SangbumChoi)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASangbumChoi)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASangbumChoi)
+- repo first seen: `2024-06-07T00:26:26Z`
+- repo last seen: `2026-07-01T13:58:48Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **6 PRs / 0 issues**
+- snapshot discussion activity: **12 comments / 105 reviews / 124 review comments**
+- account age: **3079 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46300: LocateAnything 3B](https://github.com/huggingface/transformers/pull/46300) — open, draft
+- [PR #45746: Fix link to modular transformers documentation](https://github.com/huggingface/transformers/pull/45746) — closed, merged
+- [PR #43451: Add Molmo2](https://github.com/huggingface/transformers/pull/43451) — open
+
 ### `KoichiYasuoka`
 
 - profile: [github.com/KoichiYasuoka](https://github.com/KoichiYasuoka)
@@ -5044,7 +5044,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aatri2549)
 - repo first seen: `2026-07-01T09:25:24Z`
 - repo last seen: `2026-07-01T09:25:24Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIMER**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -5232,12 +5232,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AButterfingrz)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AButterfingrz)
 - repo first seen: `2026-06-29T14:31:31Z`
-- repo last seen: `2026-07-01T07:03:58Z`
+- repo last seen: `2026-07-01T14:54:26Z`
 - 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: **1 comments / 4 reviews / 4 review comments**
+- snapshot discussion activity: **1 comments / 7 reviews / 7 review comments**
 - account age: **1134 days**
 - recent public PR activity: **10 PRs** (5 merged / 1 closed-unmerged / 4 open; merged rate **50%**, closed-unmerged rate **10%**, open rate **40%**)
 - public orgs: none visible
@@ -6430,7 +6430,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALiangSu8899)
 - repo first seen: `2026-07-01T10:41:28Z`
 - repo last seen: `2026-07-01T10:41:28Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**

new_contributors.parquet

@@ -1,3 +1,3 @@
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-size 63381
+oid sha256:f9cb1ed1a161d38344397134eab34a7abdc3cd229ae494ca88e13ce8d0ce7ae7
+size 63173

pr-scope-clusters.json

@@ -1,7 +1,7 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260701T120019Z",
-  "generated_at": "2026-07-01T12:02:33Z",
+  "snapshot_id": "20260701T180021Z",
+  "generated_at": "2026-07-01T18:02:04Z",
   "cluster_count": 79,
   "pr_scope_clusters": [
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@@ -128,7 +128,7 @@
         {
           "left_pr_number": 44123,
           "right_pr_number": 45067,
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           "content_similarity": 0.368,
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           "breadth_similarity": 1.0,
@@ -176,7 +176,7 @@
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@@ -240,7 +240,7 @@
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@@ -273,7 +273,7 @@
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@@ -385,7 +385,7 @@
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           "concentration_similarity": 1.0,
@@ -446,11 +446,11 @@
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-          "right_pr_number": 45273,
-          "similarity": 0.387,
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+          "right_pr_number": 44257,
+          "similarity": 0.386,
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@@ -462,11 +462,11 @@
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
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@@ -478,11 +478,11 @@
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-          "left_pr_number": 44123,
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-          "size_similarity": 0.109,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -494,11 +494,11 @@
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@@ -624,7 +624,7 @@
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           "breadth_similarity": 1.0,
@@ -705,7 +705,7 @@
           "left_pr_number": 43651,
           "right_pr_number": 45273,
           "similarity": 0.328,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -721,7 +721,7 @@
           "left_pr_number": 43636,
           "right_pr_number": 45273,
           "similarity": 0.318,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -963,7 +963,7 @@
         {
           "left_pr_number": 46504,
           "right_pr_number": 46558,
-          "similarity": 0.363,
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           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
@@ -991,7 +991,7 @@
         {
           "left_pr_number": 46504,
           "right_pr_number": 46554,
-          "similarity": 0.262,
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           "size_similarity": 0.111,
           "breadth_similarity": 1.0,
@@ -1334,481 +1334,183 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-41606-6",
+      "cluster_id": "pr-scope-41097-5",
       "pr_numbers": [
-        41606,
-        42668,
-        44543,
-        45422,
-        45627,
-        46161
+        41097,
+        43549,
+        44547,
+        46013,
+        46696
       ],
-      "representative_pr_number": 45627,
-      "average_similarity": 0.426,
-      "summary": "6 open PRs share weighted file overlap around `src/transformers/processing_utils.py`, `tests/test_processing_common.py`, `tests/models/auto/test_processor_auto.py`; representative PR #45627.",
+      "representative_pr_number": 43549,
+      "average_similarity": 0.497,
+      "summary": "5 open PRs share weighted file overlap around `src/transformers/modeling_flash_attention_utils.py`; representative PR #43549.",
       "shared_filenames": [
-        "src/transformers/processing_utils.py",
-        "tests/test_processing_common.py",
-        "tests/models/auto/test_processor_auto.py"
+        "src/transformers/modeling_flash_attention_utils.py"
       ],
       "shared_directories": [
         "src/transformers",
-        "tests",
-        "src",
-        "tests/models/auto",
-        "tests/models"
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+            "src/transformers",
+            "src"
+          ]
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+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
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@@ -2143,7 +2038,7 @@
           "left_pr_number": 45438,
           "right_pr_number": 46642,
           "similarity": 0.411,
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@@ -2202,7 +2097,7 @@
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           "breadth_similarity": 0.65,
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@@ -2313,7 +2208,7 @@
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@@ -2339,7 +2234,7 @@
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           "similarity": 0.555,
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@@ -2360,7 +2255,7 @@
         {
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           "right_pr_number": 46885,
-          "similarity": 0.481,
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           "breadth_similarity": 0.867,
@@ -2427,125 +2322,129 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-34667-4",
+      "cluster_id": "pr-scope-41606-4",
       "pr_numbers": [
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-        39683,
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-        45985
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+        44543,
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-      "average_similarity": 0.502,
-      "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
+      "representative_pr_number": 41606,
+      "average_similarity": 0.491,
+      "summary": "4 open PRs share weighted file overlap around `tests/test_processing_common.py`, `src/transformers/processing_utils.py`; representative PR #41606.",
       "shared_filenames": [
-        "src/transformers/generation/utils.py"
+        "tests/test_processing_common.py",
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       ],
       "shared_directories": [
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         "src/transformers",
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         "src"
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             "src/transformers",
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+          "breadth_similarity": 0.708,
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           "shared_filenames": [
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           "shared_directories": [
-            "src/transformers/generation",
             "src/transformers",
-            "src"
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@@ -2658,7 +2557,7 @@
         {
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@@ -2683,7 +2582,7 @@
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       "summary": "4 open PRs share weighted file overlap around `src/transformers/cache_utils.py`, `tests/utils/test_cache_utils.py`; representative PR #44893.",
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         {
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         {
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@@ -2734,8 +2633,8 @@
         {
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@@ -2750,8 +2649,8 @@
         {
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@@ -2766,8 +2665,8 @@
         {
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-          "similarity": 0.237,
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@@ -2782,8 +2681,8 @@
         {
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@@ -2806,7 +2705,7 @@
         46735
       ],
       "representative_pr_number": 45979,
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       "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`, `tests/generation/test_utils.py`, `src/transformers/generation/candidate_generator.py`; representative PR #45979.",
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         {
           "left_pr_number": 45979,
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@@ -2844,8 +2743,8 @@
         {
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-          "similarity": 0.455,
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@@ -2862,8 +2761,8 @@
         {
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-          "similarity": 0.393,
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@@ -2882,8 +2781,8 @@
         {
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@@ -2899,8 +2798,8 @@
         {
           "left_pr_number": 42655,
           "right_pr_number": 46735,
-          "similarity": 0.323,
-          "content_similarity": 0.325,
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@@ -2919,8 +2818,8 @@
         {
           "left_pr_number": 32189,
           "right_pr_number": 46735,
-          "similarity": 0.296,
-          "content_similarity": 0.176,
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           "breadth_similarity": 0.833,
           "concentration_similarity": 0.731,
@@ -2935,6 +2834,118 @@
         }
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+    {
+      "cluster_id": "pr-scope-33686-4",
+      "pr_numbers": [
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+        44407,
+        44550,
+        46007
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+      "representative_pr_number": 44550,
+      "average_similarity": 0.354,
+      "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
+      "shared_filenames": [],
+      "shared_directories": [
+        "docs/source/en",
+        "docs/source",
+        "docs",
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+            "docs/source",
+            "docs"
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+        {
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+          "shared_directories": [
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+            "docs/source",
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+            "docs/source",
+            "docs"
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+        {
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+          "shared_directories": [
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+            "docs/source",
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     {
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@@ -3082,7 +3093,7 @@
           "left_pr_number": 45932,
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@@ -3111,35 +3122,119 @@
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+            "src/transformers/models/deimv2/modeling_deimv2.py",
+            "src/transformers/models/pp_doclayout_v2/modeling_pp_doclayout_v2.py",
+            "src/transformers/models/pp_doclayout_v3/modeling_pp_doclayout_v3.py",
+            "src/transformers/models/rt_detr/modeling_rt_detr.py",
+            "src/transformers/models/rt_detr_v2/modeling_rt_detr_v2.py",
+            "src/transformers/models/vit_mae/modeling_vit_mae.py",
+            "src/transformers/models/vit_mae/modular_vit_mae.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/aimv2",
+            "src/transformers/models/d_fine",
+            "src/transformers/models/deimv2",
+            "src/transformers/models/pp_doclayout_v2",
+            "src/transformers/models/pp_doclayout_v3",
+            "src/transformers/models/rt_detr",
+            "src/transformers/models/rt_detr_v2",
+            "src/transformers/models/vit_mae",
+            "src/transformers/models",
+            "src/transformers"
+          ]
+        }
+      ]
+    },
+    {
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+        46161
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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": [
+        "tests/models/auto/test_processor_auto.py",
+        "src/transformers/processing_utils.py"
+      ],
+      "shared_directories": [
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+        "src/transformers",
+        "tests",
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+          "shared_directories": [
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+            "src/transformers",
+            "tests/models",
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+            "tests"
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+          "shared_filenames": [
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+            "tests/models/auto/test_processor_auto.py"
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-            "src/transformers/models/vit_mae/modular_vit_mae.py"
+            "src/transformers/processing_utils.py",
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-            "src/transformers/models/aimv2",
-            "src/transformers/models/d_fine",
-            "src/transformers/models/deimv2",
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-            "src/transformers/models/rt_detr_v2",
-            "src/transformers/models/vit_mae",
-            "src/transformers/models",
-            "src/transformers"
+            "tests/models/auto",
+            "src/transformers",
+            "tests/models",
+            "src",
+            "tests"
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           "right_pr_number": 46928,
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@@ -3329,8 +3424,8 @@
         {
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           "right_pr_number": 46580,
-          "similarity": 0.538,
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@@ -3348,7 +3443,7 @@
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           "right_pr_number": 46928,
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-          "content_similarity": 0.551,
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           "breadth_similarity": 0.5,
           "concentration_similarity": 0.75,
@@ -3364,6 +3459,84 @@
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       ]
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+    {
+      "cluster_id": "pr-scope-44940-3",
+      "pr_numbers": [
+        44940,
+        46890,
+        46960
+      ],
+      "representative_pr_number": 46890,
+      "average_similarity": 0.532,
+      "summary": "3 open PRs share weighted file overlap around `tests/utils/test_modeling_utils.py`, `src/transformers/modeling_utils.py`; representative PR #46890.",
+      "shared_filenames": [
+        "tests/utils/test_modeling_utils.py",
+        "src/transformers/modeling_utils.py"
+      ],
+      "shared_directories": [
+        "tests/utils",
+        "src/transformers",
+        "tests",
+        "src"
+      ],
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+          "right_pr_number": 46960,
+          "similarity": 0.591,
+          "content_similarity": 0.451,
+          "size_similarity": 0.843,
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+          "shared_filenames": [
+            "tests/utils/test_modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/utils",
+            "src",
+            "tests"
+          ]
+        },
+        {
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+          "right_pr_number": 46890,
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+          "size_similarity": 0.473,
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+          "concentration_similarity": 0.906,
+          "shared_filenames": [
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+            "tests/utils/test_modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/utils",
+            "src",
+            "tests"
+          ]
+        },
+        {
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+          "right_pr_number": 46960,
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+          "content_similarity": 0.414,
+          "size_similarity": 0.399,
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+          "shared_filenames": [
+            "tests/utils/test_modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/utils",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-43997-3",
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@@ -3473,7 +3646,7 @@
         {
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+          "similarity": 0.672,
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@@ -3595,7 +3768,7 @@
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           "similarity": 0.616,
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+          "content_similarity": 0.451,
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           "concentration_similarity": 1.0,
@@ -3647,84 +3820,6 @@
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-        44940,
-        46890,
-        46960
-      ],
-      "representative_pr_number": 46890,
-      "average_similarity": 0.501,
-      "summary": "3 open PRs share weighted file overlap around `tests/utils/test_modeling_utils.py`, `src/transformers/modeling_utils.py`; representative PR #46890.",
-      "shared_filenames": [
-        "tests/utils/test_modeling_utils.py",
-        "src/transformers/modeling_utils.py"
-      ],
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@@ -3733,7 +3828,7 @@
         44682
       ],
       "representative_pr_number": 43656,
-      "average_similarity": 0.474,
+      "average_similarity": 0.475,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43656.",
       "shared_filenames": [
         "src/transformers/cli/serve.py"
@@ -3747,8 +3842,8 @@
         {
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@@ -3764,8 +3859,8 @@
         {
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@@ -3781,8 +3876,8 @@
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@@ -3868,161 +3963,77 @@
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-      "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
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-        "src/transformers/modeling_utils.py"
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+            "src",
+            "tests"
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       ]
     },
     {
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+      "cluster_id": "pr-scope-45548-3",
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+        45548,
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-      "summary": "3 open PRs share weighted file overlap around `tests/peft_integration/test_peft_integration.py`, `src/transformers/integrations/peft.py`; representative PR #45682.",
+      "representative_pr_number": 45649,
+      "average_similarity": 0.459,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
       "shared_filenames": [
-        "tests/peft_integration/test_peft_integration.py",
-        "src/transformers/integrations/peft.py"
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           "shared_filenames": [
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-            "src/transformers/integrations",
             "src/transformers",
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-            "src",
-            "tests"
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           "shared_filenames": [
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+            "src/transformers/modeling_utils.py"
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-            "src/transformers/integrations",
             "src/transformers",
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@@ -4035,7 +4046,7 @@
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       ],
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+      "average_similarity": 0.427,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`, `src/transformers/generation/utils.py`; representative PR #46643.",
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@@ -4053,8 +4064,8 @@
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@@ -4340,7 +4351,7 @@
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       "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/candidate_generator.py`, `tests/generation/test_utils.py`; representative PR #46124.",
       "shared_filenames": [
         "src/transformers/generation/candidate_generator.py",
@@ -4375,7 +4386,7 @@
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@@ -4418,7 +4429,7 @@
         46775
       ],
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+      "average_similarity": 0.384,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/trainer.py`, `tests/trainer/distributed/test_trainer_distributed_deepspeed.py`; representative PR #44889.",
       "shared_filenames": [
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-      "shared_directories": [
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@@ -4798,7 +4743,7 @@
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@@ -5147,6 +5092,43 @@
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+      "summary": "2 open PRs share weighted file overlap around `tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py`; representative PR #46848.",
+      "shared_filenames": [
+        "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py"
+      ],
+      "shared_directories": [
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+        "tests/models",
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+            "tests/models/minimax_m3_vl",
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@@ -5511,65 +5493,6 @@
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-      "shared_filenames": [
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-        "src/transformers/utils/chat_parsing/response_parser.py",
-        "tests/utils/test_chat_parsing.py",
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-        "src/transformers/cli/serving",
-        "src/transformers/cli",
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-            "src/transformers/utils/chat_parsing",
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-            "src/transformers/cli",
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-            "src/transformers/models/auto",
-            "src/transformers/models/sam3",
-            "src/transformers/models/sam3_1_video",
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-            "src/transformers",
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-      "average_similarity": 0.5,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/musicgen_melody/modeling_musicgen_melody.py`; representative PR #45738.",
-      "shared_filenames": [
-        "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py"
-      ],
-      "shared_directories": [
-        "src/transformers/models/musicgen_melody",
-        "src/transformers/models",
-        "src/transformers",
-        "src"
+        "docs/source",
+        "src/transformers"
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-            "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py"
+            "src/transformers/models/__init__.py",
+            "src/transformers/models/auto/modeling_auto.py",
+            "src/transformers/models/sam3_1_video/__init__.py",
+            "src/transformers/models/sam3_1_video/configuration_sam3_1_video.py",
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+            "src/transformers/models/sam3_1_video/modular_sam3_1_video.py"
           ],
           "shared_directories": [
-            "src/transformers/models/musicgen_melody",
+            "docs/source/en/model_doc",
+            "src/transformers/models/auto",
+            "src/transformers/models/sam3",
+            "src/transformers/models/sam3_1_video",
+            "docs/source/en",
             "src/transformers/models",
+            "docs/source",
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         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",
@@ -5697,7 +5581,7 @@
         {
           "left_pr_number": 43532,
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           "size_similarity": 0.395,
           "breadth_similarity": 0.875,
@@ -5803,6 +5687,49 @@
         }
       ]
     },
+    {
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+      "pr_numbers": [
+        45682,
+        46766
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+      "representative_pr_number": 45682,
+      "average_similarity": 0.486,
+      "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",
+        "src/transformers/integrations/peft.py"
+      ],
+      "shared_directories": [
+        "src/transformers/integrations",
+        "tests/peft_integration",
+        "src/transformers",
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+          "shared_directories": [
+            "src/transformers/integrations",
+            "src/transformers",
+            "tests/peft_integration",
+            "src",
+            "tests"
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     {
       "cluster_id": "pr-scope-40755-2",
       "pr_numbers": [
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+      "pr_numbers": [
+        45738,
+        46970
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+      "representative_pr_number": 45738,
+      "average_similarity": 0.479,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/musicgen_melody/modeling_musicgen_melody.py`; representative PR #45738.",
+      "shared_filenames": [
+        "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/musicgen_melody",
+        "src/transformers/models",
+        "src/transformers",
+        "src"
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+            "src/transformers/models/musicgen_melody",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
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     {
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@@ -5923,7 +5889,7 @@
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@@ -5954,43 +5920,6 @@
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-      "summary": "2 open PRs share weighted file overlap around `tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py`; representative PR #46848.",
-      "shared_filenames": [
-        "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py"
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       "cluster_id": "pr-scope-41855-2",
       "pr_numbers": [
@@ -6030,6 +5959,49 @@
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+      "pr_numbers": [
+        44680,
+        45666
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+      "average_similarity": 0.449,
+      "summary": "2 open PRs share weighted file overlap around `tests/kernels/test_kernels.py`, `src/transformers/integrations/hub_kernels.py`; representative PR #44680.",
+      "shared_filenames": [
+        "tests/kernels/test_kernels.py",
+        "src/transformers/integrations/hub_kernels.py"
+      ],
+      "shared_directories": [
+        "src/transformers/integrations",
+        "tests/kernels",
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+            "src/transformers/integrations",
+            "src/transformers",
+            "tests/kernels",
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@@ -6070,44 +6042,40 @@
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+        46902
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-      "summary": "2 open PRs share weighted file overlap around `tests/kernels/test_kernels.py`, `src/transformers/integrations/hub_kernels.py`; representative PR #44680.",
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `src/transformers/modeling_utils.py`; representative PR #43785.",
       "shared_filenames": [
-        "tests/kernels/test_kernels.py",
-        "src/transformers/integrations/hub_kernels.py"
+        "src/transformers/core_model_loading.py",
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             "src/transformers",
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@@ -6153,45 +6121,6 @@
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-      "shared_filenames": [
-        "src/transformers/core_model_loading.py",
-        "src/transformers/modeling_utils.py"
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       "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": [
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       "summary": "2 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #46319.",
       "shared_filenames": [],
       "shared_directories": [
@@ -6617,8 +6546,8 @@
         {
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       "summary": "2 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #45851.",
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       "shared_directories": [
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