Refresh transformers dataset snapshot 20260624T120028Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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+- latest snapshot: `20260624T120028Z`
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@@ -13889,6 +13889,74 @@
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new-contributors-report.md

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260624T060017Z`
-- Generated: `2026-06-24T06:01:41Z`
+- Snapshot: `20260624T120028Z`
+- Generated: `2026-06-24T12:02:15Z`
 - Activity window: `60d`
 - Contributors: `347`
 
@@ -10,10 +10,10 @@
 | 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` | 128 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
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+| `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 95 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 3 | 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` | 67 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 54 | 2 | mixed | low | low | targets high-star repos |
@@ -23,9 +23,9 @@
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 40 | 1 | strong | moderate | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 37 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 35 | 20 | strong | low | low | targets high-star repos |
+| `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 32 | 4 | strong | moderate | low | high recent PR volume |
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
-| `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 30 | 4 | strong | moderate | low | high recent PR volume |
-| `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 28 | 0 | strong | low | low | targets high-star repos |
+| `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 29 | 0 | strong | low | low | 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 |
 | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 27 | 1 | mixed | low | low | high open PR share; 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 |
@@ -45,8 +45,8 @@
 | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 10 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
 | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 9 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 9 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
+| `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 8 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 7 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
-| `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 7 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 7 | 0 | strong | low | low | — |
 | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 7 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `kpal002` | [profile](https://github.com/kpal002) | no | CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 7 | 0 | strong | moderate | low | high recent PR volume |
@@ -186,6 +186,7 @@
 | `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 | FIRST_TIME_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) | yes | 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 |
 | `0Sh1khar` | [profile](https://github.com/0Sh1khar) | no | NONE | 660d | `2026-05-18T14:31:57Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `1fanwang` | [profile](https://github.com/1fanwang) | no | FIRST_TIME_CONTRIBUTOR | 3545d | `2026-05-12T13:51:52Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
@@ -339,7 +340,6 @@
 | `someaka` | [profile](https://github.com/someaka) | no | NONE | 1845d | `2026-06-07T17:49:40Z` | 1 | 0 | weak | moderate | medium | high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
 | `srinjoy356` | [profile](https://github.com/srinjoy356) | no | FIRST_TIME_CONTRIBUTOR | 992d | `2026-05-26T18:36:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `srishtiii28` | [profile](https://github.com/srishtiii28) | no | NONE | 1008d | `2026-06-09T09:34:02Z` | 1 | 0 | mixed | low | low | — |
-| `stationeros` | [profile](https://github.com/stationeros) | no | FIRST_TIME_CONTRIBUTOR | 1336d | `2026-04-25T08:47:25Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `ted-mosi` | [profile](https://github.com/ted-mosi) | no | FIRST_TIME_CONTRIBUTOR | 3d | `2026-06-05T13:30:42Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Ternura143` | [profile](https://github.com/Ternura143) | no | FIRST_TIME_CONTRIBUTOR | 1583d | `2026-05-31T14:17:55Z` | 1 | 0 | strong | moderate | low | — |
 | `trducng` | [profile](https://github.com/trducng) | no | CONTRIBUTOR | 3050d | `2026-05-18T04:44:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -388,11 +388,11 @@ 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: `2026-06-24T05:09:29Z`
+- repo last seen: `2026-06-24T08:05:57Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **105**
-- snapshot authored PRs/issues: **105 PRs / 0 issues**
+- repo primary artifacts: **106**
+- snapshot authored PRs/issues: **106 PRs / 0 issues**
 - snapshot discussion activity: **259 comments / 362 reviews / 547 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%**)
@@ -401,9 +401,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46862: Rework some old cache getters/properties](https://github.com/huggingface/transformers/pull/46862) — open
 - [PR #46856: Fix expanded dim in the cache's cumulative length](https://github.com/huggingface/transformers/pull/46856) — closed, merged
 - [PR #46853: Switch decorator order](https://github.com/huggingface/transformers/pull/46853) — closed, merged
-- [PR #46819: Fix beam search for mamba models](https://github.com/huggingface/transformers/pull/46819) — closed, merged
 
 ### `tarekziade`
 
@@ -463,12 +463,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
 - repo first seen: `2024-09-26T09:23:39Z`
-- repo last seen: `2026-06-23T13:11:32Z`
+- repo last seen: `2026-06-24T11:19:43Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **94**
-- snapshot authored PRs/issues: **94 PRs / 0 issues**
-- snapshot discussion activity: **660 comments / 1027 reviews / 2215 review comments**
+- repo primary artifacts: **95**
+- snapshot authored PRs/issues: **95 PRs / 0 issues**
+- snapshot discussion activity: **664 comments / 1038 reviews / 2226 review comments**
 - account age: **1508 days**
 - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
 - public orgs: `huggingface`, `deeppavlov`
@@ -476,9 +476,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46861: Use meshgrid for brevity](https://github.com/huggingface/transformers/pull/46861) — open
 - [PR #46844: Prevent auto-class from being modified for all models](https://github.com/huggingface/transformers/pull/46844) — open
 - [PR #46839: Fix mask when generating beyond sliding window](https://github.com/huggingface/transformers/pull/46839) — closed, merged
-- [PR #46767: fix another flaky test](https://github.com/huggingface/transformers/pull/46767) — closed, merged
 
 ### `ArthurZucker`
 
@@ -537,12 +537,12 @@ 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: `2026-06-23T17:00:25Z`
+- repo last seen: `2026-06-24T11:56:59Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **56**
 - snapshot authored PRs/issues: **54 PRs / 2 issues**
-- snapshot discussion activity: **716 comments / 1314 reviews / 5254 review comments**
+- snapshot discussion activity: **719 comments / 1316 reviews / 5256 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
@@ -587,12 +587,12 @@ 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: `2026-06-23T18:16:09Z`
+- repo last seen: `2026-06-24T11:52:16Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **46**
 - snapshot authored PRs/issues: **46 PRs / 0 issues**
-- snapshot discussion activity: **818 comments / 307 reviews / 177 review comments**
+- snapshot discussion activity: **827 comments / 309 reviews / 177 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`
@@ -624,7 +624,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46838: [Fix] Make require_flash_attn3 match runtime](https://github.com/huggingface/transformers/pull/46838) — open
-- [PR #46765: [CB] Fix issues with FA read / writes](https://github.com/huggingface/transformers/pull/46765) — open
+- [PR #46765: [CB] Fix issues with FA read / writes](https://github.com/huggingface/transformers/pull/46765) — closed, merged
 - [PR #46712: [CB] Changes to increase max_batch_tokens](https://github.com/huggingface/transformers/pull/46712) — open
 - [Issue #46516: [Continuous batching] Tracker for issues and feature requests](https://github.com/huggingface/transformers/issues/46516) — open
 
@@ -701,6 +701,32 @@ Example artifacts:
 - [Issue #45072: [BUG][CI] SwitchTransformers and TimmWrapperModel dtype mismatches in bfloat16 inference](https://github.com/huggingface/transformers/issues/45072) — closed
 - [Issue #44898: [BUG] Perceiver image classification (non-default res) fails even with interpolate_pos_encoding=True](https://github.com/huggingface/transformers/issues/44898) — closed
 
+### `jiqing-feng`
+
+- profile: [github.com/jiqing-feng](https://github.com/jiqing-feng)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
+- repo first seen: `2024-03-21T04:37:45Z`
+- repo last seen: `2026-06-24T08:52:14Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **36**
+- snapshot authored PRs/issues: **32 PRs / 4 issues**
+- snapshot discussion activity: **63 comments / 45 reviews / 45 review comments**
+- account age: **1396 days**
+- recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume**
+
+Example artifacts:
+- [PR #46864: Fix continuous batching for composite / multimodal configs](https://github.com/huggingface/transformers/pull/46864) — open, draft
+- [PR #46860: Fix Evolla eager attention for the GQA text decoder](https://github.com/huggingface/transformers/pull/46860) — closed, merged
+- [PR #46854: Fix `BlockMask` crash in CTRL flex-attention generation](https://github.com/huggingface/transformers/pull/46854) — open
+- [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — closed
+- [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
+- [Issue #42994: quantized model saving failed](https://github.com/huggingface/transformers/issues/42994) — closed
+
 ### `yonigozlan`
 
 - profile: [github.com/yonigozlan](https://github.com/yonigozlan)
@@ -724,43 +750,17 @@ Example artifacts:
 - [PR #46128: Add SAM 3.1 to Transformers](https://github.com/huggingface/transformers/pull/46128) — open
 - [PR #46041: Fix post processing RF-DETR](https://github.com/huggingface/transformers/pull/46041) — closed, merged
 
-### `jiqing-feng`
-
-- profile: [github.com/jiqing-feng](https://github.com/jiqing-feng)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
-- repo first seen: `2024-03-21T04:37:45Z`
-- repo last seen: `2026-06-24T05:23:51Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **34**
-- snapshot authored PRs/issues: **30 PRs / 4 issues**
-- snapshot discussion activity: **63 comments / 45 reviews / 45 review comments**
-- account age: **1396 days**
-- recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume**
-
-Example artifacts:
-- [PR #46854: Fix `BlockMask` crash in CTRL flex-attention generation](https://github.com/huggingface/transformers/pull/46854) — open
-- [PR #46835: Fix CPM-Ant LM head tying (vocabulary-slice tie)](https://github.com/huggingface/transformers/pull/46835) — open
-- [PR #46808: Fix BitNet packed-weight unpacking dtype (`F.linear` dtype mismatch)](https://github.com/huggingface/transformers/pull/46808) — open
-- [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — closed
-- [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
-- [Issue #42994: quantized model saving failed](https://github.com/huggingface/transformers/issues/42994) — closed
-
 ### `eustlb`
 
 - profile: [github.com/eustlb](https://github.com/eustlb)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
 - repo first seen: `2025-01-20T12:27:19Z`
-- repo last seen: `2026-06-21T17:07:00Z`
+- repo last seen: `2026-06-24T11:39:16Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **28**
-- snapshot authored PRs/issues: **28 PRs / 0 issues**
+- repo primary artifacts: **29**
+- snapshot authored PRs/issues: **29 PRs / 0 issues**
 - snapshot discussion activity: **49 comments / 195 reviews / 359 review comments**
 - account age: **1607 days**
 - recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
@@ -769,9 +769,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #46865: [NemotronAsrStreaming] processor without modular](https://github.com/huggingface/transformers/pull/46865) — open, draft
 - [PR #46795: [fix][whisper]: fix max_new_tokens handling](https://github.com/huggingface/transformers/pull/46795) — open
 - [PR #46694: [fix] enable base64 str audio in load_audio](https://github.com/huggingface/transformers/pull/46694) — closed, merged
-- [PR #46565: Add Nemotron 3.5 ASR Streaming](https://github.com/huggingface/transformers/pull/46565) — open, draft
 
 ### `qgallouedec`
 
@@ -805,12 +805,12 @@ Example artifacts:
 - 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: `2026-06-24T04:24:29Z`
+- repo last seen: `2026-06-24T10:26:19Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **28**
 - snapshot authored PRs/issues: **27 PRs / 1 issues**
-- snapshot discussion activity: **32 comments / 103 reviews / 105 review comments**
+- snapshot discussion activity: **32 comments / 105 reviews / 107 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`
@@ -853,12 +853,12 @@ 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: `2026-06-23T14:02:37Z`
+- repo last seen: `2026-06-24T10:23:18Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **28**
 - snapshot authored PRs/issues: **24 PRs / 4 issues**
-- snapshot discussion activity: **77 comments / 405 reviews / 371 review comments**
+- snapshot discussion activity: **77 comments / 410 reviews / 376 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`
@@ -879,12 +879,12 @@ Example artifacts:
 - 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: `2026-06-13T11:58:16Z`
+- repo last seen: `2026-06-24T10:08:25Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **24**
 - snapshot authored PRs/issues: **22 PRs / 2 issues**
-- snapshot discussion activity: **30 comments / 58 reviews / 29 review comments**
+- snapshot discussion activity: **31 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`
@@ -1222,6 +1222,30 @@ Example artifacts:
 - [PR #46817: Don't pin the gated delta net norm to `cuda:0` with a hardcoded device](https://github.com/huggingface/transformers/pull/46817) — open
 - [PR #46790: Fix prompt lookup decoding crash when no EOS token is configured](https://github.com/huggingface/transformers/pull/46790) — closed, merged
 
+### `Charly21r`
+
+- profile: [github.com/Charly21r](https://github.com/Charly21r)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACharly21r)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACharly21r)
+- repo first seen: `2026-03-13T09:00:25Z`
+- repo last seen: `2026-06-24T07:46:18Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **9**
+- snapshot authored PRs/issues: **8 PRs / 1 issues**
+- snapshot discussion activity: **18 comments / 9 reviews / 9 review comments**
+- account age: **359 days**
+- recent public PR activity: **6 PRs** (1 merged / 2 closed-unmerged / 3 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **young account; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46859: Fix variable-length linear attention in Qwen3.5/Qwen3-Next](https://github.com/huggingface/transformers/pull/46859) — closed
+- [PR #46142: Fix TypeError on list-typed ignore_keys_at_rope_validation in RoPE config](https://github.com/huggingface/transformers/pull/46142) — closed, merged
+- [PR #45718: Fix check_auto.py wiping auto_mappings.py due to missing flush](https://github.com/huggingface/transformers/pull/45718) — open
+- [Issue #46121: `convert_rope_params_to_dict` raises `TypeError` when `ignore_keys_at_rope_validation` is a JSON-loaded list](https://github.com/huggingface/transformers/issues/46121) — closed
+
 ### `Incheonkirin`
 
 - profile: [github.com/Incheonkirin](https://github.com/Incheonkirin)
@@ -1241,36 +1265,12 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46784: Fix Moonshine training-loss double-shift (train against labels, not labels[..., 1:])](https://github.com/huggingface/transformers/pull/46784) — open
+- [PR #46784: Fix Moonshine training-loss double-shift (train against labels, not labels[..., 1:])](https://github.com/huggingface/transformers/pull/46784) — closed, merged
 - [PR #46763: Round the ue8m0 FP8 scale before quantizing so dequant matches the stored inverse](https://github.com/huggingface/transformers/pull/46763) — open
 - [PR #46734: Fix gradient inflation when combining label smoothing with gradient accumulation](https://github.com/huggingface/transformers/pull/46734) — open
 - [Issue #46731: LabelSmoother ignores num_items_in_batch, inflating gradients by ~gradient_accumulation_steps with label smoothing](https://github.com/huggingface/transformers/issues/46731) — open
 - [Issue #46519: StopStringCriteria misses CJK stop strings on byte-level tokenizers when a character splits into byte-fragment tokens](https://github.com/huggingface/transformers/issues/46519) — closed
 
-### `Charly21r`
-
-- profile: [github.com/Charly21r](https://github.com/Charly21r)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACharly21r)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACharly21r)
-- repo first seen: `2026-03-13T09:00:25Z`
-- repo last seen: `2026-06-23T20:39:47Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **8**
-- snapshot authored PRs/issues: **7 PRs / 1 issues**
-- snapshot discussion activity: **18 comments / 9 reviews / 9 review comments**
-- account age: **359 days**
-- recent public PR activity: **6 PRs** (1 merged / 2 closed-unmerged / 3 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **young account; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46142: Fix TypeError on list-typed ignore_keys_at_rope_validation in RoPE config](https://github.com/huggingface/transformers/pull/46142) — closed, merged
-- [PR #45718: Fix check_auto.py wiping auto_mappings.py due to missing flush](https://github.com/huggingface/transformers/pull/45718) — open
-- [PR #45716: [Gemma4] Fix SharedKVCache identity loss under FSDP2 cast_forward_inputs](https://github.com/huggingface/transformers/pull/45716) — closed
-- [Issue #46121: `convert_rope_params_to_dict` raises `TypeError` when `ignore_keys_at_rope_validation` is a JSON-loaded list](https://github.com/huggingface/transformers/issues/46121) — closed
-
 ### `guarin`
 
 - profile: [github.com/guarin](https://github.com/guarin)
@@ -1346,12 +1346,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
 - repo first seen: `2024-10-17T11:56:32Z`
-- repo last seen: `2026-06-19T13:33:51Z`
+- repo last seen: `2026-06-24T09:48:10Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **34 comments / 13 reviews / 15 review comments**
+- snapshot discussion activity: **35 comments / 13 reviews / 15 review comments**
 - account age: **4501 days**
 - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
 - public orgs: `huggingface`
@@ -3313,12 +3313,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
 - repo first seen: `2025-07-25T12:59:52Z`
-- repo last seen: `2026-06-23T16:39:26Z`
+- repo last seen: `2026-06-24T09:36:47Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **10**
 - snapshot authored PRs/issues: **10 PRs / 0 issues**
-- snapshot discussion activity: **69 comments / 341 reviews / 908 review comments**
+- snapshot discussion activity: **70 comments / 342 reviews / 909 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`
@@ -4441,6 +4441,28 @@ Example artifacts:
 - [PR #46174: fix(mps): build_2d_sinusoidal_position_embedding crashes on Apple Silicon due to float64 on MPS device](https://github.com/huggingface/transformers/pull/46174) — open
 - [Issue #46159: [RT-DETRv2] MPS crash: build_2d_sinusoidal_position_embedding hardcodes torch.float64, breaking Apple Silicon / MPS inference](https://github.com/huggingface/transformers/issues/46159) — open
 
+### `silicon-dispatch-100`
+
+- profile: [github.com/silicon-dispatch-100](https://github.com/silicon-dispatch-100)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asilicon-dispatch-100)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asilicon-dispatch-100)
+- repo first seen: `2026-06-24T06:33:39Z`
+- repo last seen: `2026-06-24T11:13:25Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIMER**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **1 PRs / 1 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **3377 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; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #46863: fix: convert past_length to int in _prefill for static cache compatib…](https://github.com/huggingface/transformers/pull/46863) — open
+- [Issue #46858: _prefill: cache.get_seq_length() returns device tensor, breaks slice arithmetic for static cache + torch.compile on non-CUDA backends](https://github.com/huggingface/transformers/issues/46858) — open
+
 ### `sisaman`
 
 - profile: [github.com/sisaman](https://github.com/sisaman)
@@ -7655,27 +7677,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46542: Vision RoPE refactor](https://github.com/huggingface/transformers/pull/46542) — closed
 
-### `stationeros`
-
-- profile: [github.com/stationeros](https://github.com/stationeros)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astationeros)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astationeros)
-- repo first seen: `2026-04-25T08:47:25Z`
-- repo last seen: `2026-05-04T03:33:35Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **1336 days**
-- recent public PR activity: **6 PRs** (0 merged / 0 closed-unmerged / 6 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45645: Fix xdist collisions for captured_info artifacts and preserve CI debug logs](https://github.com/huggingface/transformers/pull/45645) — open
-
 ### `ted-mosi`
 
 - profile: [github.com/ted-mosi](https://github.com/ted-mosi)

new_contributors.parquet

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-size 62741
+oid sha256:64e82fda553e88944372db58d1363ae84e18cefb2f14c996dcc1b4561eba4196
+size 62952

pr-scope-clusters.json

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 {
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-  "cluster_count": 74,
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+  "generated_at": "2026-06-24T12:02:11Z",
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         46763
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@@ -2626,8 +2626,8 @@
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@@ -2710,8 +2710,8 @@
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           "concentration_similarity": 0.529,
@@ -2731,8 +2731,8 @@
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           "left_pr_number": 45883,
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@@ -2812,6 +2812,220 @@
         }
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+        46863
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+      "summary": "5 open PRs share weighted file overlap around `tests/generation/test_utils.py`, `src/transformers/generation/utils.py`, `src/transformers/generation/candidate_generator.py`; representative PR #46124.",
+      "shared_filenames": [
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+          "breadth_similarity": 0.5,
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+          "right_pr_number": 46735,
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+          "content_similarity": 0.167,
+          "size_similarity": 0.353,
+          "breadth_similarity": 0.833,
+          "concentration_similarity": 0.731,
+          "shared_filenames": [
+            "src/transformers/generation/utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 32189,
+          "right_pr_number": 46863,
+          "similarity": 0.237,
+          "content_similarity": 0.124,
+          "size_similarity": 0.153,
+          "breadth_similarity": 0.833,
+          "concentration_similarity": 0.872,
+          "shared_filenames": [
+            "src/transformers/generation/utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-45513-5",
       "pr_numbers": [
@@ -2822,7 +3036,7 @@
         46831
       ],
       "representative_pr_number": 46831,
-      "average_similarity": 0.364,
+      "average_similarity": 0.362,
       "summary": "5 open PRs share weighted file overlap around `src/transformers/models/qwen3_5/modeling_qwen3_5.py`, `src/transformers/models/qwen3_next/modular_qwen3_next.py`, `src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py`; representative PR #46831.",
       "shared_filenames": [
         "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
@@ -2838,16 +3052,16 @@
         "src/transformers/models",
         "src/transformers",
         "src",
-        "src/transformers/models/qwen3_5_moe",
         "src/transformers/models/qwen3_next",
+        "src/transformers/models/qwen3_5_moe",
         "src/transformers/models/olmo_hybrid"
       ],
       "pairwise": [
         {
           "left_pr_number": 45513,
           "right_pr_number": 46831,
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-          "content_similarity": 0.563,
+          "similarity": 0.487,
+          "content_similarity": 0.562,
           "size_similarity": 0.043,
           "breadth_similarity": 0.464,
           "concentration_similarity": 0.812,
@@ -2870,8 +3084,8 @@
         {
           "left_pr_number": 46817,
           "right_pr_number": 46831,
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-          "content_similarity": 0.428,
+          "similarity": 0.484,
+          "content_similarity": 0.427,
           "size_similarity": 0.4,
           "breadth_similarity": 0.792,
           "concentration_similarity": 0.933,
@@ -2893,8 +3107,8 @@
         {
           "left_pr_number": 46148,
           "right_pr_number": 46831,
-          "similarity": 0.434,
-          "content_similarity": 0.384,
+          "similarity": 0.432,
+          "content_similarity": 0.381,
           "size_similarity": 0.188,
           "breadth_similarity": 0.875,
           "concentration_similarity": 1.0,
@@ -2916,8 +3130,8 @@
         {
           "left_pr_number": 45707,
           "right_pr_number": 46831,
-          "similarity": 0.381,
-          "content_similarity": 0.448,
+          "similarity": 0.38,
+          "content_similarity": 0.447,
           "size_similarity": 0.133,
           "breadth_similarity": 0.267,
           "concentration_similarity": 0.4,
@@ -2934,8 +3148,8 @@
         {
           "left_pr_number": 46148,
           "right_pr_number": 46817,
-          "similarity": 0.38,
-          "content_similarity": 0.329,
+          "similarity": 0.378,
+          "content_similarity": 0.327,
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           "breadth_similarity": 0.917,
           "concentration_similarity": 0.933,
@@ -2959,8 +3173,8 @@
         {
           "left_pr_number": 45513,
           "right_pr_number": 46148,
-          "similarity": 0.379,
-          "content_similarity": 0.358,
+          "similarity": 0.377,
+          "content_similarity": 0.355,
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           "breadth_similarity": 0.536,
           "concentration_similarity": 0.812,
@@ -2984,8 +3198,8 @@
         {
           "left_pr_number": 45513,
           "right_pr_number": 46817,
-          "similarity": 0.351,
-          "content_similarity": 0.351,
+          "similarity": 0.35,
+          "content_similarity": 0.35,
           "size_similarity": 0.017,
           "breadth_similarity": 0.586,
           "concentration_similarity": 0.879,
@@ -3011,7 +3225,7 @@
           "left_pr_number": 45707,
           "right_pr_number": 46817,
           "similarity": 0.346,
-          "content_similarity": 0.37,
+          "content_similarity": 0.369,
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           "breadth_similarity": 0.208,
           "concentration_similarity": 0.333,
@@ -3028,8 +3242,8 @@
         {
           "left_pr_number": 45513,
           "right_pr_number": 45707,
-          "similarity": 0.203,
-          "content_similarity": 0.256,
+          "similarity": 0.202,
+          "content_similarity": 0.254,
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           "breadth_similarity": 0.121,
           "concentration_similarity": 0.212,
@@ -3046,8 +3260,8 @@
         {
           "left_pr_number": 45707,
           "right_pr_number": 46148,
-          "similarity": 0.189,
-          "content_similarity": 0.204,
+          "similarity": 0.187,
+          "content_similarity": 0.201,
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           "breadth_similarity": 0.225,
           "concentration_similarity": 0.4,
@@ -3239,7 +3453,7 @@
         45985
       ],
       "representative_pr_number": 45985,
-      "average_similarity": 0.496,
+      "average_similarity": 0.49,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
       "shared_filenames": [
         "src/transformers/generation/utils.py"
@@ -3253,8 +3467,8 @@
         {
           "left_pr_number": 34667,
           "right_pr_number": 45985,
-          "similarity": 0.589,
-          "content_similarity": 0.47,
+          "similarity": 0.583,
+          "content_similarity": 0.462,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3270,8 +3484,8 @@
         {
           "left_pr_number": 39683,
           "right_pr_number": 45985,
-          "similarity": 0.588,
-          "content_similarity": 0.486,
+          "similarity": 0.582,
+          "content_similarity": 0.477,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3287,8 +3501,8 @@
         {
           "left_pr_number": 34667,
           "right_pr_number": 39683,
-          "similarity": 0.517,
-          "content_similarity": 0.421,
+          "similarity": 0.511,
+          "content_similarity": 0.413,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3304,8 +3518,8 @@
         {
           "left_pr_number": 44872,
           "right_pr_number": 45985,
-          "similarity": 0.449,
-          "content_similarity": 0.384,
+          "similarity": 0.443,
+          "content_similarity": 0.376,
           "size_similarity": 0.2,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3321,8 +3535,8 @@
         {
           "left_pr_number": 34667,
           "right_pr_number": 44872,
-          "similarity": 0.424,
-          "content_similarity": 0.333,
+          "similarity": 0.419,
+          "content_similarity": 0.325,
           "size_similarity": 0.273,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3338,8 +3552,8 @@
         {
           "left_pr_number": 39683,
           "right_pr_number": 44872,
-          "similarity": 0.41,
-          "content_similarity": 0.344,
+          "similarity": 0.405,
+          "content_similarity": 0.336,
           "size_similarity": 0.13,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4310,7 +4524,7 @@
         46849
       ],
       "representative_pr_number": 46207,
-      "average_similarity": 0.491,
+      "average_similarity": 0.49,
       "summary": "3 open PRs share weighted file overlap around `tests/utils/test_modeling_utils.py`, `src/transformers/modeling_utils.py`; representative PR #46207.",
       "shared_filenames": [
         "tests/utils/test_modeling_utils.py",
@@ -4346,7 +4560,7 @@
           "left_pr_number": 46207,
           "right_pr_number": 46849,
           "similarity": 0.467,
-          "content_similarity": 0.435,
+          "content_similarity": 0.434,
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           "breadth_similarity": 0.667,
           "concentration_similarity": 0.73,
@@ -4365,7 +4579,7 @@
           "left_pr_number": 44940,
           "right_pr_number": 46849,
           "similarity": 0.464,
-          "content_similarity": 0.424,
+          "content_similarity": 0.423,
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           "breadth_similarity": 0.833,
           "concentration_similarity": 0.892,
@@ -4390,7 +4604,7 @@
         44682
       ],
       "representative_pr_number": 43656,
-      "average_similarity": 0.472,
+      "average_similarity": 0.473,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43656.",
       "shared_filenames": [
         "src/transformers/cli/serve.py"
@@ -4439,7 +4653,7 @@
           "left_pr_number": 43842,
           "right_pr_number": 44682,
           "similarity": 0.403,
-          "content_similarity": 0.444,
+          "content_similarity": 0.445,
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           "breadth_similarity": 0.5,
           "concentration_similarity": 0.802,
@@ -4684,101 +4898,21 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-32189-3",
+      "cluster_id": "pr-scope-44606-3",
       "pr_numbers": [
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-        42655,
-        46124
+        44606,
+        45086,
+        45317
       ],
-      "representative_pr_number": 42655,
-      "average_similarity": 0.417,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/candidate_generator.py`, `tests/generation/test_utils.py`, `src/transformers/generation/utils.py`; representative PR #42655.",
+      "representative_pr_number": 45086,
+      "average_similarity": 0.41,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #45086.",
       "shared_filenames": [
-        "src/transformers/generation/candidate_generator.py",
-        "tests/generation/test_utils.py",
-        "src/transformers/generation/utils.py"
+        "src/transformers/tokenization_utils_tokenizers.py"
       ],
       "shared_directories": [
-        "src/transformers/generation",
         "src/transformers",
-        "src",
-        "tests/generation",
-        "tests"
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-          "concentration_similarity": 0.568,
-          "shared_filenames": [
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-            "src/transformers/generation/utils.py"
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-          "shared_directories": [
-            "src/transformers/generation",
-            "src/transformers",
-            "src"
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-        {
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-          "size_similarity": 0.038,
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-          "shared_filenames": [
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-          "shared_directories": [
-            "src/transformers/generation",
-            "src/transformers",
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-        {
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-          "size_similarity": 0.165,
-          "breadth_similarity": 0.833,
-          "concentration_similarity": 0.815,
-          "shared_filenames": [
-            "src/transformers/generation/candidate_generator.py"
-          ],
-          "shared_directories": [
-            "src/transformers/generation",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
-    {
-      "cluster_id": "pr-scope-44606-3",
-      "pr_numbers": [
-        44606,
-        45086,
-        45317
-      ],
-      "representative_pr_number": 45086,
-      "average_similarity": 0.41,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #45086.",
-      "shared_filenames": [
-        "src/transformers/tokenization_utils_tokenizers.py"
-      ],
-      "shared_directories": [
-        "src/transformers",
-        "src"
+        "src"
       ],
       "pairwise": [
         {
@@ -5251,7 +5385,7 @@
         46173
       ],
       "representative_pr_number": 44893,
-      "average_similarity": 0.738,
+      "average_similarity": 0.733,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/cache_utils.py`; representative PR #44893.",
       "shared_filenames": [
         "src/transformers/cache_utils.py"
@@ -5264,8 +5398,8 @@
         {
           "left_pr_number": 44893,
           "right_pr_number": 46173,
-          "similarity": 0.738,
-          "content_similarity": 0.792,
+          "similarity": 0.733,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -5491,7 +5625,7 @@
           "left_pr_number": 41992,
           "right_pr_number": 46738,
           "similarity": 0.67,
-          "content_similarity": 0.697,
+          "content_similarity": 0.696,
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           "concentration_similarity": 0.781,
@@ -5603,7 +5737,7 @@
         46781
       ],
       "representative_pr_number": 43875,
-      "average_similarity": 0.637,
+      "average_similarity": 0.633,
       "summary": "2 open PRs share weighted file overlap around `tests/utils/test_cache_utils.py`, `src/transformers/cache_utils.py`; representative PR #43875.",
       "shared_filenames": [
         "tests/utils/test_cache_utils.py",
@@ -5619,8 +5753,8 @@
         {
           "left_pr_number": 43875,
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-          "similarity": 0.637,
-          "content_similarity": 0.536,
+          "similarity": 0.633,
+          "content_similarity": 0.531,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.971,
@@ -5743,7 +5877,7 @@
         46229
       ],
       "representative_pr_number": 45638,
-      "average_similarity": 0.573,
+      "average_similarity": 0.574,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/mtp.py`; representative PR #45638.",
       "shared_filenames": [
         "src/transformers/generation/mtp.py"
@@ -5758,8 +5892,8 @@
         {
           "left_pr_number": 45638,
           "right_pr_number": 46229,
-          "similarity": 0.573,
-          "content_similarity": 0.583,
+          "similarity": 0.574,
+          "content_similarity": 0.584,
           "size_similarity": 0.612,
           "breadth_similarity": 0.396,
           "concentration_similarity": 0.67,
@@ -5888,57 +6022,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-46712-2",
-      "pr_numbers": [
-        46712,
-        46765
-      ],
-      "representative_pr_number": 46712,
-      "average_similarity": 0.523,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/continuous_batching/cache.py`, `src/transformers/generation/continuous_batching/input_outputs.py`, `src/transformers/generation/continuous_batching/scheduler.py`; representative PR #46712.",
-      "shared_filenames": [
-        "src/transformers/generation/continuous_batching/cache.py",
-        "src/transformers/generation/continuous_batching/input_outputs.py",
-        "src/transformers/generation/continuous_batching/scheduler.py",
-        "tests/generation/test_continuous_batching.py",
-        "src/transformers/generation/configuration_utils.py"
-      ],
-      "shared_directories": [
-        "src/transformers/generation/continuous_batching",
-        "src/transformers/generation",
-        "tests/generation",
-        "src/transformers",
-        "tests",
-        "src"
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-          "size_similarity": 0.207,
-          "breadth_similarity": 0.648,
-          "concentration_similarity": 0.912,
-          "shared_filenames": [
-            "src/transformers/generation/configuration_utils.py",
-            "src/transformers/generation/continuous_batching/cache.py",
-            "src/transformers/generation/continuous_batching/input_outputs.py",
-            "src/transformers/generation/continuous_batching/scheduler.py",
-            "tests/generation/test_continuous_batching.py"
-          ],
-          "shared_directories": [
-            "src/transformers/generation/continuous_batching",
-            "src/transformers/generation",
-            "src/transformers",
-            "tests/generation",
-            "src",
-            "tests"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-45056-2",
       "pr_numbers": [
@@ -6037,112 +6120,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-46310-2",
-      "pr_numbers": [
-        46310,
-        46546
-      ],
-      "representative_pr_number": 46310,
-      "average_similarity": 0.499,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py`, `src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py`; representative PR #46310.",
-      "shared_filenames": [
-        "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py",
-        "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py"
-      ],
-      "shared_directories": [
-        "src/transformers/models/moonshine_streaming",
-        "src/transformers/models",
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
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-          "breadth_similarity": 0.417,
-          "concentration_similarity": 0.571,
-          "shared_filenames": [
-            "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py",
-            "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py"
-          ],
-          "shared_directories": [
-            "src/transformers/models/moonshine_streaming",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
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-    {
-      "cluster_id": "pr-scope-46404-2",
-      "pr_numbers": [
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-        46556
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-      "representative_pr_number": 46404,
-      "average_similarity": 0.495,
-      "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",
-        "src/transformers/models/emu3/processing_emu3.py",
-        "src/transformers/models/florence2/processing_florence2.py",
-        "src/transformers/models/glm_image/processing_glm_image.py",
-        "src/transformers/models/granite4_vision/processing_granite4_vision.py",
-        "src/transformers/models/kosmos2/processing_kosmos2.py",
-        "src/transformers/models/minicpmv4_6/processing_minicpmv4_6.py",
-        "src/transformers/models/qianfan_ocr/modular_qianfan_ocr.py"
-      ],
-      "shared_directories": [
-        "src/transformers/models/qianfan_ocr",
-        "src/transformers/models/florence2",
-        "src/transformers/models/minicpmv4_6",
-        "src/transformers/models/granite4_vision",
-        "src/transformers/models/kosmos2",
-        "src/transformers/models/lighton_ocr",
-        "src/transformers/models/llava_next",
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+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py`, `src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py`; representative PR #46310.",
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+            "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py"
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+            "src/transformers/models/moonshine_streaming",
+            "src/transformers/models",
+            "src/transformers",
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+        "src/transformers/models/deepseek_vl/modular_deepseek_vl.py",
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