Refresh transformers dataset snapshot 20260612T060053Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
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@@ -9362,6 +9362,83 @@
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@@ -18537,12 +18614,12 @@
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@@ -21046,63 +21123,6 @@
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@@ -22421,14 +22441,14 @@
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new-contributors-report.md

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260612T000041Z`
-- Generated: `2026-06-12T00:01:30Z`
+- Snapshot: `20260612T060053Z`
+- Generated: `2026-06-12T06:02:03Z`
 - Activity window: `60d`
 - Contributors: `346`
 
@@ -40,20 +40,20 @@
 | `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 |
 | `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 |
 | `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 |
+| `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 9 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
+| `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 9 | 0 | mixed | moderate | low | targets high-star repos |
 | `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 8 | 2 | strong | moderate | low | targets high-star repos |
-| `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 8 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
-| `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 8 | 0 | mixed | moderate | low | 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 |
 | `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | CONTRIBUTOR | 9d | `2026-04-22T13:14:19Z` | 7 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 6 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `kchpp940` | [profile](https://github.com/kchpp940) | no | NONE | 375d | `2026-04-18T01:12:45Z` | 6 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
+| `kpal002` | [profile](https://github.com/kpal002) | no | CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 6 | 0 | strong | moderate | low | high recent PR volume |
 | `XciD` | [profile](https://github.com/XciD) | no | MEMBER | 4481d | `2026-05-14T05:53:53Z` | 6 | 0 | mixed | high | low | extremely high recent PR volume; broad repo spread |
 | `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 5 | 5 | strong | moderate | low | high recent PR volume |
 | `CharlieKerfoot` | [profile](https://github.com/CharlieKerfoot) | no | CONTRIBUTOR | 1583d | `2026-05-03T18:22:43Z` | 5 | 0 | weak | moderate | low | high recent PR volume; targets high-star repos |
 | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 5 | 0 | n/a | n/a | n/a | summary unavailable |
 | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 5 | 0 | strong | low | low | — |
-| `kpal002` | [profile](https://github.com/kpal002) | no | CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 5 | 0 | strong | moderate | low | high recent PR volume |
 | `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 660d | `2025-12-04T12:38:46Z` | 5 | 0 | strong | moderate | low | — |
 | `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 |
 | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 4 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
@@ -126,6 +126,7 @@
 | `SindhuRaghuram97` | [profile](https://github.com/SindhuRaghuram97) | no | CONTRIBUTOR | 1319d | `2026-05-05T14:47:02Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `tengomucho` | [profile](https://github.com/tengomucho) | no | MEMBER | 4442d | `2026-04-29T09:26:52Z` | 2 | 0 | mixed | low | low | — |
 | `voodoovampire` | [profile](https://github.com/voodoovampire) | no | FIRST_TIME_CONTRIBUTOR | 512d | `2026-04-25T19:30:01Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3752d | `2025-08-10T08:43:09Z` | 28 | 0 | weak | moderate | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
 | `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2888d | `2025-12-12T17:57:18Z` | 15 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 10 | 0 | mixed | low | low | high open PR share |
 | `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 |
@@ -268,10 +269,10 @@
 | `jmayank1511` | [profile](https://github.com/jmayank1511) | no | FIRST_TIME_CONTRIBUTOR | 2753d | `2026-05-20T18:13:18Z` | 1 | 0 | strong | moderate | low | no visible non-self stars |
 | `joaopedroassad` | [profile](https://github.com/joaopedroassad) | no | CONTRIBUTOR | 341d | `2026-06-02T19:08:14Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
 | `joerowell` | [profile](https://github.com/joerowell) | no | CONTRIBUTOR | 3394d | `2026-04-28T08:24:28Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `JohnnyWilson-Portfolio` | [profile](https://github.com/JohnnyWilson-Portfolio) | yes | FIRST_TIME_CONTRIBUTOR | 532d | `2026-06-11T18:13:12Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
+| `JohnnyWilson-Portfolio` | [profile](https://github.com/JohnnyWilson-Portfolio) | no | FIRST_TIME_CONTRIBUTOR | 532d | `2026-06-11T18:13:12Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `Kabir08` | [profile](https://github.com/Kabir08) | no | NONE | 2216d | `2026-04-19T08:27:15Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Kaisan10` | [profile](https://github.com/Kaisan10) | no | NONE | 1151d | `2026-05-02T07:35:16Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `kamran-nizamani` | [profile](https://github.com/kamran-nizamani) | yes | FIRST_TIME_CONTRIBUTOR | 622d | `2026-06-11T21:16:42Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `kamran-nizamani` | [profile](https://github.com/kamran-nizamani) | no | FIRST_TIME_CONTRIBUTOR | 622d | `2026-06-11T21:16:42Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `kevinmalana` | [profile](https://github.com/kevinmalana) | no | NONE | 2248d | `2026-04-16T10:03:07Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `kfojcik-intel` | [profile](https://github.com/kfojcik-intel) | no | FIRST_TIME_CONTRIBUTOR | 1976d | `2026-05-18T08:12:12Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `kiankyars` | [profile](https://github.com/kiankyars) | no | NONE | 2112d | `2026-05-23T05:32:32Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share |
@@ -312,7 +313,6 @@
 | `rishiarora123` | [profile](https://github.com/rishiarora123) | no | NONE | 1872d | `2026-05-22T18:19:48Z` | 1 | 0 | weak | moderate | low | high recent PR volume; many recent closed-unmerged PRs; no visible non-self stars |
 | `RobTand` | [profile](https://github.com/RobTand) | no | NONE | 3405d | `2026-05-02T19:12:41Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
 | `rraghavkaushik` | [profile](https://github.com/rraghavkaushik) | no | CONTRIBUTOR | 1057d | `2026-05-06T10:53:47Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `ruben-aghayan` | [profile](https://github.com/ruben-aghayan) | no | CONTRIBUTOR | 3216d | `2026-04-13T03:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ruixiang63` | [profile](https://github.com/ruixiang63) | no | CONTRIBUTOR | 3277d | `2026-04-27T21:19:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `saadkhaleeq610` | [profile](https://github.com/saadkhaleeq610) | no | NONE | 2359d | `2026-05-17T07:52:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `sachinkumarsingh092` | [profile](https://github.com/sachinkumarsingh092) | no | FIRST_TIME_CONTRIBUTOR | 3282d | `2026-03-30T18:54:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -369,7 +369,7 @@
 - repo association: **MEMBER**
 - repo primary artifacts: **111**
 - snapshot authored PRs/issues: **111 PRs / 0 issues**
-- snapshot discussion activity: **136 comments / 233 reviews / 161 review comments**
+- snapshot discussion activity: **136 comments / 234 reviews / 161 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
@@ -462,12 +462,12 @@ 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: `2026-06-11T18:58:24Z`
+- repo last seen: `2026-06-12T05:47:30Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **88**
 - snapshot authored PRs/issues: **88 PRs / 0 issues**
-- snapshot discussion activity: **614 comments / 947 reviews / 2055 review comments**
+- snapshot discussion activity: **614 comments / 948 reviews / 2055 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`
@@ -561,12 +561,12 @@ 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: `2026-06-11T23:57:00Z`
+- repo last seen: `2026-06-12T00:10:33Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **50**
 - snapshot authored PRs/issues: **48 PRs / 2 issues**
-- snapshot discussion activity: **638 comments / 1151 reviews / 4703 review comments**
+- snapshot discussion activity: **641 comments / 1151 reviews / 4703 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
@@ -802,12 +802,12 @@ Example artifacts:
 - 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: `2026-06-11T02:57:30Z`
+- repo last seen: `2026-06-12T03:10:12Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **29**
 - snapshot authored PRs/issues: **25 PRs / 4 issues**
-- snapshot discussion activity: **56 comments / 45 reviews / 45 review comments**
+- snapshot discussion activity: **57 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
@@ -867,7 +867,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46394: cleaning _accumulate_local_param_grad](https://github.com/huggingface/transformers/pull/46394) — open
+- [PR #46394: cleaning _accumulate_local_param_grad](https://github.com/huggingface/transformers/pull/46394) — closed, merged
 - [PR #46292: sp + ep training / tp + ep inference](https://github.com/huggingface/transformers/pull/46292) — open, draft
 - [PR #46290: Tp param level](https://github.com/huggingface/transformers/pull/46290) — open
 - [Issue #46187: cohere2_moe fails training + tensor parallel tests](https://github.com/huggingface/transformers/issues/46187) — closed
@@ -1068,12 +1068,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahe-yufeng)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahe-yufeng)
 - repo first seen: `2026-03-14T18:33:53Z`
-- repo last seen: `2026-06-11T23:47:26Z`
+- repo last seen: `2026-06-12T03:52:13Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **11**
 - snapshot authored PRs/issues: **11 PRs / 0 issues**
-- snapshot discussion activity: **10 comments / 2 reviews / 2 review comments**
+- snapshot discussion activity: **11 comments / 2 reviews / 2 review comments**
 - account age: **2909 days**
 - recent public PR activity: **326 PRs** (56 merged / 72 closed-unmerged / 198 open; merged rate **17%**, closed-unmerged rate **22%**, open rate **61%**)
 - public orgs: none visible
@@ -1108,43 +1108,18 @@ Example artifacts:
 - [PR #46113: clip_grad_norm avoid O(global_params) replication](https://github.com/huggingface/transformers/pull/46113) — open
 - [PR #45994: Trainer.compute_loss: fix loss over-counting under TP and EP-as-TP](https://github.com/huggingface/transformers/pull/45994) — closed, merged
 
-### `casinca`
-
-- profile: [github.com/casinca](https://github.com/casinca)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acasinca)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acasinca)
-- repo first seen: `2025-12-10T12:31:18Z`
-- repo last seen: `2026-05-19T16:12:58Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **10**
-- snapshot authored PRs/issues: **8 PRs / 2 issues**
-- snapshot discussion activity: **19 comments / 31 reviews / 31 review comments**
-- account age: **2626 days**
-- recent public PR activity: **22 PRs** (17 merged / 1 closed-unmerged / 4 open; merged rate **77%**, closed-unmerged rate **5%**, open rate **18%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #45572: refactor(Dots1): drop Dots1MoE override to `pass` (inherits from DSV3 MoE)](https://github.com/huggingface/transformers/pull/45572) — closed, merged
-- [PR #45555: perf: avoid recomputing rotary_emb for each layer in some Google and ModernBERT models](https://github.com/huggingface/transformers/pull/45555) — closed, merged
-- [PR #45441: fix(DSV3): parity between native `DeepseekV3MoE` and remote official implementation](https://github.com/huggingface/transformers/pull/45441) — closed, merged
-- [Issue #45440: Native `DeepseekV3MoE` diverges from the remote DeepSeekV3 implementation](https://github.com/huggingface/transformers/issues/45440) — closed
-- [Issue #45141: [refactor] gpt-oss `eager_attention_forward` for modularity (Ex: models with dual eager attn: sink/no sink)](https://github.com/huggingface/transformers/issues/45141) — closed
-
 ### `nightcityblade`
 
 - profile: [github.com/nightcityblade](https://github.com/nightcityblade)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anightcityblade)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anightcityblade)
 - repo first seen: `2026-02-18T23:07:23Z`
-- repo last seen: `2026-06-08T03:14:20Z`
+- repo last seen: `2026-06-12T03:22:35Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **8**
-- snapshot authored PRs/issues: **8 PRs / 0 issues**
-- snapshot discussion activity: **12 comments / 0 reviews / 0 review comments**
+- repo primary artifacts: **9**
+- snapshot authored PRs/issues: **9 PRs / 0 issues**
+- snapshot discussion activity: **13 comments / 0 reviews / 0 review comments**
 - account age: **97 days**
 - recent public PR activity: **307 PRs** (102 merged / 92 closed-unmerged / 113 open; merged rate **33%**, closed-unmerged rate **30%**, open rate **37%**)
 - public orgs: none visible
@@ -1152,9 +1127,9 @@ Example artifacts:
 - heuristic read: **young account; extremely high recent PR volume; very broad repo spread**
 
 Example artifacts:
+- [PR #46578: Fix Wav2Vec2 word delimiter special token handling](https://github.com/huggingface/transformers/pull/46578) — open
 - [PR #46466: Fix generate masks for unknown layer types](https://github.com/huggingface/transformers/pull/46466) — closed
 - [PR #46450: docs: clarify distributed launch for semantic segmentation](https://github.com/huggingface/transformers/pull/46450) — closed
-- [PR #46363: fix: warn before applying HPU torch patches](https://github.com/huggingface/transformers/pull/46363) — closed
 
 ### `zhang-prog`
 
@@ -1162,11 +1137,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azhang-prog)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azhang-prog)
 - repo first seen: `2025-12-23T11:18:14Z`
-- repo last seen: `2026-06-08T07:31:22Z`
+- repo last seen: `2026-06-12T02:48:45Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **8**
-- snapshot authored PRs/issues: **8 PRs / 0 issues**
+- repo primary artifacts: **9**
+- snapshot authored PRs/issues: **9 PRs / 0 issues**
 - snapshot discussion activity: **39 comments / 363 reviews / 364 review comments**
 - account age: **2074 days**
 - recent public PR activity: **19 PRs** (16 merged / 2 closed-unmerged / 1 open; merged rate **84%**, closed-unmerged rate **11%**, open rate **5%**)
@@ -1175,9 +1150,34 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #46576: PP-OCRv6: update documentation and slow tests](https://github.com/huggingface/transformers/pull/46576) — open
 - [PR #45838: [Model] Add PP-OCRv6 Models Support](https://github.com/huggingface/transformers/pull/45838) — closed, merged
 - [PR #45626: [Model] Add PP-FormulaNet Model Support](https://github.com/huggingface/transformers/pull/45626) — closed, merged
-- [PR #45562: Updated the image cache for Paddle models according to the latest API](https://github.com/huggingface/transformers/pull/45562) — closed, merged
+
+### `casinca`
+
+- profile: [github.com/casinca](https://github.com/casinca)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acasinca)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acasinca)
+- repo first seen: `2025-12-10T12:31:18Z`
+- repo last seen: `2026-05-19T16:12:58Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **10**
+- snapshot authored PRs/issues: **8 PRs / 2 issues**
+- snapshot discussion activity: **19 comments / 31 reviews / 31 review comments**
+- account age: **2626 days**
+- recent public PR activity: **22 PRs** (17 merged / 1 closed-unmerged / 4 open; merged rate **77%**, closed-unmerged rate **5%**, open rate **18%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #45572: refactor(Dots1): drop Dots1MoE override to `pass` (inherits from DSV3 MoE)](https://github.com/huggingface/transformers/pull/45572) — closed, merged
+- [PR #45555: perf: avoid recomputing rotary_emb for each layer in some Google and ModernBERT models](https://github.com/huggingface/transformers/pull/45555) — closed, merged
+- [PR #45441: fix(DSV3): parity between native `DeepseekV3MoE` and remote official implementation](https://github.com/huggingface/transformers/pull/45441) — closed, merged
+- [Issue #45440: Native `DeepseekV3MoE` diverges from the remote DeepSeekV3 implementation](https://github.com/huggingface/transformers/issues/45440) — closed
+- [Issue #45141: [refactor] gpt-oss `eager_attention_forward` for modularity (Ex: models with dual eager attn: sink/no sink)](https://github.com/huggingface/transformers/issues/45141) — closed
 
 ### `Charly21r`
 
@@ -1272,6 +1272,29 @@ Example artifacts:
 - [PR #45503: .4021378118068288:aafb9167aaa6b321205f754209b0cbcb_69e2f25642c82e665fe0407f.69e2f43542c82e665fe04083.69e2f435d18af355a624eac1:Trae CN.T(2026/4/18 11:02:13)](https://github.com/huggingface/transformers/pull/45503) — closed
 - [PR #45502: .4021378118068288:4da7ed27ccaa5f974fe4a552e2b67bb6_69e2eea842c82e665fe04002.69e2eec142c82e665fe04006.69e2eec18b8bd167e2faa241:Trae CN.T(2026/4/18 10:38:57)](https://github.com/huggingface/transformers/pull/45502) — closed
 
+### `kpal002`
+
+- profile: [github.com/kpal002](https://github.com/kpal002)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akpal002)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akpal002)
+- repo first seen: `2026-05-30T07:56:05Z`
+- repo last seen: `2026-06-12T05:37:29Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **6 PRs / 0 issues**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- account age: **2595 days**
+- recent public PR activity: **44 PRs** (35 merged / 1 closed-unmerged / 8 open; merged rate **80%**, closed-unmerged rate **2%**, open rate **18%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume**
+
+Example artifacts:
+- [PR #46580: Fix DeepSeek-Coder v1 / DeepSeek-LLM v1 loading as wrong tokenizer class (#46489)](https://github.com/huggingface/transformers/pull/46580) — open
+- [PR #46574: Fix CodeLlama tokenizer stripping real leading spaces on decode (#46491)](https://github.com/huggingface/transformers/pull/46574) — open
+- [PR #46437: [Modular Converter] Strip @use_kernelized_func(fn) when fn lacks @use_kernel_func_from_hub](https://github.com/huggingface/transformers/pull/46437) — closed
+
 ### `XciD`
 
 - profile: [github.com/XciD](https://github.com/XciD)
@@ -1414,29 +1437,6 @@ Example artifacts:
 - [PR #46344: Fix flip_back graph break](https://github.com/huggingface/transformers/pull/46344) — closed, merged
 - [PR #46163: Return logits from semantic segmentation post-process](https://github.com/huggingface/transformers/pull/46163) — open
 
-### `kpal002`
-
-- profile: [github.com/kpal002](https://github.com/kpal002)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akpal002)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akpal002)
-- repo first seen: `2026-05-30T07:56:05Z`
-- repo last seen: `2026-06-11T22:40:34Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **2595 days**
-- recent public PR activity: **44 PRs** (35 merged / 1 closed-unmerged / 8 open; merged rate **80%**, closed-unmerged rate **2%**, open rate **18%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume**
-
-Example artifacts:
-- [PR #46574: Fix CodeLlama tokenizer stripping real leading spaces on decode (#46491)](https://github.com/huggingface/transformers/pull/46574) — open
-- [PR #46437: [Modular Converter] Strip @use_kernelized_func(fn) when fn lacks @use_kernel_func_from_hub](https://github.com/huggingface/transformers/pull/46437) — closed
-- [PR #46435: [Tests] Add regression tests for use_kernels=True crash on Qwen3Next and Qwen3.5](https://github.com/huggingface/transformers/pull/46435) — closed
-
 ### `leaderofARS`
 
 - profile: [github.com/leaderofARS](https://github.com/leaderofARS)
@@ -1771,12 +1771,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AChao1Han)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AChao1Han)
 - repo first seen: `2026-05-14T09:13:18Z`
-- repo last seen: `2026-06-03T01:24:43Z`
+- repo last seen: `2026-06-12T05:31:17Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
 - account age: **1422 days**
 - recent public PR activity: **22 PRs** (8 merged / 2 closed-unmerged / 12 open; merged rate **36%**, closed-unmerged rate **9%**, open rate **55%**)
 - public orgs: none visible
@@ -3074,6 +3074,29 @@ Example artifacts:
 - [PR #45737: Add regression test for MusicgenMelody audio conditioning (GH #45647)](https://github.com/huggingface/transformers/pull/45737) — open
 - [PR #45648: Fix SDPA inference tolerances for MPS backend](https://github.com/huggingface/transformers/pull/45648) — closed
 
+### `cyyever`
+
+- profile: [github.com/cyyever](https://github.com/cyyever)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acyyever)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acyyever)
+- repo first seen: `2025-08-10T08:43:09Z`
+- repo last seen: `2026-06-12T04:04:24Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **28**
+- snapshot authored PRs/issues: **28 PRs / 0 issues**
+- snapshot discussion activity: **6 comments / 8 reviews / 8 review comments**
+- account age: **3752 days**
+- recent public PR activity: **204 PRs** (17 merged / 117 closed-unmerged / 70 open; merged rate **8%**, closed-unmerged rate **57%**, open rate **34%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
+- heuristic read: **extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #46579: Fix typos in code](https://github.com/huggingface/transformers/pull/46579) — open
+- [PR #45113: Add GDS support for safetensors loading ](https://github.com/huggingface/transformers/pull/45113) — open
+- [PR #44123: Avoid device sync in training loss accumulation](https://github.com/huggingface/transformers/pull/44123) — open
+
 ### `omkar-334`
 
 - profile: [github.com/omkar-334](https://github.com/omkar-334)
@@ -6161,7 +6184,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJohnnyWilson-Portfolio)
 - repo first seen: `2026-06-11T18:13:12Z`
 - repo last seen: `2026-06-11T18:20:09Z`
-- 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**
@@ -6224,7 +6247,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akamran-nizamani)
 - repo first seen: `2026-06-11T21:16:42Z`
 - repo last seen: `2026-06-11T21:34:17Z`
-- 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**
@@ -7078,27 +7101,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45804: Fix import error in moe.py by providing explicit schema to custom_op](https://github.com/huggingface/transformers/pull/45804) — closed, merged
 
-### `ruben-aghayan`
-
-- profile: [github.com/ruben-aghayan](https://github.com/ruben-aghayan)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aruben-aghayan)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aruben-aghayan)
-- repo first seen: `2026-04-13T03:57:04Z`
-- repo last seen: `2026-05-17T04:36:33Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 2 reviews / 2 review comments**
-- account age: **3216 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 #45389: Require input_ids for repetition penalty](https://github.com/huggingface/transformers/pull/45389) — closed, merged
-
 ### `ruixiang63`
 
 - profile: [github.com/ruixiang63](https://github.com/ruixiang63)
@@ -7588,12 +7590,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ated-mosi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ated-mosi)
 - repo first seen: `2026-06-05T13:30:42Z`
-- repo last seen: `2026-06-11T13:55:52Z`
+- repo last seen: `2026-06-12T05:27:27Z`
 - 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 / 1 reviews / 1 review comments**
+- snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
 - account age: **3 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible

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-          "right_pr_number": 45273,
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-          "right_pr_number": 45273,
-          "similarity": 0.323,
-          "content_similarity": 0.239,
-          "size_similarity": 0.036,
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+          "similarity": 0.35,
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         46161
       ],
       "representative_pr_number": 45627,
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+      "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.",
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           "breadth_similarity": 0.75,
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@@ -894,8 +749,8 @@
         {
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         {
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-          "content_similarity": 0.213,
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@@ -945,8 +800,8 @@
         {
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           "breadth_similarity": 0.216,
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@@ -963,8 +818,8 @@
         {
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         {
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-          "similarity": 0.279,
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           "breadth_similarity": 0.75,
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         {
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         {
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         46520
       ],
       "representative_pr_number": 46293,
-      "average_similarity": 0.391,
+      "average_similarity": 0.388,
       "summary": "6 open PRs share weighted file overlap around `src/transformers/integrations/hub_kernels.py`, `tests/kernels/test_kernels.py`, `src/transformers/modeling_utils.py`; representative PR #46293.",
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         {
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         {
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@@ -1322,8 +1177,8 @@
         {
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@@ -1500,7 +1355,7 @@
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@@ -1515,7 +1370,7 @@
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@@ -1548,7 +1403,7 @@
           "left_pr_number": 45668,
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@@ -1664,7 +1519,7 @@
           "left_pr_number": 45077,
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           "breadth_similarity": 0.867,
           "concentration_similarity": 1.0,
@@ -1729,6 +1584,123 @@
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       ]
     },
+    {
+      "cluster_id": "pr-scope-41097-4",
+      "pr_numbers": [
+        41097,
+        43549,
+        44547,
+        46013
+      ],
+      "representative_pr_number": 43549,
+      "average_similarity": 0.528,
+      "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_flash_attention_utils.py`; representative PR #43549.",
+      "shared_filenames": [
+        "src/transformers/modeling_flash_attention_utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 43549,
+          "right_pr_number": 46013,
+          "similarity": 0.885,
+          "content_similarity": 0.993,
+          "size_similarity": 0.267,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
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+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 41097,
+          "right_pr_number": 43549,
+          "similarity": 0.539,
+          "content_similarity": 0.428,
+          "size_similarity": 0.6,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
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+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 44547,
+          "right_pr_number": 46013,
+          "similarity": 0.503,
+          "content_similarity": 0.289,
+          "size_similarity": 1.0,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/modeling_flash_attention_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 41097,
+          "right_pr_number": 46013,
+          "similarity": 0.434,
+          "content_similarity": 0.372,
+          "size_similarity": 0.16,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
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+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 43549,
+          "right_pr_number": 44547,
+          "similarity": 0.423,
+          "content_similarity": 0.333,
+          "size_similarity": 0.267,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/modeling_flash_attention_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 41097,
+          "right_pr_number": 44547,
+          "similarity": 0.387,
+          "content_similarity": 0.304,
+          "size_similarity": 0.16,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/modeling_flash_attention_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-44974-4",
       "pr_numbers": [
@@ -1738,7 +1710,7 @@
         45996
       ],
       "representative_pr_number": 45635,
-      "average_similarity": 0.529,
+      "average_similarity": 0.528,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `tests/utils/test_core_model_loading.py`, `tests/test_modeling_common.py`; representative PR #45635.",
       "shared_filenames": [
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@@ -1757,7 +1729,7 @@
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@@ -1775,8 +1747,8 @@
         {
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           "breadth_similarity": 0.875,
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@@ -1795,7 +1767,7 @@
           "left_pr_number": 44974,
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           "similarity": 0.586,
-          "content_similarity": 0.56,
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           "concentration_similarity": 0.829,
@@ -1814,8 +1786,8 @@
         {
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@@ -1832,8 +1804,8 @@
         {
           "left_pr_number": 44974,
           "right_pr_number": 45421,
-          "similarity": 0.424,
-          "content_similarity": 0.306,
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@@ -1849,8 +1821,8 @@
         {
           "left_pr_number": 45421,
           "right_pr_number": 45996,
-          "similarity": 0.323,
-          "content_similarity": 0.196,
+          "similarity": 0.321,
+          "content_similarity": 0.194,
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           "breadth_similarity": 0.583,
           "concentration_similarity": 0.828,
@@ -1865,123 +1837,6 @@
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-    {
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-        43549,
-        44547,
-        46013
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-      "representative_pr_number": 43549,
-      "average_similarity": 0.528,
-      "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_flash_attention_utils.py`; representative PR #43549.",
-      "shared_filenames": [
-        "src/transformers/modeling_flash_attention_utils.py"
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-      "representative_pr_number": 45293,
-      "average_similarity": 0.462,
-      "summary": "3 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`, `src/transformers/models/auto/tokenization_auto.py`; representative PR #45293.",
-      "shared_filenames": [
-        "tests/models/auto/test_tokenization_auto.py",
-        "src/transformers/models/auto/tokenization_auto.py"
-      ],
-      "shared_directories": [
-        "tests/models/auto",
-        "tests/models",
-        "src/transformers",
-        "tests",
-        "src",
-        "src/transformers/models/auto",
-        "src/transformers/models"
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-          "shared_filenames": [
-            "src/transformers/models/auto/tokenization_auto.py",
-            "tests/models/auto/test_tokenization_auto.py"
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-          "shared_directories": [
-            "src/transformers/models/auto",
-            "src/transformers/models",
-            "tests/models/auto",
-            "src/transformers",
-            "tests/models",
-            "src",
-            "tests"
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-        {
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-          "size_similarity": 0.741,
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-          "concentration_similarity": 0.972,
-          "shared_filenames": [
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-          ],
-          "shared_directories": [
-            "tests/models/auto",
-            "src/transformers",
-            "tests/models",
-            "src",
-            "tests"
-          ]
-        },
-        {
-          "left_pr_number": 45317,
-          "right_pr_number": 46091,
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-          "content_similarity": 0.321,
-          "size_similarity": 0.216,
-          "breadth_similarity": 0.667,
-          "concentration_similarity": 0.862,
-          "shared_filenames": [
-            "tests/models/auto/test_tokenization_auto.py"
-          ],
-          "shared_directories": [
-            "tests/models/auto",
-            "src/transformers",
-            "tests/models",
-            "src",
-            "tests"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-45548-3",
       "pr_numbers": [
@@ -3500,6 +3248,138 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46099-3",
+      "pr_numbers": [
+        46099,
+        46269,
+        46290
+      ],
+      "representative_pr_number": 46099,
+      "average_similarity": 0.379,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/deepseek_v2/modular_deepseek_v2.py`, `src/transformers/models/minimax_m2/configuration_minimax_m2.py`, `src/transformers/models/minimax_m2/modular_minimax_m2.py`; representative PR #46099.",
+      "shared_filenames": [
+        "src/transformers/models/deepseek_v2/modular_deepseek_v2.py",
+        "src/transformers/models/minimax_m2/configuration_minimax_m2.py",
+        "src/transformers/models/minimax_m2/modular_minimax_m2.py",
+        "src/transformers/models/mixtral/configuration_mixtral.py",
+        "src/transformers/models/olmoe/configuration_olmoe.py",
+        "src/transformers/models/qwen3_vl_moe/configuration_qwen3_vl_moe.py",
+        "src/transformers/models/solar_open/configuration_solar_open.py",
+        "src/transformers/distributed/tensor_parallel.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/deepseek_v2",
+        "src/transformers/models/solar_open",
+        "src/transformers/models/minimax_m2",
+        "src/transformers/models/mixtral",
+        "src/transformers/models/olmoe",
+        "src/transformers/models/qwen3_moe",
+        "src/transformers/models/qwen3_vl_moe",
+        "src/transformers/models/qwen3_omni_moe"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46099,
+          "right_pr_number": 46269,
+          "similarity": 0.408,
+          "content_similarity": 0.48,
+          "size_similarity": 0.013,
+          "breadth_similarity": 0.303,
+          "concentration_similarity": 0.796,
+          "shared_filenames": [
+            "src/transformers/distributed/tensor_parallel.py",
+            "src/transformers/modeling_utils.py",
+            "src/transformers/models/apertus/configuration_apertus.py",
+            "src/transformers/models/apertus/modular_apertus.py",
+            "src/transformers/models/arcee/configuration_arcee.py",
+            "src/transformers/models/arcee/modular_arcee.py",
+            "src/transformers/models/aria/configuration_aria.py",
+            "src/transformers/models/cohere/configuration_cohere.py",
+            "src/transformers/models/cohere2/configuration_cohere2.py",
+            "src/transformers/models/cohere2/modular_cohere2.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/apertus",
+            "src/transformers/models/arcee",
+            "src/transformers/models/aria",
+            "src/transformers/models/cohere",
+            "src/transformers/models/cohere2",
+            "src/transformers/models/cwm",
+            "src/transformers/models/deepseek_v2",
+            "src/transformers/models/ernie4_5",
+            "src/transformers/models/eurobert",
+            "src/transformers/models/exaone4"
+          ]
+        },
+        {
+          "left_pr_number": 46099,
+          "right_pr_number": 46290,
+          "similarity": 0.37,
+          "content_similarity": 0.331,
+          "size_similarity": 0.089,
+          "breadth_similarity": 0.745,
+          "concentration_similarity": 0.996,
+          "shared_filenames": [
+            "src/transformers/distributed/tensor_parallel.py",
+            "src/transformers/models/deepseek_v2/configuration_deepseek_v2.py",
+            "src/transformers/models/deepseek_v2/modular_deepseek_v2.py",
+            "src/transformers/models/minimax_m2/configuration_minimax_m2.py",
+            "src/transformers/models/minimax_m2/modular_minimax_m2.py",
+            "src/transformers/models/mixtral/configuration_mixtral.py",
+            "src/transformers/models/olmoe/configuration_olmoe.py",
+            "src/transformers/models/qwen3_moe/configuration_qwen3_moe.py",
+            "src/transformers/models/qwen3_omni_moe/configuration_qwen3_omni_moe.py",
+            "src/transformers/models/qwen3_vl_moe/configuration_qwen3_vl_moe.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/deepseek_v2",
+            "src/transformers/models/minimax_m2",
+            "src/transformers/models/mixtral",
+            "src/transformers/models/olmoe",
+            "src/transformers/models/qwen3_moe",
+            "src/transformers/models/qwen3_omni_moe",
+            "src/transformers/models/qwen3_vl_moe",
+            "src/transformers/models/solar_open",
+            "src/transformers/distributed",
+            "src/transformers/models"
+          ]
+        },
+        {
+          "left_pr_number": 46269,
+          "right_pr_number": 46290,
+          "similarity": 0.359,
+          "content_similarity": 0.393,
+          "size_similarity": 0.148,
+          "breadth_similarity": 0.223,
+          "concentration_similarity": 0.8,
+          "shared_filenames": [
+            "src/transformers/distributed/tensor_parallel.py",
+            "src/transformers/integrations/moe.py",
+            "src/transformers/models/cohere2_moe/configuration_cohere2_moe.py",
+            "src/transformers/models/deepseek_v2/configuration_deepseek_v2.py",
+            "src/transformers/models/deepseek_v2/modular_deepseek_v2.py",
+            "src/transformers/models/deepseek_v3/configuration_deepseek_v3.py",
+            "src/transformers/models/dots1/configuration_dots1.py",
+            "src/transformers/models/dots1/modular_dots1.py",
+            "src/transformers/models/ernie4_5_moe/configuration_ernie4_5_moe.py",
+            "src/transformers/models/ernie4_5_vl_moe/configuration_ernie4_5_vl_moe.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/cohere2_moe",
+            "src/transformers/models/deepseek_v2",
+            "src/transformers/models/deepseek_v3",
+            "src/transformers/models/dots1",
+            "src/transformers/models/ernie4_5_moe",
+            "src/transformers/models/ernie4_5_vl_moe",
+            "src/transformers/models/exaone_moe",
+            "src/transformers/models/flex_olmo",
+            "src/transformers/models/gemma4",
+            "src/transformers/models/glm4_moe"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-42655-3",
       "pr_numbers": [
@@ -3566,8 +3446,8 @@
         {
           "left_pr_number": 42655,
           "right_pr_number": 43875,
-          "similarity": 0.282,
-          "content_similarity": 0.269,
+          "similarity": 0.283,
+          "content_similarity": 0.27,
           "size_similarity": 0.042,
           "breadth_similarity": 0.417,
           "concentration_similarity": 0.923,
@@ -3605,8 +3485,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44550,
-          "similarity": 0.386,
-          "content_similarity": 0.123,
+          "similarity": 0.385,
+          "content_similarity": 0.122,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3636,8 +3516,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44407,
-          "similarity": 0.349,
-          "content_similarity": 0.079,
+          "similarity": 0.348,
+          "content_similarity": 0.078,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3658,7 +3538,7 @@
         45917
       ],
       "representative_pr_number": 44981,
-      "average_similarity": 0.362,
+      "average_similarity": 0.361,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #44981.",
       "shared_filenames": [
         "src/transformers/trainer.py"
@@ -3673,8 +3553,8 @@
         {
           "left_pr_number": 44889,
           "right_pr_number": 44981,
-          "similarity": 0.4,
-          "content_similarity": 0.158,
+          "similarity": 0.399,
+          "content_similarity": 0.157,
           "size_similarity": 0.991,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.812,
@@ -4018,8 +3898,8 @@
         "src/transformers/utils/chat_parsing",
         "src/transformers/cli/serving",
         "src/transformers/models/gemma4",
-        "src/transformers/cli",
         "src/transformers/pipelines",
+        "src/transformers/cli",
         "src/transformers/utils",
         "docs/source/en",
         "src/transformers/models"
@@ -4173,7 +4053,7 @@
         45607
       ],
       "representative_pr_number": 45606,
-      "average_similarity": 0.764,
+      "average_similarity": 0.769,
       "summary": "2 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`; representative PR #45606.",
       "shared_filenames": [
         "tests/models/gemma4/test_modeling_gemma4.py"
@@ -4187,8 +4067,8 @@
         {
           "left_pr_number": 45606,
           "right_pr_number": 45607,
-          "similarity": 0.764,
-          "content_similarity": 0.809,
+          "similarity": 0.769,
+          "content_similarity": 0.816,
           "size_similarity": 0.778,
           "breadth_similarity": 0.417,
           "concentration_similarity": 0.778,
@@ -4210,7 +4090,7 @@
         45977
       ],
       "representative_pr_number": 44794,
-      "average_similarity": 0.725,
+      "average_similarity": 0.726,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/gguf_dequant.py`, `src/transformers/quantizers/__init__.py`, `src/transformers/quantizers/quantizer_gguf.py`; representative PR #44794.",
       "shared_filenames": [
         "src/transformers/integrations/gguf_dequant.py",
@@ -4236,8 +4116,8 @@
         {
           "left_pr_number": 44794,
           "right_pr_number": 45977,
-          "similarity": 0.725,
-          "content_similarity": 0.74,
+          "similarity": 0.726,
+          "content_similarity": 0.741,
           "size_similarity": 0.601,
           "breadth_similarity": 0.757,
           "concentration_similarity": 0.824,
@@ -4468,7 +4348,7 @@
         46279
       ],
       "representative_pr_number": 43654,
-      "average_similarity": 0.628,
+      "average_similarity": 0.629,
       "summary": "2 open PRs share weighted file overlap around `tests/tokenization/test_tokenization_utils.py`; representative PR #43654.",
       "shared_filenames": [
         "tests/tokenization/test_tokenization_utils.py"
@@ -4483,8 +4363,8 @@
         {
           "left_pr_number": 43654,
           "right_pr_number": 46279,
-          "similarity": 0.628,
-          "content_similarity": 0.486,
+          "similarity": 0.629,
+          "content_similarity": 0.487,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.867,
@@ -4507,7 +4387,7 @@
         46442
       ],
       "representative_pr_number": 45682,
-      "average_similarity": 0.615,
+      "average_similarity": 0.609,
       "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",
@@ -4524,8 +4404,8 @@
         {
           "left_pr_number": 45682,
           "right_pr_number": 46442,
-          "similarity": 0.615,
-          "content_similarity": 0.686,
+          "similarity": 0.609,
+          "content_similarity": 0.677,
           "size_similarity": 0.435,
           "breadth_similarity": 0.31,
           "concentration_similarity": 0.773,
@@ -4550,25 +4430,25 @@
         46174
       ],
       "representative_pr_number": 45932,
-      "average_similarity": 0.597,
+      "average_similarity": 0.595,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/vit_mae/modeling_vit_mae.py`, `src/transformers/models/vit_mae/modular_vit_mae.py`, `src/transformers/models/aimv2/modeling_aimv2.py`; representative PR #45932.",
       "shared_filenames": [
         "src/transformers/models/vit_mae/modeling_vit_mae.py",
         "src/transformers/models/vit_mae/modular_vit_mae.py",
         "src/transformers/models/aimv2/modeling_aimv2.py",
-        "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/deimv2/modeling_deimv2.py",
         "src/transformers/models/d_fine/modeling_d_fine.py",
         "src/transformers/models/rt_detr/modeling_rt_detr.py"
       ],
       "shared_directories": [
         "src/transformers/models/vit_mae",
-        "src/transformers/models/deimv2",
         "src/transformers/models/aimv2",
+        "src/transformers/models/deimv2",
         "src/transformers/models/pp_doclayout_v2",
-        "src/transformers/models/d_fine",
         "src/transformers/models/pp_doclayout_v3",
+        "src/transformers/models/d_fine",
         "src/transformers/models/rt_detr_v2",
         "src/transformers/models/rt_detr"
       ],
@@ -4576,8 +4456,8 @@
         {
           "left_pr_number": 45932,
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-          "similarity": 0.597,
-          "content_similarity": 0.637,
+          "similarity": 0.595,
+          "content_similarity": 0.635,
           "size_similarity": 0.248,
           "breadth_similarity": 0.679,
           "concentration_similarity": 0.916,
@@ -4630,7 +4510,7 @@
           "left_pr_number": 44228,
           "right_pr_number": 46324,
           "similarity": 0.563,
-          "content_similarity": 0.6,
+          "content_similarity": 0.599,
           "size_similarity": 0.259,
           "breadth_similarity": 0.583,
           "concentration_similarity": 0.926,
@@ -4782,7 +4662,7 @@
         46177
       ],
       "representative_pr_number": 45541,
-      "average_similarity": 0.525,
+      "average_similarity": 0.52,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_base.py`; representative PR #45541.",
       "shared_filenames": [
         "src/transformers/tokenization_utils_base.py"
@@ -4795,8 +4675,8 @@
         {
           "left_pr_number": 45541,
           "right_pr_number": 46177,
-          "similarity": 0.525,
-          "content_similarity": 0.424,
+          "similarity": 0.52,
+          "content_similarity": 0.417,
           "size_similarity": 0.519,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4832,7 +4712,7 @@
           "left_pr_number": 43488,
           "right_pr_number": 46523,
           "similarity": 0.508,
-          "content_similarity": 0.34,
+          "content_similarity": 0.341,
           "size_similarity": 1.0,
           "breadth_similarity": 0.833,
           "concentration_similarity": 0.727,
@@ -4869,7 +4749,7 @@
           "left_pr_number": 45056,
           "right_pr_number": 45128,
           "similarity": 0.508,
-          "content_similarity": 0.406,
+          "content_similarity": 0.405,
           "size_similarity": 0.669,
           "breadth_similarity": 0.875,
           "concentration_similarity": 0.724,
@@ -4891,7 +4771,7 @@
         46128
       ],
       "representative_pr_number": 45110,
-      "average_similarity": 0.5,
+      "average_similarity": 0.501,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/sam3_1_video/__init__.py`, `src/transformers/models/sam3_1_video/configuration_sam3_1_video.py`, `src/transformers/models/sam3_1_video/convert_sam3_1_video_to_hf.py`; representative PR #45110.",
       "shared_filenames": [
         "src/transformers/models/sam3_1_video/__init__.py",
@@ -4916,7 +4796,7 @@
         {
           "left_pr_number": 45110,
           "right_pr_number": 46128,
-          "similarity": 0.5,
+          "similarity": 0.501,
           "content_similarity": 0.439,
           "size_similarity": 0.443,
           "breadth_similarity": 0.84,
@@ -5050,7 +4930,7 @@
         46546
       ],
       "representative_pr_number": 46310,
-      "average_similarity": 0.486,
+      "average_similarity": 0.487,
       "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",
@@ -5066,8 +4946,8 @@
         {
           "left_pr_number": 46310,
           "right_pr_number": 46546,
-          "similarity": 0.486,
-          "content_similarity": 0.533,
+          "similarity": 0.487,
+          "content_similarity": 0.534,
           "size_similarity": 0.286,
           "breadth_similarity": 0.417,
           "concentration_similarity": 0.571,
@@ -5128,7 +5008,7 @@
         46556
       ],
       "representative_pr_number": 46404,
-      "average_similarity": 0.475,
+      "average_similarity": 0.476,
       "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",
@@ -5154,8 +5034,8 @@
         {
           "left_pr_number": 46404,
           "right_pr_number": 46556,
-          "similarity": 0.475,
-          "content_similarity": 0.442,
+          "similarity": 0.476,
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           "size_similarity": 0.356,
           "breadth_similarity": 0.679,
           "concentration_similarity": 0.894,
@@ -5186,6 +5066,43 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46113-2",
+      "pr_numbers": [
+        46113,
+        46126
+      ],
+      "representative_pr_number": 46113,
+      "average_similarity": 0.474,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/distributed/utils.py`; representative PR #46113.",
+      "shared_filenames": [
+        "src/transformers/distributed/utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers/distributed",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46113,
+          "right_pr_number": 46126,
+          "similarity": 0.474,
+          "content_similarity": 0.528,
+          "size_similarity": 0.302,
+          "breadth_similarity": 0.292,
+          "concentration_similarity": 0.603,
+          "shared_filenames": [
+            "src/transformers/distributed/utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/distributed",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-40755-2",
       "pr_numbers": [
@@ -5193,7 +5110,7 @@
         45233
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