Refresh transformers dataset snapshot 20260626T120015Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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+- latest snapshot: `20260626T120015Z`
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@@ -9523,14 +9610,14 @@
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@@ -9918,6 +10005,73 @@
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+            "number": 46907,
+            "title": "[serge] Fix 12 integration tests for model `edgetam` failing with `import_or_config` (other (12))",
+            "url": "https://github.com/huggingface/transformers/pull/46907",
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new-contributors-report.md

@@ -1,19 +1,19 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260626T060016Z`
-- Generated: `2026-06-26T06:01:11Z`
+- Snapshot: `20260626T120015Z`
+- Generated: `2026-06-26T12:02:36Z`
 - Activity window: `60d`
-- Contributors: `353`
+- Contributors: `354`
 
 ## Summary
 
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
-| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 129 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
-| `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 107 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 130 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 108 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 99 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 99 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 97 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
-| `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 97 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 71 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 55 | 2 | mixed | low | low | targets high-star repos |
@@ -53,19 +53,20 @@
 | `kpal002` | [profile](https://github.com/kpal002) | no | CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 7 | 0 | strong | moderate | low | high recent PR volume |
 | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 6 | 0 | n/a | n/a | n/a | summary unavailable |
 | `KirtiRamchandani` | [profile](https://github.com/KirtiRamchandani) | no | NONE | 3143d | `2026-06-13T17:53:25Z` | 6 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
+| `kylesayrs` | [profile](https://github.com/kylesayrs) | no | CONTRIBUTOR | 3784d | `2025-07-28T19:40:18Z` | 6 | 0 | mixed | moderate | medium | high recent PR volume; high open PR share |
 | `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 660d | `2025-12-04T12:38:46Z` | 6 | 0 | strong | moderate | low | — |
 | `XciD` | [profile](https://github.com/XciD) | no | MEMBER | 4481d | `2026-05-14T05:53:53Z` | 6 | 0 | mixed | high | low | extremely high recent PR volume; broad repo spread |
 | `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 |
 | `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 |
 | `kamran-nizamani` | [profile](https://github.com/kamran-nizamani) | no | CONTRIBUTOR | 622d | `2026-06-11T21:16:42Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `kylesayrs` | [profile](https://github.com/kylesayrs) | no | CONTRIBUTOR | 3784d | `2025-07-28T19:40:18Z` | 5 | 0 | mixed | moderate | medium | high recent PR volume; high open PR share |
 | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-09-05T15:52:11Z` | 5 | 0 | strong | moderate | low | high recent PR volume |
 | `Sriniketh24` | [profile](https://github.com/Sriniketh24) | no | CONTRIBUTOR | 609d | `2026-05-18T14:39:34Z` | 5 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `sharmax-vikas` | [profile](https://github.com/sharmax-vikas) | no | CONTRIBUTOR | 702d | `2026-06-18T18:50:23Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
 | `Dev-X25874` | [profile](https://github.com/Dev-X25874) | no | FIRST_TIME_CONTRIBUTOR | 4d | `2026-05-13T10:45:04Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3573d | `2026-04-02T19:05:35Z` | 4 | 0 | strong | low | low | targets high-star repos |
 | `irfaan101` | [profile](https://github.com/irfaan101) | no | CONTRIBUTOR | 613d | `2026-05-16T11:43:33Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `muhamedfazalps` | [profile](https://github.com/muhamedfazalps) | no | FIRST_TIME_CONTRIBUTOR | 1469d | `2026-06-23T06:57:49Z` | 4 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
 | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 4 | 0 | mixed | low | low | — |
 | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 4 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `SebTardif` | [profile](https://github.com/SebTardif) | no | CONTRIBUTOR | 5216d | `2026-05-19T17:17:53Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
@@ -79,6 +80,7 @@
 | `Dovis01` | [profile](https://github.com/Dovis01) | no | CONTRIBUTOR | 2009d | `2026-06-02T09:04:53Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | FIRST_TIME_CONTRIBUTOR | 1556d | `2026-03-07T22:12:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Sahith59` | [profile](https://github.com/Sahith59) | no | FIRST_TIME_CONTRIBUTOR | 1626d | `2026-06-19T02:27:30Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `Snakinya` | [profile](https://github.com/Snakinya) | no | FIRST_TIME_CONTRIBUTOR | 2115d | `2026-06-08T10:08:10Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Vitaliy-Pikalo` | [profile](https://github.com/Vitaliy-Pikalo) | no | NONE | 636d | `2026-06-21T01:56:59Z` | 3 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `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 |
 | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 8 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
@@ -122,7 +124,6 @@
 | `Mamiglia` | [profile](https://github.com/Mamiglia) | no | CONTRIBUTOR | 3093d | `2026-05-08T16:06:43Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `meatybobby` | [profile](https://github.com/meatybobby) | no | FIRST_TIME_CONTRIBUTOR | 4220d | `2026-06-04T18:30:50Z` | 2 | 0 | weak | low | low | high open PR share |
 | `moonbogi` | [profile](https://github.com/moonbogi) | no | CONTRIBUTOR | 3943d | `2026-04-27T22:45:13Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `muhamedfazalps` | [profile](https://github.com/muhamedfazalps) | no | FIRST_TIME_CONTRIBUTOR | 1469d | `2026-06-23T06:57:49Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
 | `mulkymalikuldhrs` | [profile](https://github.com/mulkymalikuldhrs) | no | NONE | 416d | `2026-06-10T22:54:43Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
 | `nileshpatil6` | [profile](https://github.com/nileshpatil6) | no | CONTRIBUTOR | 1148d | `2026-05-16T14:53:41Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `otjdiepluong` | [profile](https://github.com/otjdiepluong) | no | NONE | 32d | `2026-05-14T03:52:29Z` | 2 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
@@ -133,8 +134,8 @@
 | `ranjithchinnanan` | [profile](https://github.com/ranjithchinnanan) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-05-05T12:03:53Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `rmotgi1227` | [profile](https://github.com/rmotgi1227) | no | NONE | 295d | `2026-05-12T21:21:10Z` | 2 | 0 | mixed | moderate | low | young account; targets high-star repos |
 | `rohanbalsaraf` | [profile](https://github.com/rohanbalsaraf) | no | FIRST_TIME_CONTRIBUTOR | 1145d | `2026-05-20T11:01:54Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | yes | NONE | ?d | `2026-05-13T06:40:41Z` | 2 | 0 | n/a | n/a | n/a | summary unavailable |
 | `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 |
-| `Snakinya` | [profile](https://github.com/Snakinya) | no | NONE | 2115d | `2026-06-08T10:08:10Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `yuvrajsharma9981` | [profile](https://github.com/yuvrajsharma9981) | no | FIRST_TIME_CONTRIBUTOR | 3814d | `2026-05-21T22:27:49Z` | 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 |
 | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 3012d | `2025-12-02T16:00:11Z` | 19 | 7 | strong | high | low | high recent PR volume; broad repo spread; targets high-star repos |
@@ -188,7 +189,7 @@
 | `mjkmain` | [profile](https://github.com/mjkmain) | no | NONE | 2071d | `2026-06-04T22:13:07Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `nealwu` | [profile](https://github.com/nealwu) | no | CONTRIBUTOR | 5508d | `2026-05-12T03:11:36Z` | 1 | 1 | strong | low | low | — |
 | `nunq` | [profile](https://github.com/nunq) | no | CONTRIBUTOR | 2694d | `2026-05-08T00:29:00Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `OmkumarSolanki` | [profile](https://github.com/OmkumarSolanki) | yes | FIRST_TIME_CONTRIBUTOR | 1018d | `2026-06-26T02:23:31Z` | 1 | 1 | weak | moderate | low | high recent PR volume; high open PR share; targets high-star repos |
+| `OmkumarSolanki` | [profile](https://github.com/OmkumarSolanki) | no | FIRST_TIME_CONTRIBUTOR | 1018d | `2026-06-26T02:23:31Z` | 1 | 1 | weak | moderate | low | high recent PR volume; high open PR share; targets high-star repos |
 | `Reigenleif` | [profile](https://github.com/Reigenleif) | no | NONE | 1631d | `2026-06-06T14:24:41Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `Sainava` | [profile](https://github.com/Sainava) | no | CONTRIBUTOR | 865d | `2026-06-09T09:43:45Z` | 1 | 1 | mixed | moderate | low | — |
 | `shubhammr21` | [profile](https://github.com/shubhammr21) | no | FIRST_TIME_CONTRIBUTOR | 4155d | `2026-05-22T10:45:10Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -371,12 +372,12 @@
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
 - repo first seen: `2025-02-05T12:51:57Z`
-- repo last seen: `2026-06-25T14:56:33Z`
+- repo last seen: `2026-06-26T08:33:33Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **129**
-- snapshot authored PRs/issues: **129 PRs / 0 issues**
-- snapshot discussion activity: **137 comments / 247 reviews / 168 review comments**
+- repo primary artifacts: **130**
+- snapshot authored PRs/issues: **130 PRs / 0 issues**
+- snapshot discussion activity: **137 comments / 249 reviews / 169 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
@@ -384,9 +385,9 @@
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #46882: [CI] Use pre-computed `_OLD_MODELS` in `test_new_models_require_torchvision_backend`](https://github.com/huggingface/transformers/pull/46882) — open
+- [PR #46910: Install in docker](https://github.com/huggingface/transformers/pull/46910) — closed, merged
+- [PR #46882: [CI] Use pre-computed `_OLD_MODELS` in `test_new_models_require_torchvision_backend`](https://github.com/huggingface/transformers/pull/46882) — closed, merged
 - [PR #46845: Try smaller group](https://github.com/huggingface/transformers/pull/46845) — open
-- [PR #46796: Fix secondary rate limit when downloading artifacts in slack report](https://github.com/huggingface/transformers/pull/46796) — closed, merged
 
 ### `Cyrilvallez`
 
@@ -394,12 +395,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
 - repo first seen: `2025-03-19T10:58:02Z`
-- repo last seen: `2026-06-25T09:47:42Z`
+- repo last seen: `2026-06-26T10:23:09Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **107**
-- snapshot authored PRs/issues: **107 PRs / 0 issues**
-- snapshot discussion activity: **259 comments / 367 reviews / 552 review comments**
+- repo primary artifacts: **108**
+- snapshot authored PRs/issues: **108 PRs / 0 issues**
+- snapshot discussion activity: **262 comments / 367 reviews / 552 review comments**
 - account age: **2036 days**
 - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
 - public orgs: `huggingface`
@@ -407,9 +408,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46914: Fix flash attention with StaticCache](https://github.com/huggingface/transformers/pull/46914) — open
 - [PR #46876: Fix auto-mappings registration for remote code & fixes a few custom code issues](https://github.com/huggingface/transformers/pull/46876) — open
 - [PR #46862: Rework some old cache getters/properties](https://github.com/huggingface/transformers/pull/46862) — closed, merged
-- [PR #46856: Fix expanded dim in the cache's cumulative length](https://github.com/huggingface/transformers/pull/46856) — closed, merged
 
 ### `kaixuanliu`
 
@@ -437,18 +438,41 @@ Example artifacts:
 - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
 - [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
 
+### `zucchini-nlp`
+
+- profile: [github.com/zucchini-nlp](https://github.com/zucchini-nlp)
+- 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: `2026-06-26T11:44:03Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **99**
+- snapshot authored PRs/issues: **99 PRs / 0 issues**
+- snapshot discussion activity: **679 comments / 1058 reviews / 2245 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`
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #46912: Better and more extensive tests for RoPE](https://github.com/huggingface/transformers/pull/46912) — open
+- [PR #46911: [Olmo3] different RoPE per layer type](https://github.com/huggingface/transformers/pull/46911) — open
+- [PR #46881: QwenVL model conversion](https://github.com/huggingface/transformers/pull/46881) — open
+
 ### `tarekziade`
 
 - profile: [github.com/tarekziade](https://github.com/tarekziade)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
 - repo first seen: `2026-01-21T16:52:29Z`
-- repo last seen: `2026-06-22T08:43:33Z`
+- repo last seen: `2026-06-26T08:49:22Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **103**
 - snapshot authored PRs/issues: **97 PRs / 6 issues**
-- snapshot discussion activity: **184 comments / 219 reviews / 201 review comments**
+- snapshot discussion activity: **185 comments / 222 reviews / 202 review comments**
 - account age: **5839 days**
 - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
 - public orgs: `AFPy`, `faitmain`, `circus-tent`
@@ -456,36 +480,13 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
 
 Example artifacts:
-- [PR #46811: call transformers-ci in a nightly run](https://github.com/huggingface/transformers/pull/46811) — open
+- [PR #46811: call transformers-ci in a nightly run](https://github.com/huggingface/transformers/pull/46811) — closed, merged
 - [PR #46774: Insert a Grafana badge in the PR](https://github.com/huggingface/transformers/pull/46774) — open
 - [PR #46602: [CI] don't export OTELs within the tests](https://github.com/huggingface/transformers/pull/46602) — closed, merged
 - [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — closed
 - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — closed
 - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
 
-### `zucchini-nlp`
-
-- profile: [github.com/zucchini-nlp](https://github.com/zucchini-nlp)
-- 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: `2026-06-25T15:44:44Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **97**
-- snapshot authored PRs/issues: **97 PRs / 0 issues**
-- snapshot discussion activity: **675 comments / 1044 reviews / 2232 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`
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #46881: QwenVL model conversion](https://github.com/huggingface/transformers/pull/46881) — open
-- [PR #46875: Redirect to diffusers pipe in docs for experimental features](https://github.com/huggingface/transformers/pull/46875) — open
-- [PR #46861: Use meshgrid for brevity](https://github.com/huggingface/transformers/pull/46861) — closed, merged
-
 ### `stevhliu`
 
 - profile: [github.com/stevhliu](https://github.com/stevhliu)
@@ -517,12 +518,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
 - repo first seen: `2023-02-24T14:13:29Z`
-- repo last seen: `2026-06-24T15:36:48Z`
+- repo last seen: `2026-06-26T07:59:45Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **73**
 - snapshot authored PRs/issues: **70 PRs / 3 issues**
-- snapshot discussion activity: **203 comments / 732 reviews / 1458 review comments**
+- snapshot discussion activity: **203 comments / 738 reviews / 1472 review comments**
 - account age: **2590 days**
 - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
 - public orgs: none visible
@@ -543,12 +544,12 @@ 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: `2026-06-25T17:13:25Z`
+- repo last seen: `2026-06-26T11:39:56Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **57**
 - snapshot authored PRs/issues: **55 PRs / 2 issues**
-- snapshot discussion activity: **727 comments / 1342 reviews / 5478 review comments**
+- snapshot discussion activity: **730 comments / 1354 reviews / 5539 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
@@ -631,7 +632,7 @@ 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) — closed, merged
-- [PR #46712: [CB] Changes to increase max_batch_tokens](https://github.com/huggingface/transformers/pull/46712) — open
+- [PR #46712: [CB] Changes to increase max_batch_tokens](https://github.com/huggingface/transformers/pull/46712) — closed, merged
 - [Issue #46516: [Continuous batching] Tracker for issues and feature requests](https://github.com/huggingface/transformers/issues/46516) — open
 
 ### `sywangyi`
@@ -1306,12 +1307,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
 - repo first seen: `2026-05-12T18:20:58Z`
-- repo last seen: `2026-06-25T17:02:49Z`
+- repo last seen: `2026-06-26T09:40:34Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **7 PRs / 0 issues**
-- snapshot discussion activity: **34 comments / 120 reviews / 153 review comments**
+- snapshot discussion activity: **34 comments / 123 reviews / 156 review comments**
 - account age: **2794 days**
 - recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
 - public orgs: `huggingface`
@@ -1416,18 +1417,41 @@ Example artifacts:
 - [PR #46639: fix(generation): reorder all cache types during beam search](https://github.com/huggingface/transformers/pull/46639) — closed
 - [PR #46638: fix(wav2vec2_phoneme): restore phonemizer language after switching back](https://github.com/huggingface/transformers/pull/46638) — closed
 
+### `kylesayrs`
+
+- profile: [github.com/kylesayrs](https://github.com/kylesayrs)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akylesayrs)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akylesayrs)
+- repo first seen: `2025-07-28T19:40:18Z`
+- repo last seen: `2026-06-26T06:23:43Z`
+- 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 / 5 reviews / 8 review comments**
+- account age: **3784 days**
+- recent public PR activity: **65 PRs** (35 merged / 2 closed-unmerged / 28 open; merged rate **54%**, closed-unmerged rate **3%**, open rate **43%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **medium**
+- heuristic read: **high recent PR volume; high open PR share**
+
+Example artifacts:
+- [PR #46905: [Docs] Fix full disk offloading docs](https://github.com/huggingface/transformers/pull/46905) — open
+- [PR #46902: [Bugfix] [Offloading] Save disk-offloaded buffers, Save converted weights](https://github.com/huggingface/transformers/pull/46902) — open, draft
+- [PR #46849: [Offloading] [Bugfix] Fix disk offloading of models with explicit tensor dtypes](https://github.com/huggingface/transformers/pull/46849) — closed, merged
+
 ### `leaderofARS`
 
 - profile: [github.com/leaderofARS](https://github.com/leaderofARS)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AleaderofARS)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AleaderofARS)
 - repo first seen: `2025-12-04T12:38:46Z`
-- repo last seen: `2026-06-24T20:47:16Z`
+- repo last seen: `2026-06-26T09:45:42Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **6 comments / 1 reviews / 1 review comments**
 - account age: **660 days**
 - recent public PR activity: **19 PRs** (18 merged / 0 closed-unmerged / 1 open; merged rate **95%**, closed-unmerged rate **0%**, open rate **5%**)
 - public orgs: none visible
@@ -1557,29 +1581,6 @@ Example artifacts:
 - [PR #46696: Fix inverted is_tracing condition causing FA2 long-context decode regression](https://github.com/huggingface/transformers/pull/46696) — open
 - [PR #46631: fix: beam search cache reorder for non-standard caches (Mamba, RWKV, …](https://github.com/huggingface/transformers/pull/46631) — closed
 
-### `kylesayrs`
-
-- profile: [github.com/kylesayrs](https://github.com/kylesayrs)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akylesayrs)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akylesayrs)
-- repo first seen: `2025-07-28T19:40:18Z`
-- repo last seen: `2026-06-26T02:23:51Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 5 reviews / 8 review comments**
-- account age: **3784 days**
-- recent public PR activity: **65 PRs** (35 merged / 2 closed-unmerged / 28 open; merged rate **54%**, closed-unmerged rate **3%**, open rate **43%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **medium**
-- heuristic read: **high recent PR volume; high open PR share**
-
-Example artifacts:
-- [PR #46902: [Bugfix] Save disk-offloaded buffers](https://github.com/huggingface/transformers/pull/46902) — open, draft
-- [PR #46849: [Offloading] [Bugfix] Fix disk offloading of models with explicit tensor dtypes](https://github.com/huggingface/transformers/pull/46849) — closed, merged
-- [PR #46749: [Offloading] Support full disk offloading](https://github.com/huggingface/transformers/pull/46749) — closed, merged
-
 ### `McPatate`
 
 - profile: [github.com/McPatate](https://github.com/McPatate)
@@ -1721,6 +1722,29 @@ Example artifacts:
 - [PR #46181: fix(utils): register tensorflow_text in BACKENDS_MAPPING to prevent import error](https://github.com/huggingface/transformers/pull/46181) — closed
 - [PR #46027: docs: sync legacy ACL anthology URLs and update metrics across i18n READMEs](https://github.com/huggingface/transformers/pull/46027) — closed, merged
 
+### `muhamedfazalps`
+
+- profile: [github.com/muhamedfazalps](https://github.com/muhamedfazalps)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amuhamedfazalps)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amuhamedfazalps)
+- repo first seen: `2026-06-23T06:57:49Z`
+- repo last seen: `2026-06-26T11:59:48Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **1469 days**
+- recent public PR activity: **85 PRs** (21 merged / 26 closed-unmerged / 38 open; merged rate **25%**, closed-unmerged rate **31%**, open rate **45%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
+- heuristic read: **high recent PR volume; very broad repo spread; high open PR share**
+
+Example artifacts:
+- [PR #46916: Fix training-loss double-shift in Florence2 and CohereASR](https://github.com/huggingface/transformers/pull/46916) — open
+- [PR #46915: Fix broken code examples in DIA documentation](https://github.com/huggingface/transformers/pull/46915) — open
+- [PR #46847: fix(qwen3_5): add linear_attn entries to base_model_tp_plan](https://github.com/huggingface/transformers/pull/46847) — open
+
 ### `rasmi`
 
 - profile: [github.com/rasmi](https://github.com/rasmi)
@@ -1869,12 +1893,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apcuenca)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apcuenca)
 - repo first seen: `2024-04-23T13:23:10Z`
-- repo last seen: `2026-06-25T17:18:07Z`
+- repo last seen: `2026-06-26T08:22:10Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **3 PRs / 1 issues**
-- snapshot discussion activity: **9 comments / 25 reviews / 38 review comments**
+- snapshot discussion activity: **10 comments / 25 reviews / 38 review comments**
 - account age: **5316 days**
 - recent public PR activity: **31 PRs** (20 merged / 3 closed-unmerged / 8 open; merged rate **65%**, closed-unmerged rate **10%**, open rate **26%**)
 - public orgs: `huggingface`
@@ -2025,6 +2049,29 @@ Example artifacts:
 - [PR #46780: [RT-DETRv2] Fix MPS crash in build_2d_sinusoidal_position_embedding (float64 → dtype)](https://github.com/huggingface/transformers/pull/46780) — open
 - [PR #46761: [Whisper] Add Unpack[TransformersKwargs] to forward() and set use_cache=False when labels provided](https://github.com/huggingface/transformers/pull/46761) — open
 
+### `Snakinya`
+
+- profile: [github.com/Snakinya](https://github.com/Snakinya)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASnakinya)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASnakinya)
+- repo first seen: `2026-06-08T10:08:10Z`
+- repo last seen: `2026-06-26T09:04:32Z`
+- 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: **1 comments / 0 reviews / 0 review comments**
+- account age: **2115 days**
+- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 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 #46913: Validate shard filenames in checkpoint index to prevent path traversal (silent weight injection)](https://github.com/huggingface/transformers/pull/46913) — open
+- [PR #46708: Fix: reject Hub kernel repo patterns in attn_implementation loaded from config](https://github.com/huggingface/transformers/pull/46708) — closed
+- [PR #46494: [Security] Fix incomplete setattr filtering in ImageProcessor and FeatureExtractor](https://github.com/huggingface/transformers/pull/46494) — closed
+
 ### `Vitaliy-Pikalo`
 
 - profile: [github.com/Vitaliy-Pikalo](https://github.com/Vitaliy-Pikalo)
@@ -2100,12 +2147,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJJJYmmm)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJJJYmmm)
 - repo first seen: `2026-01-27T10:34:17Z`
-- repo last seen: `2026-05-26T17:18:14Z`
+- repo last seen: `2026-06-26T11:37:07Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **8 PRs / 0 issues**
-- snapshot discussion activity: **20 comments / 62 reviews / 62 review comments**
+- snapshot discussion activity: **20 comments / 65 reviews / 65 review comments**
 - account age: **1648 days**
 - recent public PR activity: **11 PRs** (9 merged / 2 closed-unmerged / 0 open; merged rate **82%**, closed-unmerged rate **18%**, open rate **0%**)
 - public orgs: none visible
@@ -2149,12 +2196,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASangbumChoi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASangbumChoi)
 - repo first seen: `2024-06-07T00:26:26Z`
-- repo last seen: `2026-06-25T14:54:23Z`
+- repo last seen: `2026-06-26T07:40:58Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **9 comments / 103 reviews / 122 review comments**
+- snapshot discussion activity: **9 comments / 104 reviews / 123 review comments**
 - account age: **3079 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -2401,7 +2448,7 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #46651: Fix non-idempotent revert_weight_conversion corrupting trust_remote_code saves](https://github.com/huggingface/transformers/pull/46651) — open
+- [PR #46651: Fix non-idempotent revert_weight_conversion corrupting trust_remote_code saves](https://github.com/huggingface/transformers/pull/46651) — closed
 - [PR #46277: 🚨 Fix float16 overflow in Gemma4 vision pooler](https://github.com/huggingface/transformers/pull/46277) — closed, merged
 - [Issue #46650: `save_pretrained` corrupts keys (`encoder.encoder.*`) for trust_remote_code / from_config models via non-idempotent reverse rename](https://github.com/huggingface/transformers/issues/46650) — open
 
@@ -3003,28 +3050,6 @@ Example artifacts:
 - [PR #45703: chore(typing): add ty type checking for 10 utility files](https://github.com/huggingface/transformers/pull/45703) — closed, merged
 - [PR #45667: chore(typing): add ty type checking for 3 pipeline files](https://github.com/huggingface/transformers/pull/45667) — closed, merged
 
-### `muhamedfazalps`
-
-- profile: [github.com/muhamedfazalps](https://github.com/muhamedfazalps)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amuhamedfazalps)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amuhamedfazalps)
-- repo first seen: `2026-06-23T06:57:49Z`
-- repo last seen: `2026-06-23T13:56:29Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1469 days**
-- recent public PR activity: **85 PRs** (21 merged / 26 closed-unmerged / 38 open; merged rate **25%**, closed-unmerged rate **31%**, open rate **45%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
-- heuristic read: **high recent PR volume; very broad repo spread; high open PR share**
-
-Example artifacts:
-- [PR #46847: fix(qwen3_5): add linear_attn entries to base_model_tp_plan](https://github.com/huggingface/transformers/pull/46847) — open
-- [PR #46834: fix(timesfm2_5): correct method name in window_size moving average call](https://github.com/huggingface/transformers/pull/46834) — open
-
 ### `mulkymalikuldhrs`
 
 - profile: [github.com/mulkymalikuldhrs](https://github.com/mulkymalikuldhrs)
@@ -3119,12 +3144,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apraful-srinivasan-027)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apraful-srinivasan-027)
 - repo first seen: `2026-06-25T18:51:59Z`
-- repo last seen: `2026-06-26T05:14:35Z`
+- repo last seen: `2026-06-26T10:55:07Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **2 comments / 1 reviews / 1 review comments**
 - account age: **469 days**
 - recent public PR activity: **13 PRs** (0 merged / 4 closed-unmerged / 9 open; merged rate **0%**, closed-unmerged rate **31%**, open rate **69%**)
 - public orgs: none visible
@@ -3245,6 +3270,29 @@ Example artifacts:
 - [PR #46124: Fix crash and tokenization mismatch in speculative decoding with different tokenizers](https://github.com/huggingface/transformers/pull/46124) — open
 - [PR #46117: [Generation] Fix continuous batching crash when out of memory during …](https://github.com/huggingface/transformers/pull/46117) — closed
 
+### `sergereview[bot]`
+
+- profile: [github.com/sergereview[bot]](https://github.com/sergereview[bot])
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergereview%5Bbot%5D)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergereview%5Bbot%5D)
+- repo first seen: `2026-05-13T06:40:41Z`
+- repo last seen: `2026-06-26T08:02:05Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 5 reviews / 10 review comments**
+- account age: **? days**
+- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
+- public orgs: none visible
+- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
+- heuristic read: **summary unavailable**
+- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'sergereview[bot]'."}]`
+
+Example artifacts:
+- [PR #46908: [serge] Fix 8 integration tests for model `deepseek_v32` failing with `load_error` (other (8))](https://github.com/huggingface/transformers/pull/46908) — open
+- [PR #46907: [serge] Fix 12 integration tests for model `edgetam` failing with `import_or_config` (other (12))](https://github.com/huggingface/transformers/pull/46907) — open
+
 ### `SindhuRaghuram97`
 
 - profile: [github.com/SindhuRaghuram97](https://github.com/SindhuRaghuram97)
@@ -3267,28 +3315,6 @@ Example artifacts:
 - [PR #45855: -](https://github.com/huggingface/transformers/pull/45855) — closed, draft
 - [PR #45788: First model](https://github.com/huggingface/transformers/pull/45788) — closed, merged
 
-### `Snakinya`
-
-- profile: [github.com/Snakinya](https://github.com/Snakinya)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASnakinya)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASnakinya)
-- repo first seen: `2026-06-08T10:08:10Z`
-- repo last seen: `2026-06-17T04:42:25Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **2115 days**
-- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 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 #46708: Fix: reject Hub kernel repo patterns in attn_implementation loaded from config](https://github.com/huggingface/transformers/pull/46708) — closed
-- [PR #46494: [Security] Fix incomplete setattr filtering in ImageProcessor and FeatureExtractor](https://github.com/huggingface/transformers/pull/46494) — closed
-
 ### `yuvrajsharma9981`
 
 - profile: [github.com/yuvrajsharma9981](https://github.com/yuvrajsharma9981)
@@ -4502,7 +4528,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AOmkumarSolanki)
 - repo first seen: `2026-06-26T02:23:31Z`
 - repo last seen: `2026-06-26T02:24:39Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**

new_contributors.parquet

@@ -1,3 +1,3 @@
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-size 63879
+oid sha256:950b6be3e4af36c38661dc15df712c32a3dbeb8796c4406ff8a435c3ec35bca2
+size 64021

pr-scope-clusters.json

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 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260626T060016Z",
-  "generated_at": "2026-06-26T06:01:07Z",
-  "cluster_count": 72,
+  "snapshot_id": "20260626T120015Z",
+  "generated_at": "2026-06-26T12:02:35Z",
+  "cluster_count": 75,
   "pr_scope_clusters": [
     {
       "cluster_id": "pr-scope-43636-10",
@@ -81,7 +81,7 @@
           "left_pr_number": 43651,
           "right_pr_number": 45067,
           "similarity": 0.512,
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+          "content_similarity": 0.363,
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           "concentration_similarity": 1.0,
@@ -97,7 +97,7 @@
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           "right_pr_number": 44123,
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@@ -145,7 +145,7 @@
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@@ -176,7 +176,7 @@
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@@ -352,7 +352,7 @@
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@@ -704,7 +704,7 @@
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@@ -736,7 +736,7 @@
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@@ -762,7 +762,7 @@
         46747
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       "summary": "6 open PRs share weighted file overlap around `.github/workflows/pr-ci-security-gate.yml`; representative PR #46716.",
       "shared_filenames": [
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@@ -935,8 +935,8 @@
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@@ -949,8 +949,8 @@
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@@ -963,8 +963,8 @@
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@@ -991,8 +991,8 @@
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1334,138 +1334,138 @@
       ]
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     {
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-        45421,
-        45635,
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-        46717
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+        44543,
+        45422,
+        45627,
+        46161
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-      "average_similarity": 0.432,
-      "summary": "6 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.",
+      "representative_pr_number": 45627,
+      "average_similarity": 0.426,
+      "summary": "6 open PRs share weighted file overlap around `src/transformers/processing_utils.py`, `tests/test_processing_common.py`, `tests/models/auto/test_processor_auto.py`; representative PR #45627.",
       "shared_filenames": [
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-        "tests/utils/test_core_model_loading.py",
-        "tests/test_modeling_common.py"
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         "tests",
         "src",
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-        "src/transformers/integrations"
+        "tests/models/auto",
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@@ -2424,8 +2330,8 @@
         {
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@@ -2447,8 +2353,8 @@
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@@ -2486,13 +2392,13 @@
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         {
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-          "size_similarity": 0.229,
-          "breadth_similarity": 0.536,
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+          "size_similarity": 0.075,
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             "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
@@ -2511,13 +2417,13 @@
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+          "content_similarity": 0.358,
+          "size_similarity": 0.229,
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           "shared_filenames": [
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             "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
@@ -2538,8 +2444,8 @@
         {
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-          "content_similarity": 0.352,
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@@ -2564,7 +2470,7 @@
         {
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@@ -2626,7 +2532,7 @@
         46885
       ],
       "representative_pr_number": 42975,
-      "average_similarity": 0.537,
+      "average_similarity": 0.538,
       "summary": "4 open PRs share weighted file overlap around `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`, `.github/workflows/build-past-ci-docker-images.yml`; representative PR #42975.",
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@@ -2646,8 +2552,8 @@
         {
           "left_pr_number": 42975,
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@@ -2671,8 +2577,8 @@
         {
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           "right_pr_number": 45077,
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+          "similarity": 0.659,
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           "breadth_similarity": 0.833,
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@@ -2697,7 +2603,7 @@
           "left_pr_number": 42976,
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@@ -2718,8 +2624,8 @@
         {
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@@ -2743,8 +2649,8 @@
         {
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-          "similarity": 0.47,
-          "content_similarity": 0.49,
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@@ -2763,8 +2669,8 @@
         {
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-          "similarity": 0.393,
-          "content_similarity": 0.381,
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           "breadth_similarity": 0.606,
           "concentration_similarity": 1.0,
@@ -2784,6 +2690,144 @@
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+    {
+      "cluster_id": "pr-scope-44940-4",
+      "pr_numbers": [
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+        46207,
+        46876,
+        46890
+      ],
+      "representative_pr_number": 46207,
+      "average_similarity": 0.533,
+      "summary": "4 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",
+        "src/transformers/modeling_utils.py"
+      ],
+      "shared_directories": [
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+        "src/transformers",
+        "tests",
+        "src"
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+          "shared_filenames": [
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+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/utils",
+            "src",
+            "tests"
+          ]
+        },
+        {
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+          "size_similarity": 0.5,
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+          "shared_directories": [
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+            "tests/utils",
+            "src",
+            "tests"
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+        },
+        {
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+          "shared_filenames": [
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+          "shared_directories": [
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+            "tests/utils",
+            "src",
+            "tests"
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+        },
+        {
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+          "right_pr_number": 46207,
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+          "content_similarity": 0.446,
+          "size_similarity": 0.662,
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+          "shared_filenames": [
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+          ],
+          "shared_directories": [
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+            "tests/utils",
+            "src",
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+          "shared_filenames": [
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+          "shared_directories": [
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+          "shared_filenames": [
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+            "src",
+            "tests"
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     {
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@@ -2793,7 +2837,7 @@
         45985
       ],
       "representative_pr_number": 45985,
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+      "average_similarity": 0.505,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
       "shared_filenames": [
         "src/transformers/generation/utils.py"
@@ -2807,8 +2851,8 @@
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@@ -2841,8 +2885,8 @@
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@@ -2858,8 +2902,8 @@
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@@ -2875,8 +2919,8 @@
         {
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@@ -2892,8 +2936,8 @@
         {
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@@ -2983,7 +3027,7 @@
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@@ -3328,139 +3372,59 @@
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+            "src/transformers/models",
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           "shared_filenames": [
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+            "src/transformers/models",
             "src/transformers",
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+          "concentration_similarity": 0.488,
           "shared_filenames": [
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-            "tests/utils/test_modeling_utils.py"
+            "src/transformers/models/gpt2/modeling_gpt2.py"
           ],
           "shared_directories": [
+            "src/transformers/models/gpt2",
+            "src/transformers/models",
             "src/transformers",
-            "tests/utils",
-            "src",
-            "tests"
+            "src"
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@@ -3527,7 +3491,7 @@
           "left_pr_number": 43997,
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           "similarity": 0.275,
-          "content_similarity": 0.025,
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@@ -3680,7 +3644,7 @@
         46848
       ],
       "representative_pr_number": 46848,
-      "average_similarity": 0.519,
+      "average_similarity": 0.518,
       "summary": "3 open PRs share weighted file overlap around `tests/kernels/test_kernels.py`, `src/transformers/integrations/hub_kernels.py`; representative PR #46848.",
       "shared_filenames": [
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@@ -3697,11 +3661,11 @@
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@@ -3716,11 +3680,11 @@
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+          "size_similarity": 0.113,
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           "shared_filenames": [
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           ],
@@ -3754,6 +3718,92 @@
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       ]
     },
+    {
+      "cluster_id": "pr-scope-45742-3",
+      "pr_numbers": [
+        45742,
+        46211,
+        46914
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+      "representative_pr_number": 45742,
+      "average_similarity": 0.498,
+      "summary": "3 open PRs share weighted file overlap around `tests/models/llama/test_modeling_llama.py`, `src/transformers/models/llama/configuration_llama.py`; representative PR #45742.",
+      "shared_filenames": [
+        "tests/models/llama/test_modeling_llama.py",
+        "src/transformers/models/llama/configuration_llama.py"
+      ],
+      "shared_directories": [
+        "tests/models/llama",
+        "tests/models",
+        "src/transformers",
+        "tests",
+        "src",
+        "src/transformers/models/llama",
+        "src/transformers/models"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45742,
+          "right_pr_number": 46211,
+          "similarity": 0.547,
+          "content_similarity": 0.479,
+          "size_similarity": 0.963,
+          "breadth_similarity": 0.25,
+          "concentration_similarity": 0.852,
+          "shared_filenames": [
+            "src/transformers/models/llama/configuration_llama.py",
+            "tests/models/llama/test_modeling_llama.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/llama",
+            "src/transformers/models",
+            "tests/models/llama",
+            "src/transformers",
+            "tests/models",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 45742,
+          "right_pr_number": 46914,
+          "similarity": 0.545,
+          "content_similarity": 0.537,
+          "size_similarity": 0.365,
+          "breadth_similarity": 0.833,
+          "concentration_similarity": 0.629,
+          "shared_filenames": [
+            "tests/models/llama/test_modeling_llama.py"
+          ],
+          "shared_directories": [
+            "tests/models/llama",
+            "src/transformers",
+            "tests/models",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 46211,
+          "right_pr_number": 46914,
+          "similarity": 0.401,
+          "content_similarity": 0.435,
+          "size_similarity": 0.352,
+          "breadth_similarity": 0.2,
+          "concentration_similarity": 0.481,
+          "shared_filenames": [
+            "tests/models/llama/test_modeling_llama.py"
+          ],
+          "shared_directories": [
+            "tests/models/llama",
+            "src/transformers",
+            "tests/models",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-43656-3",
       "pr_numbers": [
@@ -4037,7 +4087,7 @@
         {
           "left_pr_number": 46442,
           "right_pr_number": 46766,
-          "similarity": 0.282,
+          "similarity": 0.281,
           "content_similarity": 0.279,
           "size_similarity": 0.058,
           "breadth_similarity": 0.31,
@@ -4141,7 +4191,7 @@
         46124
       ],
       "representative_pr_number": 42655,
-      "average_similarity": 0.422,
+      "average_similarity": 0.423,
       "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.",
       "shared_filenames": [
         "src/transformers/generation/candidate_generator.py",
@@ -4159,8 +4209,8 @@
         {
           "left_pr_number": 32189,
           "right_pr_number": 42655,
-          "similarity": 0.463,
-          "content_similarity": 0.5,
+          "similarity": 0.464,
+          "content_similarity": 0.501,
           "size_similarity": 0.231,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.568,
@@ -4177,8 +4227,8 @@
         {
           "left_pr_number": 42655,
           "right_pr_number": 46124,
-          "similarity": 0.408,
-          "content_similarity": 0.461,
+          "similarity": 0.409,
+          "content_similarity": 0.462,
           "size_similarity": 0.038,
           "breadth_similarity": 0.417,
           "concentration_similarity": 0.753,
@@ -4197,8 +4247,8 @@
         {
           "left_pr_number": 32189,
           "right_pr_number": 46124,
-          "similarity": 0.396,
-          "content_similarity": 0.353,
+          "similarity": 0.397,
+          "content_similarity": 0.354,
           "size_similarity": 0.165,
           "breadth_similarity": 0.833,
           "concentration_similarity": 0.815,
@@ -4213,89 +4263,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-45709-3",
-      "pr_numbers": [
-        45709,
-        45742,
-        46211
-      ],
-      "representative_pr_number": 45742,
-      "average_similarity": 0.418,
-      "summary": "3 open PRs share weighted file overlap around `tests/models/llama/test_modeling_llama.py`, `src/transformers/models/llama/configuration_llama.py`, `src/transformers/models/llama/modeling_llama.py`; representative PR #45742.",
-      "shared_filenames": [
-        "tests/models/llama/test_modeling_llama.py",
-        "src/transformers/models/llama/configuration_llama.py",
-        "src/transformers/models/llama/modeling_llama.py"
-      ],
-      "shared_directories": [
-        "src/transformers/models/llama",
-        "src/transformers/models",
-        "src/transformers",
-        "src",
-        "tests/models/llama",
-        "tests/models",
-        "tests"
-      ],
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-        {
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-          "similarity": 0.56,
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-          "size_similarity": 0.963,
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-          "concentration_similarity": 0.852,
-          "shared_filenames": [
-            "src/transformers/models/llama/configuration_llama.py",
-            "tests/models/llama/test_modeling_llama.py"
-          ],
-          "shared_directories": [
-            "src/transformers/models/llama",
-            "src/transformers/models",
-            "tests/models/llama",
-            "src/transformers",
-            "tests/models",
-            "src",
-            "tests"
-          ]
-        },
-        {
-          "left_pr_number": 45709,
-          "right_pr_number": 45742,
-          "similarity": 0.501,
-          "content_similarity": 0.377,
-          "size_similarity": 0.782,
-          "breadth_similarity": 0.833,
-          "concentration_similarity": 0.72,
-          "shared_filenames": [
-            "src/transformers/models/llama/modeling_llama.py"
-          ],
-          "shared_directories": [
-            "src/transformers/models/llama",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 45709,
-          "right_pr_number": 46211,
-          "similarity": 0.195,
-          "content_similarity": 0.048,
-          "size_similarity": 0.753,
-          "breadth_similarity": 0.2,
-          "concentration_similarity": 0.571,
-          "shared_filenames": [],
-          "shared_directories": [
-            "src/transformers/models/llama",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-44889-3",
       "pr_numbers": [
@@ -4404,18 +4371,82 @@
           "concentration_similarity": 1.0,
           "shared_filenames": [],
           "shared_directories": [
-            "docs/source/en/model_doc",
+            "docs/source/en/model_doc",
+            "docs/source/en",
+            "docs/source",
+            "docs"
+          ]
+        },
+        {
+          "left_pr_number": 44407,
+          "right_pr_number": 44550,
+          "similarity": 0.36,
+          "content_similarity": 0.094,
+          "size_similarity": 0.957,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            "docs/source/en",
+            "docs/source",
+            "docs"
+          ]
+        },
+        {
+          "left_pr_number": 33686,
+          "right_pr_number": 44407,
+          "similarity": 0.351,
+          "content_similarity": 0.082,
+          "size_similarity": 0.957,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            "docs/source/en",
+            "docs/source",
+            "docs"
+          ]
+        }
+      ]
+    },
+    {
+      "cluster_id": "pr-scope-46319-3",
+      "pr_numbers": [
+        46319,
+        46889,
+        46915
+      ],
+      "representative_pr_number": 46319,
+      "average_similarity": 0.344,
+      "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #46319.",
+      "shared_filenames": [],
+      "shared_directories": [
+        "docs/source/en",
+        "docs/source",
+        "docs"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46319,
+          "right_pr_number": 46889,
+          "similarity": 0.35,
+          "content_similarity": 0.077,
+          "size_similarity": 0.974,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
             "docs/source/en",
             "docs/source",
             "docs"
           ]
         },
         {
-          "left_pr_number": 44407,
-          "right_pr_number": 44550,
-          "similarity": 0.359,
-          "content_similarity": 0.094,
-          "size_similarity": 0.957,
+          "left_pr_number": 46319,
+          "right_pr_number": 46915,
+          "similarity": 0.347,
+          "content_similarity": 0.085,
+          "size_similarity": 0.919,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [],
@@ -4426,11 +4457,11 @@
           ]
         },
         {
-          "left_pr_number": 33686,
-          "right_pr_number": 44407,
-          "similarity": 0.35,
-          "content_similarity": 0.081,
-          "size_similarity": 0.957,
+          "left_pr_number": 46889,
+          "right_pr_number": 46915,
+          "similarity": 0.336,
+          "content_similarity": 0.074,
+          "size_similarity": 0.895,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [],
@@ -4571,6 +4602,49 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46281-2",
+      "pr_numbers": [
+        46281,
+        46913
+      ],
+      "representative_pr_number": 46281,
+      "average_similarity": 0.851,
+      "summary": "2 open PRs share weighted file overlap around `tests/utils/test_hub_utils.py`, `src/transformers/utils/hub.py`; representative PR #46281.",
+      "shared_filenames": [
+        "tests/utils/test_hub_utils.py",
+        "src/transformers/utils/hub.py"
+      ],
+      "shared_directories": [
+        "src/transformers/utils",
+        "tests/utils",
+        "src/transformers",
+        "tests",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46281,
+          "right_pr_number": 46913,
+          "similarity": 0.851,
+          "content_similarity": 0.901,
+          "size_similarity": 0.5,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.897,
+          "shared_filenames": [
+            "src/transformers/utils/hub.py",
+            "tests/utils/test_hub_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/utils",
+            "src/transformers",
+            "tests/utils",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-44438-2",
       "pr_numbers": [
@@ -4820,7 +4894,7 @@
           "left_pr_number": 42824,
           "right_pr_number": 46461,
           "similarity": 0.718,
-          "content_similarity": 0.749,
+          "content_similarity": 0.748,
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           "breadth_similarity": 0.5,
           "concentration_similarity": 0.928,
@@ -5039,6 +5113,47 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46898-2",
+      "pr_numbers": [
+        46898,
+        46916
+      ],
+      "representative_pr_number": 46898,
+      "average_similarity": 0.642,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/florence2/modeling_florence2.py`, `src/transformers/models/florence2/modular_florence2.py`; representative PR #46898.",
+      "shared_filenames": [
+        "src/transformers/models/florence2/modeling_florence2.py",
+        "src/transformers/models/florence2/modular_florence2.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/florence2",
+        "src/transformers/models",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46898,
+          "right_pr_number": 46916,
+          "similarity": 0.642,
+          "content_similarity": 0.645,
+          "size_similarity": 0.727,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.625,
+          "shared_filenames": [
+            "src/transformers/models/florence2/modeling_florence2.py",
+            "src/transformers/models/florence2/modular_florence2.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/florence2",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-43875-2",
       "pr_numbers": [
@@ -5046,7 +5161,7 @@
         46781
       ],
       "representative_pr_number": 43875,
-      "average_similarity": 0.637,
+      "average_similarity": 0.636,
       "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",
@@ -5062,8 +5177,8 @@
         {
           "left_pr_number": 43875,
           "right_pr_number": 46781,
-          "similarity": 0.637,
-          "content_similarity": 0.535,
+          "similarity": 0.636,
+          "content_similarity": 0.534,
           "size_similarity": 0.756,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.971,
@@ -5126,7 +5241,7 @@
         45333
       ],
       "representative_pr_number": 45332,
-      "average_similarity": 0.613,
+      "average_similarity": 0.614,
       "summary": "2 open PRs share weighted file overlap around `docs/source/en/heterogeneous_configurations.md`, `src/transformers/integrations/heterogeneity/__init__.py`, `src/transformers/integrations/heterogeneity/configuration_utils.py`; representative PR #45332.",
       "shared_filenames": [
         "docs/source/en/heterogeneous_configurations.md",
@@ -5151,7 +5266,7 @@
         {
           "left_pr_number": 45332,
           "right_pr_number": 45333,
-          "similarity": 0.613,
+          "similarity": 0.614,
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           "size_similarity": 0.348,
           "breadth_similarity": 0.594,
@@ -5353,7 +5468,7 @@
           "left_pr_number": 45056,
           "right_pr_number": 45128,
           "similarity": 0.506,
-          "content_similarity": 0.403,
+          "content_similarity": 0.402,
           "size_similarity": 0.669,
           "breadth_similarity": 0.875,
           "concentration_similarity": 0.724,
@@ -5457,7 +5572,7 @@
           "left_pr_number": 43532,
           "right_pr_number": 43649,
           "similarity": 0.494,
-          "content_similarity": 0.432,
+          "content_similarity": 0.433,
           "size_similarity": 0.395,
           "breadth_similarity": 0.875,
           "concentration_similarity": 0.893,
@@ -5485,7 +5600,7 @@
         46838
       ],
       "representative_pr_number": 46768,
-      "average_similarity": 0.491,
+      "average_similarity": 0.492,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/testing_utils.py`; representative PR #46768.",
       "shared_filenames": [
         "src/transformers/testing_utils.py"
@@ -5498,8 +5613,8 @@
         {
           "left_pr_number": 46768,
           "right_pr_number": 46838,
-          "similarity": 0.491,
-          "content_similarity": 0.416,
+          "similarity": 0.492,
+          "content_similarity": 0.417,
           "size_similarity": 0.333,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -5537,7 +5652,7 @@
           "left_pr_number": 46310,
           "right_pr_number": 46546,
           "similarity": 0.489,
-          "content_similarity": 0.537,
+          "content_similarity": 0.538,
           "size_similarity": 0.286,
           "breadth_similarity": 0.417,
           "concentration_similarity": 0.571,
@@ -5561,7 +5676,7 @@
         45868
       ],
       "representative_pr_number": 45540,
-      "average_similarity": 0.487,
+      "average_similarity": 0.486,
       "summary": "2 open PRs share weighted file overlap around `tests/models/t5gemma2/test_modeling_t5gemma2.py`, `src/transformers/models/t5gemma2/modular_t5gemma2.py`, `src/transformers/models/t5gemma2/modeling_t5gemma2.py`; representative PR #45540.",
       "shared_filenames": [
         "tests/models/t5gemma2/test_modeling_t5gemma2.py",
@@ -5581,8 +5696,8 @@
         {
           "left_pr_number": 45540,
           "right_pr_number": 45868,
-          "similarity": 0.487,
-          "content_similarity": 0.359,
+          "similarity": 0.486,
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           "size_similarity": 0.593,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.936,
@@ -5711,12 +5826,12 @@
       "shared_directories": [
         "src/transformers/models/qianfan_ocr",
         "src/transformers/models/minicpmv4_6",
-        "src/transformers/models/florence2",
         "src/transformers/models/granite4_vision",
         "src/transformers/models/kosmos2",
         "src/transformers/models/lighton_ocr",
         "src/transformers/models/llava_next",
-        "src/transformers/models/cohere2_vision"
+        "src/transformers/models/cohere2_vision",
+        "src/transformers/models/colqwen2"
       ],
       "pairwise": [
         {
@@ -5794,37 +5909,37 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-46127-2",
+      "cluster_id": "pr-scope-45570-2",
       "pr_numbers": [
-        46127,
-        46257
+        45570,
+        46795
       ],
-      "representative_pr_number": 46127,
-      "average_similarity": 0.45,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/deepseek_v4/modeling_deepseek_v4.py`; representative PR #46127.",
+      "representative_pr_number": 45570,
+      "average_similarity": 0.448,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/whisper/generation_whisper.py`; representative PR #45570.",
       "shared_filenames": [
-        "src/transformers/models/deepseek_v4/modeling_deepseek_v4.py"
+        "src/transformers/models/whisper/generation_whisper.py"
       ],
       "shared_directories": [
-        "src/transformers/models/deepseek_v4",
+        "src/transformers/models/whisper",
         "src/transformers/models",
         "src/transformers",
         "src"
       ],
       "pairwise": [
         {
-          "left_pr_number": 46127,
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-          "similarity": 0.45,
-          "content_similarity": 0.453,
-          "size_similarity": 0.053,
-          "breadth_similarity": 0.75,
+          "left_pr_number": 45570,
+          "right_pr_number": 46795,
+          "similarity": 0.448,
+          "content_similarity": 0.346,
+          "size_similarity": 0.375,
+          "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
-            "src/transformers/models/deepseek_v4/modeling_deepseek_v4.py"
+            "src/transformers/models/whisper/generation_whisper.py"
           ],
           "shared_directories": [
-            "src/transformers/models/deepseek_v4",
+            "src/transformers/models/whisper",
             "src/transformers/models",
             "src/transformers",
             "src"
@@ -5833,37 +5948,37 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-45570-2",
+      "cluster_id": "pr-scope-46127-2",
       "pr_numbers": [
-        45570,
-        46795
+        46127,
+        46257
       ],
-      "representative_pr_number": 45570,
-      "average_similarity": 0.448,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/whisper/generation_whisper.py`; representative PR #45570.",
+      "representative_pr_number": 46127,
+      "average_similarity": 0.443,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/deepseek_v4/modeling_deepseek_v4.py`; representative PR #46127.",
       "shared_filenames": [
-        "src/transformers/models/whisper/generation_whisper.py"
+        "src/transformers/models/deepseek_v4/modeling_deepseek_v4.py"
       ],
       "shared_directories": [
-        "src/transformers/models/whisper",
+        "src/transformers/models/deepseek_v4",
         "src/transformers/models",
         "src/transformers",
         "src"
       ],
       "pairwise": [
         {
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-          "size_similarity": 0.375,
-          "breadth_similarity": 1.0,
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+          "right_pr_number": 46257,
+          "similarity": 0.443,
+          "content_similarity": 0.444,
+          "size_similarity": 0.053,
+          "breadth_similarity": 0.75,
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