Refresh transformers dataset snapshot 20260604T120021Z

README.md

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

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 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260604T060113Z`
-- Generated: `2026-06-04T06:02:16Z`
+- Snapshot: `20260604T120021Z`
+- Generated: `2026-06-04T12:02:20Z`
 - Activity window: `60d`
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 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 102 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 93 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 92 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
-| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 91 | 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` | 90 | 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` | 83 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 63 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 91 | 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` | 85 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 65 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 60 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 48 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 47 | 2 | mixed | low | low | targets high-star repos |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 45 | 0 | strong | low | low | targets high-star repos |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 39 | 1 | strong | moderate | low | targets high-star repos |
+| `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 34 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
+| `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 33 | 20 | strong | low | low | targets high-star repos |
 | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 33 | 0 | strong | low | low | targets high-star repos |
-| `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 32 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 25 | 4 | strong | moderate | low | high recent PR volume |
 | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 24 | 0 | strong | low | low | targets high-star repos |
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 21 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
+| `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 21 | 3 | strong | low | low | — |
 | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 21 | 1 | mixed | low | low | high open PR share; targets high-star repos |
-| `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 20 | 3 | strong | low | low | — |
+| `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 20 | 0 | mixed | moderate | low | — |
 | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 19 | 0 | strong | moderate | low | — |
-| `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 19 | 0 | mixed | moderate | low | — |
 | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2949d | `2025-12-02T16:00:11Z` | 18 | 6 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 18 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
 | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 18 | 0 | n/a | n/a | n/a | summary unavailable |
@@ -64,7 +65,6 @@
 | `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 |
 | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 3 | 0 | mixed | low | low | — |
 | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 3 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 32 | 20 | strong | low | 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 |
 | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
 | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 6 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
@@ -215,7 +215,7 @@
 | `anagnorisis2peripeteia` | [profile](https://github.com/anagnorisis2peripeteia) | no | FIRST_TIME_CONTRIBUTOR | 1130d | `2026-05-07T07:28:52Z` | 1 | 0 | weak | high | low | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `andreay99` | [profile](https://github.com/andreay99) | no | NONE | 1374d | `2026-05-09T02:34:44Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `andrewor14` | [profile](https://github.com/andrewor14) | no | CONTRIBUTOR | 4996d | `2026-04-08T15:42:16Z` | 1 | 0 | strong | moderate | low | — |
-| `andylin-hao` | [profile](https://github.com/andylin-hao) | yes | FIRST_TIME_CONTRIBUTOR | 3162d | `2026-06-04T03:53:20Z` | 1 | 0 | strong | moderate | low | — |
+| `andylin-hao` | [profile](https://github.com/andylin-hao) | no | FIRST_TIME_CONTRIBUTOR | 3162d | `2026-06-04T03:53:20Z` | 1 | 0 | strong | moderate | low | — |
 | `ansley` | [profile](https://github.com/ansley) | no | NONE | 2296d | `2026-04-09T14:31:40Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Apeksha23-hub` | [profile](https://github.com/Apeksha23-hub) | no | FIRST_TIME_CONTRIBUTOR | 79d | `2026-05-16T13:17:12Z` | 1 | 0 | mixed | low | low | very new account; no visible non-self stars; targets high-star repos |
 | `ArkaD171717` | [profile](https://github.com/ArkaD171717) | no | FIRST_TIME_CONTRIBUTOR | 1206d | `2026-05-02T09:31:22Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -276,7 +276,7 @@
 | `JiauZhang` | [profile](https://github.com/JiauZhang) | no | CONTRIBUTOR | 2918d | `2026-04-15T14:00:11Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `jjjamie` | [profile](https://github.com/jjjamie) | no | FIRST_TIME_CONTRIBUTOR | 4994d | `2026-04-21T15:57:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `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 | FIRST_TIME_CONTRIBUTOR | 341d | `2026-06-02T19:08:14Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
+| `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 |
 | `juliabush` | [profile](https://github.com/juliabush) | no | NONE | 526d | `2026-04-07T21:37:00Z` | 1 | 0 | weak | low | low | high open PR share; 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 |
@@ -304,7 +304,7 @@
 | `mohdfaour03` | [profile](https://github.com/mohdfaour03) | no | FIRST_TIME_CONTRIBUTOR | 1152d | `2026-04-08T13:38:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `mrutkows` | [profile](https://github.com/mrutkows) | no | NONE | 4332d | `2026-04-09T17:46:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `MukundaKatta` | [profile](https://github.com/MukundaKatta) | no | NONE | 1527d | `2026-04-15T08:33:29Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
-| `n0gu-furiosa` | [profile](https://github.com/n0gu-furiosa) | yes | CONTRIBUTOR | 863d | `2026-06-04T05:04:15Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `n0gu-furiosa` | [profile](https://github.com/n0gu-furiosa) | no | CONTRIBUTOR | 863d | `2026-06-04T05:04:15Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Oneirag` | [profile](https://github.com/Oneirag) | no | FIRST_TIME_CONTRIBUTOR | 4233d | `2026-04-24T04:00:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `onuralpszr` | [profile](https://github.com/onuralpszr) | no | FIRST_TIME_CONTRIBUTOR | 5146d | `2026-05-31T20:25:01Z` | 1 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread |
 | `owwll` | [profile](https://github.com/owwll) | no | NONE | 636d | `2026-04-10T21:13:32Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -386,6 +386,29 @@ Example artifacts:
 - [PR #46197: Fix loading with only 1 device or distributed config](https://github.com/huggingface/transformers/pull/46197) — closed, merged
 - [PR #46193: Update release tool](https://github.com/huggingface/transformers/pull/46193) — closed, merged
 
+### `ydshieh`
+
+- profile: [github.com/ydshieh](https://github.com/ydshieh)
+- 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: `2025-03-31T13:54:54Z`
+- repo last seen: `2026-06-04T11:17:55Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **93**
+- snapshot authored PRs/issues: **93 PRs / 0 issues**
+- snapshot discussion activity: **128 comments / 219 reviews / 154 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
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #46412: Improve CI dashboard comment: rename and deduplicate](https://github.com/huggingface/transformers/pull/46412) — closed, merged
+- [PR #46410: Add workflow to post CI Grafana dashboard link to PR](https://github.com/huggingface/transformers/pull/46410) — closed, merged
+- [PR #46371: Fix wrong changes produced by style/repo. check bot](https://github.com/huggingface/transformers/pull/46371) — closed, merged
+
 ### `tarekziade`
 
 - profile: [github.com/tarekziade](https://github.com/tarekziade)
@@ -412,41 +435,18 @@ Example artifacts:
 - [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
 
-### `ydshieh`
-
-- profile: [github.com/ydshieh](https://github.com/ydshieh)
-- 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: `2025-03-31T13:54:54Z`
-- repo last seen: `2026-06-03T09:39:45Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **91**
-- snapshot authored PRs/issues: **91 PRs / 0 issues**
-- snapshot discussion activity: **126 comments / 218 reviews / 154 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
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #46371: Fix wrong changes produced by style/repo. check bot](https://github.com/huggingface/transformers/pull/46371) — closed, merged
-- [PR #46346: remove sec](https://github.com/huggingface/transformers/pull/46346) — closed, merged
-- [PR #46340: Fix TestAppRoutes test failures caused by deprecated asyncio.get_event_loop() on Python 3.10+](https://github.com/huggingface/transformers/pull/46340) — closed, merged
-
 ### `kaixuanliu`
 
 - profile: [github.com/kaixuanliu](https://github.com/kaixuanliu)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
 - repo first seen: `2025-06-20T09:58:55Z`
-- repo last seen: `2026-06-04T02:03:40Z`
+- repo last seen: `2026-06-04T08:45:53Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **94**
-- snapshot authored PRs/issues: **90 PRs / 4 issues**
-- snapshot discussion activity: **77 comments / 93 reviews / 92 review comments**
+- repo primary artifacts: **95**
+- snapshot authored PRs/issues: **91 PRs / 4 issues**
+- snapshot discussion activity: **79 comments / 93 reviews / 92 review comments**
 - account age: **3934 days**
 - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
 - public orgs: none visible
@@ -454,9 +454,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46403: fbgemm_fp8:Keep the current device aligned with the input tensor](https://github.com/huggingface/transformers/pull/46403) — open
 - [PR #46368: skip invalid quant_cache test for nemotron_h](https://github.com/huggingface/transformers/pull/46368) — open
 - [PR #46362: skip quant cache tests for deepseek v4](https://github.com/huggingface/transformers/pull/46362) — open
-- [PR #46337: cohere2_moe: skip invalid test cases](https://github.com/huggingface/transformers/pull/46337) — open
 - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
 - [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
@@ -467,12 +467,12 @@ 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: `2026-06-03T15:27:12Z`
+- repo last seen: `2026-06-04T10:37:19Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **83**
-- snapshot authored PRs/issues: **83 PRs / 0 issues**
-- snapshot discussion activity: **573 comments / 895 reviews / 1953 review comments**
+- repo primary artifacts: **85**
+- snapshot authored PRs/issues: **85 PRs / 0 issues**
+- snapshot discussion activity: **579 comments / 898 reviews / 1958 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`
@@ -480,9 +480,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46406: Fix conversion for clip models](https://github.com/huggingface/transformers/pull/46406) — open
+- [PR #46405: Consistent output shape from `get_image_features`](https://github.com/huggingface/transformers/pull/46405) — open
 - [PR #46379: Update hub metadata](https://github.com/huggingface/transformers/pull/46379) — open
-- [PR #46374: Better processing tests](https://github.com/huggingface/transformers/pull/46374) — open
-- [PR #46284: Delete docstring if same as in auto-doc](https://github.com/huggingface/transformers/pull/46284) — open
 
 ### `ArthurZucker`
 
@@ -490,12 +490,12 @@ 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: `2026-06-03T13:39:48Z`
+- repo last seen: `2026-06-04T11:58:00Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **66**
-- snapshot authored PRs/issues: **63 PRs / 3 issues**
-- snapshot discussion activity: **194 comments / 644 reviews / 1294 review comments**
+- repo primary artifacts: **68**
+- snapshot authored PRs/issues: **65 PRs / 3 issues**
+- snapshot discussion activity: **194 comments / 657 reviews / 1322 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
@@ -503,9 +503,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46408: Remove unused shared_expert_combination_strategy from cohere2_moe](https://github.com/huggingface/transformers/pull/46408) — open
+- [PR #46404: Faster image/audio token expansion in processors (single-pass re.sub)](https://github.com/huggingface/transformers/pull/46404) — open
 - [PR #46381: Allow tokenizers 0.23.1](https://github.com/huggingface/transformers/pull/46381) — open, draft
-- [PR #46380: Fix cis](https://github.com/huggingface/transformers/pull/46380) — open, draft
-- [PR #46355: Test models instantiate from default config on meta + fix failing models](https://github.com/huggingface/transformers/pull/46355) — open
 - [Issue #45882: Reduce peak memory during quantization of MoE models (follow-up to #43917)](https://github.com/huggingface/transformers/issues/45882) — open
 - [Issue #44052: Fix skipped tests for glm_moe_dsa model](https://github.com/huggingface/transformers/issues/44052) — closed
 - [Issue #42710: Outstanding issues / PR before we can release v5](https://github.com/huggingface/transformers/issues/42710) — closed
@@ -566,12 +566,12 @@ 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: `2026-06-03T14:52:33Z`
+- repo last seen: `2026-06-04T10:04:50Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **49**
 - snapshot authored PRs/issues: **47 PRs / 2 issues**
-- snapshot discussion activity: **608 comments / 1090 reviews / 4469 review comments**
+- snapshot discussion activity: **611 comments / 1100 reviews / 4478 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
@@ -591,12 +591,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
 - repo first seen: `2023-02-27T14:00:41Z`
-- repo last seen: `2026-06-03T11:55:14Z`
+- repo last seen: `2026-06-04T11:17:55Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **45**
 - snapshot authored PRs/issues: **45 PRs / 0 issues**
-- snapshot discussion activity: **724 comments / 250 reviews / 135 review comments**
+- snapshot discussion activity: **728 comments / 250 reviews / 135 review comments**
 - account age: **3961 days**
 - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
 - public orgs: `huggingface`
@@ -632,6 +632,55 @@ Example artifacts:
 - [PR #46252: find pytest launch error in torch 2.13.0.dev20260526](https://github.com/huggingface/transformers/pull/46252) — closed, merged
 - [Issue #42890: tests/models/sam_hq/test_modeling_sam_hq.py::SamHQModelIntegrationTest may fail since a lot of cases are lack of set_seed()](https://github.com/huggingface/transformers/issues/42890) — closed
 
+### `itazap`
+
+- profile: [github.com/itazap](https://github.com/itazap)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
+- repo first seen: `2024-10-21T07:08:47Z`
+- repo last seen: `2026-06-04T10:37:39Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **34**
+- snapshot authored PRs/issues: **34 PRs / 0 issues**
+- snapshot discussion activity: **56 comments / 55 reviews / 36 review comments**
+- account age: **3139 days**
+- recent public PR activity: **20 PRs** (10 merged / 5 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #46411: add original code](https://github.com/huggingface/transformers/pull/46411) — open
+- [PR #46409: WIP: Add mimimax m2 7](https://github.com/huggingface/transformers/pull/46409) — closed
+- [PR #46341: Fix tokenizer keep_accents defaults and update integration tests](https://github.com/huggingface/transformers/pull/46341) — open
+
+### `harshaljanjani`
+
+- profile: [github.com/harshaljanjani](https://github.com/harshaljanjani)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshaljanjani)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshaljanjani)
+- repo first seen: `2025-09-17T20:29:13Z`
+- repo last seen: `2026-06-04T06:59:09Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **53**
+- snapshot authored PRs/issues: **33 PRs / 20 issues**
+- snapshot discussion activity: **107 comments / 131 reviews / 131 review comments**
+- account age: **1961 days**
+- recent public PR activity: **18 PRs** (15 merged / 0 closed-unmerged / 3 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #46400: fix[vLLM x v5]: Default untied embeddings in AudioFlamingo3 and VibeVoice](https://github.com/huggingface/transformers/pull/46400) — open
+- [PR #45594: fix(utils): Resolve backbone utils test regressions](https://github.com/huggingface/transformers/pull/45594) — closed, merged
+- [PR #45326: feat[vLLM × v5]: Add vLLM compatibility for audio models](https://github.com/huggingface/transformers/pull/45326) — closed, merged
+- [Issue #45198: [BUG] Wav2Vec2 wav2vec2-lv-60-espeak-cv-ft: save_pretrained and tokenization fail](https://github.com/huggingface/transformers/issues/45198) — closed
+- [Issue #45072: [BUG][CI] SwitchTransformers and TimmWrapperModel dtype mismatches in bfloat16 inference](https://github.com/huggingface/transformers/issues/45072) — closed
+- [Issue #44898: [BUG] Perceiver image classification (non-default res) fails even with interpolate_pos_encoding=True](https://github.com/huggingface/transformers/issues/44898) — closed
+
 ### `remi-or`
 
 - profile: [github.com/remi-or](https://github.com/remi-or)
@@ -655,29 +704,6 @@ Example artifacts:
 - [PR #46251: [CB] Fix crashes when fork is not possible](https://github.com/huggingface/transformers/pull/46251) — open
 - [PR #46242: [Distributed] Reformat tensor parallel](https://github.com/huggingface/transformers/pull/46242) — open, draft
 
-### `itazap`
-
-- profile: [github.com/itazap](https://github.com/itazap)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
-- repo first seen: `2024-10-21T07:08:47Z`
-- repo last seen: `2026-06-03T15:08:29Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **32**
-- snapshot authored PRs/issues: **32 PRs / 0 issues**
-- snapshot discussion activity: **56 comments / 55 reviews / 36 review comments**
-- account age: **3139 days**
-- recent public PR activity: **20 PRs** (10 merged / 5 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #46341: Fix tokenizer keep_accents defaults and update integration tests](https://github.com/huggingface/transformers/pull/46341) — open
-- [PR #46091: Update tokenizer mappings to use TokenizersBackend for additional models](https://github.com/huggingface/transformers/pull/46091) — open
-- [PR #45936: Fix models for which we don't have a dedicated tokenizer class, and the listed one is incorrect](https://github.com/huggingface/transformers/pull/45936) — open
-
 ### `yonigozlan`
 
 - profile: [github.com/yonigozlan](https://github.com/yonigozlan)
@@ -707,12 +733,12 @@ 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: `2026-06-04T01:59:16Z`
+- repo last seen: `2026-06-04T08:54:16Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **29**
 - snapshot authored PRs/issues: **25 PRs / 4 issues**
-- snapshot discussion activity: **51 comments / 44 reviews / 44 review comments**
+- snapshot discussion activity: **51 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
@@ -776,6 +802,32 @@ Example artifacts:
 - [Issue #45290: `apply_chat_template(tokenize=True)` crashes on assistant messages with tool calls and no content](https://github.com/huggingface/transformers/issues/45290) — closed
 - [Issue #44514: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`](https://github.com/huggingface/transformers/issues/44514) — closed
 
+### `IlyasMoutawwakil`
+
+- profile: [github.com/IlyasMoutawwakil](https://github.com/IlyasMoutawwakil)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
+- repo first seen: `2025-07-04T08:41:29Z`
+- repo last seen: `2026-06-04T10:13:40Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **24**
+- snapshot authored PRs/issues: **21 PRs / 3 issues**
+- snapshot discussion activity: **61 comments / 265 reviews / 234 review comments**
+- account age: **2354 days**
+- recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
+- public orgs: `huggingface`, `Chouafa`
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #46407: Triton finegrained fp8/fp4](https://github.com/huggingface/transformers/pull/46407) — open, draft
+- [PR #46384: DSv4 static cache](https://github.com/huggingface/transformers/pull/46384) — open, draft
+- [PR #46378: Fix dsv4 dequant + tp/ep](https://github.com/huggingface/transformers/pull/46378) — closed, merged
+- [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
+- [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
+- [Issue #43317: device_map=auto fails to load the dequantized model on gpu+cpu offload](https://github.com/huggingface/transformers/issues/43317) — closed
+
 ### `3outeille`
 
 - profile: [github.com/3outeille](https://github.com/3outeille)
@@ -800,31 +852,28 @@ Example artifacts:
 - [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
 
-### `IlyasMoutawwakil`
+### `YangKai0616`
 
-- profile: [github.com/IlyasMoutawwakil](https://github.com/IlyasMoutawwakil)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
-- repo first seen: `2025-07-04T08:41:29Z`
-- repo last seen: `2026-06-03T14:14:32Z`
+- profile: [github.com/YangKai0616](https://github.com/YangKai0616)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYangKai0616)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYangKai0616)
+- repo first seen: `2025-12-24T11:54:53Z`
+- repo last seen: `2026-06-04T08:39:11Z`
 - first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **23**
-- snapshot authored PRs/issues: **20 PRs / 3 issues**
-- snapshot discussion activity: **61 comments / 261 reviews / 232 review comments**
-- account age: **2354 days**
-- recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
-- public orgs: `huggingface`, `Chouafa`
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **20**
+- snapshot authored PRs/issues: **20 PRs / 0 issues**
+- snapshot discussion activity: **19 comments / 57 reviews / 57 review comments**
+- account age: **1497 days**
+- recent public PR activity: **17 PRs** (8 merged / 3 closed-unmerged / 6 open; merged rate **47%**, closed-unmerged rate **18%**, open rate **35%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #46384: DSv4 static cache](https://github.com/huggingface/transformers/pull/46384) — open, draft
-- [PR #46378: Fix dsv4 dequant + tp/ep](https://github.com/huggingface/transformers/pull/46378) — closed, merged
-- [PR #45981: Fix colqwen2 test](https://github.com/huggingface/transformers/pull/45981) — closed, merged
-- [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
-- [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
-- [Issue #43317: device_map=auto fails to load the dequantized model on gpu+cpu offload](https://github.com/huggingface/transformers/issues/43317) — closed
+- [PR #46401: [blip_2] Support attn_implementation=sdpa dispatch](https://github.com/huggingface/transformers/pull/46401) — open
+- [PR #46320: [RecurrentGemma] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46320) — open
+- [PR #46317: [Zamba] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46317) — closed, merged
 
 ### `Abdennacer-Badaoui`
 
@@ -849,29 +898,6 @@ Example artifacts:
 - [PR #46213: [AMD CI] revert AMD mi325 hf-workflows ref from SHA back to @main](https://github.com/huggingface/transformers/pull/46213) — closed, merged
 - [PR #46160: [ROCm] Fix gpt_oss test suite: AITER attention fallback, SonicMoE guard, and distributed test fixes](https://github.com/huggingface/transformers/pull/46160) — open
 
-### `YangKai0616`
-
-- profile: [github.com/YangKai0616](https://github.com/YangKai0616)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYangKai0616)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYangKai0616)
-- repo first seen: `2025-12-24T11:54:53Z`
-- repo last seen: `2026-06-02T06:01:00Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **19**
-- snapshot authored PRs/issues: **19 PRs / 0 issues**
-- snapshot discussion activity: **17 comments / 56 reviews / 56 review comments**
-- account age: **1497 days**
-- recent public PR activity: **17 PRs** (8 merged / 3 closed-unmerged / 6 open; merged rate **47%**, closed-unmerged rate **18%**, open rate **35%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #46320: [RecurrentGemma] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46320) — open
-- [PR #46317: [Zamba] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46317) — closed, merged
-- [PR #46199: Support XPU autocast dtype fallback for FlashAttention](https://github.com/huggingface/transformers/pull/46199) — closed, merged
-
 ### `tomaarsen`
 
 - profile: [github.com/tomaarsen](https://github.com/tomaarsen)
@@ -976,12 +1002,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amichaelbenayoun)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amichaelbenayoun)
 - repo first seen: `2024-10-24T15:39:49Z`
-- repo last seen: `2026-06-02T09:21:36Z`
+- repo last seen: `2026-06-04T09:14:52Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **16**
 - snapshot authored PRs/issues: **16 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 9 reviews / 10 review comments**
+- snapshot discussion activity: **5 comments / 10 reviews / 11 review comments**
 - account age: **3365 days**
 - recent public PR activity: **21 PRs** (18 merged / 0 closed-unmerged / 3 open; merged rate **86%**, closed-unmerged rate **0%**, open rate **14%**)
 - public orgs: `huggingface`
@@ -1670,32 +1696,6 @@ Example artifacts:
 - [PR #45787: fix: ModuleNotFoundError caused by distributed race condition in ci/cd test](https://github.com/huggingface/transformers/pull/45787) — closed
 - [PR #45687: fix: Added Mps support in float fallback backends list ](https://github.com/huggingface/transformers/pull/45687) — closed, merged
 
-### `harshaljanjani`
-
-- profile: [github.com/harshaljanjani](https://github.com/harshaljanjani)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshaljanjani)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshaljanjani)
-- repo first seen: `2025-09-17T20:29:13Z`
-- repo last seen: `2026-04-29T05:32:28Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **52**
-- snapshot authored PRs/issues: **32 PRs / 20 issues**
-- snapshot discussion activity: **107 comments / 131 reviews / 131 review comments**
-- account age: **1961 days**
-- recent public PR activity: **18 PRs** (15 merged / 0 closed-unmerged / 3 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #45594: fix(utils): Resolve backbone utils test regressions](https://github.com/huggingface/transformers/pull/45594) — closed, merged
-- [PR #45326: feat[vLLM × v5]: Add vLLM compatibility for audio models](https://github.com/huggingface/transformers/pull/45326) — closed, merged
-- [PR #45199: fix(models): Resolve regressions in Wav2Vec2PhonemeCTCTokenizer (wav2vec2-lv-60-espeak-cv-ft)](https://github.com/huggingface/transformers/pull/45199) — closed, merged
-- [Issue #45198: [BUG] Wav2Vec2 wav2vec2-lv-60-espeak-cv-ft: save_pretrained and tokenization fail](https://github.com/huggingface/transformers/issues/45198) — closed
-- [Issue #45072: [BUG][CI] SwitchTransformers and TimmWrapperModel dtype mismatches in bfloat16 inference](https://github.com/huggingface/transformers/issues/45072) — closed
-- [Issue #44898: [BUG] Perceiver image classification (non-default res) fails even with interpolate_pos_encoding=True](https://github.com/huggingface/transformers/issues/44898) — closed
-
 ### `jashshah999`
 
 - profile: [github.com/jashshah999](https://github.com/jashshah999)
@@ -1960,12 +1960,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adouglas-reid)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adouglas-reid)
 - repo first seen: `2026-04-02T19:05:35Z`
-- repo last seen: `2026-06-04T05:46:55Z`
+- repo last seen: `2026-06-04T11:58:29Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
 - account age: **3573 days**
 - recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
 - public orgs: none visible
@@ -2123,12 +2123,12 @@ 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: `2026-06-03T12:08:19Z`
+- repo last seen: `2026-06-04T08:10:18Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **7 comments / 22 reviews / 36 review comments**
+- snapshot discussion activity: **7 comments / 24 reviews / 37 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`
@@ -2235,12 +2235,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArjunSrivastava1)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArjunSrivastava1)
 - repo first seen: `2026-05-07T18:36:08Z`
-- repo last seen: `2026-06-02T08:48:42Z`
+- repo last seen: `2026-06-04T10:00:49Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **44 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **46 comments / 0 reviews / 0 review comments**
 - account age: **430 days**
 - recent public PR activity: **6 PRs** (1 merged / 2 closed-unmerged / 3 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**)
 - public orgs: none visible
@@ -3183,12 +3183,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
 - repo first seen: `2025-07-25T12:59:52Z`
-- repo last seen: `2026-06-03T15:12:38Z`
+- repo last seen: `2026-06-04T11:58:03Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **10**
 - snapshot authored PRs/issues: **10 PRs / 0 issues**
-- snapshot discussion activity: **66 comments / 274 reviews / 752 review comments**
+- snapshot discussion activity: **66 comments / 275 reviews / 752 review comments**
 - account age: **4714 days**
 - recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: `LCAV`
@@ -4325,12 +4325,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajulien-gadonneix)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajulien-gadonneix)
 - repo first seen: `2026-06-02T15:31:42Z`
-- repo last seen: `2026-06-03T12:27:17Z`
+- repo last seen: `2026-06-04T11:41:09Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 - account age: **987 days**
 - recent public PR activity: **4 PRs** (2 merged / 0 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: none visible
@@ -4842,12 +4842,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aagesf)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aagesf)
 - repo first seen: `2026-06-01T12:58:11Z`
-- repo last seen: `2026-06-03T12:45:18Z`
+- repo last seen: `2026-06-04T10:23:51Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIMER**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 5 reviews / 5 review comments**
+- snapshot discussion activity: **0 comments / 6 reviews / 6 review comments**
 - account age: **1259 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
@@ -5052,12 +5052,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aandylin-hao)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aandylin-hao)
 - repo first seen: `2026-06-04T03:53:20Z`
-- repo last seen: `2026-06-04T03:53:20Z`
-- first seen in snapshot: **yes**
+- repo last seen: `2026-06-04T11:58:26Z`
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - account age: **3162 days**
 - recent public PR activity: **22 PRs** (19 merged / 1 closed-unmerged / 2 open; merged rate **86%**, closed-unmerged rate **5%**, open rate **9%**)
 - public orgs: none visible
@@ -6336,7 +6336,7 @@ Example artifacts:
 - repo first seen: `2026-06-02T19:08:14Z`
 - repo last seen: `2026-06-02T19:08:14Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -6347,7 +6347,7 @@ Example artifacts:
 - heuristic read: **young account; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46354: Fix missing f-string prefixes in error messages](https://github.com/huggingface/transformers/pull/46354) — open
+- [PR #46354: Fix missing f-string prefixes in error messages](https://github.com/huggingface/transformers/pull/46354) — closed, merged
 
 ### `joerowell`
 
@@ -6923,7 +6923,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3An0gu-furiosa)
 - repo first seen: `2026-06-04T05:04:15Z`
 - repo last seen: `2026-06-04T05:04:15Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**

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-          "shared_filenames": [
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-          "shared_directories": [
-            "src/transformers/utils",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-44066-3",
       "pr_numbers": [
@@ -2639,7 +2515,7 @@
           "left_pr_number": 43997,
           "right_pr_number": 44019,
           "similarity": 0.276,
-          "content_similarity": 0.026,
+          "content_similarity": 0.025,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2652,6 +2528,90 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45606-3",
+      "pr_numbers": [
+        45606,
+        45607,
+        46405
+      ],
+      "representative_pr_number": 45606,
+      "average_similarity": 0.494,
+      "summary": "3 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`, `src/transformers/models/gemma4/modular_gemma4.py`; representative PR #45606.",
+      "shared_filenames": [
+        "tests/models/gemma4/test_modeling_gemma4.py",
+        "src/transformers/models/gemma4/modeling_gemma4.py",
+        "src/transformers/models/gemma4/modular_gemma4.py"
+      ],
+      "shared_directories": [
+        "tests/models/gemma4",
+        "tests/models",
+        "tests",
+        "src/transformers/models/gemma4",
+        "src/transformers/models",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45606,
+          "right_pr_number": 45607,
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+          "concentration_similarity": 0.778,
+          "shared_filenames": [
+            "tests/models/gemma4/test_modeling_gemma4.py"
+          ],
+          "shared_directories": [
+            "tests/models/gemma4",
+            "tests/models",
+            "tests"
+          ]
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+        {
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+          "size_similarity": 0.161,
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+          "concentration_similarity": 0.747,
+          "shared_filenames": [
+            "src/transformers/models/gemma4/modeling_gemma4.py",
+            "src/transformers/models/gemma4/modular_gemma4.py",
+            "tests/models/gemma4/test_modeling_gemma4.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/gemma4",
+            "src/transformers/models",
+            "tests/models/gemma4",
+            "src/transformers",
+            "tests/models",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 45607,
+          "right_pr_number": 46405,
+          "similarity": 0.35,
+          "content_similarity": 0.423,
+          "size_similarity": 0.126,
+          "breadth_similarity": 0.087,
+          "concentration_similarity": 0.525,
+          "shared_filenames": [
+            "tests/models/gemma4/test_modeling_gemma4.py"
+          ],
+          "shared_directories": [
+            "tests/models/gemma4",
+            "tests/models",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-43656-3",
       "pr_numbers": [
@@ -2725,27 +2685,99 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-45293-3",
+      "cluster_id": "pr-scope-44385-3",
       "pr_numbers": [
-        45293,
-        45317,
-        46091
+        44385,
+        44615,
+        46152
       ],
-      "representative_pr_number": 45293,
-      "average_similarity": 0.46,
-      "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.",
+      "representative_pr_number": 44615,
+      "average_similarity": 0.477,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
       "shared_filenames": [
-        "tests/models/auto/test_tokenization_auto.py",
-        "src/transformers/models/auto/tokenization_auto.py"
+        "src/transformers/utils/import_utils.py"
       ],
       "shared_directories": [
-        "tests/models/auto",
-        "tests/models",
+        "src/transformers/utils",
         "src/transformers",
-        "tests",
-        "src",
-        "src/transformers/models/auto",
-        "src/transformers/models"
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 44615,
+          "right_pr_number": 46152,
+          "similarity": 0.625,
+          "content_similarity": 0.554,
+          "size_similarity": 0.583,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/utils/import_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/utils",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 44385,
+          "right_pr_number": 44615,
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+          "content_similarity": 0.341,
+          "size_similarity": 0.371,
+          "breadth_similarity": 0.667,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/utils/import_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/utils",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 44385,
+          "right_pr_number": 46152,
+          "similarity": 0.396,
+          "content_similarity": 0.353,
+          "size_similarity": 0.217,
+          "breadth_similarity": 0.667,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/utils/import_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/utils",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
+    {
+      "cluster_id": "pr-scope-45293-3",
+      "pr_numbers": [
+        45293,
+        45317,
+        46091
+      ],
+      "representative_pr_number": 45293,
+      "average_similarity": 0.46,
+      "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"
       ],
       "pairwise": [
         {
@@ -3001,7 +3033,7 @@
           "left_pr_number": 45709,
           "right_pr_number": 45742,
           "similarity": 0.5,
-          "content_similarity": 0.376,
+          "content_similarity": 0.377,
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           "breadth_similarity": 0.833,
           "concentration_similarity": 0.72,
@@ -3041,34 +3073,34 @@
         45783
       ],
       "representative_pr_number": 45783,
-      "average_similarity": 0.407,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/aya_vision/modeling_aya_vision.py`, `src/transformers/models/cohere2_vision/modeling_cohere2_vision.py`, `src/transformers/models/deepseek_vl/modeling_deepseek_vl.py`; representative PR #45783.",
+      "average_similarity": 0.406,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/deepseek_vl/modeling_deepseek_vl.py`, `src/transformers/models/fast_vlm/modeling_fast_vlm.py`, `src/transformers/models/florence2/modeling_florence2.py`; representative PR #45783.",
       "shared_filenames": [
-        "src/transformers/models/aya_vision/modeling_aya_vision.py",
-        "src/transformers/models/cohere2_vision/modeling_cohere2_vision.py",
         "src/transformers/models/deepseek_vl/modeling_deepseek_vl.py",
         "src/transformers/models/fast_vlm/modeling_fast_vlm.py",
         "src/transformers/models/florence2/modeling_florence2.py",
         "src/transformers/models/fuyu/modeling_fuyu.py",
         "src/transformers/models/glm46v/modeling_glm46v.py",
-        "src/transformers/models/got_ocr2/modeling_got_ocr2.py"
+        "src/transformers/models/got_ocr2/modeling_got_ocr2.py",
+        "src/transformers/models/idefics2/modeling_idefics2.py",
+        "src/transformers/models/idefics3/modeling_idefics3.py"
       ],
       "shared_directories": [
         "src/transformers/models/fast_vlm",
         "src/transformers/models/florence2",
         "src/transformers/models/mistral3",
         "src/transformers/models/vipllava",
-        "src/transformers/models/blip_2",
         "src/transformers/models/chameleon",
-        "src/transformers/models/cohere2_vision",
-        "src/transformers/models/glm46v"
+        "src/transformers/models/glm46v",
+        "src/transformers/models/got_ocr2",
+        "src/transformers/models/idefics2"
       ],
       "pairwise": [
         {
           "left_pr_number": 44907,
           "right_pr_number": 45783,
           "similarity": 0.487,
-          "content_similarity": 0.493,
+          "content_similarity": 0.494,
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           "breadth_similarity": 0.809,
           "concentration_similarity": 0.99,
@@ -3100,8 +3132,8 @@
         {
           "left_pr_number": 43446,
           "right_pr_number": 45783,
-          "similarity": 0.4,
-          "content_similarity": 0.375,
+          "similarity": 0.399,
+          "content_similarity": 0.374,
           "size_similarity": 0.344,
           "breadth_similarity": 0.4,
           "concentration_similarity": 0.909,
@@ -3134,7 +3166,7 @@
           "left_pr_number": 43446,
           "right_pr_number": 44907,
           "similarity": 0.333,
-          "content_similarity": 0.319,
+          "content_similarity": 0.318,
           "size_similarity": 0.219,
           "breadth_similarity": 0.322,
           "concentration_similarity": 0.899,
@@ -3186,7 +3218,7 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44550,
-          "similarity": 0.385,
+          "similarity": 0.386,
           "content_similarity": 0.122,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
@@ -3202,8 +3234,8 @@
         {
           "left_pr_number": 44407,
           "right_pr_number": 44550,
-          "similarity": 0.357,
-          "content_similarity": 0.091,
+          "similarity": 0.358,
+          "content_similarity": 0.092,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3217,8 +3249,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44407,
-          "similarity": 0.348,
-          "content_similarity": 0.078,
+          "similarity": 0.349,
+          "content_similarity": 0.079,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3231,6 +3263,78 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-44889-3",
+      "pr_numbers": [
+        44889,
+        44981,
+        45917
+      ],
+      "representative_pr_number": 44981,
+      "average_similarity": 0.362,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #44981.",
+      "shared_filenames": [
+        "src/transformers/trainer.py"
+      ],
+      "shared_directories": [
+        "tests/trainer",
+        "src/transformers",
+        "tests",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 44889,
+          "right_pr_number": 44981,
+          "similarity": 0.4,
+          "content_similarity": 0.158,
+          "size_similarity": 0.991,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.812,
+          "shared_filenames": [
+            "src/transformers/trainer.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/trainer",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 44981,
+          "right_pr_number": 45917,
+          "similarity": 0.355,
+          "content_similarity": 0.11,
+          "size_similarity": 0.87,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.959,
+          "shared_filenames": [],
+          "shared_directories": [
+            "src/transformers",
+            "tests/trainer",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 44889,
+          "right_pr_number": 45917,
+          "similarity": 0.33,
+          "content_similarity": 0.08,
+          "size_similarity": 0.879,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.852,
+          "shared_filenames": [],
+          "shared_directories": [
+            "src/transformers",
+            "tests/trainer",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-44018-2",
       "pr_numbers": [
@@ -3557,7 +3661,7 @@
         43775
       ],
       "representative_pr_number": 43543,
-      "average_similarity": 0.774,
+      "average_similarity": 0.775,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/jetmoe/modeling_jetmoe.py`, `src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py`, `src/transformers/models/jamba/modeling_jamba.py`; representative PR #43543.",
       "shared_filenames": [
         "src/transformers/models/jetmoe/modeling_jetmoe.py",
@@ -3583,8 +3687,8 @@
         {
           "left_pr_number": 43543,
           "right_pr_number": 43775,
-          "similarity": 0.774,
-          "content_similarity": 0.878,
+          "similarity": 0.775,
+          "content_similarity": 0.879,
           "size_similarity": 0.191,
           "breadth_similarity": 0.811,
           "concentration_similarity": 0.996,
@@ -3615,43 +3719,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-45606-2",
-      "pr_numbers": [
-        45606,
-        45607
-      ],
-      "representative_pr_number": 45606,
-      "average_similarity": 0.766,
-      "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"
-      ],
-      "shared_directories": [
-        "tests/models/gemma4",
-        "tests/models",
-        "tests"
-      ],
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-        {
-          "left_pr_number": 45606,
-          "right_pr_number": 45607,
-          "similarity": 0.766,
-          "content_similarity": 0.813,
-          "size_similarity": 0.778,
-          "breadth_similarity": 0.417,
-          "concentration_similarity": 0.778,
-          "shared_filenames": [
-            "tests/models/gemma4/test_modeling_gemma4.py"
-          ],
-          "shared_directories": [
-            "tests/models/gemma4",
-            "tests/models",
-            "tests"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-44794-2",
       "pr_numbers": [
@@ -4112,47 +4179,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-44940-2",
-      "pr_numbers": [
-        44940,
-        46207
-      ],
-      "representative_pr_number": 44940,
-      "average_similarity": 0.542,
-      "summary": "2 open PRs share weighted file overlap around `tests/utils/test_modeling_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44940.",
-      "shared_filenames": [
-        "tests/utils/test_modeling_utils.py",
-        "src/transformers/modeling_utils.py"
-      ],
-      "shared_directories": [
-        "tests/utils",
-        "src/transformers",
-        "tests",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 44940,
-          "right_pr_number": 46207,
-          "similarity": 0.542,
-          "content_similarity": 0.454,
-          "size_similarity": 0.662,
-          "breadth_similarity": 0.833,
-          "concentration_similarity": 0.839,
-          "shared_filenames": [
-            "src/transformers/modeling_utils.py",
-            "tests/utils/test_modeling_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "tests/utils",
-            "src",
-            "tests"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-45332-2",
       "pr_numbers": [
@@ -4160,7 +4186,7 @@
         45333
       ],
       "representative_pr_number": 45332,
-      "average_similarity": 0.527,
+      "average_similarity": 0.545,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/heterogeneity/__init__.py`, `src/transformers/heterogeneity/configuration_utils.py`, `tests/heterogeneity/__init__.py`; representative PR #45332.",
       "shared_filenames": [
         "src/transformers/heterogeneity/__init__.py",
@@ -4180,11 +4206,11 @@
         {
           "left_pr_number": 45332,
           "right_pr_number": 45333,
-          "similarity": 0.527,
-          "content_similarity": 0.567,
-          "size_similarity": 0.197,
+          "similarity": 0.545,
+          "content_similarity": 0.582,
+          "size_similarity": 0.264,
           "breadth_similarity": 0.542,
-          "concentration_similarity": 0.933,
+          "concentration_similarity": 0.883,
           "shared_filenames": [
             "src/transformers/configuration_utils.py",
             "src/transformers/heterogeneity/__init__.py",
@@ -4202,6 +4228,47 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-44940-2",
+      "pr_numbers": [
+        44940,
+        46207
+      ],
+      "representative_pr_number": 44940,
+      "average_similarity": 0.542,
+      "summary": "2 open PRs share weighted file overlap around `tests/utils/test_modeling_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44940.",
+      "shared_filenames": [
+        "tests/utils/test_modeling_utils.py",
+        "src/transformers/modeling_utils.py"
+      ],
+      "shared_directories": [
+        "tests/utils",
+        "src/transformers",
+        "tests",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 44940,
+          "right_pr_number": 46207,
+          "similarity": 0.542,
+          "content_similarity": 0.454,
+          "size_similarity": 0.662,
+          "breadth_similarity": 0.833,
+          "concentration_similarity": 0.839,
+          "shared_filenames": [
+            "src/transformers/modeling_utils.py",
+            "tests/utils/test_modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/utils",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-45541-2",
       "pr_numbers": [
@@ -4209,7 +4276,7 @@
         46177
       ],
       "representative_pr_number": 45541,
-      "average_similarity": 0.524,
+      "average_similarity": 0.525,
       "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"
@@ -4222,7 +4289,7 @@
         {
           "left_pr_number": 45541,
           "right_pr_number": 46177,
-          "similarity": 0.524,
+          "similarity": 0.525,
           "content_similarity": 0.424,
           "size_similarity": 0.519,
           "breadth_similarity": 1.0,
@@ -4432,7 +4499,7 @@
         46128
       ],
       "representative_pr_number": 45110,
-      "average_similarity": 0.501,
+      "average_similarity": 0.5,
       "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",
@@ -4457,7 +4524,7 @@
         {
           "left_pr_number": 45110,
           "right_pr_number": 46128,
-          "similarity": 0.501,
+          "similarity": 0.5,
           "content_similarity": 0.439,
           "size_similarity": 0.443,
           "breadth_similarity": 0.84,
@@ -4579,7 +4646,7 @@
         46372
       ],
       "representative_pr_number": 45017,
-      "average_similarity": 0.473,
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       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/glm_moe_dsa/modeling_glm_moe_dsa.py`, `src/transformers/models/glm_moe_dsa/configuration_glm_moe_dsa.py`, `src/transformers/models/glm_moe_dsa/modular_glm_moe_dsa.py`; representative PR #45017.",
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