Refresh transformers dataset snapshot 20260615T120125Z

README.md

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

@@ -1,28 +1,28 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260615T060048Z`
-- Generated: `2026-06-15T06:01:31Z`
+- Snapshot: `20260615T120125Z`
+- Generated: `2026-06-15T12:03:22Z`
 - Activity window: `60d`
-- Contributors: `347`
+- Contributors: `345`
 
 ## 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 | `2025-03-31T13:54:54Z` | 114 | 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` | 117 | 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` | 102 | 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` | 96 | 4 | 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` | 95 | 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` | 89 | 0 | 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` | 91 | 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` | 66 | 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` | 63 | 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` | 49 | 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` | 49 | 2 | mixed | low | low | targets high-star repos |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 46 | 0 | strong | low | low | targets high-star repos |
+| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 40 | 1 | strong | low | low | targets high-star repos |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 40 | 1 | strong | moderate | low | targets high-star repos |
-| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 39 | 1 | strong | low | low | targets high-star repos |
+| `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 35 | 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` | 34 | 20 | strong | low | 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 |
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
 | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 26 | 0 | strong | low | low | targets high-star repos |
 | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 26 | 0 | n/a | n/a | n/a | summary unavailable |
@@ -61,9 +61,7 @@
 | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 4 | 0 | weak | low | low | young account; 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 |
 | `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 |
-| `Jah-yee` | [profile](https://github.com/Jah-yee) | no | NONE | 736d | `2026-04-16T00:55:40Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `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 |
-| `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4939d | `2026-04-15T08:26:45Z` | 4 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
 | `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 |
 | `Sriniketh24` | [profile](https://github.com/Sriniketh24) | no | CONTRIBUTOR | 609d | `2026-05-18T14:39:34Z` | 4 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `TheShreyanshiDwivedi` | [profile](https://github.com/TheShreyanshiDwivedi) | no | NONE | 87d | `2026-05-15T10:01:57Z` | 4 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -84,6 +82,8 @@
 | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 4 | 3 | weak | low | low | targets high-star repos |
 | `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2500d | `2025-10-30T12:45:06Z` | 4 | 1 | mixed | moderate | low | — |
 | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 4 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
+| `Jah-yee` | [profile](https://github.com/Jah-yee) | no | NONE | 736d | `2026-04-16T00:55:40Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4939d | `2026-04-15T08:26:45Z` | 4 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
 | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 4 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `gante` | [profile](https://github.com/gante) | no | CONTRIBUTOR | 4054d | `2023-02-24T12:09:33Z` | 3 | 2 | strong | low | low | targets high-star repos |
 | `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3573d | `2026-04-02T19:05:35Z` | 3 | 0 | strong | low | low | targets high-star repos |
@@ -154,7 +154,6 @@
 | `louzongzhi` | [profile](https://github.com/louzongzhi) | no | CONTRIBUTOR | 1325d | `2026-04-14T05:14:08Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `lucianommartins` | [profile](https://github.com/lucianommartins) | no | CONTRIBUTOR | 3503d | `2026-04-05T22:07:53Z` | 2 | 0 | weak | low | low | no visible non-self stars; targets high-star repos |
 | `mitre88` | [profile](https://github.com/mitre88) | no | CONTRIBUTOR | 3202d | `2026-03-04T00:42:43Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `nuxlear` | [profile](https://github.com/nuxlear) | no | CONTRIBUTOR | 3757d | `2026-01-02T07:29:46Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `orbisai0security` | [profile](https://github.com/orbisai0security) | no | NONE | 160d | `2026-03-30T15:02:06Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | CONTRIBUTOR | 1796d | `2026-04-06T18:01:42Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `zRzRzRzRzRzRzR` | [profile](https://github.com/zRzRzRzRzRzRzR) | no | CONTRIBUTOR | 1671d | `2026-01-21T13:37:27Z` | 2 | 0 | strong | moderate | low | targets high-star repos |
@@ -192,6 +191,7 @@
 | `abcd1927` | [profile](https://github.com/abcd1927) | no | CONTRIBUTOR | 2561d | `2026-05-18T08:06:44Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `Abdeltoto` | [profile](https://github.com/Abdeltoto) | no | NONE | 265d | `2026-04-22T02:56:43Z` | 1 | 0 | weak | very high | medium | young account; high recent PR volume; very broad repo spread; high open PR share |
 | `abhiprd200` | [profile](https://github.com/abhiprd200) | no | FIRST_TIMER | 42d | `2026-04-24T18:01:06Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
+| `adhavan18` | [profile](https://github.com/adhavan18) | yes | FIRST_TIME_CONTRIBUTOR | 1585d | `2026-06-15T11:44:11Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `Aditya-ad48` | [profile](https://github.com/Aditya-ad48) | no | FIRST_TIME_CONTRIBUTOR | 705d | `2026-05-24T09:20:39Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `adityachoksi2512` | [profile](https://github.com/adityachoksi2512) | no | FIRST_TIMER | 1471d | `2026-05-01T03:03:13Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `adityasingh2400` | [profile](https://github.com/adityasingh2400) | no | NONE | 2313d | `2026-05-21T11:23:35Z` | 1 | 0 | weak | high | medium | extremely high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
@@ -272,7 +272,6 @@
 | `JohnnyWilson-Portfolio` | [profile](https://github.com/JohnnyWilson-Portfolio) | no | NONE | 532d | `2026-06-11T18:13:12Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `Kabir08` | [profile](https://github.com/Kabir08) | no | NONE | 2216d | `2026-04-19T08:27:15Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Kaisan10` | [profile](https://github.com/Kaisan10) | no | NONE | 1151d | `2026-05-02T07:35:16Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `kevinmalana` | [profile](https://github.com/kevinmalana) | no | NONE | 2248d | `2026-04-16T10:03:07Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `kfojcik-intel` | [profile](https://github.com/kfojcik-intel) | no | FIRST_TIME_CONTRIBUTOR | 1976d | `2026-05-18T08:12:12Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `kiankyars` | [profile](https://github.com/kiankyars) | no | NONE | 2112d | `2026-05-23T05:32:32Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share |
 | `kiwigitops` | [profile](https://github.com/kiwigitops) | no | CONTRIBUTOR | 81d | `2026-05-18T23:18:34Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
@@ -334,7 +333,6 @@
 | `Snakinya` | [profile](https://github.com/Snakinya) | no | NONE | 2115d | `2026-06-08T10:08:10Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `snehasuman019` | [profile](https://github.com/snehasuman019) | no | NONE | 474d | `2026-05-29T16:36:41Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `someaka` | [profile](https://github.com/someaka) | no | NONE | 1845d | `2026-06-07T17:49:40Z` | 1 | 0 | weak | moderate | medium | high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
-| `Spectual` | [profile](https://github.com/Spectual) | no | NONE | 1537d | `2026-04-16T06:54:56Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `srinjoy356` | [profile](https://github.com/srinjoy356) | no | FIRST_TIME_CONTRIBUTOR | 992d | `2026-05-26T18:36:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `srishtiii28` | [profile](https://github.com/srishtiii28) | no | NONE | 1008d | `2026-06-09T09:34:02Z` | 1 | 0 | mixed | low | low | — |
 | `stationeros` | [profile](https://github.com/stationeros) | no | FIRST_TIME_CONTRIBUTOR | 1336d | `2026-04-25T08:47:25Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -364,13 +362,13 @@
 - 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: `2026-06-12T19:02:48Z`
+- repo first seen: `2025-02-05T12:51:57Z`
+- repo last seen: `2026-06-15T10:03:42Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **114**
-- snapshot authored PRs/issues: **114 PRs / 0 issues**
-- snapshot discussion activity: **137 comments / 239 reviews / 163 review comments**
+- repo primary artifacts: **117**
+- snapshot authored PRs/issues: **117 PRs / 0 issues**
+- snapshot discussion activity: **137 comments / 241 reviews / 165 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
@@ -378,9 +376,9 @@
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46659: ci: add NO_COLOR=1 to suppress ANSI color codes in CI output](https://github.com/huggingface/transformers/pull/46659) — open
+- [PR #46652: Revert "Disable PR CI workflow for PRs from forked repo. during the weekend"](https://github.com/huggingface/transformers/pull/46652) — closed, merged
 - [PR #46609: Disable PR CI workflow for PRs from forked repo. during the weekend](https://github.com/huggingface/transformers/pull/46609) — closed, merged
-- [PR #46594: Fix torchaudio version not tied to torch version in docker file ](https://github.com/huggingface/transformers/pull/46594) — closed, merged
-- [PR #46591: [CI] Enable PR CI for all fork PRs via security gate](https://github.com/huggingface/transformers/pull/46591) — closed, merged
 
 ### `Cyrilvallez`
 
@@ -388,12 +386,12 @@ 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: `2026-06-15T05:59:21Z`
+- repo last seen: `2026-06-15T07:07:48Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **102**
 - snapshot authored PRs/issues: **102 PRs / 0 issues**
-- snapshot discussion activity: **255 comments / 345 reviews / 522 review comments**
+- snapshot discussion activity: **256 comments / 356 reviews / 533 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`
@@ -437,12 +435,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
 - repo first seen: `2026-01-21T16:52:29Z`
-- repo last seen: `2026-06-12T13:45:21Z`
+- repo last seen: `2026-06-15T10:17:13Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **101**
 - snapshot authored PRs/issues: **95 PRs / 6 issues**
-- snapshot discussion activity: **180 comments / 213 reviews / 196 review comments**
+- snapshot discussion activity: **182 comments / 214 reviews / 196 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`
@@ -463,12 +461,12 @@ 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: `2026-06-13T16:53:36Z`
+- repo last seen: `2026-06-15T11:37:02Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **89**
-- snapshot authored PRs/issues: **89 PRs / 0 issues**
-- snapshot discussion activity: **619 comments / 949 reviews / 2056 review comments**
+- repo primary artifacts: **91**
+- snapshot authored PRs/issues: **91 PRs / 0 issues**
+- snapshot discussion activity: **622 comments / 954 reviews / 2067 review comments**
 - account age: **1508 days**
 - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
 - public orgs: `huggingface`, `deeppavlov`
@@ -476,9 +474,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46662: Smovlm: pad videos up to max frames](https://github.com/huggingface/transformers/pull/46662) — open
+- [PR #46654: DiffusionGemma: mask layout and CI](https://github.com/huggingface/transformers/pull/46654) — open
 - [PR #46625: Multi-gpu loading when the whole backbone is tied](https://github.com/huggingface/transformers/pull/46625) — open
-- [PR #46556: Processors update the rest](https://github.com/huggingface/transformers/pull/46556) — open
-- [PR #46543: [CI] fix and make less flaky](https://github.com/huggingface/transformers/pull/46543) — closed, merged
 
 ### `ArthurZucker`
 
@@ -486,12 +484,12 @@ 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: `2026-06-12T13:10:36Z`
+- repo last seen: `2026-06-15T10:45:29Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **69**
 - snapshot authored PRs/issues: **66 PRs / 3 issues**
-- snapshot discussion activity: **198 comments / 696 reviews / 1381 review comments**
+- snapshot discussion activity: **201 comments / 702 reviews / 1386 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
@@ -604,6 +602,30 @@ Example artifacts:
 - [PR #46036: Widen tols for float16/bfloat16](https://github.com/huggingface/transformers/pull/46036) — open
 - [PR #46030: Init the actual tensor, not a copy](https://github.com/huggingface/transformers/pull/46030) — closed, merged
 
+### `remi-or`
+
+- profile: [github.com/remi-or](https://github.com/remi-or)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
+- repo first seen: `2025-09-11T21:27:59Z`
+- repo last seen: `2026-06-15T10:41:08Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **41**
+- snapshot authored PRs/issues: **40 PRs / 1 issues**
+- snapshot discussion activity: **53 comments / 162 reviews / 170 review comments**
+- account age: **1813 days**
+- recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #46660: [CB] Slice logits inside the model](https://github.com/huggingface/transformers/pull/46660) — open
+- [PR #46593: [CB] Fix seqlens and use TypedDict](https://github.com/huggingface/transformers/pull/46593) — closed, merged
+- [PR #46587: [CB] Fix offloading](https://github.com/huggingface/transformers/pull/46587) — open
+- [Issue #46516: [Continuous batching] Tracker for issues and feature requests](https://github.com/huggingface/transformers/issues/46516) — open
+
 ### `sywangyi`
 
 - profile: [github.com/sywangyi](https://github.com/sywangyi)
@@ -628,29 +650,28 @@ Example artifacts:
 - [PR #46366: extend deepseek v4 test to xpu](https://github.com/huggingface/transformers/pull/46366) — 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
 
-### `remi-or`
+### `itazap`
 
-- profile: [github.com/remi-or](https://github.com/remi-or)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
-- repo first seen: `2025-09-11T21:27:59Z`
-- repo last seen: `2026-06-12T13:18:31Z`
+- 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: `2026-06-15T10:28:53Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **40**
-- snapshot authored PRs/issues: **39 PRs / 1 issues**
-- snapshot discussion activity: **53 comments / 162 reviews / 170 review comments**
-- account age: **1813 days**
-- recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
+- repo primary artifacts: **35**
+- snapshot authored PRs/issues: **35 PRs / 0 issues**
+- snapshot discussion activity: **58 comments / 57 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 **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46593: [CB] Fix seqlens and use TypedDict](https://github.com/huggingface/transformers/pull/46593) — closed, merged
-- [PR #46587: [CB] Fix offloading](https://github.com/huggingface/transformers/pull/46587) — open
-- [PR #46533: [CB] [Minor] Add parameter to tune default compile level](https://github.com/huggingface/transformers/pull/46533) — closed, merged
-- [Issue #46516: [Continuous batching] Tracker for issues and feature requests](https://github.com/huggingface/transformers/issues/46516) — open
+- [PR #46658: wip step 3 7 flash](https://github.com/huggingface/transformers/pull/46658) — open
+- [PR #46411: WIP add minimax_m2_7](https://github.com/huggingface/transformers/pull/46411) — closed
+- [PR #46409: WIP: Add mimimax m2 7](https://github.com/huggingface/transformers/pull/46409) — closed
 
 ### `harshaljanjani`
 
@@ -658,12 +679,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshaljanjani)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshaljanjani)
 - repo first seen: `2025-09-17T20:29:13Z`
-- repo last seen: `2026-06-11T06:39:31Z`
+- repo last seen: `2026-06-15T06:01:53Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **54**
 - snapshot authored PRs/issues: **34 PRs / 20 issues**
-- snapshot discussion activity: **107 comments / 135 reviews / 135 review comments**
+- snapshot discussion activity: **108 comments / 135 reviews / 135 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
@@ -678,29 +699,6 @@ Example artifacts:
 - [Issue #45072: [BUG][CI] SwitchTransformers and TimmWrapperModel dtype mismatches in bfloat16 inference](https://github.com/huggingface/transformers/issues/45072) — closed
 - [Issue #44898: [BUG] Perceiver image classification (non-default res) fails even with interpolate_pos_encoding=True](https://github.com/huggingface/transformers/issues/44898) — closed
 
-### `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: `2026-06-09T14:25:25Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **34**
-- snapshot authored PRs/issues: **34 PRs / 0 issues**
-- snapshot discussion activity: **57 comments / 56 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: WIP add minimax_m2_7](https://github.com/huggingface/transformers/pull/46411) — closed
-- [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
-
 ### `yonigozlan`
 
 - profile: [github.com/yonigozlan](https://github.com/yonigozlan)
@@ -854,12 +852,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
 - repo first seen: `2025-07-04T08:41:29Z`
-- repo last seen: `2026-06-10T18:50:50Z`
+- repo last seen: `2026-06-15T11:05:26Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **25**
 - snapshot authored PRs/issues: **21 PRs / 4 issues**
-- snapshot discussion activity: **69 comments / 294 reviews / 262 review comments**
+- snapshot discussion activity: **69 comments / 311 reviews / 279 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`
@@ -904,12 +902,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akashif)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akashif)
 - repo first seen: `2025-09-08T13:05:54Z`
-- repo last seen: `2026-06-14T08:34:54Z`
+- repo last seen: `2026-06-15T12:00:53Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **20**
 - snapshot authored PRs/issues: **20 PRs / 0 issues**
-- snapshot discussion activity: **45 comments / 69 reviews / 67 review comments**
+- snapshot discussion activity: **46 comments / 74 reviews / 72 review comments**
 - account age: **6569 days**
 - recent public PR activity: **32 PRs** (20 merged / 1 closed-unmerged / 11 open; merged rate **62%**, closed-unmerged rate **3%**, open rate **34%**)
 - public orgs: none visible
@@ -1158,12 +1156,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
 - repo first seen: `2024-06-13T14:13:17Z`
-- repo last seen: `2026-06-12T16:51:28Z`
+- repo last seen: `2026-06-15T07:05:04Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **9**
 - snapshot authored PRs/issues: **8 PRs / 1 issues**
-- snapshot discussion activity: **44 comments / 216 reviews / 595 review comments**
+- snapshot discussion activity: **45 comments / 216 reviews / 595 review comments**
 - account age: **2914 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -1463,12 +1461,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKirtiRamchandani)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKirtiRamchandani)
 - repo first seen: `2026-06-13T17:53:25Z`
-- repo last seen: `2026-06-14T04:56:32Z`
+- repo last seen: `2026-06-15T10:43:38Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
 - account age: **3143 days**
 - recent public PR activity: **146 PRs** (14 merged / 38 closed-unmerged / 94 open; merged rate **10%**, closed-unmerged rate **26%**, open rate **64%**)
 - public orgs: none visible
@@ -1595,29 +1593,6 @@ 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
 
-### `Jah-yee`
-
-- profile: [github.com/Jah-yee](https://github.com/Jah-yee)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJah-yee)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJah-yee)
-- repo first seen: `2026-04-16T00:55:40Z`
-- repo last seen: `2026-04-19T11:59:23Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **736 days**
-- recent public PR activity: **836 PRs** (85 merged / 334 closed-unmerged / 417 open; merged rate **10%**, closed-unmerged rate **40%**, open rate **50%**)
-- public orgs: `hackclub`, `Spark-Lab-Global`, `Info-Tech-org`, `effectorHQ`
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
-- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45515: Fix CUDA availability check in get_device_properties()](https://github.com/huggingface/transformers/pull/45515) — closed
-- [PR #45509: Fix get_device_properties crash when CUDA is installed but no GPU](https://github.com/huggingface/transformers/pull/45509) — closed
-- [PR #45467: Fix MPS SDPA output shape when value head dim differs from query head dim](https://github.com/huggingface/transformers/pull/45467) — closed
-
 ### `rigen1048`
 
 - profile: [github.com/rigen1048](https://github.com/rigen1048)
@@ -1641,29 +1616,6 @@ Example artifacts:
 - [PR #45840: fix: ModuleNotFoundError caused by distributed race condition in ci/cd](https://github.com/huggingface/transformers/pull/45840) — open
 - [PR #45787: fix: ModuleNotFoundError caused by distributed race condition in ci/cd test](https://github.com/huggingface/transformers/pull/45787) — closed
 
-### `rtrompier`
-
-- profile: [github.com/rtrompier](https://github.com/rtrompier)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Artrompier)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Artrompier)
-- repo first seen: `2026-04-15T08:26:45Z`
-- repo last seen: `2026-04-24T12:27:15Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **4939 days**
-- recent public PR activity: **104 PRs** (59 merged / 2 closed-unmerged / 43 open; merged rate **57%**, closed-unmerged rate **2%**, open rate **41%**)
-- public orgs: `smartwavesa`
-- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
-- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share**
-
-Example artifacts:
-- [PR #45631: chore: bump doc-builder SHA for main doc build workflow](https://github.com/huggingface/transformers/pull/45631) — closed, merged
-- [PR #45547: Add disable_mmap kwarg to from_pretrained with hf-mount auto-detection](https://github.com/huggingface/transformers/pull/45547) — closed, merged
-- [PR #45474: chore: bump doc-builder SHA for main doc build workflow](https://github.com/huggingface/transformers/pull/45474) — closed, draft
-
 ### `SebTardif`
 
 - profile: [github.com/SebTardif](https://github.com/SebTardif)
@@ -2024,12 +1976,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adacorvo)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adacorvo)
 - repo first seen: `2026-03-13T14:45:22Z`
-- repo last seen: `2026-06-12T16:10:28Z`
+- repo last seen: `2026-06-15T11:34:49Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **16**
 - snapshot authored PRs/issues: **6 PRs / 10 issues**
-- snapshot discussion activity: **19 comments / 13 reviews / 13 review comments**
+- snapshot discussion activity: **19 comments / 14 reviews / 14 review comments**
 - account age: **5087 days**
 - recent public PR activity: **7 PRs** (1 merged / 3 closed-unmerged / 3 open; merged rate **14%**, closed-unmerged rate **43%**, open rate **43%**)
 - public orgs: none visible
@@ -2141,6 +2093,52 @@ Example artifacts:
 - [PR #45442: Update workflow references to new commit hash](https://github.com/huggingface/transformers/pull/45442) — closed, merged
 - [Issue #45182: 🔒 Track: Pin GitHub Actions to commit SHAs](https://github.com/huggingface/transformers/issues/45182) — closed
 
+### `Jah-yee`
+
+- profile: [github.com/Jah-yee](https://github.com/Jah-yee)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJah-yee)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJah-yee)
+- repo first seen: `2026-04-16T00:55:40Z`
+- repo last seen: `2026-04-19T11:59:23Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **736 days**
+- recent public PR activity: **836 PRs** (85 merged / 334 closed-unmerged / 417 open; merged rate **10%**, closed-unmerged rate **40%**, open rate **50%**)
+- public orgs: `hackclub`, `Spark-Lab-Global`, `Info-Tech-org`, `effectorHQ`
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
+- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45515: Fix CUDA availability check in get_device_properties()](https://github.com/huggingface/transformers/pull/45515) — closed
+- [PR #45509: Fix get_device_properties crash when CUDA is installed but no GPU](https://github.com/huggingface/transformers/pull/45509) — closed
+- [PR #45467: Fix MPS SDPA output shape when value head dim differs from query head dim](https://github.com/huggingface/transformers/pull/45467) — closed
+
+### `rtrompier`
+
+- profile: [github.com/rtrompier](https://github.com/rtrompier)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Artrompier)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Artrompier)
+- repo first seen: `2026-04-15T08:26:45Z`
+- repo last seen: `2026-04-24T12:27:15Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **4939 days**
+- recent public PR activity: **104 PRs** (59 merged / 2 closed-unmerged / 43 open; merged rate **57%**, closed-unmerged rate **2%**, open rate **41%**)
+- public orgs: `smartwavesa`
+- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
+- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share**
+
+Example artifacts:
+- [PR #45631: chore: bump doc-builder SHA for main doc build workflow](https://github.com/huggingface/transformers/pull/45631) — closed, merged
+- [PR #45547: Add disable_mmap kwarg to from_pretrained with hf-mount auto-detection](https://github.com/huggingface/transformers/pull/45547) — closed, merged
+- [PR #45474: chore: bump doc-builder SHA for main doc build workflow](https://github.com/huggingface/transformers/pull/45474) — closed, draft
+
 ### `sergiopaniego`
 
 - profile: [github.com/sergiopaniego](https://github.com/sergiopaniego)
@@ -2336,12 +2334,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABluear7878)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABluear7878)
 - repo first seen: `2026-05-29T04:39:19Z`
-- repo last seen: `2026-06-15T05:02:36Z`
+- repo last seen: `2026-06-15T08:38:30Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **2 comments / 1 reviews / 1 review comments**
+- snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
 - account age: **461 days**
 - recent public PR activity: **6 PRs** (4 merged / 0 closed-unmerged / 2 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
 - public orgs: none visible
@@ -3267,12 +3265,12 @@ 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: `2026-06-12T15:23:06Z`
+- repo last seen: `2026-06-15T08:43:47Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **10**
 - snapshot authored PRs/issues: **10 PRs / 0 issues**
-- snapshot discussion activity: **67 comments / 300 reviews / 816 review comments**
+- snapshot discussion activity: **67 comments / 301 reviews / 817 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`
@@ -3313,12 +3311,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aalbertvillanova)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aalbertvillanova)
 - repo first seen: `2026-01-17T10:42:01Z`
-- repo last seen: `2026-05-22T08:47:17Z`
+- repo last seen: `2026-06-15T08:46:37Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **9**
 - snapshot authored PRs/issues: **6 PRs / 3 issues**
-- snapshot discussion activity: **23 comments / 12 reviews / 8 review comments**
+- snapshot discussion activity: **24 comments / 12 reviews / 8 review comments**
 - account age: **4257 days**
 - recent public PR activity: **157 PRs** (143 merged / 10 closed-unmerged / 4 open; merged rate **91%**, closed-unmerged rate **6%**, open rate **3%**)
 - public orgs: `huggingface`, `aiinnova`, `bigscience-workshop`
@@ -3339,12 +3337,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALysandreJik)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALysandreJik)
 - repo first seen: `2021-08-30T15:40:15Z`
-- repo last seen: `2026-06-08T14:17:42Z`
+- repo last seen: `2026-06-15T09:18:48Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **6 PRs / 2 issues**
-- snapshot discussion activity: **18 comments / 36 reviews / 52 review comments**
+- snapshot discussion activity: **19 comments / 36 reviews / 52 review comments**
 - account age: **3177 days**
 - recent public PR activity: **7 PRs** (5 merged / 1 closed-unmerged / 1 open; merged rate **71%**, closed-unmerged rate **14%**, open rate **14%**)
 - public orgs: `conda-forge`, `huggingface`, `ProjectBlackFalcon`, `PyTorch-Community-Voices`, `PyTorch-GitHub-Badge-Ecosystem-Day`, `Hugging-Face-Supporter`, `Hugging-Face-Helping-Hand`
@@ -3727,28 +3725,6 @@ Example artifacts:
 - [PR #45740: Fix IndexError in sdpa_mask and flex_attention_mask for 0D tensors during ONNX export](https://github.com/huggingface/transformers/pull/45740) — closed
 - [PR #44422: docs: add Spanish translation for conversations.md (chat basics)](https://github.com/huggingface/transformers/pull/44422) — closed, merged
 
-### `nuxlear`
-
-- profile: [github.com/nuxlear](https://github.com/nuxlear)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anuxlear)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anuxlear)
-- repo first seen: `2026-01-02T07:29:46Z`
-- repo last seen: `2026-05-04T13:40:48Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **13 comments / 25 reviews / 25 review comments**
-- account age: **3757 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 #45471: Add EXAONE 4.5 implementations](https://github.com/huggingface/transformers/pull/45471) — closed, merged
-- [PR #43080: Add EXAONE-MoE implementations](https://github.com/huggingface/transformers/pull/43080) — closed, merged
-
 ### `orbisai0security`
 
 - profile: [github.com/orbisai0security](https://github.com/orbisai0security)
@@ -4563,6 +4539,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45641: Fix NameError in serving CLI due to conditional import asymmetry](https://github.com/huggingface/transformers/pull/45641) — closed
 
+### `adhavan18`
+
+- profile: [github.com/adhavan18](https://github.com/adhavan18)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aadhavan18)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aadhavan18)
+- repo first seen: `2026-06-15T11:44:11Z`
+- repo last seen: `2026-06-15T11:44:11Z`
+- first seen in snapshot: **yes**
+- 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**
+- account age: **1585 days**
+- recent public PR activity: **17 PRs** (4 merged / 2 closed-unmerged / 11 open; merged rate **24%**, closed-unmerged rate **12%**, open rate **65%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **high**, automation risk **low**
+- heuristic read: **broad repo spread; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46663: fix(t5): use "decoder's " prefix in error messages when called on decoder stack](https://github.com/huggingface/transformers/pull/46663) — open
+
 ### `Aditya-ad48`
 
 - profile: [github.com/Aditya-ad48](https://github.com/Aditya-ad48)
@@ -6243,27 +6240,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45743: fix(bitsandbytes): implement reverse_op for Bnb4bitDeserialize and Bnb8bitDeserialize](https://github.com/huggingface/transformers/pull/45743) — closed
 
-### `kevinmalana`
-
-- profile: [github.com/kevinmalana](https://github.com/kevinmalana)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akevinmalana)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akevinmalana)
-- repo first seen: `2026-04-16T10:03:07Z`
-- repo last seen: `2026-04-16T10:03:07Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
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-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2248 days**
-- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #45472: fix(testing_utils): guard get_device_capability with torch.cuda.is_available()](https://github.com/huggingface/transformers/pull/45472) — closed
-
 ### `kfojcik-intel`
 
 - profile: [github.com/kfojcik-intel](https://github.com/kfojcik-intel)
@@ -7545,27 +7521,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46476: Fix: skip caching_allocator_warmup for non-CUDA/XPU accelerator devices](https://github.com/huggingface/transformers/pull/46476) — closed
 
-### `Spectual`
-
-- profile: [github.com/Spectual](https://github.com/Spectual)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASpectual)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASpectual)
-- repo first seen: `2026-04-16T06:54:56Z`
-- repo last seen: `2026-04-16T06:54:56Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
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-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **high**, automation risk **low**
-- heuristic read: **broad repo spread; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45469: Fix: propagate interpolate_pos_encoding through Pixio model hierarchy](https://github.com/huggingface/transformers/pull/45469) — closed
-
 ### `srinjoy356`
 
 - profile: [github.com/srinjoy356](https://github.com/srinjoy356)

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+      "average_similarity": 0.369,
+      "summary": "5 open PRs share weighted file overlap around `src/transformers/trainer.py`, `tests/trainer/test_trainer.py`; representative PR #34925.",
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       "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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+      "average_similarity": 0.484,
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@@ -2742,8 +2653,8 @@
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@@ -2828,7 +2739,7 @@
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-          ],
-          "shared_directories": [
-            "src/transformers",
-            "tests/trainer",
-            "src",
-            "tests"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-44066-3",
       "pr_numbers": [
@@ -3506,7 +3289,7 @@
           "left_pr_number": 46554,
           "right_pr_number": 46563,
           "similarity": 0.873,
-          "content_similarity": 0.997,
+          "content_similarity": 0.996,
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           "concentration_similarity": 1.0,
@@ -3544,7 +3327,7 @@
         46474
       ],
       "representative_pr_number": 46173,
-      "average_similarity": 0.831,
+      "average_similarity": 0.833,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/cache_utils.py`; representative PR #46173.",
       "shared_filenames": [
         "src/transformers/cache_utils.py"
@@ -3573,8 +3356,8 @@
         {
           "left_pr_number": 44893,
           "right_pr_number": 46173,
-          "similarity": 0.746,
-          "content_similarity": 0.804,
+          "similarity": 0.75,
+          "content_similarity": 0.809,
           "size_similarity": 0.222,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3589,8 +3372,8 @@
         {
           "left_pr_number": 44893,
           "right_pr_number": 46474,
-          "similarity": 0.746,
-          "content_similarity": 0.804,
+          "similarity": 0.75,
+          "content_similarity": 0.809,
           "size_similarity": 0.222,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3605,77 +3388,77 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-46635-3",
+      "cluster_id": "pr-scope-46647-3",
       "pr_numbers": [
-        46635,
-        46636,
-        46637
+        46647,
+        46648,
+        46649
       ],
-      "representative_pr_number": 46636,
-      "average_similarity": 0.57,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/configuration_utils.py`, `tests/generation/test_utils.py`; representative PR #46636.",
+      "representative_pr_number": 46648,
+      "average_similarity": 0.66,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_rope_utils.py`, `src/transformers/processing_utils.py`, `src/transformers/models/mobilebert/modeling_mobilebert.py`; representative PR #46648.",
       "shared_filenames": [
-        "src/transformers/generation/configuration_utils.py",
-        "tests/generation/test_utils.py"
+        "src/transformers/modeling_rope_utils.py",
+        "src/transformers/processing_utils.py",
+        "src/transformers/models/mobilebert/modeling_mobilebert.py"
       ],
       "shared_directories": [
-        "src/transformers/generation",
         "src/transformers",
         "src",
-        "tests/generation",
-        "tests"
+        "src/transformers/models/mobilebert",
+        "src/transformers/models"
       ],
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         {
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-          "content_similarity": 0.666,
-          "size_similarity": 0.5,
-          "breadth_similarity": 0.667,
-          "concentration_similarity": 1.0,
+          "left_pr_number": 46648,
+          "right_pr_number": 46649,
+          "similarity": 0.845,
+          "content_similarity": 0.87,
+          "size_similarity": 0.8,
+          "breadth_similarity": 0.708,
+          "concentration_similarity": 0.9,
           "shared_filenames": [
-            "src/transformers/generation/configuration_utils.py",
-            "tests/generation/test_utils.py"
+            "src/transformers/modeling_rope_utils.py",
+            "src/transformers/models/mobilebert/modeling_mobilebert.py",
+            "src/transformers/processing_utils.py"
           ],
           "shared_directories": [
-            "src/transformers/generation",
+            "src/transformers/models/mobilebert",
+            "src/transformers/models",
             "src/transformers",
-            "tests/generation",
-            "src",
-            "tests"
+            "src"
           ]
         },
         {
-          "left_pr_number": 46635,
-          "right_pr_number": 46636,
-          "similarity": 0.633,
-          "content_similarity": 0.69,
+          "left_pr_number": 46647,
+          "right_pr_number": 46648,
+          "similarity": 0.616,
+          "content_similarity": 0.654,
           "size_similarity": 0.5,
-          "breadth_similarity": 0.5,
+          "breadth_similarity": 0.583,
           "concentration_similarity": 0.5,
           "shared_filenames": [
-            "src/transformers/generation/configuration_utils.py"
+            "src/transformers/modeling_rope_utils.py",
+            "src/transformers/processing_utils.py"
           ],
           "shared_directories": [
-            "src/transformers/generation",
             "src/transformers",
             "src"
           ]
         },
         {
-          "left_pr_number": 46635,
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-          "content_similarity": 0.461,
-          "size_similarity": 0.25,
-          "breadth_similarity": 0.333,
-          "concentration_similarity": 0.5,
+          "left_pr_number": 46647,
+          "right_pr_number": 46649,
+          "similarity": 0.52,
+          "content_similarity": 0.569,
+          "size_similarity": 0.4,
+          "breadth_similarity": 0.417,
+          "concentration_similarity": 0.4,
           "shared_filenames": [
-            "src/transformers/generation/configuration_utils.py"
+            "src/transformers/modeling_rope_utils.py",
+            "src/transformers/processing_utils.py"
           ],
           "shared_directories": [
-            "src/transformers/generation",
             "src/transformers",
             "src"
           ]
@@ -3967,7 +3750,7 @@
         {
           "left_pr_number": 43997,
           "right_pr_number": 44019,
-          "similarity": 0.276,
+          "similarity": 0.275,
           "content_similarity": 0.025,
           "size_similarity": 0.722,
           "breadth_similarity": 1.0,
@@ -3989,7 +3772,7 @@
         46196
       ],
       "representative_pr_number": 44114,
-      "average_similarity": 0.526,
+      "average_similarity": 0.527,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/models/data2vec/modeling_data2vec_audio.py`, `src/transformers/models/wavlm/modeling_wavlm.py`, `src/transformers/models/hubert/modeling_hubert.py`; representative PR #44114.",
       "shared_filenames": [
         "src/transformers/models/data2vec/modeling_data2vec_audio.py",
@@ -4048,8 +3831,8 @@
         {
           "left_pr_number": 44114,
           "right_pr_number": 45720,
-          "similarity": 0.502,
-          "content_similarity": 0.424,
+          "similarity": 0.504,
+          "content_similarity": 0.426,
           "size_similarity": 0.549,
           "breadth_similarity": 0.727,
           "concentration_similarity": 0.999,
@@ -4081,8 +3864,8 @@
         {
           "left_pr_number": 45720,
           "right_pr_number": 46196,
-          "similarity": 0.396,
-          "content_similarity": 0.324,
+          "similarity": 0.397,
+          "content_similarity": 0.326,
           "size_similarity": 0.263,
           "breadth_similarity": 0.798,
           "concentration_similarity": 0.994,
@@ -4261,7 +4044,7 @@
         46615
       ],
       "representative_pr_number": 46436,
-      "average_similarity": 0.438,
+      "average_similarity": 0.448,
       "summary": "3 open PRs share weighted file overlap around `tests/generation/test_utils.py`, `src/transformers/generation/utils.py`; representative PR #46436.",
       "shared_filenames": [
         "tests/generation/test_utils.py",
@@ -4278,8 +4061,8 @@
         {
           "left_pr_number": 46436,
           "right_pr_number": 46615,
-          "similarity": 0.518,
-          "content_similarity": 0.476,
+          "similarity": 0.531,
+          "content_similarity": 0.494,
           "size_similarity": 0.296,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.805,
@@ -4298,8 +4081,8 @@
         {
           "left_pr_number": 46124,
           "right_pr_number": 46436,
-          "similarity": 0.444,
-          "content_similarity": 0.219,
+          "similarity": 0.453,
+          "content_similarity": 0.232,
           "size_similarity": 0.966,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.922,
@@ -4317,8 +4100,8 @@
         {
           "left_pr_number": 46124,
           "right_pr_number": 46615,
-          "similarity": 0.35,
-          "content_similarity": 0.233,
+          "similarity": 0.359,
+          "content_similarity": 0.246,
           "size_similarity": 0.286,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.883,
@@ -4343,7 +4126,7 @@
         46643
       ],
       "representative_pr_number": 46643,
-      "average_similarity": 0.432,
+      "average_similarity": 0.433,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`, `src/transformers/generation/utils.py`; representative PR #46643.",
       "shared_filenames": [
         "src/transformers/generation/logits_process.py",
@@ -4361,8 +4144,8 @@
         {
           "left_pr_number": 45413,
           "right_pr_number": 46643,
-          "similarity": 0.473,
-          "content_similarity": 0.375,
+          "similarity": 0.474,
+          "content_similarity": 0.376,
           "size_similarity": 0.571,
           "breadth_similarity": 0.833,
           "concentration_similarity": 0.821,
@@ -4382,7 +4165,7 @@
           "left_pr_number": 42112,
           "right_pr_number": 46643,
           "similarity": 0.417,
-          "content_similarity": 0.455,
+          "content_similarity": 0.456,
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           "breadth_similarity": 0.521,
           "concentration_similarity": 0.841,
@@ -4402,8 +4185,8 @@
         {
           "left_pr_number": 42112,
           "right_pr_number": 45413,
-          "similarity": 0.406,
-          "content_similarity": 0.441,
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+          "content_similarity": 0.443,
           "size_similarity": 0.017,
           "breadth_similarity": 0.458,
           "concentration_similarity": 0.981,
@@ -4437,31 +4220,122 @@
         "src/transformers/models/llama/modeling_llama.py"
       ],
       "shared_directories": [
-        "src/transformers/models/llama",
+        "src/transformers/models/llama",
+        "src/transformers/models",
+        "src/transformers",
+        "src",
+        "tests/models/llama",
+        "tests/models",
+        "tests"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45742,
+          "right_pr_number": 46211,
+          "similarity": 0.564,
+          "content_similarity": 0.502,
+          "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"
+          ]
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+        {
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+          "right_pr_number": 45742,
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+          "content_similarity": 0.365,
+          "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-46595-3",
+      "pr_numbers": [
+        46595,
+        46642,
+        46654
+      ],
+      "representative_pr_number": 46654,
+      "average_similarity": 0.384,
+      "summary": "3 open PRs share weighted file overlap around `tests/models/diffusion_gemma/test_modeling_diffusion_gemma.py`, `src/transformers/models/diffusion_gemma/generation_diffusion_gemma.py`, `src/transformers/models/diffusion_gemma/modular_diffusion_gemma.py`; representative PR #46654.",
+      "shared_filenames": [
+        "tests/models/diffusion_gemma/test_modeling_diffusion_gemma.py",
+        "src/transformers/models/diffusion_gemma/generation_diffusion_gemma.py",
+        "src/transformers/models/diffusion_gemma/modular_diffusion_gemma.py",
+        "src/transformers/models/diffusion_gemma/modeling_diffusion_gemma.py",
+        "src/transformers/models/gemma4/modular_gemma4.py",
+        "src/transformers/models/gemma4/modeling_gemma4.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/diffusion_gemma",
+        "tests/models/diffusion_gemma",
         "src/transformers/models",
+        "tests/models",
         "src/transformers",
+        "tests",
         "src",
-        "tests/models/llama",
-        "tests/models",
-        "tests"
+        "src/transformers/models/gemma4"
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       "pairwise": [
         {
-          "left_pr_number": 45742,
-          "right_pr_number": 46211,
-          "similarity": 0.564,
-          "content_similarity": 0.502,
-          "size_similarity": 0.963,
-          "breadth_similarity": 0.25,
-          "concentration_similarity": 0.852,
+          "left_pr_number": 46642,
+          "right_pr_number": 46654,
+          "similarity": 0.459,
+          "content_similarity": 0.353,
+          "size_similarity": 0.547,
+          "breadth_similarity": 0.85,
+          "concentration_similarity": 0.893,
           "shared_filenames": [
-            "src/transformers/models/llama/configuration_llama.py",
-            "tests/models/llama/test_modeling_llama.py"
+            "src/transformers/models/diffusion_gemma/modeling_diffusion_gemma.py",
+            "src/transformers/models/diffusion_gemma/modular_diffusion_gemma.py",
+            "src/transformers/models/gemma4/modeling_gemma4.py",
+            "src/transformers/models/gemma4/modular_gemma4.py",
+            "tests/models/diffusion_gemma/test_modeling_diffusion_gemma.py"
           ],
           "shared_directories": [
-            "src/transformers/models/llama",
+            "src/transformers/models/diffusion_gemma",
+            "src/transformers/models/gemma4",
             "src/transformers/models",
-            "tests/models/llama",
+            "tests/models/diffusion_gemma",
             "src/transformers",
             "tests/models",
             "src",
@@ -4469,37 +4343,46 @@
           ]
         },
         {
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-          "content_similarity": 0.365,
-          "size_similarity": 0.782,
-          "breadth_similarity": 0.833,
-          "concentration_similarity": 0.72,
+          "left_pr_number": 46595,
+          "right_pr_number": 46654,
+          "similarity": 0.377,
+          "content_similarity": 0.28,
+          "size_similarity": 0.562,
+          "breadth_similarity": 0.522,
+          "concentration_similarity": 0.893,
           "shared_filenames": [
-            "src/transformers/models/llama/modeling_llama.py"
+            "src/transformers/models/diffusion_gemma/generation_diffusion_gemma.py",
+            "tests/models/diffusion_gemma/test_modeling_diffusion_gemma.py"
           ],
           "shared_directories": [
-            "src/transformers/models/llama",
+            "src/transformers/models/diffusion_gemma",
             "src/transformers/models",
+            "tests/models/diffusion_gemma",
             "src/transformers",
-            "src"
+            "tests/models",
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-          "size_similarity": 0.753,
-          "breadth_similarity": 0.2,
-          "concentration_similarity": 0.571,
-          "shared_filenames": [],
+          "left_pr_number": 46595,
+          "right_pr_number": 46642,
+          "similarity": 0.316,
+          "content_similarity": 0.105,
+          "size_similarity": 0.973,
+          "breadth_similarity": 0.575,
+          "concentration_similarity": 0.786,
+          "shared_filenames": [
+            "tests/models/diffusion_gemma/test_modeling_diffusion_gemma.py"
+          ],
           "shared_directories": [
-            "src/transformers/models/llama",
+            "src/transformers/models/diffusion_gemma",
             "src/transformers/models",
+            "tests/models/diffusion_gemma",
             "src/transformers",
-            "src"
+            "tests/models",
+            "src",
+            "tests"
           ]
         }
       ]
@@ -4512,7 +4395,7 @@
         46446
       ],
       "representative_pr_number": 46446,
-      "average_similarity": 0.373,
+      "average_similarity": 0.37,
       "summary": "3 open PRs share weighted file overlap around `tests/utils/test_cache_utils.py`, `src/transformers/cache_utils.py`, `src/transformers/generation/utils.py`; representative PR #46446.",
       "shared_filenames": [
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@@ -4528,18 +4411,20 @@
       ],
       "pairwise": [
         {
-          "left_pr_number": 43875,
+          "left_pr_number": 42655,
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-          "similarity": 0.418,
-          "content_similarity": 0.424,
-          "size_similarity": 0.146,
-          "breadth_similarity": 0.533,
-          "concentration_similarity": 0.919,
+          "similarity": 0.423,
+          "content_similarity": 0.351,
+          "size_similarity": 0.305,
+          "breadth_similarity": 0.875,
+          "concentration_similarity": 0.874,
           "shared_filenames": [
             "src/transformers/cache_utils.py",
+            "src/transformers/generation/utils.py",
             "tests/utils/test_cache_utils.py"
           ],
           "shared_directories": [
+            "src/transformers/generation",
             "src/transformers",
             "tests/utils",
             "src",
@@ -4547,20 +4432,18 @@
           ]
         },
         {
-          "left_pr_number": 42655,
+          "left_pr_number": 43875,
           "right_pr_number": 46446,
-          "similarity": 0.417,
-          "content_similarity": 0.361,
-          "size_similarity": 0.29,
-          "breadth_similarity": 0.792,
-          "concentration_similarity": 0.841,
+          "similarity": 0.406,
+          "content_similarity": 0.411,
+          "size_similarity": 0.138,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.951,
           "shared_filenames": [
             "src/transformers/cache_utils.py",
-            "src/transformers/generation/utils.py",
             "tests/utils/test_cache_utils.py"
           ],
           "shared_directories": [
-            "src/transformers/generation",
             "src/transformers",
             "tests/utils",
             "src",
@@ -4570,8 +4453,8 @@
         {
           "left_pr_number": 42655,
           "right_pr_number": 43875,
-          "similarity": 0.285,
-          "content_similarity": 0.272,
+          "similarity": 0.282,
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           "size_similarity": 0.042,
           "breadth_similarity": 0.417,
           "concentration_similarity": 0.923,
@@ -4625,7 +4508,7 @@
         {
           "left_pr_number": 44407,
           "right_pr_number": 44550,
-          "similarity": 0.358,
+          "similarity": 0.359,
           "content_similarity": 0.093,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
@@ -4979,6 +4862,43 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45606-2",
+      "pr_numbers": [
+        45606,
+        45607
+      ],
+      "representative_pr_number": 45606,
+      "average_similarity": 0.778,
+      "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"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45606,
+          "right_pr_number": 45607,
+          "similarity": 0.778,
+          "content_similarity": 0.829,
+          "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-45639-2",
       "pr_numbers": [
@@ -5003,7 +4923,7 @@
           "left_pr_number": 45639,
           "right_pr_number": 45645,
           "similarity": 0.777,
-          "content_similarity": 0.836,
+          "content_similarity": 0.837,
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           "breadth_similarity": 0.5,
           "concentration_similarity": 0.893,
@@ -5085,43 +5005,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-45606-2",
-      "pr_numbers": [
-        45606,
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