Refresh transformers dataset snapshot 20260519T060042Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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+- latest snapshot: `20260519T060042Z`
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@@ -15582,12 +15670,12 @@
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@@ -15905,11 +15993,11 @@
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new-contributors-report.md

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260519T000033Z`
-- Generated: `2026-05-19T00:01:34Z`
+- Snapshot: `20260519T060042Z`
+- Generated: `2026-05-19T06:03:18Z`
 - Activity window: `60d`
 - Contributors: `356`
 
@@ -9,10 +9,10 @@
 
 | 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` | 92 | 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` | 94 | 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` | 89 | 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` | 77 | 0 | strong | low | 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` | 76 | 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` | 77 | 0 | 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` | 74 | 4 | 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` | 57 | 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` | 50 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
@@ -22,7 +22,7 @@
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 32 | 20 | strong | low | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 30 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-10-03T15:26:01Z` | 30 | 0 | strong | low | low | targets high-star repos |
-| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 26 | 0 | strong | low | low | targets high-star repos |
+| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 27 | 0 | strong | low | low | targets high-star repos |
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 22 | 4 | strong | moderate | low | high recent PR volume |
 | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 21 | 0 | strong | low | low | targets high-star repos |
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 20 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
@@ -34,6 +34,7 @@
 | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 16 | 0 | strong | moderate | low | — |
 | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 16 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 15 | 0 | strong | moderate | low | targets high-star repos |
+| `AI-Safeter` | [profile](https://github.com/AI-Safeter) | yes | FIRST_TIME_CONTRIBUTOR | 0d | `2026-05-19T04:38:35Z` | 14 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Sai-Suraj-27` | [profile](https://github.com/Sai-Suraj-27) | no | CONTRIBUTOR | 1745d | `2026-01-23T17:10:04Z` | 14 | 0 | strong | low | low | targets high-star repos |
 | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 13 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 9 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
@@ -115,7 +116,7 @@
 | `matdou` | [profile](https://github.com/matdou) | no | FIRST_TIME_CONTRIBUTOR | 1502d | `2026-03-26T23:00:35Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `maxsloef-goodfire` | [profile](https://github.com/maxsloef-goodfire) | no | CONTRIBUTOR | 315d | `2026-03-21T20:25:51Z` | 2 | 0 | mixed | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `moonbogi` | [profile](https://github.com/moonbogi) | no | CONTRIBUTOR | 3943d | `2026-04-27T22:45:13Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `nileshpatil6` | [profile](https://github.com/nileshpatil6) | no | FIRST_TIME_CONTRIBUTOR | 1148d | `2026-05-16T14:53:41Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `nileshpatil6` | [profile](https://github.com/nileshpatil6) | no | CONTRIBUTOR | 1148d | `2026-05-16T14:53:41Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `onwp` | [profile](https://github.com/onwp) | no | CONTRIBUTOR | 2575d | `2026-04-01T05:05:40Z` | 2 | 0 | mixed | high | low | broad repo spread; 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 |
 | `osman-akkawi` | [profile](https://github.com/osman-akkawi) | no | NONE | 825d | `2026-03-27T17:04:14Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -132,6 +133,7 @@
 | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3697d | `2025-08-10T08:43:09Z` | 25 | 0 | mixed | moderate | low | extremely high recent PR volume |
 | `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2888d | `2025-12-12T17:57:18Z` | 15 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 11 | 0 | mixed | moderate | low | — |
+| `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 10 | 0 | mixed | low | low | high open PR share |
 | `CodersAcademy006` | [profile](https://github.com/CodersAcademy006) | no | CONTRIBUTOR | 1448d | `2025-10-15T09:44:53Z` | 6 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 5 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
@@ -179,7 +181,6 @@
 | `HallerPatrick` | [profile](https://github.com/HallerPatrick) | no | CONTRIBUTOR | 3474d | `2026-03-31T14:44:05Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `HanFa` | [profile](https://github.com/HanFa) | no | CONTRIBUTOR | 3537d | `2026-03-29T04:06:21Z` | 1 | 1 | mixed | low | low | targets high-star repos |
 | `inisis` | [profile](https://github.com/inisis) | no | CONTRIBUTOR | 2670d | `2026-03-24T02:42:32Z` | 1 | 1 | strong | low | low | — |
-| `IvanFan-Van` | [profile](https://github.com/IvanFan-Van) | no | FIRST_TIME_CONTRIBUTOR | 1546d | `2026-03-20T04:29:57Z` | 1 | 1 | strong | low | low | — |
 | `jesperschlegel` | [profile](https://github.com/jesperschlegel) | no | FIRST_TIME_CONTRIBUTOR | 3705d | `2026-04-07T17:51:38Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `josh-kean` | [profile](https://github.com/josh-kean) | no | FIRST_TIME_CONTRIBUTOR | 2847d | `2026-03-22T17:57:33Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `kasakh` | [profile](https://github.com/kasakh) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-05-10T06:09:08Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -194,7 +195,7 @@
 | `syncdoth` | [profile](https://github.com/syncdoth) | no | FIRST_TIME_CONTRIBUTOR | 2690d | `2026-03-21T06:05:36Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `Tokarak` | [profile](https://github.com/Tokarak) | no | CONTRIBUTOR | 2200d | `2026-04-19T17:22:36Z` | 1 | 1 | weak | low | low | high open PR share |
 | `ZSLsherly` | [profile](https://github.com/ZSLsherly) | no | FIRST_TIMER | 975d | `2026-04-15T03:09:38Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `0Sh1khar` | [profile](https://github.com/0Sh1khar) | no | FIRST_TIMER | 660d | `2026-05-18T14:31:57Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `0Sh1khar` | [profile](https://github.com/0Sh1khar) | no | NONE | 660d | `2026-05-18T14:31:57Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `1fanwang` | [profile](https://github.com/1fanwang) | no | FIRST_TIME_CONTRIBUTOR | 3545d | `2026-05-12T13:51:52Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `aaronmjz` | [profile](https://github.com/aaronmjz) | no | FIRST_TIMER | 1072d | `2026-05-10T17:17:58Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `aarushisingh04` | [profile](https://github.com/aarushisingh04) | no | CONTRIBUTOR | 1351d | `2026-03-27T18:26:03Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share |
@@ -248,7 +249,7 @@
 | `Exile333` | [profile](https://github.com/Exile333) | no | FIRST_TIME_CONTRIBUTOR | 3582d | `2026-04-30T16:23:49Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `fm1320` | [profile](https://github.com/fm1320) | no | FIRST_TIME_CONTRIBUTOR | 2016d | `2026-05-02T02:04:46Z` | 1 | 0 | strong | high | low | high recent PR volume; broad repo spread |
 | `fullyz` | [profile](https://github.com/fullyz) | no | CONTRIBUTOR | 2564d | `2026-05-11T13:43:45Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `gabrielspmoreira` | [profile](https://github.com/gabrielspmoreira) | yes | FIRST_TIME_CONTRIBUTOR | 5647d | `2026-05-18T23:25:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `gabrielspmoreira` | [profile](https://github.com/gabrielspmoreira) | no | FIRST_TIME_CONTRIBUTOR | 5647d | `2026-05-18T23:25:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `gagandhakrey` | [profile](https://github.com/gagandhakrey) | no | NONE | 2285d | `2026-04-05T03:45:23Z` | 1 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `GANESH-NADKARNI` | [profile](https://github.com/GANESH-NADKARNI) | no | NONE | 631d | `2026-05-06T16:10:59Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `garybadwal` | [profile](https://github.com/garybadwal) | no | FIRST_TIME_CONTRIBUTOR | 1178d | `2026-04-21T04:38:14Z` | 1 | 0 | weak | low | low | targets high-star repos |
@@ -276,14 +277,13 @@
 | `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 |
 | `joerowell` | [profile](https://github.com/joerowell) | no | CONTRIBUTOR | 3394d | `2026-04-28T08:24:28Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `JonusClapshaw` | [profile](https://github.com/JonusClapshaw) | no | NONE | 2428d | `2026-02-24T22:09:56Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share; no visible non-self stars |
 | `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 |
 | `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 |
 | `kamalrajkannan78` | [profile](https://github.com/kamalrajkannan78) | no | CONTRIBUTOR | 814d | `2026-04-07T05:24:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume; no visible non-self stars |
 | `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 |
-| `kiwigitops` | [profile](https://github.com/kiwigitops) | yes | FIRST_TIME_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 |
+| `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 |
 | `kuishou68` | [profile](https://github.com/kuishou68) | no | NONE | 2457d | `2026-05-05T02:27:41Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `lalitha2410` | [profile](https://github.com/lalitha2410) | no | FIRST_TIMER | 1043d | `2026-05-17T13:42:37Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `layla1824` | [profile](https://github.com/layla1824) | no | FIRST_TIMER | 2241d | `2026-03-26T16:48:53Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -374,12 +374,12 @@
 - 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: `2026-05-18T05:13:54Z`
+- repo last seen: `2026-05-19T04:54:32Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **92**
-- snapshot authored PRs/issues: **92 PRs / 0 issues**
-- snapshot discussion activity: **244 comments / 324 reviews / 500 review comments**
+- repo primary artifacts: **94**
+- snapshot authored PRs/issues: **94 PRs / 0 issues**
+- snapshot discussion activity: **245 comments / 324 reviews / 500 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`
@@ -387,9 +387,9 @@
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46066: Remove mask visualization tool from `masking_utils.py`](https://github.com/huggingface/transformers/pull/46066) — open
+- [PR #46049: Fix Gemma4 generation from inputs_embeds and per_layer_inputs](https://github.com/huggingface/transformers/pull/46049) — open
 - [PR #45927: Expose `per_layer_inputs` for every Gemma4 variants](https://github.com/huggingface/transformers/pull/45927) — closed, merged
-- [PR #45912: Fix fsdp2 for gemma models with shared kv states](https://github.com/huggingface/transformers/pull/45912) — closed, merged
-- [PR #45909: Automatically inherit properties from children in composite models](https://github.com/huggingface/transformers/pull/45909) — closed, merged
 
 ### `tarekziade`
 
@@ -397,12 +397,12 @@ 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: `2026-05-18T05:22:49Z`
+- repo last seen: `2026-05-19T01:02:25Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **95**
 - snapshot authored PRs/issues: **89 PRs / 6 issues**
-- snapshot discussion activity: **173 comments / 193 reviews / 184 review comments**
+- snapshot discussion activity: **173 comments / 195 reviews / 186 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`
@@ -446,12 +446,12 @@ 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: `2026-05-18T05:24:07Z`
+- repo last seen: `2026-05-19T01:54:40Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **76**
-- snapshot authored PRs/issues: **76 PRs / 0 issues**
-- snapshot discussion activity: **533 comments / 800 reviews / 1843 review comments**
+- repo primary artifacts: **77**
+- snapshot authored PRs/issues: **77 PRs / 0 issues**
+- snapshot discussion activity: **539 comments / 810 reviews / 1852 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`
@@ -459,9 +459,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46046: Add the other processors to auto-mappings](https://github.com/huggingface/transformers/pull/46046) — open
 - [PR #45827: Delete dead code in qwen-vl series](https://github.com/huggingface/transformers/pull/45827) — open
 - [PR #45826: Fix gemma4 with multi-gpu setup](https://github.com/huggingface/transformers/pull/45826) — closed, merged
-- [PR #45806: Fix decorator order](https://github.com/huggingface/transformers/pull/45806) — closed, merged
 
 ### `kaixuanliu`
 
@@ -495,12 +495,12 @@ 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: `2026-05-18T07:12:37Z`
+- repo last seen: `2026-05-19T05:52:17Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **60**
 - snapshot authored PRs/issues: **57 PRs / 3 issues**
-- snapshot discussion activity: **175 comments / 591 reviews / 1188 review comments**
+- snapshot discussion activity: **175 comments / 597 reviews / 1210 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
@@ -521,12 +521,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
 - repo first seen: `2024-02-08T22:19:09Z`
-- repo last seen: `2026-05-18T07:34:10Z`
+- repo last seen: `2026-05-19T02:05:28Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **52**
 - snapshot authored PRs/issues: **50 PRs / 2 issues**
-- snapshot discussion activity: **27 comments / 138 reviews / 241 review comments**
+- snapshot discussion activity: **28 comments / 141 reviews / 241 review comments**
 - account age: **2296 days**
 - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
 - public orgs: `huggingface`
@@ -584,7 +584,7 @@ Example artifacts:
 
 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) — open
+- [PR #46030: Init the actual tensor, not a copy](https://github.com/huggingface/transformers/pull/46030) — closed, merged
 - [PR #45942: Revert 45777](https://github.com/huggingface/transformers/pull/45942) — closed, merged
 
 ### `SunMarc`
@@ -593,12 +593,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc)
 - repo first seen: `2024-09-02T13:41:47Z`
-- repo last seen: `2026-05-18T08:15:34Z`
+- repo last seen: `2026-05-19T05:42:25Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **45**
 - snapshot authored PRs/issues: **43 PRs / 2 issues**
-- snapshot discussion activity: **173 comments / 286 reviews / 417 review comments**
+- snapshot discussion activity: **175 comments / 290 reviews / 425 review comments**
 - account age: **2360 days**
 - recent public PR activity: **35 PRs** (28 merged / 3 closed-unmerged / 4 open; merged rate **80%**, closed-unmerged rate **9%**, open rate **11%**)
 - public orgs: `huggingface`
@@ -667,12 +667,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayonigozlan)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayonigozlan)
 - repo first seen: `2025-10-03T15:26:01Z`
-- repo last seen: `2026-05-18T22:17:19Z`
+- repo last seen: `2026-05-19T00:47:50Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **30**
 - snapshot authored PRs/issues: **30 PRs / 0 issues**
-- snapshot discussion activity: **60 comments / 193 reviews / 379 review comments**
+- snapshot discussion activity: **61 comments / 193 reviews / 379 review comments**
 - account age: **1978 days**
 - recent public PR activity: **15 PRs** (11 merged / 0 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
 - public orgs: `huggingface`
@@ -690,11 +690,11 @@ Example artifacts:
 - 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: `2026-01-13T09:15:18Z`
-- repo last seen: `2026-05-15T01:57:27Z`
+- repo last seen: `2026-05-19T04:49:28Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **26**
-- snapshot authored PRs/issues: **26 PRs / 0 issues**
+- repo primary artifacts: **27**
+- snapshot authored PRs/issues: **27 PRs / 0 issues**
 - snapshot discussion activity: **44 comments / 135 reviews / 147 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%**)
@@ -703,9 +703,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #45984: [CB] Remove OpenTelemetry](https://github.com/huggingface/transformers/pull/45984) — open
+- [PR #46065: Restore test utils fix](https://github.com/huggingface/transformers/pull/46065) — open
+- [PR #45984: [CB] Remove OpenTelemetry](https://github.com/huggingface/transformers/pull/45984) — closed, merged
 - [PR #45911: [CB] Hide activation footprint by using the CUDA graph pool](https://github.com/huggingface/transformers/pull/45911) — closed, merged
-- [PR #45821: [CB] [Major] Add tensor paralellism](https://github.com/huggingface/transformers/pull/45821) — closed, merged
 
 ### `jiqing-feng`
 
@@ -814,12 +814,12 @@ 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: `2026-05-18T00:51:26Z`
+- repo last seen: `2026-05-19T00:38:13Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **21**
 - snapshot authored PRs/issues: **18 PRs / 3 issues**
-- snapshot discussion activity: **59 comments / 227 reviews / 202 review comments**
+- snapshot discussion activity: **60 comments / 227 reviews / 202 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`
@@ -976,6 +976,29 @@ Example artifacts:
 - [PR #45363: n-to-1 kernel fusion via `KernelConfig`](https://github.com/huggingface/transformers/pull/45363) — open, draft
 - [PR #45155: Load adapter with TP](https://github.com/huggingface/transformers/pull/45155) — closed, merged
 
+### `AI-Safeter`
+
+- profile: [github.com/AI-Safeter](https://github.com/AI-Safeter)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAI-Safeter)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAI-Safeter)
+- repo first seen: `2026-05-19T04:38:35Z`
+- repo last seen: `2026-05-19T04:45:45Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **14**
+- snapshot authored PRs/issues: **14 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **0 days**
+- recent public PR activity: **14 PRs** (0 merged / 0 closed-unmerged / 14 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #46064: Fix grammar in core_model_loading comment](https://github.com/huggingface/transformers/pull/46064) — open
+- [PR #46063: Fix typo in Qwen2.5-Omni docs example (cant -> can)](https://github.com/huggingface/transformers/pull/46063) — open
+- [PR #46062: Fix article in ViTPose docs (a object detector -> an object detector)](https://github.com/huggingface/transformers/pull/46062) — open
+
 ### `Sai-Suraj-27`
 
 - profile: [github.com/Sai-Suraj-27](https://github.com/Sai-Suraj-27)
@@ -1775,12 +1798,12 @@ 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: `2026-05-18T07:40:37Z`
+- repo last seen: `2026-05-19T05:38:19Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **6 PRs / 2 issues**
-- snapshot discussion activity: **15 comments / 30 reviews / 50 review comments**
+- snapshot discussion activity: **15 comments / 32 reviews / 51 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`
@@ -1901,12 +1924,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
 - repo first seen: `2024-10-17T11:56:32Z`
-- repo last seen: `2026-05-18T09:06:13Z`
+- repo last seen: `2026-05-19T02:14:52Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **24 comments / 9 reviews / 12 review comments**
+- snapshot discussion activity: **25 comments / 9 reviews / 12 review comments**
 - account age: **4501 days**
 - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
 - public orgs: `huggingface`
@@ -2541,7 +2564,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46027: docs: sync legacy ACL anthology URLs and update metrics across i18n READMEs](https://github.com/huggingface/transformers/pull/46027) — open
+- [PR #46027: docs: sync legacy ACL anthology URLs and update metrics across i18n READMEs](https://github.com/huggingface/transformers/pull/46027) — closed, merged
 - [PR #46001: docs: update models architecture count and sync ACL anthology URLs](https://github.com/huggingface/transformers/pull/46001) — closed, merged
 
 ### `Jeevang1-epic`
@@ -2838,7 +2861,7 @@ Example artifacts:
 - repo first seen: `2026-05-16T14:53:41Z`
 - repo last seen: `2026-05-16T14:54:31Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -2849,7 +2872,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
-- [PR #46006: fix: owned_by field in GET /v1/models returns list instead of string](https://github.com/huggingface/transformers/pull/46006) — open
+- [PR #46006: fix: owned_by field in GET /v1/models returns list instead of string](https://github.com/huggingface/transformers/pull/46006) — closed, merged
 - [PR #46005: fix: StaticLayer.get_seq_length() returns int not Tensor](https://github.com/huggingface/transformers/pull/46005) — closed
 
 ### `onwp`
@@ -2924,12 +2947,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apoojansatani)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apoojansatani)
 - repo first seen: `2026-05-16T15:35:41Z`
-- repo last seen: `2026-05-18T20:19:48Z`
+- repo last seen: `2026-05-19T03:31:27Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 - account age: **1048 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
@@ -2937,7 +2960,7 @@ Example artifacts:
 - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46040: fix: prevent OOM/hang in smart_resize for large images](https://github.com/huggingface/transformers/pull/46040) — open
+- [PR #46040: fix: prevent OOM/hang in smart_resize for large images](https://github.com/huggingface/transformers/pull/46040) — closed
 - [PR #46007: docs: fix OOM/hang for Qwen dynamic resolution models by setting min_pixels and max_pixels](https://github.com/huggingface/transformers/pull/46007) — open
 
 ### `Prachi-kushwaha`
@@ -3091,7 +3114,7 @@ Example artifacts:
 - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46044: Fix remaining RAG doc examples that crash on current transformers](https://github.com/huggingface/transformers/pull/46044) — open
+- [PR #46044: Fix remaining RAG doc examples that crash on current transformers](https://github.com/huggingface/transformers/pull/46044) — closed, merged
 - [PR #46035: Fix AttributeError in RAG generate() for missing config fields](https://github.com/huggingface/transformers/pull/46035) — closed, merged
 
 ### `UsamaKenway`
@@ -3207,6 +3230,29 @@ Example artifacts:
 - [PR #44540: Fix UnboundLocalError for tp_plan_alt when tp_plan is empty](https://github.com/huggingface/transformers/pull/44540) — closed, merged
 - [PR #44536: Supplement skip logic for XPU in the CPU-only tp tests](https://github.com/huggingface/transformers/pull/44536) — closed, merged
 
+### `ebezzam`
+
+- profile: [github.com/ebezzam](https://github.com/ebezzam)
+- 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: `2026-05-19T04:32:29Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **10**
+- snapshot authored PRs/issues: **10 PRs / 0 issues**
+- snapshot discussion activity: **64 comments / 269 reviews / 747 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`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share**
+
+Example artifacts:
+- [PR #46048: Add TDT loss kernel](https://github.com/huggingface/transformers/pull/46048) — open, draft
+- [PR #44392: [VibeVoice ASR] Use updated padding cache for ASR model.](https://github.com/huggingface/transformers/pull/44392) — closed, merged
+- [PR #44391: [VibeVoice ASR] Use newer cache object for modular](https://github.com/huggingface/transformers/pull/44391) — closed
+
 ### `CodersAcademy006`
 
 - profile: [github.com/CodersAcademy006](https://github.com/CodersAcademy006)
@@ -4263,28 +4309,6 @@ Example artifacts:
 - [PR #45016: fix: glm5 inference bug](https://github.com/huggingface/transformers/pull/45016) — closed
 - [Issue #44960: GLM5](https://github.com/huggingface/transformers/issues/44960) — closed
 
-### `IvanFan-Van`
-
-- profile: [github.com/IvanFan-Van](https://github.com/IvanFan-Van)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIvanFan-Van)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIvanFan-Van)
-- repo first seen: `2026-03-20T04:29:57Z`
-- repo last seen: `2026-03-20T05:45:46Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1546 days**
-- recent public PR activity: **7 PRs** (6 merged / 0 closed-unmerged / 1 open; merged rate **86%**, closed-unmerged rate **0%**, open rate **14%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #44872: Fix: Update outdated sampler comment in generation/utils.py](https://github.com/huggingface/transformers/pull/44872) — open
-- [Issue #44871: [Gemma-3] Inconsistent eos_token_id configuration: tokenizer has single value (1) but model.config has list [1, 106]](https://github.com/huggingface/transformers/issues/44871) — closed
-
 ### `jesperschlegel`
 
 - profile: [github.com/jesperschlegel](https://github.com/jesperschlegel)
@@ -4379,12 +4403,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALinZiyuu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALinZiyuu)
 - repo first seen: `2026-05-13T14:52:41Z`
-- repo last seen: `2026-05-16T06:10:49Z`
+- repo last seen: `2026-05-19T02:42:39Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
 - account age: **1483 days**
 - recent public PR activity: **9 PRs** (1 merged / 1 closed-unmerged / 7 open; merged rate **11%**, closed-unmerged rate **11%**, open rate **78%**)
 - public orgs: none visible
@@ -4601,7 +4625,7 @@ Example artifacts:
 - repo first seen: `2026-05-18T14:31:57Z`
 - repo last seen: `2026-05-18T14:39:35Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIMER**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
@@ -4612,7 +4636,7 @@ Example artifacts:
 - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46034: Fix outdated RAG documentation example](https://github.com/huggingface/transformers/pull/46034) — open
+- [PR #46034: Fix outdated RAG documentation example](https://github.com/huggingface/transformers/pull/46034) — closed
 
 ### `1fanwang`
 
@@ -5124,12 +5148,12 @@ 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: `2026-05-17T09:02:13Z`
+- repo last seen: `2026-05-19T05:35:31Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **21 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **23 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
@@ -5242,7 +5266,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46031: support granite speech nar model](https://github.com/huggingface/transformers/pull/46031) — open, draft
+- [PR #46031: Support Granite Speech NAR (NLE)](https://github.com/huggingface/transformers/pull/46031) — open
 
 ### `aws-zhanxun`
 
@@ -5735,7 +5759,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agabrielspmoreira)
 - repo first seen: `2026-05-18T23:25:12Z`
 - repo last seen: `2026-05-18T23:25:12Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -6316,27 +6340,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45673: Laguna XS.2 implementation](https://github.com/huggingface/transformers/pull/45673) — closed, merged
 
-### `JonusClapshaw`
-
-- profile: [github.com/JonusClapshaw](https://github.com/JonusClapshaw)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJonusClapshaw)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJonusClapshaw)
-- repo first seen: `2026-02-24T22:09:56Z`
-- repo last seen: `2026-03-20T02:28:27Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **2428 days**
-- recent public PR activity: **16 PRs** (1 merged / 1 closed-unmerged / 14 open; merged rate **6%**, closed-unmerged rate **6%**, open rate **88%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
-- heuristic read: **broad repo spread; high open PR share; no visible non-self stars**
-
-Example artifacts:
-- [PR #44870: fix: ensure prediction_step returns tensor for logits, not tuple #42200](https://github.com/huggingface/transformers/pull/44870) — closed
-
 ### `juliabush`
 
 - profile: [github.com/juliabush](https://github.com/juliabush)
@@ -6470,8 +6473,8 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akiwigitops)
 - repo first seen: `2026-05-18T23:18:34Z`
 - repo last seen: `2026-05-18T23:18:34Z`
-- first seen in snapshot: **yes**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- first seen in snapshot: **no**
+- 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**
@@ -6482,7 +6485,7 @@ Example artifacts:
 - heuristic read: **very new account; high recent PR volume; broad repo spread; high open PR share**
 
 Example artifacts:
-- [PR #46042: docs(readme): use canonical `huggingface.co` domain in prose links](https://github.com/huggingface/transformers/pull/46042) — open
+- [PR #46042: docs(readme): use canonical `huggingface.co` domain in prose links](https://github.com/huggingface/transformers/pull/46042) — closed, merged
 
 ### `kuishou68`
 

new_contributors.parquet

@@ -1,3 +1,3 @@
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-oid sha256:c3c3867ba6ea3c1f7205bd3d04d8fa01e50412af3a6fcd53871c7932be108ddb
-size 63194
+oid sha256:a9c30e2df6ee9f0abbe6bb7ec18f8689d3d7f713c41d9e76379f682225731fdb
+size 63210

pr-scope-clusters.json

@@ -1,8 +1,8 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260519T000033Z",
-  "generated_at": "2026-05-19T00:01:22Z",
-  "cluster_count": 54,
+  "snapshot_id": "20260519T060042Z",
+  "generated_at": "2026-05-19T06:03:09Z",
+  "cluster_count": 52,
   "pr_scope_clusters": [
     {
       "cluster_id": "pr-scope-43636-11",
@@ -49,8 +49,8 @@
         {
           "left_pr_number": 43663,
           "right_pr_number": 45067,
-          "similarity": 0.611,
-          "content_similarity": 0.445,
+          "similarity": 0.612,
+          "content_similarity": 0.446,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -66,7 +66,7 @@
           "left_pr_number": 43651,
           "right_pr_number": 43663,
           "similarity": 0.538,
-          "content_similarity": 0.399,
+          "content_similarity": 0.401,
           "size_similarity": 0.72,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -82,7 +82,7 @@
           "left_pr_number": 43651,
           "right_pr_number": 45067,
           "similarity": 0.51,
-          "content_similarity": 0.359,
+          "content_similarity": 0.36,
           "size_similarity": 0.72,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -97,8 +97,8 @@
         {
           "left_pr_number": 43663,
           "right_pr_number": 44123,
-          "similarity": 0.497,
-          "content_similarity": 0.399,
+          "similarity": 0.498,
+          "content_similarity": 0.4,
           "size_similarity": 0.455,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -113,8 +113,8 @@
         {
           "left_pr_number": 44660,
           "right_pr_number": 45994,
-          "similarity": 0.49,
-          "content_similarity": 0.302,
+          "similarity": 0.491,
+          "content_similarity": 0.303,
           "size_similarity": 0.857,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -129,8 +129,8 @@
         {
           "left_pr_number": 44257,
           "right_pr_number": 44660,
-          "similarity": 0.485,
-          "content_similarity": 0.265,
+          "similarity": 0.486,
+          "content_similarity": 0.266,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -145,8 +145,8 @@
         {
           "left_pr_number": 44123,
           "right_pr_number": 45067,
-          "similarity": 0.469,
-          "content_similarity": 0.359,
+          "similarity": 0.47,
+          "content_similarity": 0.36,
           "size_similarity": 0.455,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -162,7 +162,7 @@
           "left_pr_number": 43663,
           "right_pr_number": 44660,
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       "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
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@@ -2461,7 +2602,7 @@
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@@ -2601,12 +2742,12 @@
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+      "average_similarity": 0.405,
+      "summary": "3 open PRs share weighted file overlap around `docs/source/en/model_doc/rf_detr.md`, `src/transformers/models/rf_detr/modular_rf_detr.py`, `src/transformers/models/rf_detr/modeling_rf_detr.py`; representative PR #44375.",
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@@ -2615,24 +2756,25 @@
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-        "docs/source/en/model_doc",
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@@ -2641,21 +2783,23 @@
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-          "breadth_similarity": 0.583,
-          "concentration_similarity": 0.689,
+          "breadth_similarity": 0.472,
+          "concentration_similarity": 0.702,
           "shared_filenames": [
+            "docs/source/en/model_doc/rf_detr.md",
             "src/transformers/models/rf_detr/modeling_rf_detr.py",
             "src/transformers/models/rf_detr/modular_rf_detr.py"
           ],
           "shared_directories": [
+            "docs/source/en/model_doc",
             "src/transformers/models/rf_detr",
+            "docs/source/en",
             "src/transformers/models",
+            "docs/source",
             "src/transformers",
+            "docs",
             "src"
           ]
         }
@@ -2705,7 +2854,7 @@
         44550
       ],
       "representative_pr_number": 44550,
-      "average_similarity": 0.366,
+      "average_similarity": 0.363,
       "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
       "shared_filenames": [],
       "shared_directories": [
@@ -2718,8 +2867,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44550,
-          "similarity": 0.389,
-          "content_similarity": 0.127,
+          "similarity": 0.385,
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@@ -2734,8 +2883,8 @@
         {
           "left_pr_number": 44407,
           "right_pr_number": 44550,
-          "similarity": 0.36,
-          "content_similarity": 0.094,
+          "similarity": 0.357,
+          "content_similarity": 0.091,
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           "breadth_similarity": 1.0,
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@@ -2749,8 +2898,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44407,
-          "similarity": 0.349,
-          "content_similarity": 0.08,
+          "similarity": 0.347,
+          "content_similarity": 0.077,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2787,7 +2936,7 @@
           "left_pr_number": 44889,
           "right_pr_number": 44981,
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-          "content_similarity": 0.156,
+          "content_similarity": 0.157,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.812,
@@ -2811,26 +2960,94 @@
           "concentration_similarity": 0.959,
           "shared_filenames": [],
           "shared_directories": [
-            "src/transformers",
-            "tests/trainer",
-            "src",
-            "tests"
+            "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-46052-3",
+      "pr_numbers": [
+        46052,
+        46058,
+        46062
+      ],
+      "representative_pr_number": 46052,
+      "average_similarity": 0.352,
+      "summary": "3 open PRs cluster in `docs/source/en/model_doc`, `docs/source/en`, `docs/source` with similar change breadth; representative PR #46052.",
+      "shared_filenames": [],
+      "shared_directories": [
+        "docs/source/en/model_doc",
+        "docs/source/en",
+        "docs/source",
+        "docs"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46052,
+          "right_pr_number": 46058,
+          "similarity": 0.353,
+          "content_similarity": 0.075,
+          "size_similarity": 1.0,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            "docs/source/en/model_doc",
+            "docs/source/en",
+            "docs/source",
+            "docs"
+          ]
+        },
+        {
+          "left_pr_number": 46052,
+          "right_pr_number": 46062,
+          "similarity": 0.353,
+          "content_similarity": 0.075,
+          "size_similarity": 1.0,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            "docs/source/en/model_doc",
+            "docs/source/en",
+            "docs/source",
+            "docs"
           ]
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-          "content_similarity": 0.08,
-          "size_similarity": 0.879,
+          "left_pr_number": 46058,
+          "right_pr_number": 46062,
+          "similarity": 0.351,
+          "content_similarity": 0.074,
+          "size_similarity": 1.0,
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+          "concentration_similarity": 1.0,
           "shared_filenames": [],
           "shared_directories": [
-            "src/transformers",
-            "tests/trainer",
-            "src",
-            "tests"
+            "docs/source/en/model_doc",
+            "docs/source/en",
+            "docs/source",
+            "docs"
           ]
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       ]
@@ -2916,7 +3133,7 @@
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-          "content_similarity": 0.988,
+          "content_similarity": 0.987,
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@@ -3304,7 +3521,7 @@
         45977
       ],
       "representative_pr_number": 44794,
-      "average_similarity": 0.706,
+      "average_similarity": 0.701,
       "summary": "2 open PRs share weighted file overlap around `docs/source/en/gguf.md`, `src/transformers/integrations/gguf_dequant.py`, `src/transformers/quantizers/__init__.py`; representative PR #44794.",
       "shared_filenames": [
         "docs/source/en/gguf.md",
@@ -3329,11 +3546,11 @@
         {
           "left_pr_number": 44794,
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-          "content_similarity": 0.694,
-          "size_similarity": 0.674,
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+          "content_similarity": 0.689,
+          "size_similarity": 0.667,
           "breadth_similarity": 0.757,
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+          "concentration_similarity": 0.857,
           "shared_filenames": [
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             "src/transformers/gguf_conversion_ops.py",
@@ -3474,7 +3691,7 @@
         45627
       ],
       "representative_pr_number": 42668,
-      "average_similarity": 0.662,
+      "average_similarity": 0.663,
       "summary": "2 open PRs share weighted file overlap around `tests/models/auto/test_processor_auto.py`, `src/transformers/processing_utils.py`; representative PR #42668.",
       "shared_filenames": [
         "tests/models/auto/test_processor_auto.py",
@@ -3491,7 +3708,7 @@
         {
           "left_pr_number": 42668,
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-          "similarity": 0.662,
+          "similarity": 0.663,
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           "size_similarity": 0.189,
           "breadth_similarity": 0.216,
@@ -3511,79 +3728,42 @@
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-      "pr_numbers": [
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-        46044
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-      "representative_pr_number": 46034,
-      "average_similarity": 0.635,
-      "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/rag.md`; representative PR #46034.",
-      "shared_filenames": [
-        "docs/source/en/model_doc/rag.md"
-      ],
-      "shared_directories": [
-        "docs/source/en/model_doc",
-        "docs/source/en",
-        "docs/source",
-        "docs"
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-          "shared_filenames": [
-            "docs/source/en/model_doc/rag.md"
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-          "shared_directories": [
-            "docs/source/en/model_doc",
-            "docs/source/en",
-            "docs/source",
-            "docs"
-          ]
-        }
-      ]
-    },
-    {
-      "cluster_id": "pr-scope-46007-2",
+      "cluster_id": "pr-scope-45974-2",
       "pr_numbers": [
-        46007,
-        46040
+        45974,
+        45975
       ],
-      "representative_pr_number": 46007,
-      "average_similarity": 0.578,
-      "summary": "2 open PRs share weighted file overlap around `docs/source/en/tasks/image_text_to_text.md`; representative PR #46007.",
+      "representative_pr_number": 45974,
+      "average_similarity": 0.61,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/cli/serving/model_manager.py`, `src/transformers/cli/serve.py`; representative PR #45974.",
       "shared_filenames": [
-        "docs/source/en/tasks/image_text_to_text.md"
+        "src/transformers/cli/serving/model_manager.py",
+        "src/transformers/cli/serve.py"
       ],
       "shared_directories": [
-        "docs/source/en/tasks",
-        "docs/source/en",
-        "docs/source",
-        "docs"
+        "src/transformers/cli/serving",
+        "src/transformers/cli",
+        "src/transformers",
+        "src"
       ],
       "pairwise": [
         {
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-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.662,
+          "left_pr_number": 45974,
+          "right_pr_number": 45975,
+          "similarity": 0.61,
+          "content_similarity": 0.562,
+          "size_similarity": 0.451,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.975,
           "shared_filenames": [
-            "docs/source/en/tasks/image_text_to_text.md"
+            "src/transformers/cli/serve.py",
+            "src/transformers/cli/serving/model_manager.py"
           ],
           "shared_directories": [
-            "docs/source/en/tasks",
-            "docs/source/en",
-            "docs/source",
-            "docs"
+            "src/transformers/cli/serving",
+            "src/transformers/cli",
+            "src/transformers",
+            "src"
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@@ -3648,7 +3828,7 @@
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@@ -3718,7 +3898,7 @@
         45720
       ],
       "representative_pr_number": 44114,
-      "average_similarity": 0.508,
+      "average_similarity": 0.509,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/data2vec/modeling_data2vec_audio.py`, `src/transformers/models/hubert/modeling_hubert.py`, `src/transformers/models/sew_d/modeling_sew_d.py`; representative PR #44114.",
       "shared_filenames": [
         "src/transformers/models/data2vec/modeling_data2vec_audio.py",
@@ -3744,8 +3924,8 @@
         {
           "left_pr_number": 44114,
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           "concentration_similarity": 0.999,
@@ -3776,35 +3956,6 @@
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-      "pr_numbers": [
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-        46042
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-      "representative_pr_number": 45377,
-      "average_similarity": 0.507,
-      "summary": "2 open PRs share weighted file overlap around `README.md`; representative PR #45377.",
-      "shared_filenames": [
-        "README.md"
-      ],
-      "shared_directories": [],
-      "pairwise": [
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-          "shared_directories": []
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@@ -3829,7 +3980,7 @@
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@@ -3853,7 +4004,7 @@
         45128
       ],
       "representative_pr_number": 45056,
-      "average_similarity": 0.498,
+      "average_similarity": 0.499,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #45056.",
       "shared_filenames": [
         "src/transformers/utils/auto_docstring.py"
@@ -3867,8 +4018,8 @@
         {
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-          "similarity": 0.498,
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           "breadth_similarity": 0.875,
           "concentration_similarity": 0.724,
@@ -3929,7 +4080,7 @@
         45333
       ],
       "representative_pr_number": 45332,
-      "average_similarity": 0.491,
+      "average_similarity": 0.493,
       "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",
@@ -3949,8 +4100,8 @@
         {
           "left_pr_number": 45332,
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-          "similarity": 0.491,
-          "content_similarity": 0.52,
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           "breadth_similarity": 0.479,
           "concentration_similarity": 0.976,
@@ -4020,6 +4171,41 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45756-2",
+      "pr_numbers": [
+        45756,
+        46064
+      ],
+      "representative_pr_number": 45756,
+      "average_similarity": 0.475,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`; representative PR #45756.",
+      "shared_filenames": [
+        "src/transformers/core_model_loading.py"
+      ],
+      "shared_directories": [
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45756,
+          "right_pr_number": 46064,
+          "similarity": 0.475,
+          "content_similarity": 0.251,
+          "size_similarity": 1.0,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/core_model_loading.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-40755-2",
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@@ -4048,7 +4234,7 @@
           "left_pr_number": 40755,
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           "similarity": 0.474,
-          "content_similarity": 0.44,
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           "breadth_similarity": 0.792,
           "concentration_similarity": 0.928,
@@ -4101,7 +4287,7 @@
           "left_pr_number": 41356,
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-          "content_similarity": 0.485,
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           "concentration_similarity": 0.974,
@@ -4129,42 +4315,44 @@
       ]
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     {
-      "cluster_id": "pr-scope-45202-2",
+      "cluster_id": "pr-scope-45634-2",
       "pr_numbers": [
-        45202,
-        45883
+        45634,
+        45880
       ],
-      "representative_pr_number": 45202,
-      "average_similarity": 0.435,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`; representative PR #45202.",
+      "representative_pr_number": 45634,
+      "average_similarity": 0.445,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/quantizers/quantizer_finegrained_fp8.py`, `src/transformers/integrations/finegrained_fp8.py`; representative PR #45634.",
       "shared_filenames": [
-        "src/transformers/models/gemma4/modular_gemma4.py",
-        "src/transformers/models/gemma4/modeling_gemma4.py"
+        "src/transformers/quantizers/quantizer_finegrained_fp8.py",
+        "src/transformers/integrations/finegrained_fp8.py"
       ],
       "shared_directories": [
-        "src/transformers/models/gemma4",
-        "src/transformers/models",
+        "src/transformers/quantizers",
+        "src/transformers/integrations",
         "src/transformers",
+        "tests",
         "src"
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-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
+          "left_pr_number": 45634,
+          "right_pr_number": 45880,
+          "similarity": 0.445,
+          "content_similarity": 0.495,
+          "size_similarity": 0.119,
+          "breadth_similarity": 0.365,
+          "concentration_similarity": 0.885,
           "shared_filenames": [
-            "src/transformers/models/gemma4/modeling_gemma4.py",
-            "src/transformers/models/gemma4/modular_gemma4.py"
+            "src/transformers/integrations/finegrained_fp8.py",
+            "src/transformers/quantizers/quantizer_finegrained_fp8.py"
           ],
           "shared_directories": [
-            "src/transformers/models/gemma4",
-            "src/transformers/models",
+            "src/transformers/integrations",
+            "src/transformers/quantizers",
             "src/transformers",
-            "src"
+            "src",
+            "tests"
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@@ -4194,7 +4382,7 @@
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@@ -4212,84 +4400,6 @@
         }
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-      "pr_numbers": [
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-        45880
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-      "average_similarity": 0.418,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/quantizers/quantizer_finegrained_fp8.py`, `src/transformers/integrations/finegrained_fp8.py`; representative PR #45634.",
-      "shared_filenames": [
-        "src/transformers/quantizers/quantizer_finegrained_fp8.py",
-        "src/transformers/integrations/finegrained_fp8.py"
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-      "shared_directories": [
-        "src/transformers/quantizers",
-        "src/transformers/integrations",
-        "src/transformers",
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-        "src"
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-            "src/transformers/quantizers/quantizer_finegrained_fp8.py"
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-            "src/transformers/integrations",
-            "src/transformers/quantizers",
-            "src/transformers",
-            "src",
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-      "representative_pr_number": 45752,
-      "average_similarity": 0.417,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45752.",
-      "shared_filenames": [
-        "src/transformers/modeling_utils.py"
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