Refresh transformers dataset snapshot 20260708T060015Z

README.md

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

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260708T000615Z`
-- Generated: `2026-07-08T00:07:06Z`
+- Snapshot: `20260708T060015Z`
+- Generated: `2026-07-08T06:01:36Z`
 - Activity window: `60d`
 - Contributors: `353`
 
@@ -20,18 +20,18 @@
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 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 48 | 0 | strong | low | low | targets high-star repos |
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+| `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 41 | 1 | strong | moderate | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 37 | 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` | 36 | 20 | strong | low | low | targets high-star repos |
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 35 | 4 | strong | moderate | low | high recent PR volume |
 | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 33 | 0 | strong | low | low | 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 |
 | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3752d | `2025-08-10T08:43:09Z` | 30 | 0 | weak | moderate | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
-| `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 28 | 4 | strong | low | low | — |
+| `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 29 | 4 | strong | low | low | — |
 | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 28 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 27 | 14 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 27 | 0 | n/a | n/a | n/a | summary unavailable |
-| `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | CONTRIBUTOR | ?d | `2026-05-13T06:40:41Z` | 24 | 0 | n/a | n/a | n/a | summary unavailable |
+| `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | CONTRIBUTOR | ?d | `2026-05-13T06:40:41Z` | 25 | 0 | n/a | n/a | n/a | summary unavailable |
 | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 23 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
 | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 21 | 0 | strong | moderate | low | — |
 | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 21 | 0 | strong | moderate | low | targets high-star repos |
@@ -49,6 +49,7 @@
 | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 10 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 10 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
 | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 9 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
+| `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 8 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 8 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5087d | `2026-03-13T14:45:22Z` | 7 | 10 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 7 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -90,10 +91,11 @@
 | `yuvrajsharma9981` | [profile](https://github.com/yuvrajsharma9981) | no | FIRST_TIME_CONTRIBUTOR | 3814d | `2026-05-21T22:27:49Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 8 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
-| `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 7 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 5 | 5 | strong | moderate | low | high recent PR volume |
 | `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2872d | `2025-11-10T23:38:23Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3449d | `2026-03-09T09:03:10Z` | 5 | 0 | mixed | low | low | — |
+| `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 5 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `qflen` | [profile](https://github.com/qflen) | no | CONTRIBUTOR | 479d | `2026-04-25T02:09:42Z` | 4 | 4 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2500d | `2025-10-30T12:45:06Z` | 4 | 1 | mixed | moderate | low | — |
 | `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 |
 | `dhruv7477` | [profile](https://github.com/dhruv7477) | no | CONTRIBUTOR | 1645d | `2026-04-29T09:34:56Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -121,6 +123,7 @@
 | `Jaeyo314` | [profile](https://github.com/Jaeyo314) | no | FIRST_TIMER | 289d | `2026-05-26T16:18:11Z` | 2 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `Jatinverma0786` | [profile](https://github.com/Jatinverma0786) | no | FIRST_TIME_CONTRIBUTOR | 2165d | `2026-07-05T03:47:16Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `JulietChinenyeDuru` | [profile](https://github.com/JulietChinenyeDuru) | no | NONE | 357d | `2026-06-05T04:17:33Z` | 2 | 0 | weak | low | low | young account; high open PR share |
+| `kkwjk2718` | [profile](https://github.com/kkwjk2718) | yes | FIRST_TIME_CONTRIBUTOR | 889d | `2026-07-08T05:08:24Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Kropiunig` | [profile](https://github.com/Kropiunig) | no | CONTRIBUTOR | 2665d | `2026-06-27T21:52:44Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `lcheng321` | [profile](https://github.com/lcheng321) | no | CONTRIBUTOR | 2614d | `2026-06-20T07:49:11Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `meatybobby` | [profile](https://github.com/meatybobby) | no | CONTRIBUTOR | 4220d | `2026-06-04T18:30:50Z` | 2 | 0 | weak | low | low | high open PR share |
@@ -146,9 +149,7 @@
 | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3900d | `2026-01-21T06:14:39Z` | 5 | 4 | weak | low | low | high open PR share; targets high-star repos |
 | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | 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 |
 | `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 |
-| `qflen` | [profile](https://github.com/qflen) | no | CONTRIBUTOR | 479d | `2026-04-25T02:09:42Z` | 3 | 4 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `Abineshabee` | [profile](https://github.com/Abineshabee) | no | CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 3 | 2 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `bhargav-patel-29` | [profile](https://github.com/bhargav-patel-29) | no | FIRST_TIME_CONTRIBUTOR | 267d | `2026-02-05T02:43:45Z` | 3 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `fyhon` | [profile](https://github.com/fyhon) | no | FIRST_TIME_CONTRIBUTOR | 1467d | `2026-05-06T09:12:14Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -169,7 +170,6 @@
 | `Mamiglia` | [profile](https://github.com/Mamiglia) | no | CONTRIBUTOR | 3093d | `2026-05-08T16:06:43Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `ranjithchinnanan` | [profile](https://github.com/ranjithchinnanan) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-05-05T12:03:53Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `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 |
-| `SindhuRaghuram97` | [profile](https://github.com/SindhuRaghuram97) | no | CONTRIBUTOR | 1319d | `2026-05-05T14:47:02Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `zRzRzRzRzRzRzR` | [profile](https://github.com/zRzRzRzRzRzRzR) | no | CONTRIBUTOR | 1671d | `2026-01-21T13:37:27Z` | 2 | 0 | strong | moderate | low | targets high-star repos |
 | `andreasgoulas` | [profile](https://github.com/andreasgoulas) | no | FIRST_TIME_CONTRIBUTOR | 5178d | `2026-06-15T09:54:17Z` | 1 | 3 | weak | low | low | high open PR share; targets high-star repos |
 | `ir2718` | [profile](https://github.com/ir2718) | no | CONTRIBUTOR | 1648d | `2026-05-21T13:18:46Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
@@ -213,7 +213,6 @@
 | `AlexWortega` | [profile](https://github.com/AlexWortega) | no | NONE | 3256d | `2026-05-28T12:43:05Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `amanv0007` | [profile](https://github.com/amanv0007) | no | NONE | 549d | `2026-05-15T06:25:42Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `amauryfa` | [profile](https://github.com/amauryfa) | no | FIRST_TIME_CONTRIBUTOR | 5598d | `2026-06-29T08:11:34Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `andreay99` | [profile](https://github.com/andreay99) | no | NONE | 1374d | `2026-05-09T02:34:44Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `AndriyVohar` | [profile](https://github.com/AndriyVohar) | no | FIRST_TIME_CONTRIBUTOR | 1197d | `2026-06-06T15:59:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `andylin-hao` | [profile](https://github.com/andylin-hao) | no | CONTRIBUTOR | 3162d | `2026-06-04T03:53:20Z` | 1 | 0 | strong | moderate | low | — |
 | `anshjaiswal12` | [profile](https://github.com/anshjaiswal12) | no | NONE | 2036d | `2026-07-05T13:26:56Z` | 1 | 0 | weak | high | low | high recent PR volume; broad repo spread; high open PR share |
@@ -309,7 +308,8 @@
 | `ndvbd` | [profile](https://github.com/ndvbd) | no | FIRST_TIME_CONTRIBUTOR | 5482d | `2026-06-16T08:24:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `NicolasHug` | [profile](https://github.com/NicolasHug) | no | CONTRIBUTOR | 5321d | `2026-06-08T11:13:46Z` | 1 | 0 | strong | moderate | low | extremely high recent PR volume |
 | `onuralpszr` | [profile](https://github.com/onuralpszr) | no | CONTRIBUTOR | 5146d | `2026-05-31T20:25:01Z` | 1 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread |
-| `pariidanDKE` | [profile](https://github.com/pariidanDKE) | yes | FIRST_TIME_CONTRIBUTOR | 2103d | `2026-07-07T19:10:11Z` | 1 | 0 | mixed | low | low | — |
+| `pariidanDKE` | [profile](https://github.com/pariidanDKE) | no | FIRST_TIME_CONTRIBUTOR | 2103d | `2026-07-07T19:10:11Z` | 1 | 0 | mixed | low | low | — |
+| `Partha-Shankar` | [profile](https://github.com/Partha-Shankar) | yes | FIRST_TIME_CONTRIBUTOR | 947d | `2026-07-08T05:54:35Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `petecao` | [profile](https://github.com/petecao) | no | CONTRIBUTOR | 2982d | `2026-05-25T19:01:18Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `PINKIIILQWQ` | [profile](https://github.com/PINKIIILQWQ) | no | NONE | 333d | `2026-06-16T20:11:32Z` | 1 | 0 | weak | high | medium | young account; high recent PR volume; broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `professoralbay` | [profile](https://github.com/professoralbay) | no | FIRST_TIMER | 780d | `2026-06-03T20:51:18Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -394,12 +394,12 @@ 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: `2026-07-07T09:27:58Z`
+- repo last seen: `2026-07-08T06:00:16Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **115**
 - snapshot authored PRs/issues: **115 PRs / 0 issues**
-- snapshot discussion activity: **270 comments / 391 reviews / 579 review comments**
+- snapshot discussion activity: **271 comments / 395 reviews / 641 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`
@@ -593,12 +593,12 @@ 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: `2025-09-11T21:27:59Z`
-- repo last seen: `2026-07-07T16:21:20Z`
+- repo last seen: `2026-07-08T05:25:53Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **50**
 - snapshot authored PRs/issues: **49 PRs / 1 issues**
-- snapshot discussion activity: **67 comments / 209 reviews / 215 review comments**
+- snapshot discussion activity: **68 comments / 214 reviews / 227 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
@@ -640,12 +640,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asywangyi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asywangyi)
 - repo first seen: `2025-10-14T03:02:06Z`
-- repo last seen: `2026-07-02T01:00:38Z`
+- repo last seen: `2026-07-08T04:47:37Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **41**
-- snapshot authored PRs/issues: **40 PRs / 1 issues**
-- snapshot discussion activity: **26 comments / 24 reviews / 24 review comments**
+- repo primary artifacts: **42**
+- snapshot authored PRs/issues: **41 PRs / 1 issues**
+- snapshot discussion activity: **27 comments / 24 reviews / 24 review comments**
 - account age: **2996 days**
 - recent public PR activity: **16 PRs** (12 merged / 0 closed-unmerged / 4 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
 - public orgs: none visible
@@ -653,9 +653,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #47151: Fix Aria checkpoint key conversion mapping](https://github.com/huggingface/transformers/pull/47151) — open
 - [PR #46517: extend DeepseekV4FlashIntegrationTest to non-cuda device](https://github.com/huggingface/transformers/pull/46517) — closed, merged
 - [PR #46367: enable deepseek v4 flash in xpu](https://github.com/huggingface/transformers/pull/46367) — closed, draft
-- [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
 
 ### `itazap`
@@ -687,12 +687,12 @@ 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: `2026-07-01T12:35:20Z`
+- repo last seen: `2026-07-08T05:46:11Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **56**
 - snapshot authored PRs/issues: **36 PRs / 20 issues**
-- snapshot discussion activity: **112 comments / 136 reviews / 136 review comments**
+- snapshot discussion activity: **113 comments / 136 reviews / 136 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
@@ -808,12 +808,12 @@ 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: `2026-07-07T14:15:37Z`
+- repo last seen: `2026-07-08T05:53:43Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **32**
-- snapshot authored PRs/issues: **28 PRs / 4 issues**
-- snapshot discussion activity: **82 comments / 468 reviews / 432 review comments**
+- repo primary artifacts: **33**
+- snapshot authored PRs/issues: **29 PRs / 4 issues**
+- snapshot discussion activity: **85 comments / 478 reviews / 441 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`
@@ -821,9 +821,9 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
+- [PR #47154: Better deepgemm errors](https://github.com/huggingface/transformers/pull/47154) — open
 - [PR #47107: Fix MoE decode optimization for experts living in a submodel](https://github.com/huggingface/transformers/pull/47107) — closed, merged
 - [PR #47096: Exportable kimi](https://github.com/huggingface/transformers/pull/47096) — open
-- [PR #47003: OpenVINO HF Exporter](https://github.com/huggingface/transformers/pull/47003) — open, draft
 - [Issue #46443: Vision RoPE refactor](https://github.com/huggingface/transformers/issues/46443) — open
 - [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
 - [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
@@ -908,11 +908,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergereview%5Bbot%5D)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergereview%5Bbot%5D)
 - repo first seen: `2026-05-13T06:40:41Z`
-- repo last seen: `2026-07-07T06:29:20Z`
+- repo last seen: `2026-07-08T00:50:00Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **24**
-- snapshot authored PRs/issues: **24 PRs / 0 issues**
+- repo primary artifacts: **25**
+- snapshot authored PRs/issues: **25 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 5 reviews / 10 review comments**
 - account age: **? days**
 - recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
@@ -922,9 +922,9 @@ Example artifacts:
 - enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'sergereview[bot]'."}]`
 
 Example artifacts:
+- [PR #47150: [serge] Fix 20 integration tests for model `whisper` failing with `output_mismatch` (list output differs (10), other (6)](https://github.com/huggingface/transformers/pull/47150) — open
 - [PR #47124: [serge] Fix 8 integration tests for model `falcon_mamba` failing with `output_mismatch` (other (6), list output differs](https://github.com/huggingface/transformers/pull/47124) — open
 - [PR #47123: [serge] Fix 12 integration tests for model `minimax_m3_vl` failing with `load_error` (other (12))](https://github.com/huggingface/transformers/pull/47123) — open
-- [PR #47122: [serge] Fix 12 integration tests for model `edgetam` failing with `import_or_config` (other (12))](https://github.com/huggingface/transformers/pull/47122) — open
 
 ### `hmellor`
 
@@ -1049,12 +1049,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYangKai0616)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYangKai0616)
 - repo first seen: `2025-12-24T11:54:53Z`
-- repo last seen: `2026-07-01T03:03:05Z`
+- repo last seen: `2026-07-08T03:14:26Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **20**
 - snapshot authored PRs/issues: **20 PRs / 0 issues**
-- snapshot discussion activity: **30 comments / 135 reviews / 135 review comments**
+- snapshot discussion activity: **30 comments / 137 reviews / 137 review comments**
 - account age: **1497 days**
 - recent public PR activity: **17 PRs** (8 merged / 3 closed-unmerged / 6 open; merged rate **47%**, closed-unmerged rate **18%**, open rate **35%**)
 - public orgs: none visible
@@ -1321,6 +1321,32 @@ Example artifacts:
 - [PR #46113: clip_grad_norm avoid O(global_params) replication](https://github.com/huggingface/transformers/pull/46113) — open
 - [PR #45994: Trainer.compute_loss: fix loss over-counting under TP and EP-as-TP](https://github.com/huggingface/transformers/pull/45994) — closed, merged
 
+### `albertvillanova`
+
+- profile: [github.com/albertvillanova](https://github.com/albertvillanova)
+- 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: `2026-07-08T04:42:21Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **11**
+- snapshot authored PRs/issues: **8 PRs / 3 issues**
+- snapshot discussion activity: **25 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`
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **extremely high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #47155: Clarify that max_steps is required for datasets without __len__](https://github.com/huggingface/transformers/pull/47155) — open
+- [PR #47131: Fix false __len__ claims in Trainer docstrings](https://github.com/huggingface/transformers/pull/47131) — closed, merged
+- [PR #46155: Update dev version](https://github.com/huggingface/transformers/pull/46155) — closed
+- [Issue #45137: IndexError: pop from an empty deque with DeepSpeed ZeRO3](https://github.com/huggingface/transformers/issues/45137) — closed
+- [Issue #44273: Lazy loading is not working properly](https://github.com/huggingface/transformers/issues/44273) — open
+- [Issue #43334: Qwen3-VL can't be loaded in transformers dev: AttributeError: 'Qwen3VLTextConfig' object has no attribute 'pad_token_id'](https://github.com/huggingface/transformers/issues/43334) — closed
+
 ### `juliendenize`
 
 - profile: [github.com/juliendenize](https://github.com/juliendenize)
@@ -1363,7 +1389,7 @@ Example artifacts:
 - heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #47029: Skip caching_allocator_warmup on Neuron (no reuse pool to warm; currently OOMs)](https://github.com/huggingface/transformers/pull/47029) — open
+- [PR #47029: Skip caching_allocator_warmup on Neuron (no reuse pool to warm; currently OOMs)](https://github.com/huggingface/transformers/pull/47029) — closed, merged
 - [PR #46590: feat(generation): allow user to keep input tensors on cpu](https://github.com/huggingface/transformers/pull/46590) — closed, merged
 - [PR #46446: Fix several bugs in `cache_implementation=static`](https://github.com/huggingface/transformers/pull/46446) — closed, merged
 - [Issue #46441: Qwen3.5 crash with `cache_implementation="static"` — `KeyError: 'linear_attention'`](https://github.com/huggingface/transformers/issues/46441) — closed
@@ -2278,32 +2304,6 @@ Example artifacts:
 - [PR #45862: [new model] Add Zyphra/ZAYA1-8B](https://github.com/huggingface/transformers/pull/45862) — closed, merged
 - [PR #45173: [misc] fix qwen35 tests: correct the text model type and skip reverse_mapping](https://github.com/huggingface/transformers/pull/45173) — closed, merged
 
-### `albertvillanova`
-
-- profile: [github.com/albertvillanova](https://github.com/albertvillanova)
-- 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: `2026-07-07T09:19:03Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **10**
-- snapshot authored PRs/issues: **7 PRs / 3 issues**
-- snapshot discussion activity: **25 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`
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **extremely high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #47131: Fix false __len__ claims in Trainer docstrings](https://github.com/huggingface/transformers/pull/47131) — closed, merged
-- [PR #46155: Update dev version](https://github.com/huggingface/transformers/pull/46155) — closed
-- [PR #45164: Fix TypeError: 'NoneType' object is not iterable in GenerationMixin.generate](https://github.com/huggingface/transformers/pull/45164) — closed, merged
-- [Issue #45137: IndexError: pop from an empty deque with DeepSpeed ZeRO3](https://github.com/huggingface/transformers/issues/45137) — closed
-- [Issue #44273: Lazy loading is not working properly](https://github.com/huggingface/transformers/issues/44273) — open
-- [Issue #43334: Qwen3-VL can't be loaded in transformers dev: AttributeError: 'Qwen3VLTextConfig' object has no attribute 'pad_token_id'](https://github.com/huggingface/transformers/issues/43334) — closed
-
 ### `jamesbraza`
 
 - profile: [github.com/jamesbraza](https://github.com/jamesbraza)
@@ -2376,6 +2376,55 @@ Example artifacts:
 - [PR #46866: Feature/add axk1](https://github.com/huggingface/transformers/pull/46866) — closed
 - [PR #45426: Feature/add axk1](https://github.com/huggingface/transformers/pull/45426) — closed
 
+### `rigen1048`
+
+- profile: [github.com/rigen1048](https://github.com/rigen1048)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arigen1048)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arigen1048)
+- repo first seen: `2026-04-28T15:23:48Z`
+- repo last seen: `2026-07-08T04:14:00Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **5 PRs / 0 issues**
+- snapshot discussion activity: **19 comments / 0 reviews / 0 review comments**
+- account age: **92 days**
+- recent public PR activity: **5 PRs** (0 merged / 3 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **60%**, open rate **40%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
+- heuristic read: **young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #47152: Fix FP8 dequantization for frozen compressed-tensors models](https://github.com/huggingface/transformers/pull/47152) — open
+- [PR #46477: fix: sanitize path separators in _sanitize_module_name to prevent path traversal chars](https://github.com/huggingface/transformers/pull/46477) — closed
+- [PR #45840: fix: ModuleNotFoundError caused by distributed race condition in ci/cd](https://github.com/huggingface/transformers/pull/45840) — open
+
+### `qflen`
+
+- profile: [github.com/qflen](https://github.com/qflen)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqflen)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqflen)
+- repo first seen: `2026-04-25T02:09:42Z`
+- repo last seen: `2026-07-08T03:35:05Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **8**
+- snapshot authored PRs/issues: **4 PRs / 4 issues**
+- snapshot discussion activity: **10 comments / 3 reviews / 3 review comments**
+- account age: **479 days**
+- recent public PR activity: **49 PRs** (12 merged / 6 closed-unmerged / 31 open; merged rate **24%**, closed-unmerged rate **12%**, open rate **63%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
+- heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #47153: Restore dynamic_full full-layer cache guard for assisted/contrastive decoding](https://github.com/huggingface/transformers/pull/47153) — open
+- [PR #46514: Honor a concrete dtype in AutoModel for composite checkpoints](https://github.com/huggingface/transformers/pull/46514) — closed, merged
+- [PR #45852: Fix slow Trainer path with 4D attention mask](https://github.com/huggingface/transformers/pull/45852) — closed, merged
+- [Issue #46723: Several models hardcode `torch.float64` in their forward pass, crashing on MPS (Apple Silicon)](https://github.com/huggingface/transformers/issues/46723) — open
+- [Issue #46512: from_config(dtype=...) builds weights in the requested dtype but leaves model.config.dtype stale](https://github.com/huggingface/transformers/issues/46512) — open
+- [Issue #46459: `dtype` is silently ignored when loading composite (multimodal) checkpoints through AutoModelForCausalLM (affects all Qwen3.5 repos)](https://github.com/huggingface/transformers/issues/46459) — closed
+
 ### `merveenoyan`
 
 - profile: [github.com/merveenoyan](https://github.com/merveenoyan)
@@ -2988,6 +3037,28 @@ Example artifacts:
 - [PR #46430: docs: fix grammar in llm_tutorial.md (A LLM -> An LLM)](https://github.com/huggingface/transformers/pull/46430) — closed
 - [PR #46429: docs: improve clarity of local build guidance in README](https://github.com/huggingface/transformers/pull/46429) — closed
 
+### `kkwjk2718`
+
+- profile: [github.com/kkwjk2718](https://github.com/kkwjk2718)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akkwjk2718)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akkwjk2718)
+- repo first seen: `2026-07-08T05:08:24Z`
+- repo last seen: `2026-07-08T05:15:24Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **889 days**
+- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 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 #47157: 🌐 [i18n-KO] Translate accelerator_selection.md to Korean](https://github.com/huggingface/transformers/pull/47157) — open
+- [PR #47156: [i18n-KO] Translate optimum.md to Korean and fix Furiosa typo](https://github.com/huggingface/transformers/pull/47156) — open, draft
+
 ### `Kropiunig`
 
 - profile: [github.com/Kropiunig](https://github.com/Kropiunig)
@@ -3030,7 +3101,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #47083: Fix CANINE fp16 dtype mismatch in attention mask causing ONNX export failure](https://github.com/huggingface/transformers/pull/47083) — closed, merged
-- [PR #47026: Fix xLSTM train mode crash when return_last_states=False](https://github.com/huggingface/transformers/pull/47026) — open
+- [PR #47026: Fix xLSTM train mode crash when return_last_states=False](https://github.com/huggingface/transformers/pull/47026) — closed
 
 ### `meatybobby`
 
@@ -3554,29 +3625,6 @@ Example artifacts:
 - [Issue #43526: reduce_labels returns only one label instead of the whole array of labels in BeitImageProcessorFast](https://github.com/huggingface/transformers/issues/43526) — closed
 - [Issue #42977: Add ViT NEPA](https://github.com/huggingface/transformers/issues/42977) — open
 
-### `rigen1048`
-
-- profile: [github.com/rigen1048](https://github.com/rigen1048)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arigen1048)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arigen1048)
-- repo first seen: `2026-04-28T15:23:48Z`
-- repo last seen: `2026-06-07T18:25:04Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **17 comments / 0 reviews / 0 review comments**
-- account age: **92 days**
-- recent public PR activity: **5 PRs** (0 merged / 3 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **60%**, open rate **40%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
-- heuristic read: **young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46477: fix: sanitize path separators in _sanitize_module_name to prevent path traversal chars](https://github.com/huggingface/transformers/pull/46477) — closed
-- [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
-
 ### `sergiopaniego`
 
 - profile: [github.com/sergiopaniego](https://github.com/sergiopaniego)
@@ -3600,32 +3648,6 @@ Example artifacts:
 - [PR #45625: Add `supports_gradient_checkpointing` to `NemotronHPreTrainedModel`](https://github.com/huggingface/transformers/pull/45625) — closed, merged
 - [PR #44873: Fix VL model rope_deltas batch size mismatch in online RL training](https://github.com/huggingface/transformers/pull/44873) — closed, merged
 
-### `qflen`
-
-- profile: [github.com/qflen](https://github.com/qflen)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqflen)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqflen)
-- repo first seen: `2026-04-25T02:09:42Z`
-- repo last seen: `2026-07-06T23:07:43Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **7**
-- snapshot authored PRs/issues: **3 PRs / 4 issues**
-- snapshot discussion activity: **9 comments / 3 reviews / 3 review comments**
-- account age: **479 days**
-- recent public PR activity: **49 PRs** (12 merged / 6 closed-unmerged / 31 open; merged rate **24%**, closed-unmerged rate **12%**, open rate **63%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
-- heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46514: Honor a concrete dtype in AutoModel for composite checkpoints](https://github.com/huggingface/transformers/pull/46514) — closed, merged
-- [PR #45852: Fix slow Trainer path with 4D attention mask](https://github.com/huggingface/transformers/pull/45852) — closed, merged
-- [PR #45822: Fix added-token prefix space in SentencePiece fast tokenizers](https://github.com/huggingface/transformers/pull/45822) — open
-- [Issue #46723: Several models hardcode `torch.float64` in their forward pass, crashing on MPS (Apple Silicon)](https://github.com/huggingface/transformers/issues/46723) — open
-- [Issue #46512: from_config(dtype=...) builds weights in the requested dtype but leaves model.config.dtype stale](https://github.com/huggingface/transformers/issues/46512) — open
-- [Issue #46459: `dtype` is silently ignored when loading composite (multimodal) checkpoints through AutoModelForCausalLM (affects all Qwen3.5 repos)](https://github.com/huggingface/transformers/issues/46459) — closed
-
 ### `Abineshabee`
 
 - profile: [github.com/Abineshabee](https://github.com/Abineshabee)
@@ -4081,28 +4103,6 @@ Example artifacts:
 - [PR #46141: Fix FSDP2 and distributed checkpointing imports for older PyTorch versions](https://github.com/huggingface/transformers/pull/46141) — closed, merged
 - [PR #45269: Fix typos in src/transformers/utils/output_capturing.py](https://github.com/huggingface/transformers/pull/45269) — closed, merged
 
-### `SindhuRaghuram97`
-
-- profile: [github.com/SindhuRaghuram97](https://github.com/SindhuRaghuram97)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASindhuRaghuram97)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASindhuRaghuram97)
-- repo first seen: `2026-05-05T14:47:02Z`
-- repo last seen: `2026-05-09T02:19:50Z`
-- first seen in snapshot: **no**
-- 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**
-- account age: **1319 days**
-- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #45855: -](https://github.com/huggingface/transformers/pull/45855) — closed, draft
-- [PR #45788: First model](https://github.com/huggingface/transformers/pull/45788) — closed, merged
-
 ### `zRzRzRzRzRzRzR`
 
 - profile: [github.com/zRzRzRzRzRzRzR](https://github.com/zRzRzRzRzRzRzR)
@@ -5037,27 +5037,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46954: Fix failure revealed by Pytest v9](https://github.com/huggingface/transformers/pull/46954) — open
 
-### `andreay99`
-
-- profile: [github.com/andreay99](https://github.com/andreay99)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aandreay99)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aandreay99)
-- repo first seen: `2026-05-09T02:34:44Z`
-- repo last seen: `2026-05-11T19:31:45Z`
-- 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: **1374 days**
-- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45856: Migrate TF32 API calls to new fp32_precision API](https://github.com/huggingface/transformers/pull/45856) — closed
-
 ### `AndriyVohar`
 
 - profile: [github.com/AndriyVohar](https://github.com/AndriyVohar)
@@ -7060,7 +7039,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ApariidanDKE)
 - repo first seen: `2026-07-07T19:10:11Z`
 - repo last seen: `2026-07-07T19:10:11Z`
-- 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**
@@ -7074,6 +7053,27 @@ Example artifacts:
 Example artifacts:
 - [PR #47147: Fix IndexError Bug in XLMRoberta/Camembert ForMultipleChoice by restoring the pooler](https://github.com/huggingface/transformers/pull/47147) — open
 
+### `Partha-Shankar`
+
+- profile: [github.com/Partha-Shankar](https://github.com/Partha-Shankar)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3APartha-Shankar)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APartha-Shankar)
+- repo first seen: `2026-07-08T05:54:35Z`
+- repo last seen: `2026-07-08T05:54:35Z`
+- 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: **947 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: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #47158: [generation] Fix misleading synced_gpus warning in continuous batching](https://github.com/huggingface/transformers/pull/47158) — open
+
 ### `petecao`
 
 - profile: [github.com/petecao](https://github.com/petecao)
@@ -7857,12 +7857,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asubin9)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asubin9)
 - repo first seen: `2026-07-02T05:11:17Z`
-- repo last seen: `2026-07-07T00:29:25Z`
+- repo last seen: `2026-07-08T04:31:01Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
 - account age: **1577 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible

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+          "size_similarity": 0.573,
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           "shared_directories": [
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-          "concentration_similarity": 0.957,
+          "left_pr_number": 45421,
+          "right_pr_number": 46717,
+          "similarity": 0.237,
+          "content_similarity": 0.102,
+          "size_similarity": 0.42,
+          "breadth_similarity": 0.583,
+          "concentration_similarity": 0.883,
           "shared_filenames": [
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+            "src/transformers/core_model_loading.py"
           ],
           "shared_directories": [
-            "src/transformers/generation",
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-            "tests/generation",
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@@ -3034,7 +3032,7 @@
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-          "similarity": 0.555,
+          "similarity": 0.556,
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           "breadth_similarity": 0.325,
@@ -3072,7 +3070,7 @@
         {
           "left_pr_number": 45438,
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-          "similarity": 0.407,
+          "similarity": 0.408,
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           "breadth_similarity": 0.561,
@@ -3201,7 +3199,7 @@
           "left_pr_number": 46580,
           "right_pr_number": 47017,
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-          "content_similarity": 0.536,
+          "content_similarity": 0.537,
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           "concentration_similarity": 0.625,
@@ -3278,7 +3276,7 @@
         46995
       ],
       "representative_pr_number": 44615,
-      "average_similarity": 0.467,
+      "average_similarity": 0.468,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
       "shared_filenames": [
         "src/transformers/utils/import_utils.py"
@@ -3292,8 +3290,8 @@
         {
           "left_pr_number": 44615,
           "right_pr_number": 46152,
-          "similarity": 0.618,
-          "content_similarity": 0.544,
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           "concentration_similarity": 1.0,
@@ -3309,8 +3307,8 @@
         {
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-          "similarity": 0.483,
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@@ -3326,8 +3324,8 @@
         {
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           "right_pr_number": 46995,
-          "similarity": 0.479,
-          "content_similarity": 0.442,
+          "similarity": 0.475,
+          "content_similarity": 0.435,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3343,8 +3341,8 @@
         {
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           "right_pr_number": 46995,
-          "similarity": 0.428,
-          "content_similarity": 0.313,
+          "similarity": 0.424,
+          "content_similarity": 0.308,
           "size_similarity": 0.615,
           "breadth_similarity": 0.667,
           "concentration_similarity": 1.0,
@@ -3360,8 +3358,8 @@
         {
           "left_pr_number": 44385,
           "right_pr_number": 44615,
-          "similarity": 0.405,
-          "content_similarity": 0.332,
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+          "content_similarity": 0.337,
           "size_similarity": 0.371,
           "breadth_similarity": 0.667,
           "concentration_similarity": 1.0,
@@ -3377,8 +3375,8 @@
         {
           "left_pr_number": 44385,
           "right_pr_number": 46152,
-          "similarity": 0.389,
-          "content_similarity": 0.343,
+          "similarity": 0.386,
+          "content_similarity": 0.338,
           "size_similarity": 0.217,
           "breadth_similarity": 0.667,
           "concentration_similarity": 1.0,
@@ -3435,7 +3433,7 @@
           "left_pr_number": 43875,
           "right_pr_number": 46781,
           "similarity": 0.646,
-          "content_similarity": 0.516,
+          "content_similarity": 0.517,
           "size_similarity": 0.912,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.949,
@@ -3516,123 +3514,6 @@
         }
       ]
     },
-    {
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-      "pr_numbers": [
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-        45649,
-        45655,
-        47029
-      ],
-      "representative_pr_number": 45649,
-      "average_similarity": 0.407,
-      "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
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-        "src/transformers/modeling_utils.py"
-      ],
-      "shared_directories": [
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-          "size_similarity": 0.149,
-          "breadth_similarity": 0.75,
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-          "shared_filenames": [
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-        {
-          "left_pr_number": 45649,
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-          "content_similarity": 0.349,
-          "size_similarity": 0.778,
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-          "concentration_similarity": 1.0,
-          "shared_filenames": [
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-          "shared_directories": [
-            "src/transformers",
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-          ]
-        },
-        {
-          "left_pr_number": 45649,
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-          "content_similarity": 0.272,
-          "size_similarity": 0.429,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
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-          "shared_directories": [
-            "src/transformers",
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-        {
-          "left_pr_number": 45655,
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-          "content_similarity": 0.232,
-          "size_similarity": 0.333,
-          "breadth_similarity": 1.0,
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-        {
-          "left_pr_number": 45548,
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-          "content_similarity": 0.294,
-          "size_similarity": 0.191,
-          "breadth_similarity": 0.75,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
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-          "shared_directories": [
-            "src/transformers",
-            "src"
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-        },
-        {
-          "left_pr_number": 45548,
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-          "content_similarity": 0.229,
-          "size_similarity": 0.064,
-          "breadth_similarity": 0.75,
-          "concentration_similarity": 1.0,
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-          "shared_directories": [
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-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-44066-3",
       "pr_numbers": [
@@ -3809,6 +3690,82 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45570-3",
+      "pr_numbers": [
+        45570,
+        46795,
+        47150
+      ],
+      "representative_pr_number": 46795,
+      "average_similarity": 0.576,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/whisper/generation_whisper.py`; representative PR #46795.",
+      "shared_filenames": [
+        "src/transformers/models/whisper/generation_whisper.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/whisper",
+        "src/transformers/models",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46795,
+          "right_pr_number": 47150,
+          "similarity": 0.898,
+          "content_similarity": 0.997,
+          "size_similarity": 0.333,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/models/whisper/generation_whisper.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/whisper",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 45570,
+          "right_pr_number": 46795,
+          "similarity": 0.447,
+          "content_similarity": 0.344,
+          "size_similarity": 0.375,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/models/whisper/generation_whisper.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/whisper",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 45570,
+          "right_pr_number": 47150,
+          "similarity": 0.381,
+          "content_similarity": 0.304,
+          "size_similarity": 0.125,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/models/whisper/generation_whisper.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/whisper",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-44015-3",
       "pr_numbers": [
@@ -4036,7 +3993,7 @@
         46196
       ],
       "representative_pr_number": 44114,
-      "average_similarity": 0.523,
+      "average_similarity": 0.521,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/models/sew_d/modeling_sew_d.py`, `src/transformers/models/data2vec/modeling_data2vec_audio.py`, `src/transformers/models/hubert/modeling_hubert.py`; representative PR #44114.",
       "shared_filenames": [
         "src/transformers/models/sew_d/modeling_sew_d.py",
@@ -4062,11 +4019,11 @@
         {
           "left_pr_number": 44114,
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-          "content_similarity": 0.704,
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+          "content_similarity": 0.701,
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-          "breadth_similarity": 0.659,
-          "concentration_similarity": 0.992,
+          "breadth_similarity": 0.631,
+          "concentration_similarity": 0.993,
           "shared_filenames": [
             "src/transformers/models/data2vec/modeling_data2vec_audio.py",
             "src/transformers/models/hubert/modeling_hubert.py",
@@ -4128,11 +4085,11 @@
         {
           "left_pr_number": 45720,
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-          "content_similarity": 0.32,
+          "similarity": 0.388,
+          "content_similarity": 0.317,
           "size_similarity": 0.237,
-          "breadth_similarity": 0.798,
-          "concentration_similarity": 0.993,
+          "breadth_similarity": 0.809,
+          "concentration_similarity": 0.994,
           "shared_filenames": [
             "src/transformers/models/data2vec/modeling_data2vec_audio.py",
             "src/transformers/models/hubert/modeling_hubert.py",
@@ -4199,8 +4156,8 @@
         {
           "left_pr_number": 43656,
           "right_pr_number": 44682,
-          "similarity": 0.441,
-          "content_similarity": 0.491,
+          "similarity": 0.442,
+          "content_similarity": 0.492,
           "size_similarity": 0.048,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.802,
@@ -4217,7 +4174,7 @@
           "left_pr_number": 43842,
           "right_pr_number": 44682,
           "similarity": 0.407,
-          "content_similarity": 0.45,
+          "content_similarity": 0.451,
           "size_similarity": 0.011,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.802,
@@ -4256,8 +4213,8 @@
         {
           "left_pr_number": 34925,
           "right_pr_number": 45917,
-          "similarity": 0.493,
-          "content_similarity": 0.422,
+          "similarity": 0.494,
+          "content_similarity": 0.423,
           "size_similarity": 0.39,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.78,
@@ -4275,7 +4232,7 @@
           "left_pr_number": 34925,
           "right_pr_number": 46734,
           "similarity": 0.458,
-          "content_similarity": 0.438,
+          "content_similarity": 0.437,
           "size_similarity": 0.158,
           "breadth_similarity": 0.833,
           "concentration_similarity": 0.89,
@@ -4310,6 +4267,74 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45548-3",
+      "pr_numbers": [
+        45548,
+        45649,
+        45655
+      ],
+      "representative_pr_number": 45649,
+      "average_similarity": 0.463,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
+      "shared_filenames": [
+        "src/transformers/modeling_utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45649,
+          "right_pr_number": 45655,
+          "similarity": 0.514,
+          "content_similarity": 0.353,
+          "size_similarity": 0.778,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 45548,
+          "right_pr_number": 45649,
+          "similarity": 0.512,
+          "content_similarity": 0.521,
+          "size_similarity": 0.149,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 45548,
+          "right_pr_number": 45655,
+          "similarity": 0.362,
+          "content_similarity": 0.297,
+          "size_similarity": 0.191,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-42112-3",
       "pr_numbers": [
@@ -4318,7 +4343,7 @@
         46994
       ],
       "representative_pr_number": 46643,
-      "average_similarity": 0.427,
+      "average_similarity": 0.426,
       "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",
@@ -4336,8 +4361,8 @@
         {
           "left_pr_number": 46643,
           "right_pr_number": 46994,
-          "similarity": 0.458,
-          "content_similarity": 0.323,
+          "similarity": 0.457,
+          "content_similarity": 0.321,
           "size_similarity": 0.667,
           "breadth_similarity": 0.833,
           "concentration_similarity": 0.976,
@@ -4356,8 +4381,8 @@
         {
           "left_pr_number": 42112,
           "right_pr_number": 46643,
-          "similarity": 0.419,
-          "content_similarity": 0.459,
+          "similarity": 0.418,
+          "content_similarity": 0.457,
           "size_similarity": 0.029,
           "breadth_similarity": 0.521,
           "concentration_similarity": 0.841,
@@ -4377,8 +4402,8 @@
         {
           "left_pr_number": 42112,
           "right_pr_number": 46994,
-          "similarity": 0.405,
-          "content_similarity": 0.45,
+          "similarity": 0.403,
+          "content_similarity": 0.448,
           "size_similarity": 0.019,
           "breadth_similarity": 0.458,
           "concentration_similarity": 0.817,
@@ -4465,7 +4490,7 @@
           "left_pr_number": 45709,
           "right_pr_number": 46211,
           "similarity": 0.195,
-          "content_similarity": 0.048,
+          "content_similarity": 0.049,
           "size_similarity": 0.753,
           "breadth_similarity": 0.2,
           "concentration_similarity": 0.571,
@@ -4479,6 +4504,74 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46004-3",
+      "pr_numbers": [
+        46004,
+        46771,
+        46917
+      ],
+      "representative_pr_number": 46917,
+      "average_similarity": 0.415,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/image_processing_backends.py`; representative PR #46917.",
+      "shared_filenames": [
+        "src/transformers/image_processing_backends.py"
+      ],
+      "shared_directories": [
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46004,
+          "right_pr_number": 46917,
+          "similarity": 0.47,
+          "content_similarity": 0.468,
+          "size_similarity": 0.113,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/image_processing_backends.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 46771,
+          "right_pr_number": 46917,
+          "similarity": 0.426,
+          "content_similarity": 0.436,
+          "size_similarity": 0.346,
+          "breadth_similarity": 0.417,
+          "concentration_similarity": 0.549,
+          "shared_filenames": [
+            "src/transformers/image_processing_backends.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 46004,
+          "right_pr_number": 46771,
+          "similarity": 0.349,
+          "content_similarity": 0.409,
+          "size_similarity": 0.039,
+          "breadth_similarity": 0.292,
+          "concentration_similarity": 0.549,
+          "shared_filenames": [
+            "src/transformers/image_processing_backends.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-47032-3",
       "pr_numbers": [
@@ -4562,74 +4655,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-46004-3",
-      "pr_numbers": [
-        46004,
-        46771,
-        46917
-      ],
-      "representative_pr_number": 46917,
-      "average_similarity": 0.413,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/image_processing_backends.py`; representative PR #46917.",
-      "shared_filenames": [
-        "src/transformers/image_processing_backends.py"
-      ],
-      "shared_directories": [
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
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