Refresh transformers dataset snapshot 20260604T060113Z

README.md

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 - eval set creation
 
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new-contributors-report.md

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 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260604T000026Z`
-- Generated: `2026-06-04T00:01:04Z`
+- Snapshot: `20260604T060113Z`
+- Generated: `2026-06-04T06:02:16Z`
 - Activity window: `60d`
-- Contributors: `349`
+- Contributors: `351`
 
 ## Summary
 
@@ -26,8 +26,8 @@
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 25 | 4 | strong | moderate | low | high recent PR volume |
 | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 24 | 0 | strong | low | low | targets high-star repos |
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 21 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
+| `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 21 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 20 | 3 | strong | low | low | — |
-| `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 20 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 19 | 0 | strong | moderate | low | — |
 | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 19 | 0 | mixed | moderate | low | — |
 | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2949d | `2025-12-02T16:00:11Z` | 18 | 6 | strong | moderate | low | high recent PR volume; targets high-star repos |
@@ -76,6 +76,7 @@
 | `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2500d | `2025-10-30T12:45:06Z` | 4 | 1 | mixed | moderate | low | — |
 | `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 |
 | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 3 | 0 | n/a | n/a | n/a | summary unavailable |
+| `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3573d | `2026-04-02T19:05:35Z` | 3 | 0 | strong | low | low | targets high-star repos |
 | `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | CONTRIBUTOR | 1082d | `2026-03-28T12:13:57Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3380d | `2026-03-09T09:03:10Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5127d | `2026-01-28T15:04:44Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
@@ -142,6 +143,7 @@
 | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3839d | `2026-01-21T06:14:39Z` | 4 | 3 | weak | low | low | targets high-star repos |
 | `ghost` | [profile](https://github.com/ghost) | no | NONE | 6553d | `2024-05-09T10:45:25Z` | 4 | 2 | weak | low | low | high open PR share; no visible non-self stars |
 | `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 508d | `2026-03-22T17:27:20Z` | 4 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
+| `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 |
 | `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2909d | `2026-03-14T18:33:53Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4226d | `2025-11-26T16:41:09Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `oliverholworthy` | [profile](https://github.com/oliverholworthy) | no | CONTRIBUTOR | 5290d | `2026-01-26T21:42:45Z` | 2 | 2 | weak | moderate | low | high open PR share |
@@ -150,7 +152,6 @@
 | `ionut-anghelina` | [profile](https://github.com/ionut-anghelina) | no | FIRST_TIME_CONTRIBUTOR | 556d | `2026-03-30T08:23:07Z` | 2 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Wauplin` | [profile](https://github.com/Wauplin) | no | MEMBER | 4075d | `2025-12-02T12:54:40Z` | 2 | 1 | strong | moderate | low | high recent PR volume |
 | `burtenshaw` | [profile](https://github.com/burtenshaw) | no | MEMBER | 3611d | `2026-03-03T11:35:13Z` | 2 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
-| `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3573d | `2026-04-02T19:05:35Z` | 2 | 0 | strong | low | low | targets high-star repos |
 | `excepshenal` | [profile](https://github.com/excepshenal) | no | FIRST_TIME_CONTRIBUTOR | 2481d | `2026-02-21T00:06:16Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ezylopx5` | [profile](https://github.com/ezylopx5) | no | FIRST_TIME_CONTRIBUTOR | 606d | `2026-04-01T19:25:12Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `jackcook` | [profile](https://github.com/jackcook) | no | CONTRIBUTOR | 4658d | `2026-02-13T05:15:44Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -177,6 +178,7 @@
 | `dvdimitrov13` | [profile](https://github.com/dvdimitrov13) | no | FIRST_TIME_CONTRIBUTOR | 2296d | `2026-04-24T14:56:28Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `earino` | [profile](https://github.com/earino) | no | CONTRIBUTOR | 6609d | `2026-04-20T10:22:03Z` | 1 | 1 | strong | moderate | low | — |
 | `florian6973` | [profile](https://github.com/florian6973) | no | CONTRIBUTOR | 2050d | `2026-04-07T23:31:43Z` | 1 | 1 | strong | low | low | targets high-star repos |
+| `ishan-1010` | [profile](https://github.com/ishan-1010) | no | NONE | 1588d | `2026-06-01T06:07:21Z` | 1 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `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 |
 | `jshn9515` | [profile](https://github.com/jshn9515) | no | FIRST_TIME_CONTRIBUTOR | 214d | `2026-05-29T22:55:56Z` | 1 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `julien-gadonneix` | [profile](https://github.com/julien-gadonneix) | no | NONE | 987d | `2026-06-02T15:31:42Z` | 1 | 1 | mixed | low | low | high open PR share |
@@ -213,6 +215,7 @@
 | `anagnorisis2peripeteia` | [profile](https://github.com/anagnorisis2peripeteia) | no | FIRST_TIME_CONTRIBUTOR | 1130d | `2026-05-07T07:28:52Z` | 1 | 0 | weak | high | low | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `andreay99` | [profile](https://github.com/andreay99) | no | NONE | 1374d | `2026-05-09T02:34:44Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `andrewor14` | [profile](https://github.com/andrewor14) | no | CONTRIBUTOR | 4996d | `2026-04-08T15:42:16Z` | 1 | 0 | strong | moderate | low | — |
+| `andylin-hao` | [profile](https://github.com/andylin-hao) | yes | FIRST_TIME_CONTRIBUTOR | 3162d | `2026-06-04T03:53:20Z` | 1 | 0 | strong | moderate | low | — |
 | `ansley` | [profile](https://github.com/ansley) | no | NONE | 2296d | `2026-04-09T14:31:40Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Apeksha23-hub` | [profile](https://github.com/Apeksha23-hub) | no | FIRST_TIME_CONTRIBUTOR | 79d | `2026-05-16T13:17:12Z` | 1 | 0 | mixed | low | low | very new account; no visible non-self stars; targets high-star repos |
 | `ArkaD171717` | [profile](https://github.com/ArkaD171717) | no | FIRST_TIME_CONTRIBUTOR | 1206d | `2026-05-02T09:31:22Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -248,7 +251,6 @@
 | `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 |
-| `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 |
 | `gaurav0107` | [profile](https://github.com/gaurav0107) | no | CONTRIBUTOR | 3970d | `2026-04-23T19:12:43Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -266,7 +268,6 @@
 | `i3hz` | [profile](https://github.com/i3hz) | no | CONTRIBUTOR | 961d | `2026-02-18T04:04:37Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `igordertigor` | [profile](https://github.com/igordertigor) | no | CONTRIBUTOR | 5665d | `2026-05-12T19:17:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 1 | 0 | strong | low | low | high recent PR volume |
-| `ishan-1010` | [profile](https://github.com/ishan-1010) | no | NONE | 1588d | `2026-06-01T06:07:21Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `jacopopper` | [profile](https://github.com/jacopopper) | no | NONE | 1686d | `2026-05-31T20:04:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `JAE0Y2N` | [profile](https://github.com/JAE0Y2N) | no | NONE | 877d | `2026-05-20T11:02:07Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `jagwar` | [profile](https://github.com/jagwar) | no | MEMBER | 3691d | `2026-04-07T21:35:38Z` | 1 | 0 | strong | low | low | targets high-star repos |
@@ -303,6 +304,7 @@
 | `mohdfaour03` | [profile](https://github.com/mohdfaour03) | no | FIRST_TIME_CONTRIBUTOR | 1152d | `2026-04-08T13:38:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `mrutkows` | [profile](https://github.com/mrutkows) | no | NONE | 4332d | `2026-04-09T17:46:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `MukundaKatta` | [profile](https://github.com/MukundaKatta) | no | NONE | 1527d | `2026-04-15T08:33:29Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
+| `n0gu-furiosa` | [profile](https://github.com/n0gu-furiosa) | yes | CONTRIBUTOR | 863d | `2026-06-04T05:04:15Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Oneirag` | [profile](https://github.com/Oneirag) | no | FIRST_TIME_CONTRIBUTOR | 4233d | `2026-04-24T04:00:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `onuralpszr` | [profile](https://github.com/onuralpszr) | no | FIRST_TIME_CONTRIBUTOR | 5146d | `2026-05-31T20:25:01Z` | 1 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread |
 | `owwll` | [profile](https://github.com/owwll) | no | NONE | 636d | `2026-04-10T21:13:32Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -311,7 +313,7 @@
 | `PHclaw` | [profile](https://github.com/PHclaw) | no | NONE | 26d | `2026-04-29T02:08:23Z` | 1 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
 | `pratapyash` | [profile](https://github.com/pratapyash) | no | NONE | 3227d | `2026-04-24T07:14:52Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `pritishyuvraj` | [profile](https://github.com/pritishyuvraj) | no | FIRST_TIME_CONTRIBUTOR | 3913d | `2026-04-30T04:36:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `professoralbay` | [profile](https://github.com/professoralbay) | yes | 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 |
+| `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 |
 | `Protocol-zero-0` | [profile](https://github.com/Protocol-zero-0) | no | NONE | 110d | `2026-05-16T15:42:56Z` | 1 | 0 | weak | very high | high | young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `puneetdixit200` | [profile](https://github.com/puneetdixit200) | no | NONE | 223d | `2026-05-16T09:13:29Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
 | `pvelayudhan` | [profile](https://github.com/pvelayudhan) | no | CONTRIBUTOR | 2051d | `2026-05-27T14:26:06Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -439,12 +441,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
 - repo first seen: `2025-06-20T09:58:55Z`
-- repo last seen: `2026-06-03T07:23:55Z`
+- repo last seen: `2026-06-04T02:03:40Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **94**
 - snapshot authored PRs/issues: **90 PRs / 4 issues**
-- snapshot discussion activity: **77 comments / 92 reviews / 91 review comments**
+- snapshot discussion activity: **77 comments / 93 reviews / 92 review comments**
 - account age: **3934 days**
 - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
 - public orgs: none visible
@@ -612,12 +614,12 @@ 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: `2026-06-03T05:36:50Z`
+- repo last seen: `2026-06-04T00:46:12Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **40**
 - snapshot authored PRs/issues: **39 PRs / 1 issues**
-- snapshot discussion activity: **25 comments / 23 reviews / 23 review comments**
+- snapshot discussion activity: **25 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
@@ -705,12 +707,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
 - repo first seen: `2024-03-21T04:37:45Z`
-- repo last seen: `2026-06-02T06:23:35Z`
+- repo last seen: `2026-06-04T01:59:16Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **29**
 - snapshot authored PRs/issues: **25 PRs / 4 issues**
-- snapshot discussion activity: **51 comments / 38 reviews / 38 review comments**
+- snapshot discussion activity: **51 comments / 44 reviews / 44 review comments**
 - account age: **1396 days**
 - recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
 - public orgs: none visible
@@ -774,6 +776,30 @@ Example artifacts:
 - [Issue #45290: `apply_chat_template(tokenize=True)` crashes on assistant messages with tool calls and no content](https://github.com/huggingface/transformers/issues/45290) — closed
 - [Issue #44514: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`](https://github.com/huggingface/transformers/issues/44514) — closed
 
+### `3outeille`
+
+- profile: [github.com/3outeille](https://github.com/3outeille)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
+- repo first seen: `2025-11-26T16:58:10Z`
+- repo last seen: `2026-06-04T04:00:45Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **22**
+- snapshot authored PRs/issues: **21 PRs / 1 issues**
+- snapshot discussion activity: **32 comments / 98 reviews / 100 review comments**
+- account age: **2625 days**
+- recent public PR activity: **9 PRs** (4 merged / 0 closed-unmerged / 5 open; merged rate **44%**, closed-unmerged rate **0%**, open rate **56%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46394: cleaning _accumulate_local_param_grad](https://github.com/huggingface/transformers/pull/46394) — open
+- [PR #46292: sp + ep training / tp + ep inference](https://github.com/huggingface/transformers/pull/46292) — open, draft
+- [PR #46290: Tp param level](https://github.com/huggingface/transformers/pull/46290) — open
+- [Issue #46187: cohere2_moe fails training + tensor parallel tests](https://github.com/huggingface/transformers/issues/46187) — closed
+
 ### `IlyasMoutawwakil`
 
 - profile: [github.com/IlyasMoutawwakil](https://github.com/IlyasMoutawwakil)
@@ -800,30 +826,6 @@ Example artifacts:
 - [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
 - [Issue #43317: device_map=auto fails to load the dequantized model on gpu+cpu offload](https://github.com/huggingface/transformers/issues/43317) — closed
 
-### `3outeille`
-
-- profile: [github.com/3outeille](https://github.com/3outeille)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
-- repo first seen: `2025-11-26T16:58:10Z`
-- repo last seen: `2026-05-29T23:01:08Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **21**
-- snapshot authored PRs/issues: **20 PRs / 1 issues**
-- snapshot discussion activity: **32 comments / 98 reviews / 100 review comments**
-- account age: **2625 days**
-- recent public PR activity: **9 PRs** (4 merged / 0 closed-unmerged / 5 open; merged rate **44%**, closed-unmerged rate **0%**, open rate **56%**)
-- public orgs: `huggingface`
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46292: sp + ep training / tp + ep inference](https://github.com/huggingface/transformers/pull/46292) — open, draft
-- [PR #46290: Tp param level](https://github.com/huggingface/transformers/pull/46290) — open
-- [PR #46269: DIstributed branch base](https://github.com/huggingface/transformers/pull/46269) — open
-- [Issue #46187: cohere2_moe fails training + tensor parallel tests](https://github.com/huggingface/transformers/issues/46187) — closed
-
 ### `Abdennacer-Badaoui`
 
 - profile: [github.com/Abdennacer-Badaoui](https://github.com/Abdennacer-Badaoui)
@@ -1952,6 +1954,29 @@ Example artifacts:
 - [PR #46212: Bump the actions group with 19 updates](https://github.com/huggingface/transformers/pull/46212) — closed
 - [PR #33215: Bump torch from 1.13.1 to 2.2.0 in /examples/research_projects/decision_transformer](https://github.com/huggingface/transformers/pull/33215) — closed, merged
 
+### `douglas-reid`
+
+- profile: [github.com/douglas-reid](https://github.com/douglas-reid)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adouglas-reid)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adouglas-reid)
+- repo first seen: `2026-04-02T19:05:35Z`
+- repo last seen: `2026-06-04T05:46:55Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **3573 days**
+- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #46398: fix(gemma4_unified): conversion script and config bugs](https://github.com/huggingface/transformers/pull/46398) — open
+- [PR #46385: who needs encoders?](https://github.com/huggingface/transformers/pull/46385) — closed, merged
+- [PR #45197: fix(docs): correct gemma4 docs and examples](https://github.com/huggingface/transformers/pull/45197) — closed, merged
+
 ### `joaquinhuigomez`
 
 - profile: [github.com/joaquinhuigomez](https://github.com/joaquinhuigomez)
@@ -2518,12 +2543,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agoingforstudying-ctrl)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agoingforstudying-ctrl)
 - repo first seen: `2026-06-02T23:21:10Z`
-- repo last seen: `2026-06-03T23:50:01Z`
+- repo last seen: `2026-06-04T01:59:33Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - account age: **120 days**
 - recent public PR activity: **80 PRs** (16 merged / 35 closed-unmerged / 29 open; merged rate **20%**, closed-unmerged rate **44%**, open rate **36%**)
 - public orgs: none visible
@@ -3442,6 +3467,29 @@ Example artifacts:
 - [PR #45079: Fix resized LM head weights being overwritten by post_init](https://github.com/huggingface/transformers/pull/45079) — closed, merged
 - [PR #45019: Fix GraniteConfig type hints to accept int for multiplier fields](https://github.com/huggingface/transformers/pull/45019) — closed, merged
 
+### `bhargav-patel-29`
+
+- profile: [github.com/bhargav-patel-29](https://github.com/bhargav-patel-29)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abhargav-patel-29)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abhargav-patel-29)
+- repo first seen: `2026-02-05T02:43:45Z`
+- repo last seen: `2026-06-04T04:28:33Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **267 days**
+- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #46395: Add support for BharatGen's Param2MoE model architecture](https://github.com/huggingface/transformers/pull/46395) — open
+- [PR #43888: Support for BharatGen's Param2MoE model architecture](https://github.com/huggingface/transformers/pull/43888) — closed
+- [PR #43752: Param2moe v4.52.3](https://github.com/huggingface/transformers/pull/43752) — closed
+
 ### `he-yufeng`
 
 - profile: [github.com/he-yufeng](https://github.com/he-yufeng)
@@ -3627,28 +3675,6 @@ Example artifacts:
 - [PR #45365: Refactor GPT-J output tracing to use standardized decorators](https://github.com/huggingface/transformers/pull/45365) — closed
 - [PR #44411: Update agentic contributions guidelines in AGENTS.md to force yielding.](https://github.com/huggingface/transformers/pull/44411) — closed, merged
 
-### `douglas-reid`
-
-- profile: [github.com/douglas-reid](https://github.com/douglas-reid)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adouglas-reid)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adouglas-reid)
-- repo first seen: `2026-04-02T19:05:35Z`
-- repo last seen: `2026-06-03T14:51:43Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **3573 days**
-- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #46385: who needs encoders?](https://github.com/huggingface/transformers/pull/46385) — closed, merged
-- [PR #45197: fix(docs): correct gemma4 docs and examples](https://github.com/huggingface/transformers/pull/45197) — closed, merged
-
 ### `excepshenal`
 
 - profile: [github.com/excepshenal](https://github.com/excepshenal)
@@ -4227,6 +4253,28 @@ Example artifacts:
 - [PR #45349: Fix #45305 + add regression test GAS](https://github.com/huggingface/transformers/pull/45349) — closed, merged
 - [Issue #45305: Gradients not averaged by GAS when using DeepSpeed + model_accepts_loss_kwargs=True (Qwen3, Llama3, etc.)](https://github.com/huggingface/transformers/issues/45305) — closed
 
+### `ishan-1010`
+
+- profile: [github.com/ishan-1010](https://github.com/ishan-1010)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aishan-1010)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aishan-1010)
+- repo first seen: `2026-06-01T06:07:21Z`
+- repo last seen: `2026-06-04T04:40:19Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **1 PRs / 1 issues**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- account age: **1588 days**
+- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46323: Fix convert_tokens_to_ids performance regression for slow tokenizers (#46315)](https://github.com/huggingface/transformers/pull/46323) — closed, merged
+- [Issue #46396: `added_tokens_encoder` rebuilds the entire added-token map on every access](https://github.com/huggingface/transformers/issues/46396) — open
+
 ### `jesperschlegel`
 
 - profile: [github.com/jesperschlegel](https://github.com/jesperschlegel)
@@ -4998,6 +5046,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45321: Remove references to torchao's AffineQuantizedTensor](https://github.com/huggingface/transformers/pull/45321) — open
 
+### `andylin-hao`
+
+- profile: [github.com/andylin-hao](https://github.com/andylin-hao)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aandylin-hao)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aandylin-hao)
+- repo first seen: `2026-06-04T03:53:20Z`
+- repo last seen: `2026-06-04T03:53:20Z`
+- first seen in snapshot: **yes**
+- repo 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: **3162 days**
+- recent public PR activity: **22 PRs** (19 merged / 1 closed-unmerged / 2 open; merged rate **86%**, closed-unmerged rate **5%**, open rate **9%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #46393: fix: compatibility with torch<=2.7](https://github.com/huggingface/transformers/pull/46393) — open
+
 ### `ansley`
 
 - profile: [github.com/ansley](https://github.com/ansley)
@@ -5734,27 +5803,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45895: Fix undefined 'input' variable](https://github.com/huggingface/transformers/pull/45895) — closed, merged
 
-### `gagandhakrey`
-
-- profile: [github.com/gagandhakrey](https://github.com/gagandhakrey)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agagandhakrey)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agagandhakrey)
-- repo first seen: `2026-04-05T03:45:23Z`
-- repo last seen: `2026-04-05T03:45:23Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2285 days**
-- recent public PR activity: **22 PRs** (6 merged / 10 closed-unmerged / 6 open; merged rate **27%**, closed-unmerged rate **45%**, open rate **27%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **high**, automation risk **low**
-- heuristic read: **broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #45247: Fix UnboundLocalError in invert_attention_mask by adding proper shape…](https://github.com/huggingface/transformers/pull/45247) — closed
-
 ### `GANESH-NADKARNI`
 
 - profile: [github.com/GANESH-NADKARNI](https://github.com/GANESH-NADKARNI)
@@ -6112,27 +6160,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45875: fix](https://github.com/huggingface/transformers/pull/45875) — closed
 
-### `ishan-1010`
-
-- profile: [github.com/ishan-1010](https://github.com/ishan-1010)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aishan-1010)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aishan-1010)
-- repo first seen: `2026-06-01T06:07:21Z`
-- repo last seen: `2026-06-03T15:09:51Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **1588 days**
-- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46323: Fix convert_tokens_to_ids performance regression for slow tokenizers (#46315)](https://github.com/huggingface/transformers/pull/46323) — closed, merged
-
 ### `jacopopper`
 
 - profile: [github.com/jacopopper](https://github.com/jacopopper)
@@ -6889,6 +6916,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45451: Fix 'seperate' typo in qwen3/glm video-model docstrings](https://github.com/huggingface/transformers/pull/45451) — closed
 
+### `n0gu-furiosa`
+
+- profile: [github.com/n0gu-furiosa](https://github.com/n0gu-furiosa)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3An0gu-furiosa)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3An0gu-furiosa)
+- repo first seen: `2026-06-04T05:04:15Z`
+- repo last seen: `2026-06-04T05:04:15Z`
+- first seen in snapshot: **yes**
+- 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**
+- account age: **863 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
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46397: Raise tqdm minimum to 4.60 to match tqdm.contrib.logging import](https://github.com/huggingface/transformers/pull/46397) — open
+
 ### `Oneirag`
 
 - profile: [github.com/Oneirag](https://github.com/Oneirag)
@@ -7064,7 +7112,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aprofessoralbay)
 - repo first seen: `2026-06-03T20:51:18Z`
 - repo last seen: `2026-06-03T21:30:23Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIMER**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -7693,12 +7741,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ATernura143)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ATernura143)
 - repo first seen: `2026-05-31T14:17:55Z`
-- repo last seen: `2026-06-02T14:40:51Z`
+- repo last seen: `2026-06-04T04:23:07Z`
 - 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: **6 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
 - account age: **1583 days**
 - recent public PR activity: **8 PRs** (6 merged / 0 closed-unmerged / 2 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
 - public orgs: none visible

new_contributors.parquet

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@@ -81,7 +81,7 @@
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@@ -113,7 +113,7 @@
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@@ -1934,7 +1934,7 @@
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@@ -1951,7 +1951,7 @@
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@@ -1983,6 +1983,164 @@
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     },
+    {
+      "cluster_id": "pr-scope-46099-4",
+      "pr_numbers": [
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+        46126,
+        46290,
+        46394
+      ],
+      "representative_pr_number": 46394,
+      "average_similarity": 0.41,
+      "summary": "4 open PRs share weighted file overlap around `src/transformers/distributed/tensor_parallel.py`, `src/transformers/models/qwen3_moe/configuration_qwen3_moe.py`, `src/transformers/models/deepseek_v2/modular_deepseek_v2.py`; representative PR #46394.",
+      "shared_filenames": [
+        "src/transformers/distributed/tensor_parallel.py",
+        "src/transformers/models/qwen3_moe/configuration_qwen3_moe.py",
+        "src/transformers/models/deepseek_v2/modular_deepseek_v2.py",
+        "src/transformers/models/minimax_m2/configuration_minimax_m2.py",
+        "src/transformers/models/minimax_m2/modular_minimax_m2.py",
+        "src/transformers/models/mixtral/configuration_mixtral.py",
+        "src/transformers/models/olmoe/configuration_olmoe.py",
+        "src/transformers/models/qwen3_vl_moe/configuration_qwen3_vl_moe.py"
+      ],
+      "shared_directories": [
+        "src/transformers/distributed",
+        "src/transformers",
+        "src",
+        "src/transformers/models/qwen3_moe",
+        "src/transformers/models",
+        "src/transformers/models/deepseek_v2",
+        "src/transformers/models/solar_open",
+        "src/transformers/models/minimax_m2"
+      ],
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+          "shared_directories": [
+            "src/transformers/distributed",
+            "src/transformers",
+            "src"
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+        },
+        {
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+          "size_similarity": 0.984,
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+          "concentration_similarity": 0.403,
+          "shared_filenames": [
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+          "shared_directories": [
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+            "src/transformers",
+            "src"
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+        {
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+          "shared_directories": [
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+            "src/transformers",
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+        {
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+            "src/transformers/models/deepseek_v2/modular_deepseek_v2.py",
+            "src/transformers/models/minimax_m2/configuration_minimax_m2.py",
+            "src/transformers/models/minimax_m2/modular_minimax_m2.py",
+            "src/transformers/models/mixtral/configuration_mixtral.py",
+            "src/transformers/models/olmoe/configuration_olmoe.py",
+            "src/transformers/models/qwen3_moe/configuration_qwen3_moe.py",
+            "src/transformers/models/qwen3_omni_moe/configuration_qwen3_omni_moe.py",
+            "src/transformers/models/qwen3_vl_moe/configuration_qwen3_vl_moe.py"
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+          "shared_directories": [
+            "src/transformers/models/deepseek_v2",
+            "src/transformers/models/minimax_m2",
+            "src/transformers/models/mixtral",
+            "src/transformers/models/olmoe",
+            "src/transformers/models/qwen3_moe",
+            "src/transformers/models/qwen3_omni_moe",
+            "src/transformers/models/qwen3_vl_moe",
+            "src/transformers/models/solar_open",
+            "src/transformers/distributed",
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+        {
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+          ],
+          "shared_directories": [
+            "src/transformers/models/qwen3_moe",
+            "src/transformers/distributed",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
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+          "shared_filenames": [
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+            "src/transformers/models/qwen3_moe/configuration_qwen3_moe.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/qwen3_moe",
+            "src/transformers/distributed",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-44385-4",
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@@ -2339,7 +2497,7 @@
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       ],
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       "summary": "3 open PRs share weighted file overlap around `tests/kernels/test_kernels.py`, `src/transformers/integrations/hub_kernels.py`, `src/transformers/core_model_loading.py`; representative PR #45666.",
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@@ -2358,8 +2516,8 @@
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@@ -2380,8 +2538,8 @@
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@@ -2400,8 +2558,8 @@
         {
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@@ -2690,7 +2848,7 @@
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@@ -2728,7 +2886,7 @@
         46100
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-      "average_similarity": 0.44,
+      "average_similarity": 0.441,
       "summary": "3 open PRs share weighted file overlap around `tests/models/vit/test_modeling_vit.py`; representative PR #43665.",
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         {
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@@ -2776,8 +2934,8 @@
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@@ -3007,138 +3165,6 @@
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-            "src/transformers/models/deepseek_v3",
-            "src/transformers/models/dots1",
-            "src/transformers/models/ernie4_5_moe",
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     {
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@@ -3191,8 +3217,8 @@
         {
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@@ -3805,7 +3831,7 @@
         43816
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+      "average_similarity": 0.667,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/integration_utils.py`; representative PR #43779.",
       "shared_filenames": [
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@@ -3819,7 +3845,7 @@
         {
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