Refresh transformers dataset snapshot 20260717T120048Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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+- latest snapshot: `20260717T120048Z`
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@@ -15118,7 +15041,7 @@
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@@ -15130,7 +15053,7 @@
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             "url": "https://github.com/huggingface/transformers/issues/47325",
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@@ -19737,63 +19603,6 @@
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@@ -20079,8 +19888,8 @@
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             "url": "https://github.com/huggingface/transformers/pull/47141",
-            "state": "open",
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@@ -20332,7 +20141,7 @@
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@@ -20364,8 +20173,8 @@
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             "url": "https://github.com/huggingface/transformers/pull/47218",
-            "state": "open",
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+            "state": "closed",
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             "created_at": "2026-07-09T17:09:19Z"
           }

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260717T060031Z`
-- Generated: `2026-07-17T06:01:25Z`
+- Snapshot: `20260717T120048Z`
+- Generated: `2026-07-17T12:02:52Z`
 - Activity window: `60d`
-- Contributors: `367`
+- Contributors: `364`
 
 ## Summary
 
@@ -11,7 +11,7 @@
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 142 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 121 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
-| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 113 | 7 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
+| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 115 | 7 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 110 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-07-19T13:27:51Z` | 101 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 83 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
@@ -70,7 +70,6 @@
 | `sridhar-3009` | [profile](https://github.com/sridhar-3009) | no | NONE | 1347d | `2026-07-10T04:10:03Z` | 5 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
 | `Sriniketh24` | [profile](https://github.com/Sriniketh24) | no | CONTRIBUTOR | 609d | `2026-05-18T14:39:34Z` | 5 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3573d | `2026-04-02T19:05:35Z` | 4 | 0 | strong | low | low | targets high-star repos |
-| `irfaan101` | [profile](https://github.com/irfaan101) | no | CONTRIBUTOR | 613d | `2026-05-16T11:43:33Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `muhamedfazalps` | [profile](https://github.com/muhamedfazalps) | no | CONTRIBUTOR | 1469d | `2026-06-23T06:57:49Z` | 4 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
 | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 4 | 0 | mixed | low | low | — |
 | `rodrigoheniquesouza` | [profile](https://github.com/rodrigoheniquesouza) | no | NONE | 19d | `2026-07-13T03:46:02Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
@@ -100,6 +99,7 @@
 | `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 |
+| `irfaan101` | [profile](https://github.com/irfaan101) | no | CONTRIBUTOR | 613d | `2026-05-16T11:43:33Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `gante` | [profile](https://github.com/gante) | no | CONTRIBUTOR | 4054d | `2023-02-24T12:09:33Z` | 3 | 2 | strong | low | low | targets high-star repos |
 | `tengomucho` | [profile](https://github.com/tengomucho) | no | MEMBER | 4442d | `2026-04-29T09:26:52Z` | 3 | 1 | mixed | low | low | — |
 | `VectorPeak` | [profile](https://github.com/VectorPeak) | no | FIRST_TIME_CONTRIBUTOR | 2084d | `2026-07-03T09:46:12Z` | 2 | 3 | mixed | very high | medium | high recent PR volume; very broad repo spread; targets high-star repos |
@@ -154,7 +154,6 @@
 | `Dev-X25874` | [profile](https://github.com/Dev-X25874) | no | FIRST_TIME_CONTRIBUTOR | 4d | `2026-05-13T10:45:04Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4292d | `2025-11-26T16:41:09Z` | 4 | 0 | weak | low | 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 |
-| `Chao1Han` | [profile](https://github.com/Chao1Han) | no | FIRST_TIME_CONTRIBUTOR | 1422d | `2026-05-14T09:13:18Z` | 3 | 0 | mixed | moderate | low | high open PR share |
 | `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 |
 | `orbisai0security` | [profile](https://github.com/orbisai0security) | no | NONE | 242d | `2026-03-30T15:02:06Z` | 3 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share |
 | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | FIRST_TIME_CONTRIBUTOR | 1556d | `2026-03-07T22:12:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -202,10 +201,9 @@
 | `shubhammr21` | [profile](https://github.com/shubhammr21) | no | FIRST_TIME_CONTRIBUTOR | 4155d | `2026-05-22T10:45:10Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `silicon-dispatch-100` | [profile](https://github.com/silicon-dispatch-100) | no | FIRST_TIMER | 3377d | `2026-06-24T06:33:39Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `sisaman` | [profile](https://github.com/sisaman) | no | CONTRIBUTOR | 4905d | `2026-06-17T15:54:08Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
-| `sohumt123` | [profile](https://github.com/sohumt123) | no | FIRST_TIME_CONTRIBUTOR | 451d | `2026-07-14T16:42:44Z` | 1 | 1 | weak | high | medium | broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
+| `sohumt123` | [profile](https://github.com/sohumt123) | no | NONE | 451d | `2026-07-14T16:42:44Z` | 1 | 1 | weak | high | medium | broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `XanxusCrypto` | [profile](https://github.com/XanxusCrypto) | no | CONTRIBUTOR | 3282d | `2026-04-02T09:17:32Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `0Sh1khar` | [profile](https://github.com/0Sh1khar) | no | NONE | 660d | `2026-05-18T14:31:57Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `abcd1927` | [profile](https://github.com/abcd1927) | no | CONTRIBUTOR | 2561d | `2026-05-18T08:06:44Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `abderahmane-ai` | [profile](https://github.com/abderahmane-ai) | no | NONE | 294d | `2026-06-18T22:40:41Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `adhavan18` | [profile](https://github.com/adhavan18) | no | NONE | 1585d | `2026-06-15T11:44:11Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `Aditya-ad48` | [profile](https://github.com/Aditya-ad48) | no | FIRST_TIME_CONTRIBUTOR | 705d | `2026-05-24T09:20:39Z` | 1 | 0 | weak | moderate | low | high open PR share |
@@ -283,17 +281,16 @@
 | `JOhnsonKC201` | [profile](https://github.com/JOhnsonKC201) | no | FIRST_TIME_CONTRIBUTOR | 702d | `2026-06-28T03:12:24Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `kemuxiaozi000` | [profile](https://github.com/kemuxiaozi000) | no | FIRST_TIME_CONTRIBUTOR | 3406d | `2026-06-17T09:00:56Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Kevin-Li-2025` | [profile](https://github.com/Kevin-Li-2025) | no | FIRST_TIME_CONTRIBUTOR | 371d | `2026-06-17T18:09:50Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
-| `kfojcik-intel` | [profile](https://github.com/kfojcik-intel) | no | FIRST_TIME_CONTRIBUTOR | 1976d | `2026-05-18T08:12:12Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `kiankyars` | [profile](https://github.com/kiankyars) | no | NONE | 2112d | `2026-05-23T05:32:32Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share |
 | `kiwigitops` | [profile](https://github.com/kiwigitops) | no | CONTRIBUTOR | 81d | `2026-05-18T23:18:34Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
 | `KKothuri` | [profile](https://github.com/KKothuri) | no | FIRST_TIME_CONTRIBUTOR | 3216d | `2026-07-14T08:59:57Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `kurtmckee` | [profile](https://github.com/kurtmckee) | no | CONTRIBUTOR | 6391d | `2026-06-12T11:41:21Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread; no visible non-self stars |
-| `labAxiaoming` | [profile](https://github.com/labAxiaoming) | no | FIRST_TIME_CONTRIBUTOR | 3144d | `2026-07-07T13:04:02Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `labAxiaoming` | [profile](https://github.com/labAxiaoming) | no | CONTRIBUTOR | 3144d | `2026-07-07T13:04:02Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `lakshmiprasanna07` | [profile](https://github.com/lakshmiprasanna07) | no | NONE | 1219d | `2026-07-03T19:17:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `lanxuejin` | [profile](https://github.com/lanxuejin) | no | FIRST_TIME_CONTRIBUTOR | 2869d | `2026-06-04T12:32:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `lefft` | [profile](https://github.com/lefft) | no | CONTRIBUTOR | 3998d | `2026-07-10T21:40:09Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `Lemniscate-world` | [profile](https://github.com/Lemniscate-world) | no | NONE | 1024d | `2026-06-09T11:39:04Z` | 1 | 0 | mixed | moderate | low | — |
-| `LevelVoid` | [profile](https://github.com/LevelVoid) | no | FIRST_TIME_CONTRIBUTOR | 983d | `2026-07-09T15:16:26Z` | 1 | 0 | strong | moderate | low | — |
+| `LevelVoid` | [profile](https://github.com/LevelVoid) | no | CONTRIBUTOR | 983d | `2026-07-09T15:16:26Z` | 1 | 0 | strong | moderate | low | — |
 | `lewtun` | [profile](https://github.com/lewtun) | no | MEMBER | 3372d | `2024-10-18T08:50:17Z` | 1 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `LiangSu8899` | [profile](https://github.com/LiangSu8899) | no | FIRST_TIME_CONTRIBUTOR | 3682d | `2026-07-01T10:41:28Z` | 1 | 0 | mixed | low | low | high recent PR volume |
 | `lovelaceyrae11` | [profile](https://github.com/lovelaceyrae11) | no | FIRST_TIMER | 338d | `2026-07-10T09:06:47Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -431,12 +428,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
 - repo first seen: `2026-01-21T16:52:29Z`
-- repo last seen: `2026-07-16T16:22:44Z`
+- repo last seen: `2026-07-17T11:33:32Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **120**
-- snapshot authored PRs/issues: **113 PRs / 7 issues**
-- snapshot discussion activity: **218 comments / 236 reviews / 212 review comments**
+- repo primary artifacts: **122**
+- snapshot authored PRs/issues: **115 PRs / 7 issues**
+- snapshot discussion activity: **223 comments / 237 reviews / 212 review comments**
 - account age: **5839 days**
 - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
 - public orgs: `AFPy`, `faitmain`, `circus-tent`
@@ -444,10 +441,10 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
 
 Example artifacts:
+- [PR #47382: ci: harden daily CI reporting against GitHub API rate limits](https://github.com/huggingface/transformers/pull/47382) — open
+- [PR #47381: CI: add serge verify (GPU) caller workflow](https://github.com/huggingface/transformers/pull/47381) — open
 - [PR #47368: ci: Handle missing summaries in collated reports](https://github.com/huggingface/transformers/pull/47368) — open
-- [PR #47364: Fix Daily CI reporting issues](https://github.com/huggingface/transformers/pull/47364) — closed, merged
-- [PR #47362: ci: Handle empty GitHub token in CI run lookup](https://github.com/huggingface/transformers/pull/47362) — closed, merged
-- [Issue #47205: Standardize test image fixture loading for COCO images](https://github.com/huggingface/transformers/issues/47205) — open
+- [Issue #47205: Standardize test image fixture loading for COCO images](https://github.com/huggingface/transformers/issues/47205) — closed
 - [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — closed
 - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — closed
 
@@ -483,12 +480,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
 - repo first seen: `2024-07-19T13:27:51Z`
-- repo last seen: `2026-07-16T13:44:24Z`
+- repo last seen: `2026-07-17T11:52:46Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **101**
 - snapshot authored PRs/issues: **101 PRs / 0 issues**
-- snapshot discussion activity: **708 comments / 1162 reviews / 2457 review comments**
+- snapshot discussion activity: **714 comments / 1166 reviews / 2461 review comments**
 - account age: **1508 days**
 - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
 - public orgs: `huggingface`, `deeppavlov`
@@ -531,12 +528,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
 - repo first seen: `2023-02-24T14:13:29Z`
-- repo last seen: `2026-07-16T14:58:04Z`
+- repo last seen: `2026-07-17T10:23:42Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **75**
 - snapshot authored PRs/issues: **71 PRs / 4 issues**
-- snapshot discussion activity: **206 comments / 781 reviews / 1547 review comments**
+- snapshot discussion activity: **209 comments / 785 reviews / 1559 review comments**
 - account age: **2590 days**
 - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
 - public orgs: none visible
@@ -1110,12 +1107,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
 - repo first seen: `2025-07-25T12:59:52Z`
-- repo last seen: `2026-07-16T17:07:54Z`
+- repo last seen: `2026-07-17T08:41:53Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **15**
 - snapshot authored PRs/issues: **15 PRs / 0 issues**
-- snapshot discussion activity: **91 comments / 426 reviews / 1127 review comments**
+- snapshot discussion activity: **91 comments / 431 reviews / 1144 review comments**
 - account age: **4714 days**
 - recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: `LCAV`
@@ -1394,12 +1391,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIMvision12)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIMvision12)
 - repo first seen: `2022-10-14T20:02:21Z`
-- repo last seen: `2026-07-16T17:58:43Z`
+- repo last seen: `2026-07-17T11:11:06Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **9**
 - snapshot authored PRs/issues: **8 PRs / 1 issues**
-- snapshot discussion activity: **8 comments / 4 reviews / 4 review comments**
+- snapshot discussion activity: **10 comments / 5 reviews / 5 review comments**
 - account age: **1735 days**
 - recent public PR activity: **83 PRs** (80 merged / 3 closed-unmerged / 0 open; merged rate **96%**, closed-unmerged rate **4%**, open rate **0%**)
 - public orgs: none visible
@@ -1457,7 +1454,7 @@ Example artifacts:
 Example artifacts:
 - [PR #46920: Adapt voxtral_realtime to mistral-common 1.11.5 audio API](https://github.com/huggingface/transformers/pull/46920) — closed, merged
 - [PR #46604: [Mistral] Add tekken tokenizer detection, conversion, and save utilities](https://github.com/huggingface/transformers/pull/46604) — open, draft
-- [PR #46603: [Mistral] Move MistralConverter into integrations/mistral/ package](https://github.com/huggingface/transformers/pull/46603) — open
+- [PR #46603: [Mistral] Move MistralConverter into integrations/mistral/ package](https://github.com/huggingface/transformers/pull/46603) — closed, merged
 
 ### `SebTardif`
 
@@ -1833,29 +1830,6 @@ Example artifacts:
 - [PR #46398: fix(gemma4_unified): conversion script and config bugs](https://github.com/huggingface/transformers/pull/46398) — closed, merged
 - [PR #46385: who needs encoders?](https://github.com/huggingface/transformers/pull/46385) — closed, merged
 
-### `irfaan101`
-
-- profile: [github.com/irfaan101](https://github.com/irfaan101)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Airfaan101)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Airfaan101)
-- repo first seen: `2026-05-16T11:43:33Z`
-- repo last seen: `2026-06-02T18:29:12Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **613 days**
-- recent public PR activity: **9 PRs** (1 merged / 3 closed-unmerged / 5 open; merged rate **11%**, closed-unmerged rate **33%**, open rate **56%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46352: docs: update ACL Anthology URL in CITATION.cff](https://github.com/huggingface/transformers/pull/46352) — closed, merged
-- [PR #46181: fix(utils): register tensorflow_text in BACKENDS_MAPPING to prevent import error](https://github.com/huggingface/transformers/pull/46181) — closed
-- [PR #46027: docs: sync legacy ACL anthology URLs and update metrics across i18n READMEs](https://github.com/huggingface/transformers/pull/46027) — closed, merged
-
 ### `muhamedfazalps`
 
 - profile: [github.com/muhamedfazalps](https://github.com/muhamedfazalps)
@@ -2531,6 +2505,29 @@ Example artifacts:
 - [PR #46428: Pr 46229](https://github.com/huggingface/transformers/pull/46428) — closed
 - [PR #45638: Enable MTP support for Qwen3.5](https://github.com/huggingface/transformers/pull/45638) — open
 
+### `irfaan101`
+
+- profile: [github.com/irfaan101](https://github.com/irfaan101)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Airfaan101)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Airfaan101)
+- repo first seen: `2026-05-16T11:43:33Z`
+- repo last seen: `2026-06-02T18:29:12Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **613 days**
+- recent public PR activity: **9 PRs** (1 merged / 3 closed-unmerged / 5 open; merged rate **11%**, closed-unmerged rate **33%**, open rate **56%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46352: docs: update ACL Anthology URL in CITATION.cff](https://github.com/huggingface/transformers/pull/46352) — closed, merged
+- [PR #46181: fix(utils): register tensorflow_text in BACKENDS_MAPPING to prevent import error](https://github.com/huggingface/transformers/pull/46181) — closed
+- [PR #46027: docs: sync legacy ACL anthology URLs and update metrics across i18n READMEs](https://github.com/huggingface/transformers/pull/46027) — closed, merged
+
 ### `gante`
 
 - profile: [github.com/gante](https://github.com/gante)
@@ -3755,29 +3752,6 @@ Example artifacts:
 - [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
 
-### `Chao1Han`
-
-- profile: [github.com/Chao1Han](https://github.com/Chao1Han)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AChao1Han)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AChao1Han)
-- repo first seen: `2026-05-14T09:13:18Z`
-- repo last seen: `2026-06-22T03:05:15Z`
-- 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: **6 comments / 2 reviews / 2 review comments**
-- account age: **1422 days**
-- recent public PR activity: **22 PRs** (8 merged / 2 closed-unmerged / 12 open; merged rate **36%**, closed-unmerged rate **9%**, open rate **55%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share**
-
-Example artifacts:
-- [PR #46024: fix(llama4): align MoE interface for EP/TP compatibility](https://github.com/huggingface/transformers/pull/46024) — open
-- [PR #45989: [Llama4] Adopt `@use_experts_implementation` standard interface](https://github.com/huggingface/transformers/pull/45989) — closed
-- [PR #45976: Fix `MoeTensorParalellExperts` crash for Llama4 pre-weighted MoE experts (EP support)](https://github.com/huggingface/transformers/pull/45976) — closed
-
 ### `fyhon`
 
 - profile: [github.com/fyhon](https://github.com/fyhon)
@@ -4654,12 +4628,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALauraGPT)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALauraGPT)
 - repo first seen: `2026-05-24T11:07:04Z`
-- repo last seen: `2026-07-17T04:48:19Z`
+- repo last seen: `2026-07-17T10:26:18Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **39 comments / 29 reviews / 29 review comments**
+- snapshot discussion activity: **39 comments / 32 reviews / 32 review comments**
 - account age: **3699 days**
 - recent public PR activity: **9 PRs** (2 merged / 0 closed-unmerged / 7 open; merged rate **22%**, closed-unmerged rate **0%**, open rate **78%**)
 - public orgs: `FunAudioLLM`
@@ -4832,7 +4806,7 @@ Example artifacts:
 - repo first seen: `2026-07-14T16:42:44Z`
 - repo last seen: `2026-07-14T16:43:33Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -4843,8 +4817,8 @@ Example artifacts:
 - heuristic read: **broad repo spread; high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #47326: Fix assistant tokens mask when a generation span ends at token index 0 or on stripped whitespace](https://github.com/huggingface/transformers/pull/47326) — open
-- [Issue #47325: `return_assistant_tokens_mask` masks the rest of the sequence when a `{% generation %}` span ends at token index 0 or on whitespace stripped by the pre-tokenizer](https://github.com/huggingface/transformers/issues/47325) — open
+- [PR #47326: Fix assistant tokens mask when a generation span ends at token index 0 or on stripped whitespace](https://github.com/huggingface/transformers/pull/47326) — closed
+- [Issue #47325: `return_assistant_tokens_mask` masks the rest of the sequence when a `{% generation %}` span ends at token index 0 or on whitespace stripped by the pre-tokenizer](https://github.com/huggingface/transformers/issues/47325) — closed
 
 ### `XanxusCrypto`
 
@@ -4889,27 +4863,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46034: Fix outdated RAG documentation example](https://github.com/huggingface/transformers/pull/46034) — closed
 
-### `abcd1927`
-
-- profile: [github.com/abcd1927](https://github.com/abcd1927)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aabcd1927)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aabcd1927)
-- repo first seen: `2026-05-18T08:06:44Z`
-- repo last seen: `2026-05-18T08:06:44Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2561 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 #46025: Add hrm text](https://github.com/huggingface/transformers/pull/46025) — closed, merged
-
 ### `abderahmane-ai`
 
 - profile: [github.com/abderahmane-ai](https://github.com/abderahmane-ai)
@@ -6527,27 +6480,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46735: Fix beam cache reordering for non-default cache keys](https://github.com/huggingface/transformers/pull/46735) — open
 
-### `kfojcik-intel`
-
-- profile: [github.com/kfojcik-intel](https://github.com/kfojcik-intel)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akfojcik-intel)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akfojcik-intel)
-- repo first seen: `2026-05-18T08:12:12Z`
-- repo last seen: `2026-07-01T11:49:16Z`
-- 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: **1 comments / 0 reviews / 0 review comments**
-- account age: **1976 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; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #46026: fix: add pickle support to _LazyConfigMapping for spawn multiprocessing](https://github.com/huggingface/transformers/pull/46026) — open
-
 ### `kiankyars`
 
 - profile: [github.com/kiankyars](https://github.com/kiankyars)
@@ -6640,7 +6572,7 @@ Example artifacts:
 - repo first seen: `2026-07-07T13:04:02Z`
 - repo last seen: `2026-07-16T14:47:32Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
@@ -6651,7 +6583,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #47141: Fix GLM video frame padding for temporal patches](https://github.com/huggingface/transformers/pull/47141) — open
+- [PR #47141: Fix GLM video frame padding for temporal patches](https://github.com/huggingface/transformers/pull/47141) — closed, merged
 
 ### `lakshmiprasanna07`
 
@@ -6745,7 +6677,7 @@ Example artifacts:
 - repo first seen: `2026-07-09T15:16:26Z`
 - repo last seen: `2026-07-16T06:38:55Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **8 comments / 2 reviews / 2 review comments**
@@ -6756,7 +6688,7 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #47218: Refactor image loading in tests to use load_test_image helper](https://github.com/huggingface/transformers/pull/47218) — open
+- [PR #47218: Refactor image loading in tests to use load_test_image helper](https://github.com/huggingface/transformers/pull/47218) — closed, merged
 
 ### `lewtun`
 

new_contributors.parquet

@@ -1,3 +1,3 @@
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-oid sha256:b35170e7b80f99a509c919a223fa0dce785d7fec5ef2ce94926e603981eeaf44
-size 66050
+oid sha256:ec643733c10728016f3b48656dd265146c61b03633ae843c437a67ed3f60665e
+size 65700

pr-scope-clusters.json

@@ -1,8 +1,8 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260717T060031Z",
-  "generated_at": "2026-07-17T06:01:23Z",
-  "cluster_count": 84,
+  "snapshot_id": "20260717T120048Z",
+  "generated_at": "2026-07-17T12:02:50Z",
+  "cluster_count": 82,
   "pr_scope_clusters": [
     {
       "cluster_id": "pr-scope-43636-11",
@@ -161,7 +161,7 @@
         {
           "left_pr_number": 43663,
           "right_pr_number": 47379,
-          "similarity": 0.477,
+          "similarity": 0.476,
           "content_similarity": 0.415,
           "size_similarity": 0.24,
           "breadth_similarity": 1.0,
@@ -178,7 +178,7 @@
           "left_pr_number": 44123,
           "right_pr_number": 45067,
           "similarity": 0.473,
-          "content_similarity": 0.364,
+          "content_similarity": 0.363,
           "size_similarity": 0.455,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -209,8 +209,8 @@
         {
           "left_pr_number": 43636,
           "right_pr_number": 43663,
-          "similarity": 0.464,
-          "content_similarity": 0.354,
+          "similarity": 0.463,
+          "content_similarity": 0.353,
           "size_similarity": 0.44,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -273,7 +273,7 @@
         {
           "left_pr_number": 43663,
           "right_pr_number": 44189,
-          "similarity": 0.448,
+          "similarity": 0.447,
           "content_similarity": 0.391,
           "size_similarity": 0.16,
           "breadth_similarity": 1.0,
@@ -319,11 +319,11 @@
           ]
         },
         {
-          "left_pr_number": 43636,
-          "right_pr_number": 43651,
+          "left_pr_number": 44660,
+          "right_pr_number": 45067,
           "similarity": 0.437,
-          "content_similarity": 0.278,
-          "size_similarity": 0.611,
+          "content_similarity": 0.358,
+          "size_similarity": 0.24,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -335,11 +335,11 @@
           ]
         },
         {
-          "left_pr_number": 44660,
-          "right_pr_number": 45067,
-          "similarity": 0.437,
-          "content_similarity": 0.358,
-          "size_similarity": 0.24,
+          "left_pr_number": 43636,
+          "right_pr_number": 43651,
+          "similarity": 0.436,
+          "content_similarity": 0.278,
+          "size_similarity": 0.611,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -353,7 +353,7 @@
         {
           "left_pr_number": 43636,
           "right_pr_number": 47379,
-          "similarity": 0.433,
+          "similarity": 0.432,
           "content_similarity": 0.287,
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@@ -769,7 +769,7 @@
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@@ -881,7 +881,7 @@
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       "summary": "6 open PRs share weighted file overlap around `.github/workflows/pr-ci-security-gate.yml`; representative PR #46716.",
       "shared_filenames": [
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@@ -1110,8 +1110,8 @@
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@@ -1152,8 +1152,8 @@
         {
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@@ -1530,7 +1530,7 @@
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       ],
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+      "average_similarity": 0.428,
       "summary": "6 open PRs share weighted file overlap around `src/transformers/processing_utils.py`, `tests/test_processing_common.py`, `tests/models/auto/test_processor_auto.py`; representative PR #45627.",
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@@ -1800,8 +1800,8 @@
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@@ -2571,7 +2571,7 @@
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@@ -2602,7 +2602,7 @@
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@@ -2667,7 +2667,7 @@
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@@ -2699,7 +2699,7 @@
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@@ -2715,7 +2715,7 @@
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@@ -2753,7 +2753,7 @@
         {
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@@ -2771,7 +2771,7 @@
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@@ -2787,8 +2787,8 @@
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@@ -2804,7 +2804,7 @@
         {
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@@ -2889,7 +2889,7 @@
         {
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@@ -3009,7 +3009,7 @@
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@@ -3076,7 +3076,7 @@
         47208
       ],
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       "summary": "4 open PRs share weighted file overlap around `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`, `.github/workflows/build-past-ci-docker-images.yml`; representative PR #47208.",
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@@ -3096,8 +3096,8 @@
         {
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@@ -3121,8 +3121,8 @@
         {
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@@ -3146,8 +3146,8 @@
         {
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@@ -3168,8 +3168,8 @@
         {
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@@ -3193,8 +3193,8 @@
         {
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@@ -3213,8 +3213,8 @@
         {
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@@ -3477,7 +3477,7 @@
         46642
       ],
       "representative_pr_number": 45438,
-      "average_similarity": 0.48,
+      "average_similarity": 0.481,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`, `docs/source/en/model_doc/gemma4.md`; representative PR #45438.",
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@@ -3566,8 +3566,8 @@
         {
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-          "similarity": 0.401,
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@@ -3587,8 +3587,8 @@
         {
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@@ -3608,8 +3608,8 @@
         {
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@@ -3635,7 +3635,7 @@
         47017
       ],
       "representative_pr_number": 45293,
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+      "average_similarity": 0.467,
       "summary": "4 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`, `src/transformers/models/auto/tokenization_auto.py`; representative PR #45293.",
       "shared_filenames": [
         "tests/models/auto/test_tokenization_auto.py",
@@ -3733,7 +3733,7 @@
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@@ -3772,7 +3772,7 @@
         47372
       ],
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-      "average_similarity": 0.386,
+      "average_similarity": 0.39,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/tokenization_utils_base.py`; representative PR #45541.",
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@@ -3785,8 +3785,8 @@
         {
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         {
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+          "similarity": 0.34,
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           "breadth_similarity": 0.5,
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         {
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           "right_pr_number": 47224,
-          "similarity": 0.317,
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+          "similarity": 0.32,
+          "content_similarity": 0.286,
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           "breadth_similarity": 0.267,
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@@ -3865,8 +3865,8 @@
         {
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           "right_pr_number": 47372,
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-          "content_similarity": 0.232,
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           "left_pr_number": 33686,
           "right_pr_number": 44550,
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-          "content_similarity": 0.132,
+          "content_similarity": 0.131,
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           "breadth_similarity": 1.0,
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@@ -3919,7 +3919,7 @@
           "left_pr_number": 44407,
           "right_pr_number": 44550,
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-          "content_similarity": 0.098,
+          "content_similarity": 0.097,
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           "breadth_similarity": 1.0,
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@@ -3948,8 +3948,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44407,
-          "similarity": 0.353,
-          "content_similarity": 0.085,
+          "similarity": 0.352,
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@@ -4001,7 +4001,7 @@
         47304
       ],
       "representative_pr_number": 46319,
-      "average_similarity": 0.355,
+      "average_similarity": 0.354,
       "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #46319.",
       "shared_filenames": [],
       "shared_directories": [
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           "left_pr_number": 47212,
           "right_pr_number": 47304,
           "similarity": 0.355,
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+          "content_similarity": 0.095,
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           "left_pr_number": 46319,
           "right_pr_number": 46889,
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+          "content_similarity": 0.079,
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           "breadth_similarity": 1.0,
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@@ -4089,7 +4089,7 @@
           "left_pr_number": 46889,
           "right_pr_number": 47304,
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         {
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           "right_pr_number": 47280,
-          "similarity": 0.838,
-          "content_similarity": 0.95,
+          "similarity": 0.837,
+          "content_similarity": 0.949,
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           "breadth_similarity": 1.0,
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@@ -4317,8 +4317,8 @@
         {
           "left_pr_number": 46848,
           "right_pr_number": 47280,
-          "similarity": 0.77,
-          "content_similarity": 0.928,
+          "similarity": 0.771,
+          "content_similarity": 0.93,
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           "breadth_similarity": 0.5,
           "concentration_similarity": 0.978,
@@ -4334,8 +4334,8 @@
         {
           "left_pr_number": 46848,
           "right_pr_number": 47123,
-          "similarity": 0.686,
-          "content_similarity": 0.834,
+          "similarity": 0.685,
+          "content_similarity": 0.833,
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           "breadth_similarity": 0.5,
           "concentration_similarity": 0.978,
@@ -4350,82 +4350,6 @@
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       ]
     },
-    {
-      "cluster_id": "pr-scope-45570-3",
-      "pr_numbers": [
-        45570,
-        46795,
-        47150
-      ],
-      "representative_pr_number": 46795,
-      "average_similarity": 0.574,
-      "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"
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-        {
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-          "size_similarity": 0.333,
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-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/models/whisper/generation_whisper.py"
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-          "shared_directories": [
-            "src/transformers/models/whisper",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 45570,
-          "right_pr_number": 46795,
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-          "size_similarity": 0.375,
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-          "shared_filenames": [
-            "src/transformers/models/whisper/generation_whisper.py"
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-          "shared_directories": [
-            "src/transformers/models/whisper",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
-          ]
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-        {
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-          "shared_filenames": [
-            "src/transformers/models/whisper/generation_whisper.py"
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-          "shared_directories": [
-            "src/transformers/models/whisper",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-44015-3",
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           "left_pr_number": 43656,
           "right_pr_number": 43842,
           "similarity": 0.566,
-          "content_similarity": 0.547,
+          "content_similarity": 0.546,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4827,7 +4751,7 @@
           "left_pr_number": 43656,
           "right_pr_number": 44682,
           "similarity": 0.424,
-          "content_similarity": 0.467,
+          "content_similarity": 0.466,
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           "breadth_similarity": 0.5,
           "concentration_similarity": 0.802,
@@ -5098,7 +5022,7 @@
           "left_pr_number": 45742,
           "right_pr_number": 46211,
           "similarity": 0.566,
-          "content_similarity": 0.505,
+          "content_similarity": 0.506,
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           "breadth_similarity": 0.25,
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@@ -5189,7 +5113,7 @@
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-          "similarity": 0.421,
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           "breadth_similarity": 0.417,
@@ -5221,82 +5145,58 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-43532-3",
+      "cluster_id": "pr-scope-46887-3",
       "pr_numbers": [
-        43532,
-        43649,
-        47360
-      ],
-      "representative_pr_number": 43649,
-      "average_similarity": 0.411,
-      "summary": "3 open PRs share weighted file overlap around `.github/workflows/self-scheduled.yml`, `.github/workflows/self-scheduled-caller.yml`, `utils/notification_service.py`; representative PR #43649.",
-      "shared_filenames": [
-        ".github/workflows/self-scheduled.yml",
-        ".github/workflows/self-scheduled-caller.yml",
-        "utils/notification_service.py",
-        ".github/workflows/self-comment-ci.yml",
-        "tests/models/vit/test_modeling_vit.py"
+        46887,
+        47360,
+        47381
       ],
+      "representative_pr_number": 47360,
+      "average_similarity": 0.396,
+      "summary": "3 open PRs cluster in `.github/workflows`, `.github` with similar change breadth; representative PR #47360.",
+      "shared_filenames": [],
       "shared_directories": [
         ".github/workflows",
-        ".github",
-        "tests/models/vit",
-        "tests/models",
-        "utils",
-        "tests"
+        ".github"
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-          "content_similarity": 0.436,
-          "size_similarity": 0.395,
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-          "concentration_similarity": 0.893,
-          "shared_filenames": [
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-            ".github/workflows/self-scheduled.yml",
-            "tests/models/vit/test_modeling_vit.py",
-            "utils/notification_service.py"
-          ],
+          "left_pr_number": 46887,
+          "right_pr_number": 47360,
+          "similarity": 0.421,
+          "content_similarity": 0.187,
+          "size_similarity": 0.931,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
           "shared_directories": [
-            "tests/models/vit",
             ".github/workflows",
-            "tests/models",
-            ".github",
-            "tests",
-            "utils"
+            ".github"
           ]
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         {
-          "left_pr_number": 43649,
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-          "content_similarity": 0.423,
-          "size_similarity": 0.429,
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-            ".github/workflows/self-scheduled-caller.yml",
-            ".github/workflows/self-scheduled.yml"
-          ],
+          "left_pr_number": 47360,
+          "right_pr_number": 47381,
+          "similarity": 0.392,
+          "content_similarity": 0.166,
+          "size_similarity": 0.84,
+          "breadth_similarity": 1.0,
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           "shared_directories": [
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         },
         {
-          "left_pr_number": 43532,
-          "right_pr_number": 47360,
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-          "concentration_similarity": 0.605,
-          "shared_filenames": [
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+          "left_pr_number": 46887,
+          "right_pr_number": 47381,
+          "similarity": 0.375,
+          "content_similarity": 0.154,
+          "size_similarity": 0.782,
+          "breadth_similarity": 1.0,
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+          "shared_filenames": [],
           "shared_directories": [
             ".github/workflows",
             ".github"
@@ -5384,6 +5284,66 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46138-3",
+      "pr_numbers": [
+        46138,
+        46501,
+        46503
+      ],
+      "representative_pr_number": 46503,
+      "average_similarity": 0.344,
+      "summary": "3 open PRs cluster in `.github/workflows`, `.github` with similar change breadth; representative PR #46503.",
+      "shared_filenames": [],
+      "shared_directories": [
+        ".github/workflows",
+        ".github"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46501,
+          "right_pr_number": 46503,
+          "similarity": 0.362,
+          "content_similarity": 0.088,
+          "size_similarity": 1.0,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
+          "left_pr_number": 46138,
+          "right_pr_number": 46503,
+          "similarity": 0.343,
+          "content_similarity": 0.114,
+          "size_similarity": 0.75,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
+          "left_pr_number": 46138,
+          "right_pr_number": 46501,
+          "similarity": 0.327,
+          "content_similarity": 0.093,
+          "size_similarity": 0.75,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-44018-2",
       "pr_numbers": [
@@ -5674,7 +5634,7 @@
         45645
       ],
       "representative_pr_number": 45639,
-      "average_similarity": 0.884,
+      "average_similarity": 0.883,
       "summary": "2 open PRs share weighted file overlap around `tests/utils/test_testing_utils.py`, `utils/notification_service.py`, `src/transformers/testing_utils.py`; representative PR #45639.",
       "shared_filenames": [
         "tests/utils/test_testing_utils.py",
@@ -5692,8 +5652,8 @@
         {
           "left_pr_number": 45639,
           "right_pr_number": 45645,
-          "similarity": 0.884,
-          "content_similarity": 0.895,
+          "similarity": 0.883,
+          "content_similarity": 0.894,
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           "breadth_similarity": 0.75,
           "concentration_similarity": 0.898,
@@ -5879,7 +5839,7 @@
           "left_pr_number": 45606,
           "right_pr_number": 45607,
           "similarity": 0.775,
-          "content_similarity": 0.825,
+          "content_similarity": 0.826,
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           "breadth_similarity": 0.417,
           "concentration_similarity": 0.778,
@@ -6552,6 +6512,55 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-43532-2",
+      "pr_numbers": [
+        43532,
+        43649
+      ],
+      "representative_pr_number": 43532,
+      "average_similarity": 0.496,
+      "summary": "2 open PRs share weighted file overlap around `utils/notification_service.py`, `.github/workflows/self-comment-ci.yml`, `.github/workflows/self-scheduled.yml`; representative PR #43532.",
+      "shared_filenames": [
+        "utils/notification_service.py",
+        ".github/workflows/self-comment-ci.yml",
+        ".github/workflows/self-scheduled.yml",
+        "tests/models/vit/test_modeling_vit.py"
+      ],
+      "shared_directories": [
+        "tests/models/vit",
+        ".github/workflows",
+        "tests/models",
+        ".github",
+        "utils",
+        "tests"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 43532,
+          "right_pr_number": 43649,
+          "similarity": 0.496,
+          "content_similarity": 0.436,
+          "size_similarity": 0.395,
+          "breadth_similarity": 0.875,
+          "concentration_similarity": 0.893,
+          "shared_filenames": [
+            ".github/workflows/self-comment-ci.yml",
+            ".github/workflows/self-scheduled.yml",
+            "tests/models/vit/test_modeling_vit.py",
+            "utils/notification_service.py"
+          ],
+          "shared_directories": [
+            "tests/models/vit",
+            ".github/workflows",
+            "tests/models",
+            ".github",
+            "tests",
+            "utils"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-45540-2",
       "pr_numbers": [
@@ -6657,11 +6666,11 @@
         47295
       ],
       "representative_pr_number": 46572,
-      "average_similarity": 0.486,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/diffusion_gemma/modeling_diffusion_gemma.py`, `tests/models/diffusion_gemma/test_modeling_diffusion_gemma.py`, `src/transformers/models/diffusion_gemma/modular_diffusion_gemma.py`; representative PR #46572.",
+      "average_similarity": 0.484,
+      "summary": "2 open PRs share weighted file overlap around `tests/models/diffusion_gemma/test_modeling_diffusion_gemma.py`, `src/transformers/models/diffusion_gemma/modeling_diffusion_gemma.py`, `src/transformers/models/diffusion_gemma/modular_diffusion_gemma.py`; representative PR #46572.",
       "shared_filenames": [
-        "src/transformers/models/diffusion_gemma/modeling_diffusion_gemma.py",
         "tests/models/diffusion_gemma/test_modeling_diffusion_gemma.py",
+        "src/transformers/models/diffusion_gemma/modeling_diffusion_gemma.py",
         "src/transformers/models/diffusion_gemma/modular_diffusion_gemma.py"
       ],
       "shared_directories": [
@@ -6677,8 +6686,8 @@
         {
           "left_pr_number": 46572,
           "right_pr_number": 47295,
-          "similarity": 0.486,
-          "content_similarity": 0.48,
+          "similarity": 0.484,
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           "breadth_similarity": 0.708,
           "concentration_similarity": 0.535,
@@ -6699,71 +6708,6 @@
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-    {
-      "cluster_id": "pr-scope-46404-2",
-      "pr_numbers": [
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-        46556
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-      "representative_pr_number": 46404,
-      "average_similarity": 0.469,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/deepseek_vl/modular_deepseek_vl.py`, `src/transformers/models/emu3/processing_emu3.py`, `src/transformers/models/florence2/processing_florence2.py`; representative PR #46404.",
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-        "src/transformers/models/emu3/processing_emu3.py",
-        "src/transformers/models/florence2/processing_florence2.py",
-        "src/transformers/models/glm_image/processing_glm_image.py",
-        "src/transformers/models/granite4_vision/processing_granite4_vision.py",
-        "src/transformers/models/kosmos2/processing_kosmos2.py",
-        "src/transformers/models/minicpmv4_6/processing_minicpmv4_6.py",
-        "src/transformers/models/qianfan_ocr/modular_qianfan_ocr.py"
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-        "src/transformers/models/minicpmv4_6",
-        "src/transformers/models/florence2",
-        "src/transformers/models/kosmos2",
-        "src/transformers/models/video_llava",
-        "src/transformers/models/colqwen2",
-        "src/transformers/models/lighton_ocr",
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-            "src/transformers/models/colqwen2/processing_colqwen2.py",
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-            "src/transformers/models/deepseek_vl_hybrid/processing_deepseek_vl_hybrid.py",
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+      "pr_numbers": [
+        45570,
+        46795
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+      "average_similarity": 0.446,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/whisper/generation_whisper.py`; representative PR #45570.",
+      "shared_filenames": [
+        "src/transformers/models/whisper/generation_whisper.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/whisper",
+        "src/transformers/models",
+        "src/transformers",
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+            "src/transformers/models/whisper",
+            "src/transformers/models",
+            "src/transformers",
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+      "average_similarity": 0.432,
       "summary": "2 open PRs share weighted file overlap around `.github/workflows/build_pr_documentation.yml`; representative PR #44965.",
       "shared_filenames": [
         ".github/workflows/build_pr_documentation.yml"
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+      "average_similarity": 0.429,
       "summary": "2 open PRs share weighted file overlap around `tests/tokenization/test_tokenization_fast.py`, `src/transformers/tokenization_utils_tokenizers.py`; representative PR #45822.",
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         {
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+      "summary": "2 open PRs cluster in `src/transformers/models/whisper`, `src/transformers/models`, `src/transformers` with similar change breadth; representative PR #46761.",
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