Refresh transformers dataset snapshot 20260704T120019Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
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@@ -14359,6 +14582,63 @@
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@@ -20041,63 +20321,6 @@
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@@ -22334,120 +22557,6 @@
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new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260704T060749Z`
-- Generated: `2026-07-04T06:08:08Z`
+- Snapshot: `20260704T120019Z`
+- Generated: `2026-07-04T12:01:16Z`
 - Activity window: `60d`
-- Contributors: `345`
+- Contributors: `346`
 
 ## Summary
 
@@ -35,10 +35,10 @@
 | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 21 | 0 | strong | moderate | low | — |
 | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 21 | 0 | strong | moderate | low | targets high-star repos |
 | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 20 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
+| `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | NONE | ?d | `2026-05-13T06:40:41Z` | 20 | 0 | n/a | n/a | n/a | summary unavailable |
 | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 20 | 0 | mixed | moderate | low | — |
-| `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 17 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
+| `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 19 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
 | `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 16 | 1 | weak | moderate | low | high open PR share |
-| `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | NONE | ?d | `2026-05-13T06:40:41Z` | 15 | 0 | n/a | n/a | n/a | summary unavailable |
 | `AI-Safeter` | [profile](https://github.com/AI-Safeter) | no | NONE | 0d | `2026-05-19T04:38:35Z` | 14 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 13 | 0 | mixed | low | low | high open PR share |
 | `Rohan5commit` | [profile](https://github.com/Rohan5commit) | no | FIRST_TIME_CONTRIBUTOR | 636d | `2026-06-12T06:11:19Z` | 13 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
@@ -97,6 +97,7 @@
 | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3449d | `2026-03-09T09:03:10Z` | 5 | 0 | mixed | low | low | — |
 | `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2500d | `2025-10-30T12:45:06Z` | 4 | 1 | mixed | moderate | low | — |
 | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
+| `dhruv7477` | [profile](https://github.com/dhruv7477) | no | CONTRIBUTOR | 1645d | `2026-04-29T09:34:56Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Abineshabee` | [profile](https://github.com/Abineshabee) | no | CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 3 | 2 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `gante` | [profile](https://github.com/gante) | no | CONTRIBUTOR | 4054d | `2023-02-24T12:09:33Z` | 3 | 2 | strong | low | low | targets high-star repos |
 | `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 |
@@ -104,6 +105,7 @@
 | `ishan-1010` | [profile](https://github.com/ishan-1010) | no | CONTRIBUTOR | 1588d | `2026-06-01T06:07:21Z` | 2 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 2 | 1 | mixed | low | low | — |
 | `J3r3myPerera` | [profile](https://github.com/J3r3myPerera) | no | CONTRIBUTOR | 1323d | `2026-05-20T14:37:39Z` | 2 | 1 | mixed | moderate | low | no visible non-self stars |
+| `MutugiD` | [profile](https://github.com/MutugiD) | no | FIRST_TIME_CONTRIBUTOR | 2310d | `2026-07-04T00:14:46Z` | 2 | 1 | strong | moderate | low | high recent PR volume |
 | `Abhijeet1815` | [profile](https://github.com/Abhijeet1815) | no | FIRST_TIME_CONTRIBUTOR | 611d | `2026-06-16T19:12:22Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Ace3Z` | [profile](https://github.com/Ace3Z) | no | CONTRIBUTOR | 2598d | `2026-05-24T21:47:03Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Achyuthan-S` | [profile](https://github.com/Achyuthan-S) | no | FIRST_TIME_CONTRIBUTOR | 1368d | `2026-06-06T07:20:32Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -178,6 +180,7 @@
 | `kasakh` | [profile](https://github.com/kasakh) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-05-10T06:09:08Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `kratos0718` | [profile](https://github.com/kratos0718) | no | NONE | 427d | `2026-05-27T07:20:35Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `LauraGPT` | [profile](https://github.com/LauraGPT) | no | FIRST_TIME_CONTRIBUTOR | 3699d | `2026-05-24T11:07:04Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
+| `Madhav-000-s` | [profile](https://github.com/Madhav-000-s) | yes | FIRST_TIME_CONTRIBUTOR | 661d | `2026-07-03T19:34:26Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `mjkmain` | [profile](https://github.com/mjkmain) | no | NONE | 2071d | `2026-06-04T22:13:07Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `nealwu` | [profile](https://github.com/nealwu) | no | CONTRIBUTOR | 5508d | `2026-05-12T03:11:36Z` | 1 | 1 | strong | low | low | — |
 | `nunq` | [profile](https://github.com/nunq) | no | CONTRIBUTOR | 2694d | `2026-05-08T00:29:00Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -193,6 +196,7 @@
 | `aaronmjz` | [profile](https://github.com/aaronmjz) | no | FIRST_TIMER | 1072d | `2026-05-10T17:17:58Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
+| `abhishekkapoorx` | [profile](https://github.com/abhishekkapoorx) | yes | FIRST_TIME_CONTRIBUTOR | 1898d | `2026-07-04T09:19:12Z` | 1 | 0 | strong | low | low | — |
 | `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 |
 | `adityasingh2400` | [profile](https://github.com/adityasingh2400) | no | NONE | 2313d | `2026-05-21T11:23:35Z` | 1 | 0 | weak | high | medium | extremely high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
@@ -292,7 +296,6 @@
 | `mironable` | [profile](https://github.com/mironable) | no | FIRST_TIME_CONTRIBUTOR | 3559d | `2026-06-15T12:56:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `msdsm` | [profile](https://github.com/msdsm) | no | FIRST_TIME_CONTRIBUTOR | 2197d | `2026-06-06T10:53:47Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `MushiSenpai` | [profile](https://github.com/MushiSenpai) | no | NONE | 143d | `2026-06-26T15:25:50Z` | 1 | 0 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
-| `MutugiD` | [profile](https://github.com/MutugiD) | no | FIRST_TIME_CONTRIBUTOR | 2310d | `2026-07-04T00:14:46Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
 | `n0gu-furiosa` | [profile](https://github.com/n0gu-furiosa) | no | CONTRIBUTOR | 863d | `2026-06-04T05:04:15Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `NanoCode012` | [profile](https://github.com/NanoCode012) | no | CONTRIBUTOR | 4220d | `2026-06-13T06:09:47Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `ndvbd` | [profile](https://github.com/ndvbd) | no | FIRST_TIME_CONTRIBUTOR | 5482d | `2026-06-16T08:24:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -332,8 +335,6 @@
 | `shoushinya123` | [profile](https://github.com/shoushinya123) | no | CONTRIBUTOR | 669d | `2026-06-13T11:44:09Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars |
 | `shreyescodes` | [profile](https://github.com/shreyescodes) | no | NONE | 1108d | `2026-06-17T07:30:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Shylin26` | [profile](https://github.com/Shylin26) | no | NONE | 170d | `2026-06-08T23:29:09Z` | 1 | 0 | weak | moderate | medium | young account; high open PR share |
-| `silencelamb` | [profile](https://github.com/silencelamb) | no | CONTRIBUTOR | 4218d | `2026-05-05T09:41:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `simon-testaccount` | [profile](https://github.com/simon-testaccount) | no | NONE | 545d | `2026-05-05T09:01:04Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
 | `skshmjn` | [profile](https://github.com/skshmjn) | no | CONTRIBUTOR | 2609d | `2026-05-31T07:49:22Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `snehasuman019` | [profile](https://github.com/snehasuman019) | no | NONE | 474d | `2026-05-29T16:36:41Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `someaka` | [profile](https://github.com/someaka) | no | NONE | 1845d | `2026-06-07T17:49:40Z` | 1 | 0 | weak | moderate | medium | high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
@@ -988,6 +989,30 @@ Example artifacts:
 - [PR #46595: [DiffusionGemma] Add DDIM and block refinement samplers](https://github.com/huggingface/transformers/pull/46595) — closed
 - [PR #46572: [DiffusionGemma] Support gradient checkpointing](https://github.com/huggingface/transformers/pull/46572) — open
 
+### `sergereview[bot]`
+
+- profile: [github.com/sergereview[bot]](https://github.com/sergereview[bot])
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergereview%5Bbot%5D)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergereview%5Bbot%5D)
+- repo first seen: `2026-05-13T06:40:41Z`
+- repo last seen: `2026-07-04T07:43:39Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **20**
+- snapshot authored PRs/issues: **20 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 5 reviews / 10 review comments**
+- account age: **? days**
+- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
+- public orgs: none visible
+- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
+- heuristic read: **summary unavailable**
+- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'sergereview[bot]'."}]`
+
+Example artifacts:
+- [PR #47058: [serge] Fix 8 integration tests for model `mamba2` failing with `OOM` (other (8))](https://github.com/huggingface/transformers/pull/47058) — open
+- [PR #47057: [serge] Fix 8 integration tests for model `deepseek_v32` failing with `load_error` (other (8))](https://github.com/huggingface/transformers/pull/47057) — open
+- [PR #47056: [serge] Fix 22 integration tests for model `whisper` failing with `other` (other (20), shape/size mismatch (2))](https://github.com/huggingface/transformers/pull/47056) — open
+
 ### `YangKai0616`
 
 - profile: [github.com/YangKai0616](https://github.com/YangKai0616)
@@ -1017,11 +1042,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunt-ing)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunt-ing)
 - repo first seen: `2026-06-18T09:58:22Z`
-- repo last seen: `2026-07-04T03:34:45Z`
+- repo last seen: `2026-07-04T09:35:59Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **17**
-- snapshot authored PRs/issues: **17 PRs / 0 issues**
+- repo primary artifacts: **19**
+- snapshot authored PRs/issues: **19 PRs / 0 issues**
 - snapshot discussion activity: **11 comments / 3 reviews / 3 review comments**
 - account age: **2841 days**
 - recent public PR activity: **52 PRs** (17 merged / 6 closed-unmerged / 29 open; merged rate **33%**, closed-unmerged rate **12%**, open rate **56%**)
@@ -1030,9 +1055,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; high open PR share; targets high-star repos**
 
 Example artifacts:
+- [PR #47063: Fix legacy Qwen3-ASR checkpoint loading](https://github.com/huggingface/transformers/pull/47063) — open
+- [PR #47060: Fix Qwen Omni batched text post-processing](https://github.com/huggingface/transformers/pull/47060) — open
 - [PR #47051: Forward direct generation kwargs in multimodal generation pipelines](https://github.com/huggingface/transformers/pull/47051) — open
-- [PR #47045: Fix: accept scalar audio formats in Voxtral transcription requests](https://github.com/huggingface/transformers/pull/47045) — open
-- [PR #47033: Fix serve tool parsing for legacy response schemas](https://github.com/huggingface/transformers/pull/47033) — closed
 
 ### `LinZiyuu`
 
@@ -1058,30 +1083,6 @@ Example artifacts:
 - [PR #46485: Bound causal-attention mask to prevent unbounded allocation](https://github.com/huggingface/transformers/pull/46485) — closed
 - [Issue #45998: Security Vulnerability](https://github.com/huggingface/transformers/issues/45998) — closed
 
-### `sergereview[bot]`
-
-- profile: [github.com/sergereview[bot]](https://github.com/sergereview[bot])
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergereview%5Bbot%5D)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergereview%5Bbot%5D)
-- repo first seen: `2026-05-13T06:40:41Z`
-- repo last seen: `2026-07-01T15:41:13Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **15**
-- snapshot authored PRs/issues: **15 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 5 reviews / 10 review comments**
-- account age: **? days**
-- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
-- public orgs: none visible
-- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
-- heuristic read: **summary unavailable**
-- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'sergereview[bot]'."}]`
-
-Example artifacts:
-- [PR #47006: [serge] Fix 10 integration tests for model `gemma3` failing with `output_mismatch` (list output differs (8), other (2))](https://github.com/huggingface/transformers/pull/47006) — open
-- [PR #47001: [serge] Fix 8 integration tests for model `mamba2` failing with `OOM` (other (8))](https://github.com/huggingface/transformers/pull/47001) — closed
-- [PR #46999: [serge] Fix 1 integration tests regressed by commit 1f3294c82c1d (PR #46850)](https://github.com/huggingface/transformers/pull/46999) — closed
-
 ### `AI-Safeter`
 
 - profile: [github.com/AI-Safeter](https://github.com/AI-Safeter)
@@ -2437,6 +2438,29 @@ Example artifacts:
 - [PR #46428: Pr 46229](https://github.com/huggingface/transformers/pull/46428) — closed
 - [PR #45638: Add MTP training support for Qwen3.5](https://github.com/huggingface/transformers/pull/45638) — open
 
+### `dhruv7477`
+
+- profile: [github.com/dhruv7477](https://github.com/dhruv7477)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adhruv7477)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adhruv7477)
+- repo first seen: `2026-04-29T09:34:56Z`
+- repo last seen: `2026-07-04T09:53:54Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
+- account age: **1645 days**
+- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #47064: Fix CLI compatibility with huggingface_hub 1.22 (#47059)](https://github.com/huggingface/transformers/pull/47064) — open
+- [PR #47061: Fix device_map="auto" under-packing that spills quantized models to cpu (#46823)](https://github.com/huggingface/transformers/pull/47061) — open
+- [PR #45752: Fix unhandled exception noise from background safetensors conversion thread](https://github.com/huggingface/transformers/pull/45752) — closed, merged
+
 ### `Abineshabee`
 
 - profile: [github.com/Abineshabee](https://github.com/Abineshabee)
@@ -2604,6 +2628,29 @@ Example artifacts:
 - [PR #46136: Fix is_last off-by-one in MaskGenerationPipeline for partial batches](https://github.com/huggingface/transformers/pull/46136) — closed, merged
 - [Issue #46123: MaskGenerationPipeline: is_last never True on final partial batch, silently dropping results](https://github.com/huggingface/transformers/issues/46123) — closed
 
+### `MutugiD`
+
+- profile: [github.com/MutugiD](https://github.com/MutugiD)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMutugiD)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMutugiD)
+- repo first seen: `2026-07-04T00:14:46Z`
+- repo last seen: `2026-07-04T11:22:12Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **2 PRs / 1 issues**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **2310 days**
+- recent public PR activity: **60 PRs** (54 merged / 2 closed-unmerged / 4 open; merged rate **90%**, closed-unmerged rate **3%**, open rate **7%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume**
+
+Example artifacts:
+- [PR #47066: Guard Deformable DETR and LW-DETR Hungarian matchers against infinite cost matrices](https://github.com/huggingface/transformers/pull/47066) — open
+- [PR #47048: Guard DETR and Grounding DINO Hungarian matchers against infinite cost matrices](https://github.com/huggingface/transformers/pull/47048) — open
+- [Issue #47065: DeformableDetrHungarianMatcher and LwDetrHungarianMatcher crash on non-finite cost matrices ("cost matrix is infeasible")](https://github.com/huggingface/transformers/issues/47065) — open
+
 ### `Abhijeet1815`
 
 - profile: [github.com/Abhijeet1815](https://github.com/Abhijeet1815)
@@ -4269,6 +4316,28 @@ Example artifacts:
 - [PR #46180: Add Fun-ASR-Nano model](https://github.com/huggingface/transformers/pull/46180) — open
 - [Issue #46179: [New model] Add Fun-ASR-Nano (FunAudioLLM/Fun-ASR-Nano-2512)](https://github.com/huggingface/transformers/issues/46179) — closed
 
+### `Madhav-000-s`
+
+- profile: [github.com/Madhav-000-s](https://github.com/Madhav-000-s)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMadhav-000-s)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMadhav-000-s)
+- repo first seen: `2026-07-03T19:34:26Z`
+- repo last seen: `2026-07-04T08:56:14Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **1 PRs / 1 issues**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **661 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 #47052: Add GGUF support for Cohere2 (Command R7B / Command A)](https://github.com/huggingface/transformers/pull/47052) — open
+- [Issue #47059: tests/cli fail with huggingface_hub 1.22.0: 'HFCliTyperGroup' object has no attribute '_add_completion':](https://github.com/huggingface/transformers/issues/47059) — open
+
 ### `mjkmain`
 
 - profile: [github.com/mjkmain](https://github.com/mjkmain)
@@ -4594,6 +4663,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46757: Fix q_offset tensor causing wrong flex attention mask shape](https://github.com/huggingface/transformers/pull/46757) — closed
 
+### `abhishekkapoorx`
+
+- profile: [github.com/abhishekkapoorx](https://github.com/abhishekkapoorx)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aabhishekkapoorx)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aabhishekkapoorx)
+- repo first seen: `2026-07-04T09:19:12Z`
+- repo last seen: `2026-07-04T09:19:12Z`
+- 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: **1898 days**
+- recent public PR activity: **4 PRs** (3 merged / 0 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #47062: docs-fix: IMDb dataset link in sequence classification guide](https://github.com/huggingface/transformers/pull/47062) — open
+
 ### `adhavan18`
 
 - profile: [github.com/adhavan18](https://github.com/adhavan18)
@@ -6673,27 +6763,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46921: docs: add prepare_for_model() v4→v5 migration example](https://github.com/huggingface/transformers/pull/46921) — closed
 
-### `MutugiD`
-
-- profile: [github.com/MutugiD](https://github.com/MutugiD)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMutugiD)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMutugiD)
-- repo first seen: `2026-07-04T00:14:46Z`
-- repo last seen: `2026-07-04T00:15:12Z`
-- 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: **2310 days**
-- recent public PR activity: **60 PRs** (54 merged / 2 closed-unmerged / 4 open; merged rate **90%**, closed-unmerged rate **3%**, open rate **7%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume**
-
-Example artifacts:
-- [PR #47048: Guard DETR and Grounding DINO Hungarian matchers against infinite cost matrices](https://github.com/huggingface/transformers/pull/47048) — open
-
 ### `n0gu-furiosa`
 
 - profile: [github.com/n0gu-furiosa](https://github.com/n0gu-furiosa)
@@ -7513,48 +7582,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46513: fix(rt-detr): use float32 on MPS in build_2d_sinusoidal_position_embedding](https://github.com/huggingface/transformers/pull/46513) — closed
 
-### `silencelamb`
-
-- profile: [github.com/silencelamb](https://github.com/silencelamb)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asilencelamb)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asilencelamb)
-- repo first seen: `2026-05-05T09:41:39Z`
-- repo last seen: `2026-05-06T02:14:34Z`
-- first seen in snapshot: **no**
-- repo association: **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: **4218 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 #45782: Fix WeightConverter regex incorrectly matching shared_experts as experts in DeepSeek V4](https://github.com/huggingface/transformers/pull/45782) — closed, merged
-
-### `simon-testaccount`
-
-- profile: [github.com/simon-testaccount](https://github.com/simon-testaccount)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asimon-testaccount)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asimon-testaccount)
-- repo first seen: `2026-05-05T09:01:04Z`
-- repo last seen: `2026-05-05T09:01:36Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **545 days**
-- recent public PR activity: **15 PRs** (0 merged / 3 closed-unmerged / 12 open; merged rate **0%**, closed-unmerged rate **20%**, open rate **80%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share; no visible non-self stars**
-
-Example artifacts:
-- [PR #45781: ..](https://github.com/huggingface/transformers/pull/45781) — closed
-
 ### `skshmjn`
 
 - profile: [github.com/skshmjn](https://github.com/skshmjn)

new_contributors.parquet

@@ -1,3 +1,3 @@
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-oid sha256:7983c38b815ecc099e04bee40cb960dbb5880d188cf42f5c49cc172c68c9c21b
-size 63123
+oid sha256:c37504f25743dda627ec599f0573a74177aa43545467bef513c181fd2a162a3d
+size 63515

pr-scope-clusters.json

@@ -1,8 +1,8 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260704T060749Z",
-  "generated_at": "2026-07-04T06:08:06Z",
-  "cluster_count": 80,
+  "snapshot_id": "20260704T120019Z",
+  "generated_at": "2026-07-04T12:01:09Z",
+  "cluster_count": 83,
   "pr_scope_clusters": [
     {
       "cluster_id": "pr-scope-43636-10",
@@ -48,8 +48,8 @@
         {
           "left_pr_number": 43663,
           "right_pr_number": 45067,
-          "similarity": 0.626,
-          "content_similarity": 0.466,
+          "similarity": 0.627,
+          "content_similarity": 0.467,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -65,7 +65,7 @@
           "left_pr_number": 43651,
           "right_pr_number": 43663,
           "similarity": 0.541,
-          "content_similarity": 0.404,
+          "content_similarity": 0.405,
           "size_similarity": 0.72,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -80,8 +80,8 @@
         {
           "left_pr_number": 43651,
           "right_pr_number": 45067,
-          "similarity": 0.515,
-          "content_similarity": 0.367,
+          "similarity": 0.516,
+          "content_similarity": 0.368,
           "size_similarity": 0.72,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -96,8 +96,8 @@
         {
           "left_pr_number": 43663,
           "right_pr_number": 44123,
-          "similarity": 0.501,
-          "content_similarity": 0.404,
+          "similarity": 0.502,
+          "content_similarity": 0.405,
           "size_similarity": 0.455,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -113,7 +113,7 @@
           "left_pr_number": 44257,
           "right_pr_number": 44660,
           "similarity": 0.483,
-          "content_similarity": 0.261,
+          "content_similarity": 0.262,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -129,7 +129,7 @@
           "left_pr_number": 44123,
           "right_pr_number": 45067,
           "similarity": 0.476,
-          "content_similarity": 0.368,
+          "content_similarity": 0.369,
           "size_similarity": 0.455,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -144,8 +144,8 @@
         {
           "left_pr_number": 43636,
           "right_pr_number": 43663,
-          "similarity": 0.463,
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+            "src/transformers/integrations/ggml.py",
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+            "tests/quantization/ggml",
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           "shared_filenames": [
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+            "src/transformers/integrations/ggml.py",
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           ],
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+            "src/transformers/integrations",
+            "tests/quantization/ggml",
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+            "tests/quantization",
+            "src",
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         47006
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+      "average_similarity": 0.516,
       "summary": "5 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
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@@ -1808,8 +1833,8 @@
         {
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-          "similarity": 0.414,
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-          "similarity": 0.54,
-          "content_similarity": 0.429,
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@@ -1895,7 +1920,7 @@
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@@ -1911,8 +1936,8 @@
         {
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-          "similarity": 0.448,
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@@ -1943,8 +1968,8 @@
         {
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@@ -1960,7 +1985,7 @@
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@@ -1976,7 +2001,7 @@
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+          "content_similarity": 0.266,
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@@ -1992,7 +2017,7 @@
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@@ -2072,7 +2097,7 @@
         {
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@@ -2092,8 +2117,8 @@
         {
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@@ -2110,7 +2135,7 @@
         {
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@@ -2129,8 +2154,8 @@
         {
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@@ -2166,7 +2191,7 @@
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           "breadth_similarity": 1.0,
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@@ -2184,7 +2209,7 @@
         {
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@@ -2227,7 +2252,7 @@
         46642
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+      "average_similarity": 0.431,
       "summary": "5 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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+          "content_similarity": 0.589,
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@@ -2316,7 +2341,7 @@
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@@ -2357,7 +2382,7 @@
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@@ -2375,8 +2400,8 @@
         {
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@@ -2461,7 +2486,7 @@
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       "summary": "4 open PRs share weighted file overlap around `src/transformers/models/auto/tokenization_auto.py`, `tests/models/auto/test_tokenization_auto.py`; representative PR #46580.",
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@@ -2498,8 +2523,8 @@
         {
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@@ -2521,7 +2546,7 @@
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@@ -2539,7 +2564,7 @@
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@@ -2557,7 +2582,7 @@
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@@ -2574,8 +2599,8 @@
         {
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@@ -2646,7 +2671,7 @@
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@@ -2670,7 +2695,7 @@
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@@ -2692,8 +2717,8 @@
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@@ -2717,7 +2742,7 @@
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@@ -2738,7 +2763,7 @@
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           "breadth_similarity": 0.606,
           "concentration_similarity": 1.0,
@@ -2758,6 +2783,130 @@
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+    {
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+      "pr_numbers": [
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+        43842,
+        44682,
+        47064
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+      "representative_pr_number": 43656,
+      "average_similarity": 0.494,
+      "summary": "4 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43656.",
+      "shared_filenames": [
+        "src/transformers/cli/serve.py"
+      ],
+      "shared_directories": [
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+        "src/transformers",
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+          "concentration_similarity": 0.667,
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+          "shared_directories": [
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+            "src/transformers",
+            "src"
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+        {
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+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
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+          "shared_directories": [
+            "src/transformers/cli",
+            "src/transformers",
+            "src"
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+        },
+        {
+          "left_pr_number": 43842,
+          "right_pr_number": 47064,
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+          "content_similarity": 0.581,
+          "size_similarity": 0.267,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.667,
+          "shared_filenames": [
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+          ],
+          "shared_directories": [
+            "src/transformers/cli",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
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+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.865,
+          "shared_filenames": [
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+          ],
+          "shared_directories": [
+            "src/transformers/cli",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
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+          "size_similarity": 0.048,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.802,
+          "shared_filenames": [
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+          ],
+          "shared_directories": [
+            "src/transformers/cli",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
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+          "shared_filenames": [
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+          "shared_directories": [
+            "src/transformers/cli",
+            "src/transformers",
+            "src"
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@@ -2767,7 +2916,7 @@
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       "summary": "4 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
       "shared_filenames": [
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         {
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-          "similarity": 0.431,
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@@ -2849,8 +2998,8 @@
         {
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-          "similarity": 0.408,
-          "content_similarity": 0.337,
+          "similarity": 0.409,
+          "content_similarity": 0.338,
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           "breadth_similarity": 0.667,
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@@ -2866,7 +3015,7 @@
         {
           "left_pr_number": 44385,
           "right_pr_number": 46152,
-          "similarity": 0.393,
+          "similarity": 0.394,
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           "breadth_similarity": 0.667,
@@ -2891,7 +3040,7 @@
         47018
       ],
       "representative_pr_number": 45649,
-      "average_similarity": 0.452,
+      "average_similarity": 0.453,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
       "shared_filenames": [
         "src/transformers/modeling_utils.py"
@@ -2905,7 +3054,7 @@
           "left_pr_number": 45548,
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           "breadth_similarity": 0.75,
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@@ -2921,7 +3070,7 @@
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+          "content_similarity": 0.345,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2937,7 +3086,7 @@
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-          "content_similarity": 0.328,
+          "content_similarity": 0.329,
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           "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
@@ -2953,7 +3102,7 @@
           "left_pr_number": 45649,
           "right_pr_number": 47018,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2969,7 +3118,7 @@
           "left_pr_number": 45655,
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+          "content_similarity": 0.321,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2985,7 +3134,7 @@
           "left_pr_number": 45548,
           "right_pr_number": 45655,
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-          "content_similarity": 0.291,
+          "content_similarity": 0.292,
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           "breadth_similarity": 0.75,
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@@ -3059,8 +3208,8 @@
         {
           "left_pr_number": 44893,
           "right_pr_number": 46781,
-          "similarity": 0.37,
-          "content_similarity": 0.306,
+          "similarity": 0.371,
+          "content_similarity": 0.307,
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           "breadth_similarity": 0.5,
           "concentration_similarity": 0.529,
@@ -3092,7 +3241,7 @@
           "left_pr_number": 46173,
           "right_pr_number": 46781,
           "similarity": 0.253,
-          "content_similarity": 0.227,
+          "content_similarity": 0.228,
           "size_similarity": 0.118,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.529,
@@ -3108,7 +3257,7 @@
           "left_pr_number": 43875,
           "right_pr_number": 46173,
           "similarity": 0.243,
-          "content_similarity": 0.206,
+          "content_similarity": 0.207,
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           "breadth_similarity": 0.5,
           "concentration_similarity": 0.581,
@@ -3169,8 +3318,8 @@
         {
           "left_pr_number": 32189,
           "right_pr_number": 42655,
-          "similarity": 0.451,
-          "content_similarity": 0.483,
+          "similarity": 0.452,
+          "content_similarity": 0.484,
           "size_similarity": 0.231,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.568,
@@ -3187,7 +3336,7 @@
         {
           "left_pr_number": 42655,
           "right_pr_number": 45979,
-          "similarity": 0.392,
+          "similarity": 0.393,
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           "size_similarity": 0.329,
           "breadth_similarity": 0.792,
@@ -3227,8 +3376,8 @@
         {
           "left_pr_number": 32189,
           "right_pr_number": 45979,
-          "similarity": 0.32,
-          "content_similarity": 0.161,
+          "similarity": 0.321,
+          "content_similarity": 0.162,
           "size_similarity": 0.702,
           "breadth_similarity": 0.633,
           "concentration_similarity": 0.771,
@@ -3244,8 +3393,8 @@
         {
           "left_pr_number": 32189,
           "right_pr_number": 46735,
-          "similarity": 0.292,
-          "content_similarity": 0.17,
+          "similarity": 0.293,
+          "content_similarity": 0.171,
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           "breadth_similarity": 0.833,
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@@ -3269,7 +3418,7 @@
         46007
       ],
       "representative_pr_number": 44550,
-      "average_similarity": 0.356,
+      "average_similarity": 0.357,
       "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
       "shared_filenames": [],
       "shared_directories": [
@@ -3343,7 +3492,7 @@
         {
           "left_pr_number": 44550,
           "right_pr_number": 46007,
-          "similarity": 0.344,
+          "similarity": 0.345,
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           "size_similarity": 0.88,
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@@ -3395,59 +3544,203 @@
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       "pairwise": [
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-          "right_pr_number": 44722,
-          "similarity": 0.969,
-          "content_similarity": 0.968,
-          "size_similarity": 0.959,
+          "left_pr_number": 44066,
+          "right_pr_number": 44722,
+          "similarity": 0.969,
+          "content_similarity": 0.968,
+          "size_similarity": 0.959,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.957,
+          "shared_filenames": [
+            "src/transformers/models/codegen/modeling_codegen.py",
+            "src/transformers/models/gptj/modeling_gptj.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/codegen",
+            "src/transformers/models/gptj",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 44085,
+          "right_pr_number": 44722,
+          "similarity": 0.938,
+          "content_similarity": 0.988,
+          "size_similarity": 0.98,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.986,
+          "shared_filenames": [
+            "src/transformers/models/gptj/modeling_gptj.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/gptj",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 44066,
+          "right_pr_number": 44085,
+          "similarity": 0.918,
+          "content_similarity": 0.963,
+          "size_similarity": 0.979,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.944,
+          "shared_filenames": [
+            "src/transformers/models/gptj/modeling_gptj.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/gptj",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
+    {
+      "cluster_id": "pr-scope-46950-3",
+      "pr_numbers": [
+        46950,
+        46971,
+        47058
+      ],
+      "representative_pr_number": 47058,
+      "average_similarity": 0.861,
+      "summary": "3 open PRs share weighted file overlap around `tests/models/mamba2/test_modeling_mamba2.py`; representative PR #47058.",
+      "shared_filenames": [
+        "tests/models/mamba2/test_modeling_mamba2.py"
+      ],
+      "shared_directories": [
+        "tests/models/mamba2",
+        "tests/models",
+        "tests"
+      ],
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+          "left_pr_number": 46971,
+          "right_pr_number": 47058,
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+          "content_similarity": 0.985,
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+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
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+          "shared_directories": [
+            "tests/models/mamba2",
+            "tests/models",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 46950,
+          "right_pr_number": 47058,
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+          "shared_filenames": [
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+          "shared_directories": [
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+        },
+        {
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+          "content_similarity": 0.839,
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+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.778,
+          "shared_filenames": [
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+          "shared_directories": [
+            "tests/models/mamba2",
+            "tests/models",
+            "tests"
+          ]
+        }
+      ]
+    },
+    {
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+      "pr_numbers": [
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+        46926,
+        47054
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+      "representative_pr_number": 46926,
+      "average_similarity": 0.788,
+      "summary": "3 open PRs share weighted file overlap around `tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py`; representative PR #46926.",
+      "shared_filenames": [
+        "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py"
+      ],
+      "shared_directories": [
+        "tests/models/minimax_m3_vl",
+        "tests/models",
+        "tests"
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+      "pairwise": [
+        {
+          "left_pr_number": 46926,
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-            "src/transformers/models/codegen",
-            "src/transformers/models/gptj",
-            "src/transformers/models",
-            "src/transformers",
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-          "content_similarity": 0.988,
-          "size_similarity": 0.98,
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+          "concentration_similarity": 0.977,
           "shared_filenames": [
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           "shared_directories": [
-            "src/transformers/models/gptj",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
+            "tests/models/minimax_m3_vl",
+            "tests/models",
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-          "content_similarity": 0.963,
-          "size_similarity": 0.979,
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+          "concentration_similarity": 0.977,
           "shared_filenames": [
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           "shared_directories": [
-            "src/transformers/models/gptj",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
+            "tests/models/minimax_m3_vl",
+            "tests/models",
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@@ -3461,26 +3754,26 @@
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-      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/vit_mae/modeling_vit_mae.py`, `src/transformers/models/vit_mae/modular_vit_mae.py`, `src/transformers/models/pp_doclayout_v2/modeling_pp_doclayout_v2.py`; representative PR #46780.",
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/vit_mae/modeling_vit_mae.py`, `src/transformers/models/vit_mae/modular_vit_mae.py`, `src/transformers/models/aimv2/modeling_aimv2.py`; representative PR #46780.",
       "shared_filenames": [
         "src/transformers/models/vit_mae/modeling_vit_mae.py",
         "src/transformers/models/vit_mae/modular_vit_mae.py",
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         "src/transformers/models/aimv2/modeling_aimv2.py",
         "src/transformers/models/deimv2/modeling_deimv2.py",
+        "src/transformers/models/pp_doclayout_v2/modeling_pp_doclayout_v2.py",
         "src/transformers/models/pp_doclayout_v3/modeling_pp_doclayout_v3.py",
         "src/transformers/models/rt_detr/modeling_rt_detr.py",
-        "src/transformers/models/rt_detr_v2/modeling_rt_detr_v2.py"
+        "src/transformers/models/d_fine/modeling_d_fine.py"
       ],
       "shared_directories": [
         "src/transformers/models/vit_mae",
         "src/transformers/models/deimv2",
-        "src/transformers/models/pp_doclayout_v2",
         "src/transformers/models/aimv2",
+        "src/transformers/models/pp_doclayout_v2",
         "src/transformers/models/pp_doclayout_v3",
         "src/transformers/models/rt_detr",
-        "src/transformers/models/rt_detr_v2",
-        "src/transformers/models/d_fine"
+        "src/transformers/models/d_fine",
+        "src/transformers/models/rt_detr_v2"
       ],
       "pairwise": [
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@@ -3518,8 +3811,8 @@
         {
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-          "content_similarity": 0.634,
+          "similarity": 0.605,
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           "breadth_similarity": 0.679,
           "concentration_similarity": 0.916,
@@ -3551,7 +3844,7 @@
           "left_pr_number": 45932,
           "right_pr_number": 46174,
           "similarity": 0.59,
-          "content_similarity": 0.628,
+          "content_similarity": 0.627,
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           "breadth_similarity": 0.679,
           "concentration_similarity": 0.916,
@@ -3605,7 +3898,7 @@
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           "similarity": 0.684,
-          "content_similarity": 0.749,
+          "content_similarity": 0.75,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3695,7 +3988,7 @@
           "left_pr_number": 41441,
           "right_pr_number": 46364,
           "similarity": 0.655,
-          "content_similarity": 0.506,
+          "content_similarity": 0.507,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3868,7 +4161,7 @@
           "left_pr_number": 44114,
           "right_pr_number": 45720,
           "similarity": 0.508,
-          "content_similarity": 0.432,
+          "content_similarity": 0.433,
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           "breadth_similarity": 0.727,
           "concentration_similarity": 0.999,
@@ -3940,7 +4233,7 @@
         46965
       ],
       "representative_pr_number": 46965,
-      "average_similarity": 0.513,
+      "average_similarity": 0.514,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/models/deepseek_v4/modeling_deepseek_v4.py`, `src/transformers/models/deepseek_v4/modular_deepseek_v4.py`; representative PR #46965.",
       "shared_filenames": [
         "src/transformers/models/deepseek_v4/modeling_deepseek_v4.py",
@@ -3976,7 +4269,7 @@
           "left_pr_number": 46257,
           "right_pr_number": 46965,
           "similarity": 0.45,
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           "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
@@ -3994,7 +4287,7 @@
           "left_pr_number": 46127,
           "right_pr_number": 46257,
           "similarity": 0.433,
-          "content_similarity": 0.428,
+          "content_similarity": 0.429,
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           "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
@@ -4010,78 +4303,6 @@
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-      "representative_pr_number": 43656,
-      "average_similarity": 0.476,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43656.",
-      "shared_filenames": [
-        "src/transformers/cli/serve.py"
-      ],
-      "shared_directories": [
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-        "src/transformers",
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-          "shared_filenames": [
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-          "shared_directories": [
-            "src/transformers/cli",
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-        {
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     {
       "cluster_id": "pr-scope-34925-3",
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           "left_pr_number": 34925,
           "right_pr_number": 46734,
           "similarity": 0.458,
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+          "content_similarity": 0.438,
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@@ -4168,7 +4389,7 @@
         46994
       ],
       "representative_pr_number": 46643,
-      "average_similarity": 0.427,
+      "average_similarity": 0.428,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`, `src/transformers/generation/utils.py`; representative PR #46643.",
       "shared_filenames": [
         "src/transformers/generation/logits_process.py",
@@ -4206,7 +4427,7 @@
         {
           "left_pr_number": 42112,
           "right_pr_number": 46643,
-          "similarity": 0.419,
+          "similarity": 0.42,
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           "breadth_similarity": 0.521,
@@ -4275,7 +4496,7 @@
           "left_pr_number": 45742,
           "right_pr_number": 46211,
           "similarity": 0.56,
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+          "content_similarity": 0.496,
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           "breadth_similarity": 0.25,
           "concentration_similarity": 0.852,
@@ -4297,7 +4518,7 @@
           "left_pr_number": 45709,
           "right_pr_number": 45742,
           "similarity": 0.501,
-          "content_similarity": 0.377,
+          "content_similarity": 0.378,
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           "breadth_similarity": 0.833,
           "concentration_similarity": 0.72,
@@ -4350,8 +4571,8 @@
         {
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           "right_pr_number": 45317,
-          "similarity": 0.479,
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+          "similarity": 0.48,
+          "content_similarity": 0.511,
           "size_similarity": 0.222,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.778,
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           "left_pr_number": 44606,
           "right_pr_number": 45086,
           "similarity": 0.406,
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+          "content_similarity": 0.319,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4383,7 +4604,7 @@
           "left_pr_number": 44606,
           "right_pr_number": 45317,
           "similarity": 0.353,
-          "content_similarity": 0.162,
+          "content_similarity": 0.163,
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           "breadth_similarity": 0.5,
           "concentration_similarity": 0.778,
@@ -4497,7 +4718,7 @@
           "left_pr_number": 45694,
           "right_pr_number": 46917,
           "similarity": 0.485,
-          "content_similarity": 0.328,
+          "content_similarity": 0.329,
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           "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
@@ -4528,7 +4749,7 @@
         {
           "left_pr_number": 46917,
           "right_pr_number": 47035,
-          "similarity": 0.327,
+          "similarity": 0.328,
           "content_similarity": 0.281,
           "size_similarity": 0.038,
           "breadth_similarity": 0.75,
@@ -4568,7 +4789,7 @@
         {
           "left_pr_number": 44889,
           "right_pr_number": 46775,
-          "similarity": 0.453,
+          "similarity": 0.454,
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           "size_similarity": 0.877,
           "breadth_similarity": 0.458,
@@ -4683,6 +4904,47 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46907-2",
+      "pr_numbers": [
+        46907,
+        47055
+      ],
+      "representative_pr_number": 46907,
+      "average_similarity": 1.0,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/edgetam/modeling_edgetam.py`, `src/transformers/models/edgetam/modular_edgetam.py`; representative PR #46907.",
+      "shared_filenames": [
+        "src/transformers/models/edgetam/modeling_edgetam.py",
+        "src/transformers/models/edgetam/modular_edgetam.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/edgetam",
+        "src/transformers/models",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46907,
+          "right_pr_number": 47055,
+          "similarity": 1.0,
+          "content_similarity": 1.0,
+          "size_similarity": 1.0,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/models/edgetam/modeling_edgetam.py",
+            "src/transformers/models/edgetam/modular_edgetam.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/edgetam",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-44018-2",
       "pr_numbers": [
@@ -4825,33 +5087,33 @@
         46970
       ],
       "representative_pr_number": 46941,
-      "average_similarity": 0.911,
+      "average_similarity": 0.912,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/granite_speech_plus/modeling_granite_speech_plus.py`, `src/transformers/models/plbart/modeling_plbart.py`, `src/transformers/models/edgetam_video/modeling_edgetam_video.py`; representative PR #46941.",
       "shared_filenames": [
         "src/transformers/models/granite_speech_plus/modeling_granite_speech_plus.py",
         "src/transformers/models/plbart/modeling_plbart.py",
         "src/transformers/models/edgetam_video/modeling_edgetam_video.py",
-        "src/transformers/models/falcon_mamba/modeling_falcon_mamba.py",
         "src/transformers/models/sam2/modeling_sam2.py",
+        "src/transformers/models/falcon_mamba/modeling_falcon_mamba.py",
         "src/transformers/models/gemma4_unified/modeling_gemma4_unified.py",
         "src/transformers/models/kyutai_speech_to_text/modeling_kyutai_speech_to_text.py",
-        "src/transformers/models/nemotron_h/modeling_nemotron_h.py"
+        "src/transformers/models/qwen3_5_moe/configuration_qwen3_5_moe.py"
       ],
       "shared_directories": [
         "src/transformers/models/granite_speech_plus",
         "src/transformers/models/plbart",
         "src/transformers/models/edgetam_video",
         "src/transformers/models/sam2",
-        "src/transformers/models/falcon_mamba",
         "src/transformers/models/kyutai_speech_to_text",
-        "src/transformers/models/nemotron_h",
-        "src/transformers/models/diffusion_gemma"
+        "src/transformers/models/diffusion_gemma",
+        "src/transformers/models/falcon_mamba",
+        "src/transformers/models/gemma4_unified"
       ],
       "pairwise": [
         {
           "left_pr_number": 46941,
           "right_pr_number": 46970,
-          "similarity": 0.911,
+          "similarity": 0.912,
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           "size_similarity": 0.846,
           "breadth_similarity": 0.9,
@@ -5060,36 +5322,36 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-46950-2",
+      "cluster_id": "pr-scope-46908-2",
       "pr_numbers": [
-        46950,
-        46971
+        46908,
+        47057
       ],
-      "representative_pr_number": 46950,
-      "average_similarity": 0.795,
-      "summary": "2 open PRs share weighted file overlap around `tests/models/mamba2/test_modeling_mamba2.py`; representative PR #46950.",
+      "representative_pr_number": 46908,
+      "average_similarity": 0.794,
+      "summary": "2 open PRs share weighted file overlap around `tests/models/deepseek_v32/test_modeling_deepseek_v32.py`; representative PR #46908.",
       "shared_filenames": [
-        "tests/models/mamba2/test_modeling_mamba2.py"
+        "tests/models/deepseek_v32/test_modeling_deepseek_v32.py"
       ],
       "shared_directories": [
-        "tests/models/mamba2",
+        "tests/models/deepseek_v32",
         "tests/models",
         "tests"
       ],
       "pairwise": [
         {
-          "left_pr_number": 46950,
-          "right_pr_number": 46971,
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-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.778,
+          "left_pr_number": 46908,
+          "right_pr_number": 47057,
+          "similarity": 0.794,
+          "content_similarity": 0.901,
+          "size_similarity": 0.091,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
           "shared_filenames": [
-            "tests/models/mamba2/test_modeling_mamba2.py"
+            "tests/models/deepseek_v32/test_modeling_deepseek_v32.py"
           ],
           "shared_directories": [
-            "tests/models/mamba2",
+            "tests/models/deepseek_v32",
             "tests/models",
             "tests"
           ]
@@ -5339,43 +5601,6 @@
         }
       ]
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-    {
-      "cluster_id": "pr-scope-46848-2",
-      "pr_numbers": [
-        46848,
-        46926
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-      "representative_pr_number": 46848,
-      "average_similarity": 0.684,
-      "summary": "2 open PRs share weighted file overlap around `tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py`; representative PR #46848.",
-      "shared_filenames": [
-        "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py"
-      ],
-      "shared_directories": [
-        "tests/models/minimax_m3_vl",
-        "tests/models",
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-          "shared_directories": [
-            "tests/models/minimax_m3_vl",
-            "tests/models",
-            "tests"
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-    },
     {
       "cluster_id": "pr-scope-43747-2",
       "pr_numbers": [
@@ -5509,6 +5734,45 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46949-2",
+      "pr_numbers": [
+        46949,
+        47056
+      ],
+      "representative_pr_number": 46949,
+      "average_similarity": 0.636,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/whisper/modeling_whisper.py`; representative PR #46949.",
+      "shared_filenames": [
+        "src/transformers/models/whisper/modeling_whisper.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/whisper",
+        "src/transformers/models",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
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+          "right_pr_number": 47056,
+          "similarity": 0.636,
+          "content_similarity": 0.694,
+          "size_similarity": 0.5,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.5,
+          "shared_filenames": [
+            "src/transformers/models/whisper/modeling_whisper.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/whisper",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-46834-2",
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@@ -5633,7 +5897,7 @@
           "left_pr_number": 45638,
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-          "content_similarity": 0.573,
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@@ -5929,7 +6193,7 @@
         46128
       ],
       "representative_pr_number": 45110,
-      "average_similarity": 0.5,
+      "average_similarity": 0.501,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/sam3_1_video/__init__.py`, `src/transformers/models/sam3_1_video/configuration_sam3_1_video.py`, `src/transformers/models/sam3_1_video/convert_sam3_1_video_to_hf.py`; representative PR #45110.",
       "shared_filenames": [
         "src/transformers/models/sam3_1_video/__init__.py",
@@ -5954,7 +6218,7 @@
         {
           "left_pr_number": 45110,
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-          "similarity": 0.5,
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@@ -5990,7 +6254,7 @@
         43649
       ],
       "representative_pr_number": 43532,
-      "average_similarity": 0.495,
+      "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",
@@ -6010,8 +6274,8 @@
         {
           "left_pr_number": 43532,
           "right_pr_number": 43649,
-          "similarity": 0.495,
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           "breadth_similarity": 0.875,
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@@ -6209,7 +6473,7 @@
         46556
       ],
       "representative_pr_number": 46404,
-      "average_similarity": 0.466,
+      "average_similarity": 0.467,
       "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.",
       "shared_filenames": [
         "src/transformers/models/deepseek_vl/modular_deepseek_vl.py",
@@ -6227,16 +6491,16 @@
         "src/transformers/models/florence2",
         "src/transformers/models/kosmos2",
         "src/transformers/models/video_llava",
-        "src/transformers/models/colqwen2",
         "src/transformers/models/granite4_vision",
-        "src/transformers/models/lighton_ocr"
+        "src/transformers/models/lighton_ocr",
+        "src/transformers/models/llava_next"
       ],
       "pairwise": [
         {
           "left_pr_number": 46404,
           "right_pr_number": 46556,
-          "similarity": 0.466,
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           "size_similarity": 0.298,
           "breadth_similarity": 0.46,
           "concentration_similarity": 0.86,
@@ -6366,7 +6630,7 @@
           "left_pr_number": 45570,
           "right_pr_number": 46795,
           "similarity": 0.447,
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@@ -6422,7 +6686,7 @@
         44339
       ],
       "representative_pr_number": 41356,
-      "average_similarity": 0.432,
+      "average_similarity": 0.433,
       "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/deimv2.md`, `src/transformers/models/deimv2/__init__.py`, `src/transformers/models/deimv2/configuration_deimv2.py`; representative PR #41356.",
       "shared_filenames": [
         "docs/source/en/model_doc/deimv2.md",
@@ -6446,7 +6710,7 @@
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           "right_pr_number": 44339,
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           "breadth_similarity": 0.444,
@@ -6660,52 +6924,34 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-45513-2",
+      "cluster_id": "pr-scope-43757-2",
       "pr_numbers": [
-        45513,
-        46148
+        43757,
+        46467
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-      "representative_pr_number": 45513,
-      "average_similarity": 0.388,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/qwen3_next/modular_qwen3_next.py`, `src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py`, `src/transformers/models/qwen3_next/modeling_qwen3_next.py`; representative PR #45513.",
+      "representative_pr_number": 43757,
+      "average_similarity": 0.375,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/modeling_gguf_pytorch_utils.py`; representative PR #43757.",
       "shared_filenames": [
-        "src/transformers/models/qwen3_next/modular_qwen3_next.py",
-        "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
-        "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
-        "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
-        "src/transformers/models/qwen3_5/modeling_qwen3_5.py"
+        "src/transformers/modeling_gguf_pytorch_utils.py"
       ],
       "shared_directories": [
-        "src/transformers/models/olmo_hybrid",
-        "src/transformers/models/qwen3_next",
-        "src/transformers/models/qwen3_5_moe",
-        "src/transformers/models/qwen3_5",
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-          "breadth_similarity": 0.536,
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+          "left_pr_number": 43757,
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+          "similarity": 0.375,
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+          "size_similarity": 0.6,
+          "breadth_similarity": 0.5,
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           "shared_filenames": [
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-            "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
-            "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
-            "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
-            "src/transformers/models/qwen3_next/modular_qwen3_next.py"
+            "src/transformers/modeling_gguf_pytorch_utils.py"
           ],
           "shared_directories": [
-            "src/transformers/models/olmo_hybrid",
-            "src/transformers/models/qwen3_5",
-            "src/transformers/models/qwen3_5_moe",
-            "src/transformers/models/qwen3_next",
-            "src/transformers/models",
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       "representative_pr_number": 45975,
-      "average_similarity": 0.356,
+      "average_similarity": 0.354,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/cli/serving/model_manager.py`, `src/transformers/cli/serve.py`; representative PR #45975.",
       "shared_filenames": [
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@@ -6772,8 +7018,8 @@
         {
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