Refresh transformers dataset snapshot 20260625T120018Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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@@ -1188,8 +1188,8 @@
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@@ -1874,14 +1874,14 @@
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@@ -2641,14 +2641,14 @@
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@@ -3379,14 +3379,14 @@
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@@ -4412,6 +4412,83 @@
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@@ -4880,83 +4957,6 @@
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-            "title": "Fix remaining RAG doc examples that crash on current transformers",
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@@ -10239,14 +10239,14 @@
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-      "repo_last_seen_at": "2026-06-24T21:11:13Z",
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@@ -13922,7 +13922,7 @@
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@@ -13954,8 +13954,8 @@
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             "title": "Add native masked MSE loss for Sapiens2ForPoseEstimation",
             "url": "https://github.com/huggingface/transformers/pull/46764",
-            "state": "open",
-            "merged": false,
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           }
@@ -13966,7 +13966,7 @@
             "number": 46518,
             "title": "Investigate training support for Sapiens2ForPoseEstimation when labels are provided",
             "url": "https://github.com/huggingface/transformers/issues/46518",
-            "state": "open",
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             "created_at": "2026-06-09T09:43:45Z"
@@ -14050,12 +14050,12 @@
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       "repo_first_seen_at": "2026-06-24T06:33:39Z",
-      "repo_last_seen_at": "2026-06-25T04:22:19Z",
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@@ -21706,12 +21706,12 @@
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       "account_age_days": 564,
       "young_account": false,
       "follow_through_score": "weak",

new-contributors-report.md

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260625T060018Z`
-- Generated: `2026-06-25T06:01:17Z`
+- Snapshot: `20260625T120018Z`
+- Generated: `2026-06-25T12:02:13Z`
 - Activity window: `60d`
 - Contributors: `349`
 
@@ -9,11 +9,11 @@
 
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
-| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 128 | 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` | 106 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 129 | 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` | 107 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 99 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 97 | 6 | 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` | 97 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 95 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 97 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 68 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 54 | 2 | mixed | low | low | targets high-star repos |
@@ -60,13 +60,13 @@
 | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `kamran-nizamani` | [profile](https://github.com/kamran-nizamani) | no | CONTRIBUTOR | 622d | `2026-06-11T21:16:42Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-09-05T15:52:11Z` | 5 | 0 | strong | moderate | low | high recent PR volume |
+| `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 |
 | `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 |
 | `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 |
 | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 4 | 0 | mixed | low | low | — |
 | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 4 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `SebTardif` | [profile](https://github.com/SebTardif) | no | CONTRIBUTOR | 5216d | `2026-05-19T17:17:53Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `Sriniketh24` | [profile](https://github.com/Sriniketh24) | no | CONTRIBUTOR | 609d | `2026-05-18T14:39:34Z` | 4 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `TheShreyanshiDwivedi` | [profile](https://github.com/TheShreyanshiDwivedi) | no | NONE | 87d | `2026-05-15T10:01:57Z` | 4 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `qflen` | [profile](https://github.com/qflen) | no | CONTRIBUTOR | 479d | `2026-04-25T02:09:42Z` | 3 | 4 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `ldkhang1201` | [profile](https://github.com/ldkhang1201) | no | CONTRIBUTOR | 1377d | `2026-06-12T19:30:35Z` | 3 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -186,7 +186,7 @@
 | `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 |
 | `Reigenleif` | [profile](https://github.com/Reigenleif) | no | NONE | 1631d | `2026-06-06T14:24:41Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `Sainava` | [profile](https://github.com/Sainava) | no | FIRST_TIME_CONTRIBUTOR | 865d | `2026-06-09T09:43:45Z` | 1 | 1 | mixed | moderate | low | — |
+| `Sainava` | [profile](https://github.com/Sainava) | no | CONTRIBUTOR | 865d | `2026-06-09T09:43:45Z` | 1 | 1 | mixed | moderate | low | — |
 | `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 |
@@ -321,7 +321,7 @@
 | `rraghavkaushik` | [profile](https://github.com/rraghavkaushik) | no | CONTRIBUTOR | 1057d | `2026-05-06T10:53:47Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `ruixiang63` | [profile](https://github.com/ruixiang63) | no | CONTRIBUTOR | 3277d | `2026-04-27T21:19:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `saadkhaleeq610` | [profile](https://github.com/saadkhaleeq610) | no | NONE | 2359d | `2026-05-17T07:52:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `saitejabandaru-in` | [profile](https://github.com/saitejabandaru-in) | yes | FIRST_TIME_CONTRIBUTOR | 564d | `2026-06-25T00:20:31Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
+| `saitejabandaru-in` | [profile](https://github.com/saitejabandaru-in) | no | FIRST_TIME_CONTRIBUTOR | 564d | `2026-06-25T00:20:31Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
 | `Sanjays2402` | [profile](https://github.com/Sanjays2402) | no | FIRST_TIME_CONTRIBUTOR | 2554d | `2026-05-23T19:26:01Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `Saurav-Gupta-13` | [profile](https://github.com/Saurav-Gupta-13) | no | NONE | 1717d | `2026-06-05T16:58:41Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `savirpatil` | [profile](https://github.com/savirpatil) | no | NONE | 2041d | `2026-06-12T19:13:53Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars |
@@ -367,11 +367,11 @@
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
 - repo first seen: `2025-02-05T12:51:57Z`
-- repo last seen: `2026-06-23T13:09:59Z`
+- repo last seen: `2026-06-25T11:21:39Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **128**
-- snapshot authored PRs/issues: **128 PRs / 0 issues**
+- repo primary artifacts: **129**
+- snapshot authored PRs/issues: **129 PRs / 0 issues**
 - snapshot discussion activity: **137 comments / 243 reviews / 166 review comments**
 - account age: **4938 days**
 - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
@@ -380,9 +380,9 @@
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46882: [CI] Use pre-computed `_OLD_MODELS` in `test_new_models_require_torchvision_backend`](https://github.com/huggingface/transformers/pull/46882) — open
 - [PR #46845: Try smaller group](https://github.com/huggingface/transformers/pull/46845) — open
 - [PR #46796: Fix secondary rate limit when downloading artifacts in slack report](https://github.com/huggingface/transformers/pull/46796) — closed, merged
-- [PR #46769: [CI] Fix artifact download path in self-comment-ci workflow](https://github.com/huggingface/transformers/pull/46769) — closed, merged
 
 ### `Cyrilvallez`
 
@@ -390,12 +390,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
 - repo first seen: `2025-03-19T10:58:02Z`
-- repo last seen: `2026-06-25T05:34:42Z`
+- repo last seen: `2026-06-25T09:47:42Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **106**
-- snapshot authored PRs/issues: **106 PRs / 0 issues**
-- snapshot discussion activity: **259 comments / 363 reviews / 548 review comments**
+- repo primary artifacts: **107**
+- snapshot authored PRs/issues: **107 PRs / 0 issues**
+- snapshot discussion activity: **259 comments / 367 reviews / 552 review comments**
 - account age: **2036 days**
 - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
 - public orgs: `huggingface`
@@ -403,9 +403,35 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #46862: Rework some old cache getters/properties](https://github.com/huggingface/transformers/pull/46862) — open
+- [PR #46876: Fix auto-mappings registration for remote code & fixes a few custom code issues](https://github.com/huggingface/transformers/pull/46876) — open
+- [PR #46862: Rework some old cache getters/properties](https://github.com/huggingface/transformers/pull/46862) — closed, merged
 - [PR #46856: Fix expanded dim in the cache's cumulative length](https://github.com/huggingface/transformers/pull/46856) — closed, merged
-- [PR #46853: Switch decorator order](https://github.com/huggingface/transformers/pull/46853) — closed, merged
+
+### `kaixuanliu`
+
+- profile: [github.com/kaixuanliu](https://github.com/kaixuanliu)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
+- repo first seen: `2025-06-20T09:58:55Z`
+- repo last seen: `2026-06-25T10:04:40Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **103**
+- snapshot authored PRs/issues: **99 PRs / 4 issues**
+- snapshot discussion activity: **84 comments / 108 reviews / 107 review comments**
+- account age: **3934 days**
+- recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #46880: add XPU Expectation for cosmos3_omni tests](https://github.com/huggingface/transformers/pull/46880) — open
+- [PR #46878: nemotron_asr_streaming: set _supports_flex_attn to False](https://github.com/huggingface/transformers/pull/46878) — closed, merged
+- [PR #46686: Fix byte-level BPE tokenizers reusing SentencePiece classes (Llama 3 …](https://github.com/huggingface/transformers/pull/46686) — closed, draft
+- [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
+- [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
+- [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
 
 ### `tarekziade`
 
@@ -433,44 +459,18 @@ Example artifacts:
 - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — closed
 - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
 
-### `kaixuanliu`
-
-- profile: [github.com/kaixuanliu](https://github.com/kaixuanliu)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
-- repo first seen: `2025-06-20T09:58:55Z`
-- repo last seen: `2026-06-16T06:56:01Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **101**
-- snapshot authored PRs/issues: **97 PRs / 4 issues**
-- snapshot discussion activity: **84 comments / 107 reviews / 106 review comments**
-- account age: **3934 days**
-- recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #46686: Fix byte-level BPE tokenizers reusing SentencePiece classes (Llama 3 …](https://github.com/huggingface/transformers/pull/46686) — closed, draft
-- [PR #46495: revisit history parallel beam search tests to avoid unnecessary fix](https://github.com/huggingface/transformers/pull/46495) — closed, merged
-- [PR #46492: add XPU expectation for deepseek_ocr2 model tests](https://github.com/huggingface/transformers/pull/46492) — closed, merged
-- [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
-- [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
-- [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
-
 ### `zucchini-nlp`
 
 - profile: [github.com/zucchini-nlp](https://github.com/zucchini-nlp)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
 - repo first seen: `2024-09-26T09:23:39Z`
-- repo last seen: `2026-06-24T12:26:06Z`
+- repo last seen: `2026-06-25T11:59:48Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **95**
-- snapshot authored PRs/issues: **95 PRs / 0 issues**
-- snapshot discussion activity: **665 comments / 1038 reviews / 2226 review comments**
+- repo primary artifacts: **97**
+- snapshot authored PRs/issues: **97 PRs / 0 issues**
+- snapshot discussion activity: **671 comments / 1043 reviews / 2231 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`
@@ -478,9 +478,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #46861: Use meshgrid for brevity](https://github.com/huggingface/transformers/pull/46861) — open
-- [PR #46844: Prevent auto-class from being modified for all models](https://github.com/huggingface/transformers/pull/46844) — closed, merged
-- [PR #46839: Fix mask when generating beyond sliding window](https://github.com/huggingface/transformers/pull/46839) — closed, merged
+- [PR #46881: QwenVL model conversion](https://github.com/huggingface/transformers/pull/46881) — open
+- [PR #46875: Redirect to diffusers pipe in docs for experimental features](https://github.com/huggingface/transformers/pull/46875) — open
+- [PR #46861: Use meshgrid for brevity](https://github.com/huggingface/transformers/pull/46861) — closed, merged
 
 ### `ArthurZucker`
 
@@ -539,12 +539,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
 - repo first seen: `2025-08-26T12:13:50Z`
-- repo last seen: `2026-06-24T18:51:04Z`
+- repo last seen: `2026-06-25T10:27:08Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **56**
 - snapshot authored PRs/issues: **54 PRs / 2 issues**
-- snapshot discussion activity: **724 comments / 1327 reviews / 5373 review comments**
+- snapshot discussion activity: **726 comments / 1338 reviews / 5384 review comments**
 - account age: **1991 days**
 - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
 - public orgs: none visible
@@ -673,7 +673,7 @@ Example artifacts:
 - heuristic read: **no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46816: blip 2 fix](https://github.com/huggingface/transformers/pull/46816) — open
+- [PR #46816: blip 2 fix](https://github.com/huggingface/transformers/pull/46816) — closed, merged
 - [PR #46667: mistral common backend fix](https://github.com/huggingface/transformers/pull/46667) — closed, merged
 - [PR #46658: wip step 3 7 flash](https://github.com/huggingface/transformers/pull/46658) — open
 
@@ -855,12 +855,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
 - repo first seen: `2025-07-04T08:41:29Z`
-- repo last seen: `2026-06-24T14:08:54Z`
+- repo last seen: `2026-06-25T09:00:48Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **28**
 - snapshot authored PRs/issues: **24 PRs / 4 issues**
-- snapshot discussion activity: **77 comments / 419 reviews / 385 review comments**
+- snapshot discussion activity: **78 comments / 420 reviews / 386 review comments**
 - account age: **2354 days**
 - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
 - public orgs: `huggingface`, `Chouafa`
@@ -929,12 +929,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akashif)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akashif)
 - repo first seen: `2025-09-08T13:05:54Z`
-- repo last seen: `2026-06-23T13:17:20Z`
+- repo last seen: `2026-06-25T09:39:43Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **20**
 - snapshot authored PRs/issues: **20 PRs / 0 issues**
-- snapshot discussion activity: **56 comments / 80 reviews / 77 review comments**
+- snapshot discussion activity: **56 comments / 81 reviews / 77 review comments**
 - account age: **6569 days**
 - recent public PR activity: **32 PRs** (20 merged / 1 closed-unmerged / 11 open; merged rate **62%**, closed-unmerged rate **3%**, open rate **34%**)
 - public orgs: none visible
@@ -1068,12 +1068,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
 - repo first seen: `2024-06-13T14:13:17Z`
-- repo last seen: `2026-06-24T13:24:35Z`
+- repo last seen: `2026-06-25T11:04:08Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **12**
 - snapshot authored PRs/issues: **11 PRs / 1 issues**
-- snapshot discussion activity: **47 comments / 225 reviews / 657 review comments**
+- snapshot discussion activity: **47 comments / 228 reviews / 660 review comments**
 - account age: **2914 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
@@ -1279,12 +1279,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
 - repo first seen: `2026-05-12T18:20:58Z`
-- repo last seen: `2026-06-25T05:59:12Z`
+- repo last seen: `2026-06-25T09:41:11Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **7 PRs / 0 issues**
-- snapshot discussion activity: **34 comments / 114 reviews / 147 review comments**
+- snapshot discussion activity: **34 comments / 116 reviews / 149 review comments**
 - account age: **2794 days**
 - recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
 - public orgs: `huggingface`
@@ -1576,6 +1576,29 @@ Example artifacts:
 - [PR #46523: feat: bump safetensors to `0.8.0`](https://github.com/huggingface/transformers/pull/46523) — closed, merged
 - [PR #46239: fix: cache warmup `RuntimeError` on mps](https://github.com/huggingface/transformers/pull/46239) — closed, merged
 
+### `Sriniketh24`
+
+- profile: [github.com/Sriniketh24](https://github.com/Sriniketh24)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASriniketh24)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASriniketh24)
+- repo first seen: `2026-05-18T14:39:34Z`
+- repo last seen: `2026-06-25T09:33:00Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **5 PRs / 0 issues**
+- snapshot discussion activity: **5 comments / 3 reviews / 2 review comments**
+- account age: **609 days**
+- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #46879: fix(mps): remove float64 casts in MusicFlamingo and UDOP that break Apple Silicon MPS](https://github.com/huggingface/transformers/pull/46879) — open
+- [PR #46211: fix(llama): allow explicit head_dim when hidden_size not divisible by num_attention_heads](https://github.com/huggingface/transformers/pull/46211) — open
+- [PR #46176: [Gemma4] Replace one-hot matmul with F.embedding in position embeddings](https://github.com/huggingface/transformers/pull/46176) — closed, merged
+
 ### `Dev-X25874`
 
 - profile: [github.com/Dev-X25874](https://github.com/Dev-X25874)
@@ -1714,29 +1737,6 @@ Example artifacts:
 - [PR #46263: Replace assert with raise ImportError for optuna/ray dependency checks](https://github.com/huggingface/transformers/pull/46263) — closed, merged
 - [PR #46227: Fix inverted assertion in remove_handler](https://github.com/huggingface/transformers/pull/46227) — closed, merged
 
-### `Sriniketh24`
-
-- profile: [github.com/Sriniketh24](https://github.com/Sriniketh24)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASriniketh24)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASriniketh24)
-- repo first seen: `2026-05-18T14:39:34Z`
-- repo last seen: `2026-05-26T07:05:35Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 3 reviews / 2 review comments**
-- account age: **609 days**
-- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #46211: fix(llama): allow explicit head_dim when hidden_size not divisible by num_attention_heads](https://github.com/huggingface/transformers/pull/46211) — open
-- [PR #46176: [Gemma4] Replace one-hot matmul with F.embedding in position embeddings](https://github.com/huggingface/transformers/pull/46176) — closed, merged
-- [PR #46044: Fix remaining RAG doc examples that crash on current transformers](https://github.com/huggingface/transformers/pull/46044) — closed, merged
-
 ### `TheShreyanshiDwivedi`
 
 - profile: [github.com/TheShreyanshiDwivedi](https://github.com/TheShreyanshiDwivedi)
@@ -3339,12 +3339,12 @@ 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: `2026-06-24T21:11:13Z`
+- repo last seen: `2026-06-25T10:25:27Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **10**
 - snapshot authored PRs/issues: **10 PRs / 0 issues**
-- snapshot discussion activity: **73 comments / 342 reviews / 909 review comments**
+- snapshot discussion activity: **74 comments / 346 reviews / 913 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`
@@ -4453,7 +4453,7 @@ Example artifacts:
 - repo first seen: `2026-06-09T09:43:45Z`
 - repo last seen: `2026-06-23T21:05:09Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
@@ -4464,8 +4464,8 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #46764: Add native masked MSE loss for Sapiens2ForPoseEstimation](https://github.com/huggingface/transformers/pull/46764) — open
-- [Issue #46518: Investigate training support for Sapiens2ForPoseEstimation when labels are provided](https://github.com/huggingface/transformers/issues/46518) — open
+- [PR #46764: Add native masked MSE loss for Sapiens2ForPoseEstimation](https://github.com/huggingface/transformers/pull/46764) — closed, merged
+- [Issue #46518: Investigate training support for Sapiens2ForPoseEstimation when labels are provided](https://github.com/huggingface/transformers/issues/46518) — closed
 
 ### `shubhammr21`
 
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 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asilicon-dispatch-100)
 - repo first seen: `2026-06-24T06:33:39Z`
-- repo last seen: `2026-06-25T04:22:19Z`
+- repo last seen: `2026-06-25T06:43:37Z`
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 - repo association: **FIRST_TIMER**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
 - account age: **3377 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
@@ -7291,7 +7291,7 @@ Example artifacts:
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 - repo first seen: `2026-06-25T00:20:31Z`
 - repo last seen: `2026-06-25T00:20:32Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**

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         "src/transformers/models/wav2vec2/modeling_wav2vec2.py",
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         {
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@@ -4454,12 +4323,12 @@
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@@ -4472,8 +4341,8 @@
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@@ -4488,82 +4357,76 @@
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+        45293,
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-      "summary": "3 open PRs share weighted file overlap around `tests/models/llama/test_modeling_llama.py`, `src/transformers/models/llama/configuration_llama.py`, `src/transformers/models/llama/modeling_llama.py`; representative PR #45742.",
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+      "summary": "3 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`, `src/transformers/models/auto/tokenization_auto.py`; representative PR #45293.",
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-        "src/transformers/models",
         "src/transformers",
         "src",
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           "shared_directories": [
-            "src/transformers/models/llama",
-            "src/transformers/models",
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@@ -4571,67 +4434,82 @@
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-      "summary": "3 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #45086.",
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+      "average_similarity": 0.419,
+      "summary": "3 open PRs share weighted file overlap around `tests/models/llama/test_modeling_llama.py`, `src/transformers/models/llama/configuration_llama.py`, `src/transformers/models/llama/modeling_llama.py`; representative PR #45742.",
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+          "size_similarity": 0.782,
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           "shared_filenames": [
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+            "src/transformers/models/llama/modeling_llama.py"
           ],
           "shared_directories": [
+            "src/transformers/models/llama",
+            "src/transformers/models",
             "src/transformers",
             "src"
           ]
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         {
-          "left_pr_number": 44606,
-          "right_pr_number": 45317,
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+          "right_pr_number": 46211,
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+          "breadth_similarity": 0.2,
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+          "shared_filenames": [],
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+            "src/transformers/models/llama",
+            "src/transformers/models",
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         44550
       ],
       "representative_pr_number": 44550,
-      "average_similarity": 0.367,
+      "average_similarity": 0.368,
       "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
       "shared_filenames": [],
       "shared_directories": [
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         {
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           "right_pr_number": 44550,
-          "similarity": 0.39,
-          "content_similarity": 0.129,
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           "right_pr_number": 44550,
-          "similarity": 0.36,
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           "breadth_similarity": 1.0,
@@ -4770,7 +4648,7 @@
         {
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           "left_pr_number": 43543,
           "right_pr_number": 43775,
           "similarity": 0.774,
-          "content_similarity": 0.877,
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           "breadth_similarity": 0.811,
           "concentration_similarity": 0.996,
@@ -5066,6 +4944,39 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46845-2",
+      "pr_numbers": [
+        46845,
+        46882
+      ],
+      "representative_pr_number": 46845,
+      "average_similarity": 0.749,
+      "summary": "2 open PRs share weighted file overlap around `tests/test_image_processing_common.py`; representative PR #46845.",
+      "shared_filenames": [
+        "tests/test_image_processing_common.py"
+      ],
+      "shared_directories": [
+        "tests"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46845,
+          "right_pr_number": 46882,
+          "similarity": 0.749,
+          "content_similarity": 0.875,
+          "size_similarity": 0.426,
+          "breadth_similarity": 0.25,
+          "concentration_similarity": 0.953,
+          "shared_filenames": [
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+          ],
+          "shared_directories": [
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-44893-2",
       "pr_numbers": [
@@ -5073,7 +4984,7 @@
         46173
       ],
       "representative_pr_number": 44893,
-      "average_similarity": 0.733,
+      "average_similarity": 0.738,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/cache_utils.py`; representative PR #44893.",
       "shared_filenames": [
         "src/transformers/cache_utils.py"
@@ -5086,8 +4997,8 @@
         {
           "left_pr_number": 44893,
           "right_pr_number": 46173,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -5162,7 +5073,7 @@
           "left_pr_number": 42824,
           "right_pr_number": 46461,
           "similarity": 0.718,
-          "content_similarity": 0.748,
+          "content_similarity": 0.749,
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           "breadth_similarity": 0.5,
           "concentration_similarity": 0.928,
@@ -5213,7 +5124,7 @@
           "left_pr_number": 44794,
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@@ -5388,7 +5299,7 @@
         46781
       ],
       "representative_pr_number": 43875,
-      "average_similarity": 0.634,
+      "average_similarity": 0.638,
       "summary": "2 open PRs share weighted file overlap around `tests/utils/test_cache_utils.py`, `src/transformers/cache_utils.py`; representative PR #43875.",
       "shared_filenames": [
         "tests/utils/test_cache_utils.py",
@@ -5404,8 +5315,8 @@
         {
           "left_pr_number": 43875,
           "right_pr_number": 46781,
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@@ -5606,7 +5517,7 @@
         46207
       ],
       "representative_pr_number": 44940,
-      "average_similarity": 0.549,
+      "average_similarity": 0.55,
       "summary": "2 open PRs share weighted file overlap around `tests/utils/test_modeling_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44940.",
       "shared_filenames": [
         "tests/utils/test_modeling_utils.py",
@@ -5622,8 +5533,8 @@
         {
           "left_pr_number": 44940,
           "right_pr_number": 46207,
-          "similarity": 0.549,
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+          "similarity": 0.55,
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           "breadth_similarity": 0.833,
           "concentration_similarity": 0.839,
@@ -5675,6 +5586,51 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46730-2",
+      "pr_numbers": [
+        46730,
+        46879
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+      "representative_pr_number": 46730,
+      "average_similarity": 0.51,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/musicflamingo/modeling_musicflamingo.py`, `src/transformers/models/musicflamingo/modular_musicflamingo.py`, `src/transformers/models/udop/modeling_udop.py`; representative PR #46730.",
+      "shared_filenames": [
+        "src/transformers/models/musicflamingo/modeling_musicflamingo.py",
+        "src/transformers/models/musicflamingo/modular_musicflamingo.py",
+        "src/transformers/models/udop/modeling_udop.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/musicflamingo",
+        "src/transformers/models/udop",
+        "src/transformers/models",
+        "src/transformers",
+        "src"
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+      "pairwise": [
+        {
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+          "right_pr_number": 46879,
+          "similarity": 0.51,
+          "content_similarity": 0.547,
+          "size_similarity": 0.243,
+          "breadth_similarity": 0.55,
+          "concentration_similarity": 0.712,
+          "shared_filenames": [
+            "src/transformers/models/musicflamingo/modeling_musicflamingo.py",
+            "src/transformers/models/musicflamingo/modular_musicflamingo.py",
+            "src/transformers/models/udop/modeling_udop.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/musicflamingo",
+            "src/transformers/models/udop",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-45056-2",
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@@ -5697,7 +5653,7 @@
           "left_pr_number": 45056,
           "right_pr_number": 45128,
           "similarity": 0.506,
-          "content_similarity": 0.402,
+          "content_similarity": 0.403,
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           "breadth_similarity": 0.875,
           "concentration_similarity": 0.724,
@@ -5745,7 +5701,7 @@
           "left_pr_number": 45110,
           "right_pr_number": 46128,
           "similarity": 0.5,
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+          "content_similarity": 0.439,
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           "breadth_similarity": 0.84,
           "concentration_similarity": 0.86,
@@ -5984,6 +5940,55 @@
         }
       ]
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+    {
+      "cluster_id": "pr-scope-40755-2",
+      "pr_numbers": [
+        40755,
+        45233
+      ],
+      "representative_pr_number": 40755,
+      "average_similarity": 0.467,
+      "summary": "2 open PRs share weighted file overlap around `tests/models/timesfm/test_modeling_timesfm.py`, `src/transformers/models/timesfm/modeling_timesfm.py`, `src/transformers/models/timesfm/modular_timesfm.py`; representative PR #40755.",
+      "shared_filenames": [
+        "tests/models/timesfm/test_modeling_timesfm.py",
+        "src/transformers/models/timesfm/modeling_timesfm.py",
+        "src/transformers/models/timesfm/modular_timesfm.py"
+      ],
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+        "src/transformers/models/timesfm",
+        "tests/models/timesfm",
+        "src/transformers/models",
+        "tests/models",
+        "src/transformers",
+        "tests",
+        "src"
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+          "breadth_similarity": 0.792,
+          "concentration_similarity": 0.928,
+          "shared_filenames": [
+            "src/transformers/models/timesfm/modeling_timesfm.py",
+            "src/transformers/models/timesfm/modular_timesfm.py",
+            "tests/models/timesfm/test_modeling_timesfm.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/timesfm",
+            "src/transformers/models",
+            "tests/models/timesfm",
+            "src/transformers",
+            "tests/models",
+            "src",
+            "tests"
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     {
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@@ -6049,55 +6054,6 @@
         }
       ]
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-      "pr_numbers": [
-        40755,
-        45233
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-      "summary": "2 open PRs share weighted file overlap around `tests/models/timesfm/test_modeling_timesfm.py`, `src/transformers/models/timesfm/modeling_timesfm.py`, `src/transformers/models/timesfm/modular_timesfm.py`; representative PR #40755.",
-      "shared_filenames": [
-        "tests/models/timesfm/test_modeling_timesfm.py",
-        "src/transformers/models/timesfm/modeling_timesfm.py",
-        "src/transformers/models/timesfm/modular_timesfm.py"
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-            "src/transformers/models",
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@@ -6281,7 +6237,7 @@
         46526
       ],
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-      "average_similarity": 0.429,
+      "average_similarity": 0.43,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/granitemoe/modular_granitemoe.py`, `src/transformers/models/granitemoe/modeling_granitemoe.py`, `src/transformers/models/granitemoeshared/modeling_granitemoeshared.py`; representative PR #41458.",
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         "src/transformers/models/granitemoe/modular_granitemoe.py",
@@ -6301,7 +6257,7 @@
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       ],
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       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/albert/tokenization_albert.py`, `src/transformers/models/rembert/tokenization_rembert.py`, `tools/tokenizer_compare/compare_tokenizer_xlni_roundtrip.py`; representative PR #45936.",
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@@ -6462,11 +6418,11 @@
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           "breadth_similarity": 0.771,
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             "src/transformers/models/camembert/tokenization_camembert.py",
@@ -6488,6 +6444,41 @@
         }
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+      "cluster_id": "pr-scope-44606-2",
+      "pr_numbers": [
+        44606,
+        45086
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+      "representative_pr_number": 44606,
+      "average_similarity": 0.406,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #44606.",
+      "shared_filenames": [
+        "src/transformers/tokenization_utils_tokenizers.py"
+      ],
+      "shared_directories": [
+        "src/transformers",
+        "src"
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+        {
+          "left_pr_number": 44606,
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+          "similarity": 0.406,
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+          "size_similarity": 0.222,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
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         45783
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       "shared_filenames": [
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@@ -6503,9 +6494,9 @@
         "src/transformers/models/fast_vlm/modular_fast_vlm.py",
         "src/transformers/models/florence2/modeling_florence2.py",
         "src/transformers/models/fuyu/modeling_fuyu.py",
+        "src/transformers/models/glm46v/modeling_glm46v.py",
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-        "src/transformers/models/got_ocr2/modular_got_ocr2.py",
-        "src/transformers/models/instructblipvideo/modular_instructblipvideo.py"
+        "src/transformers/models/got_ocr2/modular_got_ocr2.py"
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@@ -6515,14 +6506,14 @@
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         "src/transformers/models/chameleon",
         "src/transformers/models/florence2",
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+      "average_similarity": 0.342,
       "summary": "2 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #45851.",
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       "shared_directories": [
@@ -6714,8 +6705,8 @@
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snapshots/20260625T120018Z/manifest.json

@@ -0,0 +1,41 @@
+{
+  "artifacts": {
+    "archived_pr_scope_clusters_json": "snapshots/20260625T120018Z/pr-scope-clusters.json",
+    "new_contributors_json": "new-contributors-report.json",
+    "new_contributors_markdown": "new-contributors-report.md",
+    "new_contributors_parquet": "new_contributors.parquet",
+    "pr_scope_clusters_json": "pr-scope-clusters.json"
+  },
+  "counts": {
+    "comments": 15246,
+    "issues": 913,
+    "links": 5107,
+    "new_contributors": 349,
+    "pr_diffs": 3027,
+    "pr_files": 38311,
+    "pull_requests": 3027,
+    "review_comments": 18498,
+    "reviews": 10819,
+    "timeline_events": 59579
+  },
+  "crawl_started_at": "2026-06-25T12:00:18Z",
+  "delta_counts": {
+    "comments": 45,
+    "issue_stubs": 34,
+    "issues": 6,
+    "links": 23,
+    "pr_diffs": 28,
+    "pr_files": 301,
+    "pull_requests": 28,
+    "review_comments": 739,
+    "reviews": 348,
+    "timeline_events": 1213
+  },
+  "extracted_at": "2026-06-25T12:00:18Z",
+  "repo": "huggingface/transformers",
+  "snapshot_id": "20260625T120018Z",
+  "watermark": {
+    "effective_since": "2026-06-25T06:00:18Z",
+    "next_since": "2026-06-25T12:00:18Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260625T060018Z/manifest.json",
-  "latest_snapshot_id": "20260625T060018Z",
+  "archived_manifest_path": "snapshots/20260625T120018Z/manifest.json",
+  "latest_snapshot_id": "20260625T120018Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-06-25T06:00:18Z",
+  "next_since": "2026-06-25T12:00:18Z",
   "repo": "huggingface/transformers",
-  "snapshot_dir": "snapshots/20260625T060018Z"
+  "snapshot_dir": "snapshots/20260625T120018Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-06-25T00:00:27Z",
-  "last_successful_snapshot_id": "20260625T060018Z",
-  "next_since": "2026-06-25T06:00:18Z",
+  "effective_since": "2026-06-25T06:00:18Z",
+  "last_successful_snapshot_id": "20260625T120018Z",
+  "next_since": "2026-06-25T12:00:18Z",
   "repo": "huggingface/transformers",
-  "updated_at": "2026-06-25T06:00:18Z"
+  "updated_at": "2026-06-25T12:00:18Z"
 }