Refresh transformers dataset snapshot 20260618T180024Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260618T120025Z`
+- latest snapshot: `20260618T180024Z`
 - raw data only; no labels or moderation decisions
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-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "repo_association": "NONE",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -20134,7 +20220,7 @@
             "number": 46733,
             "title": "fix: update validation logic for fast image processor registration",
             "url": "https://github.com/huggingface/transformers/pull/46733",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-17T17:52:55Z"
@@ -21302,12 +21388,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apunyamodi",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apunyamodi",
       "repo_first_seen_at": "2026-06-12T08:32:21Z",
-      "repo_last_seen_at": "2026-06-12T08:32:21Z",
+      "repo_last_seen_at": "2026-06-18T13:24:00Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 1,
+      "repo_artifact_count": 2,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 0,
+      "snapshot_comment_count": 1,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",

new-contributors-report.md

@@ -1,15 +1,15 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260618T120025Z`
-- Generated: `2026-06-18T12:01:59Z`
+- Snapshot: `20260618T180024Z`
+- Generated: `2026-06-18T18:03:57Z`
 - Activity window: `60d`
-- Contributors: `355`
+- Contributors: `356`
 
 ## Summary
 
 | 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` | 121 | 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` | 124 | 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` | 102 | 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` | 97 | 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` | 95 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
@@ -57,6 +57,7 @@
 | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 5 | 0 | n/a | n/a | n/a | summary unavailable |
 | `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 |
 | `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 660d | `2025-12-04T12:38:46Z` | 5 | 0 | strong | moderate | low | — |
+| `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-09-05T15:52:11Z` | 5 | 0 | strong | moderate | low | high recent PR volume |
 | `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 |
 | `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 |
 | `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 |
@@ -72,6 +73,7 @@
 | `Chao1Han` | [profile](https://github.com/Chao1Han) | no | FIRST_TIME_CONTRIBUTOR | 1422d | `2026-05-14T09:13:18Z` | 3 | 0 | mixed | moderate | low | high open PR share |
 | `Dovis01` | [profile](https://github.com/Dovis01) | no | CONTRIBUTOR | 2009d | `2026-06-02T09:04:53Z` | 3 | 0 | weak | low | low | high open PR share; 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 |
+| `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | FIRST_TIME_CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 3 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
 | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 9 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 8 | 2 | strong | moderate | low | targets high-star repos |
 | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 8 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
@@ -79,7 +81,6 @@
 | `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5087d | `2026-03-13T14:45:22Z` | 6 | 10 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2500d | `2025-10-30T12:45:06Z` | 4 | 1 | mixed | moderate | low | — |
-| `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-09-05T15:52:11Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
 | `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4939d | `2026-04-15T08:26:45Z` | 4 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
 | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 4 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `gante` | [profile](https://github.com/gante) | no | CONTRIBUTOR | 4054d | `2023-02-24T12:09:33Z` | 3 | 2 | strong | low | low | targets high-star repos |
@@ -129,7 +130,6 @@
 | `saiganesh47` | [profile](https://github.com/saiganesh47) | no | NONE | 633d | `2026-04-22T15:13:44Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `SindhuRaghuram97` | [profile](https://github.com/SindhuRaghuram97) | no | CONTRIBUTOR | 1319d | `2026-05-05T14:47:02Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `Snakinya` | [profile](https://github.com/Snakinya) | no | NONE | 2115d | `2026-06-08T10:08:10Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `Sunt-ing` | [profile](https://github.com/Sunt-ing) | yes | FIRST_TIME_CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 2 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
 | `tengomucho` | [profile](https://github.com/tengomucho) | no | MEMBER | 4442d | `2026-04-29T09:26:52Z` | 2 | 0 | mixed | low | low | — |
 | `voodoovampire` | [profile](https://github.com/voodoovampire) | no | FIRST_TIME_CONTRIBUTOR | 512d | `2026-04-25T19:30:01Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3752d | `2025-08-10T08:43:09Z` | 28 | 0 | weak | moderate | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
@@ -150,10 +150,12 @@
 | `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 508d | `2026-03-22T17:27:20Z` | 4 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `bhargav-patel-29` | [profile](https://github.com/bhargav-patel-29) | no | FIRST_TIME_CONTRIBUTOR | 267d | `2026-02-05T02:43:45Z` | 3 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4226d | `2025-11-26T16:41:09Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
+| `kylesayrs` | [profile](https://github.com/kylesayrs) | no | CONTRIBUTOR | 3784d | `2025-07-28T19:40:18Z` | 3 | 0 | mixed | moderate | medium | high recent PR volume; high open PR share |
 | `oliverholworthy` | [profile](https://github.com/oliverholworthy) | no | CONTRIBUTOR | 5290d | `2026-01-26T21:42:45Z` | 2 | 2 | weak | moderate | low | high open PR share |
 | `bzantium` | [profile](https://github.com/bzantium) | no | CONTRIBUTOR | 3641d | `2025-09-24T07:07:47Z` | 2 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
 | `Wauplin` | [profile](https://github.com/Wauplin) | no | MEMBER | 4075d | `2025-12-02T12:54:40Z` | 2 | 1 | strong | moderate | low | high recent PR volume |
 | `Brianzhengca` | [profile](https://github.com/Brianzhengca) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-04-11T21:41:32Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 3037d | `2026-04-10T11:59:37Z` | 2 | 0 | strong | high | low | high recent PR volume; broad repo spread |
 | `louzongzhi` | [profile](https://github.com/louzongzhi) | no | CONTRIBUTOR | 1325d | `2026-04-14T05:14:08Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `lucianommartins` | [profile](https://github.com/lucianommartins) | no | CONTRIBUTOR | 3503d | `2026-04-05T22:07:53Z` | 2 | 0 | weak | low | low | no visible non-self stars; targets high-star repos |
 | `mitre88` | [profile](https://github.com/mitre88) | no | CONTRIBUTOR | 3202d | `2026-03-04T00:42:43Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
@@ -188,7 +190,6 @@
 | `ronansgd` | [profile](https://github.com/ronansgd) | no | FIRST_TIME_CONTRIBUTOR | 2195d | `2026-04-22T08:50:02Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `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 |
 | `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 |
-| `Tokarak` | [profile](https://github.com/Tokarak) | no | CONTRIBUTOR | 2200d | `2026-04-19T17:22:36Z` | 1 | 1 | weak | low | low | high open PR share |
 | `0Sh1khar` | [profile](https://github.com/0Sh1khar) | no | NONE | 660d | `2026-05-18T14:31:57Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `1fanwang` | [profile](https://github.com/1fanwang) | no | FIRST_TIME_CONTRIBUTOR | 3545d | `2026-05-12T13:51:52Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `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 |
@@ -293,7 +294,7 @@
 | `massimilianoviola` | [profile](https://github.com/massimilianoviola) | no | CONTRIBUTOR | 2120d | `2026-05-11T07:00:47Z` | 1 | 0 | mixed | low | low | high open PR share |
 | `mathceo` | [profile](https://github.com/mathceo) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-04-16T09:30:36Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `mbknust` | [profile](https://github.com/mbknust) | no | FIRST_TIME_CONTRIBUTOR | 2645d | `2026-06-09T15:50:35Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
-| `MelkiZedekICT` | [profile](https://github.com/MelkiZedekICT) | no | FIRST_TIME_CONTRIBUTOR | 515d | `2026-06-17T17:52:55Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `MelkiZedekICT` | [profile](https://github.com/MelkiZedekICT) | no | NONE | 515d | `2026-06-17T17:52:55Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Melnuno` | [profile](https://github.com/Melnuno) | no | NONE | 2376d | `2026-05-05T17:30:41Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Mi-Jiazhi` | [profile](https://github.com/Mi-Jiazhi) | no | FIRST_TIME_CONTRIBUTOR | 2414d | `2026-06-04T14:08:08Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `Minato95-ayu` | [profile](https://github.com/Minato95-ayu) | no | FIRST_TIME_CONTRIBUTOR | 657d | `2026-06-16T07:26:24Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
@@ -373,11 +374,11 @@
 - 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: `2026-06-17T13:41:28Z`
+- repo last seen: `2026-06-18T16:49:17Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **121**
-- snapshot authored PRs/issues: **121 PRs / 0 issues**
+- repo primary artifacts: **124**
+- snapshot authored PRs/issues: **124 PRs / 0 issues**
 - snapshot discussion activity: **137 comments / 241 reviews / 165 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%**)
@@ -386,9 +387,9 @@
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #46721: ci: disable CircleCI by replacing config with no-op](https://github.com/huggingface/transformers/pull/46721) — closed, merged
-- [PR #46715: ci: grant pull-requests:write to the security gate caller](https://github.com/huggingface/transformers/pull/46715) — closed, merged
-- [PR #46678: Reduce per_page from 100 to 50 in GitHub API calls to avoid server errors](https://github.com/huggingface/transformers/pull/46678) — closed, merged
+- [PR #46750: ci: add comment explaining why secrets are not inherited in security gate](https://github.com/huggingface/transformers/pull/46750) — closed, merged
+- [PR #46747: [DON'T MERGE] check workflow](https://github.com/huggingface/transformers/pull/46747) — open
+- [PR #46746: ci: trigger PR CI on ci-* branches](https://github.com/huggingface/transformers/pull/46746) — closed, merged
 
 ### `Cyrilvallez`
 
@@ -445,12 +446,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
 - repo first seen: `2026-01-21T16:52:29Z`
-- repo last seen: `2026-06-15T10:17:13Z`
+- repo last seen: `2026-06-18T16:45:22Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **101**
 - snapshot authored PRs/issues: **95 PRs / 6 issues**
-- snapshot discussion activity: **182 comments / 214 reviews / 196 review comments**
+- snapshot discussion activity: **183 comments / 215 reviews / 197 review comments**
 - account age: **5839 days**
 - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
 - public orgs: `AFPy`, `faitmain`, `circus-tent`
@@ -471,12 +472,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
 - repo first seen: `2024-09-26T09:23:39Z`
-- repo last seen: `2026-06-18T10:39:10Z`
+- repo last seen: `2026-06-18T13:30:27Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **91**
 - snapshot authored PRs/issues: **91 PRs / 0 issues**
-- snapshot discussion activity: **645 comments / 1002 reviews / 2193 review comments**
+- snapshot discussion activity: **647 comments / 1002 reviews / 2193 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`
@@ -494,12 +495,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
 - repo first seen: `2023-02-24T14:13:29Z`
-- repo last seen: `2026-06-18T11:23:04Z`
+- repo last seen: `2026-06-18T15:22:48Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **72**
 - snapshot authored PRs/issues: **69 PRs / 3 issues**
-- snapshot discussion activity: **202 comments / 715 reviews / 1396 review comments**
+- snapshot discussion activity: **202 comments / 722 reviews / 1433 review comments**
 - account age: **2590 days**
 - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
 - public orgs: none visible
@@ -520,12 +521,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
 - repo first seen: `2024-02-08T22:19:09Z`
-- repo last seen: `2026-06-17T17:34:08Z`
+- repo last seen: `2026-06-18T16:58:55Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **69**
 - snapshot authored PRs/issues: **67 PRs / 2 issues**
-- snapshot discussion activity: **38 comments / 171 reviews / 290 review comments**
+- snapshot discussion activity: **38 comments / 173 reviews / 296 review comments**
 - account age: **2296 days**
 - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
 - public orgs: `huggingface`
@@ -545,12 +546,12 @@ 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: `2026-06-18T07:48:34Z`
+- repo last seen: `2026-06-18T17:50:03Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **54**
 - snapshot authored PRs/issues: **52 PRs / 2 issues**
-- snapshot discussion activity: **677 comments / 1234 reviews / 4881 review comments**
+- snapshot discussion activity: **680 comments / 1243 reviews / 4934 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
@@ -570,12 +571,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc)
 - repo first seen: `2024-09-02T13:41:47Z`
-- repo last seen: `2026-06-18T09:25:43Z`
+- repo last seen: `2026-06-18T17:18:10Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **51**
 - snapshot authored PRs/issues: **49 PRs / 2 issues**
-- snapshot discussion activity: **190 comments / 338 reviews / 467 review comments**
+- snapshot discussion activity: **190 comments / 339 reviews / 469 review comments**
 - account age: **2360 days**
 - recent public PR activity: **35 PRs** (28 merged / 3 closed-unmerged / 4 open; merged rate **80%**, closed-unmerged rate **9%**, open rate **11%**)
 - public orgs: `huggingface`
@@ -595,12 +596,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
 - repo first seen: `2023-02-27T14:00:41Z`
-- repo last seen: `2026-06-17T12:05:21Z`
+- repo last seen: `2026-06-18T12:55:44Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **46**
 - snapshot authored PRs/issues: **46 PRs / 0 issues**
-- snapshot discussion activity: **792 comments / 261 reviews / 136 review comments**
+- snapshot discussion activity: **793 comments / 261 reviews / 136 review comments**
 - account age: **3961 days**
 - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
 - public orgs: `huggingface`
@@ -762,12 +763,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
 - repo first seen: `2025-01-20T12:27:19Z`
-- repo last seen: `2026-06-17T15:32:48Z`
+- repo last seen: `2026-06-18T16:36:02Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **27**
 - snapshot authored PRs/issues: **27 PRs / 0 issues**
-- snapshot discussion activity: **45 comments / 181 reviews / 345 review comments**
+- snapshot discussion activity: **46 comments / 188 reviews / 352 review comments**
 - account age: **1607 days**
 - recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
 - public orgs: none visible
@@ -861,12 +862,12 @@ 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: `2026-06-18T10:23:26Z`
+- repo last seen: `2026-06-18T15:19:24Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **27**
 - snapshot authored PRs/issues: **23 PRs / 4 issues**
-- snapshot discussion activity: **69 comments / 355 reviews / 322 review comments**
+- snapshot discussion activity: **70 comments / 358 reviews / 325 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`
@@ -874,7 +875,7 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #46742: finegrained v3](https://github.com/huggingface/transformers/pull/46742) — open
+- [PR #46742: finegrained v3](https://github.com/huggingface/transformers/pull/46742) — closed, merged
 - [PR #46738: Model fixes for export compatibility](https://github.com/huggingface/transformers/pull/46738) — open, draft
 - [PR #46407: Triton finegrained fp8/fp4](https://github.com/huggingface/transformers/pull/46407) — closed, merged
 - [Issue #46443: Vision RoPE refactor](https://github.com/huggingface/transformers/issues/46443) — open
@@ -1133,7 +1134,7 @@ Example artifacts:
 - heuristic read: **young account; extremely high recent PR volume; very broad repo spread**
 
 Example artifacts:
-- [PR #46725: Fix Swin2SR padding for aligned images](https://github.com/huggingface/transformers/pull/46725) — open
+- [PR #46725: Fix Swin2SR padding for aligned images](https://github.com/huggingface/transformers/pull/46725) — closed
 - [PR #46578: Fix Wav2Vec2 word delimiter special token handling](https://github.com/huggingface/transformers/pull/46578) — open
 - [PR #46466: Fix generate masks for unknown layer types](https://github.com/huggingface/transformers/pull/46466) — closed
 
@@ -1306,12 +1307,12 @@ 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: `2026-06-17T10:10:43Z`
+- repo last seen: `2026-06-18T16:00:47Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **30 comments / 105 reviews / 133 review comments**
+- snapshot discussion activity: **31 comments / 105 reviews / 133 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`
@@ -1513,6 +1514,29 @@ Example artifacts:
 - [PR #46537: Fix/peft flattening typo](https://github.com/huggingface/transformers/pull/46537) — closed
 - [PR #46453: fix(integrations): correct typo in ClearMLCallback config overrides variable.](https://github.com/huggingface/transformers/pull/46453) — open
 
+### `McPatate`
+
+- profile: [github.com/McPatate](https://github.com/McPatate)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMcPatate)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMcPatate)
+- repo first seen: `2025-09-05T15:52:11Z`
+- repo last seen: `2026-06-18T13:17:53Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **5 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 10 reviews / 9 review comments**
+- account age: **4207 days**
+- recent public PR activity: **26 PRs** (19 merged / 1 closed-unmerged / 6 open; merged rate **73%**, closed-unmerged rate **4%**, open rate **23%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume**
+
+Example artifacts:
+- [PR #46744: docs: update apple silicon doc with safetensors `0.8.0` benefits](https://github.com/huggingface/transformers/pull/46744) — open
+- [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
+
 ### `curnane-lab`
 
 - profile: [github.com/curnane-lab](https://github.com/curnane-lab)
@@ -1864,6 +1888,29 @@ Example artifacts:
 - [PR #45837: WIP: fix(deepseek_v4) correct CSA per-query block mask and causal top-k guard in eager attention](https://github.com/huggingface/transformers/pull/45837) — closed, draft
 - [PR #45747: Fix split batch size](https://github.com/huggingface/transformers/pull/45747) — closed
 
+### `Sunt-ing`
+
+- profile: [github.com/Sunt-ing](https://github.com/Sunt-ing)
+- 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: `2026-06-18T15:37:02Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 1 reviews / 1 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%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
+- heuristic read: **high recent PR volume; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46748: Fix offloaded cache device mismatch on hybrid models](https://github.com/huggingface/transformers/pull/46748) — open
+- [PR #46743: Fall back to the for-loop grouped_mm on CPU](https://github.com/huggingface/transformers/pull/46743) — open
+- [PR #46741: Fix Mamba2 mixer chunked-prefill / speculative decoding for Zamba2 and Nemotron-H](https://github.com/huggingface/transformers/pull/46741) — open
+
 ### `winglian`
 
 - profile: [github.com/winglian](https://github.com/winglian)
@@ -2031,29 +2078,6 @@ Example artifacts:
 - [PR #43915: add PaddleOCR-VL conversion](https://github.com/huggingface/transformers/pull/43915) — closed
 - [Issue #41950: video-classification pipeline looks for image processors](https://github.com/huggingface/transformers/issues/41950) — closed
 
-### `McPatate`
-
-- profile: [github.com/McPatate](https://github.com/McPatate)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMcPatate)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMcPatate)
-- repo first seen: `2025-09-05T15:52:11Z`
-- repo last seen: `2026-06-09T13:41:19Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 10 reviews / 9 review comments**
-- account age: **4207 days**
-- recent public PR activity: **26 PRs** (19 merged / 1 closed-unmerged / 6 open; merged rate **73%**, closed-unmerged rate **4%**, open rate **23%**)
-- public orgs: `huggingface`
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume**
-
-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
-- [PR #45439: feat: bump min safetensors version to `0.8.0-rc.0`](https://github.com/huggingface/transformers/pull/45439) — closed
-
 ### `rtrompier`
 
 - profile: [github.com/rtrompier](https://github.com/rtrompier)
@@ -3152,28 +3176,6 @@ Example artifacts:
 - [PR #46708: Fix: reject Hub kernel repo patterns in attn_implementation loaded from config](https://github.com/huggingface/transformers/pull/46708) — closed
 - [PR #46494: [Security] Fix incomplete setattr filtering in ImageProcessor and FeatureExtractor](https://github.com/huggingface/transformers/pull/46494) — closed
 
-### `Sunt-ing`
-
-- profile: [github.com/Sunt-ing](https://github.com/Sunt-ing)
-- 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: `2026-06-18T11:15:55Z`
-- first seen in snapshot: **yes**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **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%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
-- heuristic read: **high recent PR volume; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46743: Fall back to the for-loop grouped_mm on CPU](https://github.com/huggingface/transformers/pull/46743) — open
-- [PR #46741: Fix Mamba2 mixer chunked-prefill / speculative decoding for Zamba2 and Nemotron-H](https://github.com/huggingface/transformers/pull/46741) — open
-
 ### `tengomucho`
 
 - profile: [github.com/tengomucho](https://github.com/tengomucho)
@@ -3270,12 +3272,12 @@ 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: `2026-06-18T07:52:31Z`
+- repo last seen: `2026-06-18T16:05:45Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **10**
 - snapshot authored PRs/issues: **10 PRs / 0 issues**
-- snapshot discussion activity: **67 comments / 334 reviews / 850 review comments**
+- snapshot discussion activity: **67 comments / 337 reviews / 868 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`
@@ -3413,12 +3415,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKoichiYasuoka)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKoichiYasuoka)
 - repo first seen: `2026-01-21T06:14:39Z`
-- repo last seen: `2026-06-18T04:54:16Z`
+- repo last seen: `2026-06-18T15:17:47Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **9**
 - snapshot authored PRs/issues: **5 PRs / 4 issues**
-- snapshot discussion activity: **20 comments / 1 reviews / 1 review comments**
+- snapshot discussion activity: **20 comments / 2 reviews / 2 review comments**
 - account age: **3900 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
@@ -3649,6 +3651,29 @@ Example artifacts:
 - [PR #44146: Ensure final evaluation runs with step-based evaluation strategy](https://github.com/huggingface/transformers/pull/44146) — closed, merged
 - [PR #42428: logic to select tf32 API as per Pytorch version](https://github.com/huggingface/transformers/pull/42428) — closed, merged
 
+### `kylesayrs`
+
+- profile: [github.com/kylesayrs](https://github.com/kylesayrs)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akylesayrs)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akylesayrs)
+- repo first seen: `2025-07-28T19:40:18Z`
+- repo last seen: `2026-06-18T18:02:12Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **4 comments / 4 reviews / 7 review comments**
+- account age: **3784 days**
+- recent public PR activity: **65 PRs** (35 merged / 2 closed-unmerged / 28 open; merged rate **54%**, closed-unmerged rate **3%**, open rate **43%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **medium**
+- heuristic read: **high recent PR volume; high open PR share**
+
+Example artifacts:
+- [PR #46749: [Offloading] Support full disk offloading](https://github.com/huggingface/transformers/pull/46749) — open
+- [PR #39770: [Bugfix] Fix `AutoModel.from_pretrained(..., quantization_config=None)` regression](https://github.com/huggingface/transformers/pull/39770) — closed
+- [PR #39740: [Tests] [Bugfix] Make weights tied for `dynamic_tied_weights` test](https://github.com/huggingface/transformers/pull/39740) — closed
+
 ### `oliverholworthy`
 
 - profile: [github.com/oliverholworthy](https://github.com/oliverholworthy)
@@ -3741,6 +3766,28 @@ Example artifacts:
 - [PR #45541: Fix local_files_only tokenizer fallback when tokenizer files are missing (Issue 45538)](https://github.com/huggingface/transformers/pull/45541) — open
 - [PR #45380: fix Qwen3_5MoeVisionConfig deepstack_visual_indexes silently dropped by @strict (Issue: https://github.com/huggingface/transformers/issues/45375)](https://github.com/huggingface/transformers/pull/45380) — closed
 
+### `hanouticelina`
+
+- profile: [github.com/hanouticelina](https://github.com/hanouticelina)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahanouticelina)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahanouticelina)
+- repo first seen: `2026-04-10T11:59:37Z`
+- repo last seen: `2026-06-18T13:34:45Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 1 reviews / 0 review comments**
+- account age: **3037 days**
+- recent public PR activity: **47 PRs** (41 merged / 4 closed-unmerged / 2 open; merged rate **87%**, closed-unmerged rate **9%**, open rate **4%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
+- heuristic read: **high recent PR volume; broad repo spread**
+
+Example artifacts:
+- [PR #46745: [DO NOT REVIEW] test `huggingface_hub` 1.20.0.rc0](https://github.com/huggingface/transformers/pull/46745) — closed
+- [PR #45360: Replace deprecated `huggingface-cli` references with `hf`](https://github.com/huggingface/transformers/pull/45360) — open
+
 ### `louzongzhi`
 
 - profile: [github.com/louzongzhi](https://github.com/louzongzhi)
@@ -4259,12 +4306,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akasakh)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akasakh)
 - repo first seen: `2026-05-10T06:09:08Z`
-- repo last seen: `2026-05-18T04:31:17Z`
+- repo last seen: `2026-06-18T17:45:33Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
 - account age: **3170 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
@@ -4495,28 +4542,6 @@ Example artifacts:
 - [PR #46727: Improve AutoImageProcessor error for unavailable backends](https://github.com/huggingface/transformers/pull/46727) — closed, merged
 - [Issue #46726: AutoProcessor reports “Unrecognized image processor” when required vision backend is missing](https://github.com/huggingface/transformers/issues/46726) — closed
 
-### `Tokarak`
-
-- profile: [github.com/Tokarak](https://github.com/Tokarak)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ATokarak)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ATokarak)
-- repo first seen: `2026-04-19T17:22:36Z`
-- repo last seen: `2026-05-15T22:41:13Z`
-- first seen in snapshot: **no**
-- 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**
-- account age: **2200 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**
-
-Example artifacts:
-- [PR #45516: T5Gemma2: fix `prepare_decoder_input_ids_from_labels`](https://github.com/huggingface/transformers/pull/45516) — closed, merged
-- [Issue #45517: MPS OOM error, finetuning T5Gemma2 with Seq2SeqTrainer](https://github.com/huggingface/transformers/issues/45517) — closed
-
 ### `0Sh1khar`
 
 - profile: [github.com/0Sh1khar](https://github.com/0Sh1khar)
@@ -6709,7 +6734,7 @@ Example artifacts:
 - repo first seen: `2026-06-17T17:52:55Z`
 - repo last seen: `2026-06-17T17:52:55Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -6720,7 +6745,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46733: fix: update validation logic for fast image processor registration](https://github.com/huggingface/transformers/pull/46733) — open
+- [PR #46733: fix: update validation logic for fast image processor registration](https://github.com/huggingface/transformers/pull/46733) — closed
 
 ### `Melnuno`
 
@@ -7148,12 +7173,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apunyamodi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apunyamodi)
 - repo first seen: `2026-06-12T08:32:21Z`
-- repo last seen: `2026-06-12T08:32:21Z`
+- repo last seen: `2026-06-18T13:24:00Z`
 - 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: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - account age: **2156 days**
 - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible

new_contributors.parquet

@@ -1,3 +1,3 @@
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-oid sha256:4e8cc3c12fd8b967818450a4effc4c658b483384720a1f7c3a993098fc7c80f1
-size 63788
+oid sha256:893eb54ed05c1a051b7db5bc8a68973faf15bfdcf5040878925efc3dcc7689ca
+size 63879

pr-scope-clusters.json

@@ -1,7 +1,7 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260618T120025Z",
-  "generated_at": "2026-06-18T12:01:50Z",
+  "snapshot_id": "20260618T180024Z",
+  "generated_at": "2026-06-18T18:03:43Z",
   "cluster_count": 70,
   "pr_scope_clusters": [
     {
@@ -462,11 +462,11 @@
           ]
         },
         {
-          "left_pr_number": 44257,
-          "right_pr_number": 45055,
-          "similarity": 0.383,
-          "content_similarity": 0.226,
-          "size_similarity": 0.5,
+          "left_pr_number": 45055,
+          "right_pr_number": 45273,
+          "similarity": 0.384,
+          "content_similarity": 0.191,
+          "size_similarity": 0.667,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -478,11 +478,11 @@
           ]
         },
         {
-          "left_pr_number": 45055,
-          "right_pr_number": 45273,
+          "left_pr_number": 44257,
+          "right_pr_number": 45055,
           "similarity": 0.383,
-          "content_similarity": 0.191,
-          "size_similarity": 0.667,
+          "content_similarity": 0.226,
+          "size_similarity": 0.5,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -561,7 +561,7 @@
           "left_pr_number": 43636,
           "right_pr_number": 44123,
           "similarity": 0.371,
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@@ -592,7 +592,7 @@
         {
           "left_pr_number": 43651,
           "right_pr_number": 45055,
-          "similarity": 0.359,
+          "similarity": 0.36,
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           "size_similarity": 0.167,
           "breadth_similarity": 1.0,
@@ -751,6 +751,259 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46504-6",
+      "pr_numbers": [
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+        46554,
+        46558,
+        46563,
+        46716,
+        46747
+      ],
+      "representative_pr_number": 46716,
+      "average_similarity": 0.728,
+      "summary": "6 open PRs share weighted file overlap around `.github/workflows/pr-ci-security-gate.yml`; representative PR #46716.",
+      "shared_filenames": [
+        ".github/workflows/pr-ci-security-gate.yml"
+      ],
+      "shared_directories": [
+        ".github/workflows",
+        ".github"
+      ],
+      "pairwise": [
+        {
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+          "right_pr_number": 46747,
+          "similarity": 0.993,
+          "content_similarity": 0.99,
+          "size_similarity": 1.0,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            ".github/workflows/pr-ci-security-gate.yml"
+          ],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
+          "left_pr_number": 46558,
+          "right_pr_number": 46747,
+          "similarity": 0.991,
+          "content_similarity": 0.987,
+          "size_similarity": 1.0,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            ".github/workflows/pr-ci-security-gate.yml"
+          ],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
+          "left_pr_number": 46558,
+          "right_pr_number": 46716,
+          "similarity": 0.968,
+          "content_similarity": 0.955,
+          "size_similarity": 1.0,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            ".github/workflows/pr-ci-security-gate.yml"
+          ],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
+          "left_pr_number": 46563,
+          "right_pr_number": 46716,
+          "similarity": 0.949,
+          "content_similarity": 0.999,
+          "size_similarity": 0.667,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            ".github/workflows/pr-ci-security-gate.yml"
+          ],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
+          "left_pr_number": 46563,
+          "right_pr_number": 46747,
+          "similarity": 0.946,
+          "content_similarity": 0.995,
+          "size_similarity": 0.667,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            ".github/workflows/pr-ci-security-gate.yml"
+          ],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
+          "left_pr_number": 46558,
+          "right_pr_number": 46563,
+          "similarity": 0.926,
+          "content_similarity": 0.966,
+          "size_similarity": 0.667,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            ".github/workflows/pr-ci-security-gate.yml"
+          ],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
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+          "right_pr_number": 46563,
+          "similarity": 0.873,
+          "content_similarity": 0.997,
+          "size_similarity": 0.167,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            ".github/workflows/pr-ci-security-gate.yml"
+          ],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
+          "left_pr_number": 46554,
+          "right_pr_number": 46716,
+          "similarity": 0.866,
+          "content_similarity": 0.999,
+          "size_similarity": 0.111,
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+          "concentration_similarity": 1.0,
+          "shared_filenames": [
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+          ],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
+          "left_pr_number": 46554,
+          "right_pr_number": 46747,
+          "similarity": 0.855,
+          "content_similarity": 0.983,
+          "size_similarity": 0.111,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            ".github/workflows/pr-ci-security-gate.yml"
+          ],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
+          "left_pr_number": 46554,
+          "right_pr_number": 46558,
+          "similarity": 0.825,
+          "content_similarity": 0.94,
+          "size_similarity": 0.111,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            ".github/workflows/pr-ci-security-gate.yml"
+          ],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
+          "left_pr_number": 46504,
+          "right_pr_number": 46716,
+          "similarity": 0.391,
+          "content_similarity": 0.13,
+          "size_similarity": 1.0,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
+          "left_pr_number": 46504,
+          "right_pr_number": 46747,
+          "similarity": 0.379,
+          "content_similarity": 0.113,
+          "size_similarity": 1.0,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
+          "left_pr_number": 46504,
+          "right_pr_number": 46558,
+          "similarity": 0.363,
+          "content_similarity": 0.089,
+          "size_similarity": 1.0,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
+          "left_pr_number": 46504,
+          "right_pr_number": 46563,
+          "similarity": 0.338,
+          "content_similarity": 0.126,
+          "size_similarity": 0.667,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
+          "left_pr_number": 46504,
+          "right_pr_number": 46554,
+          "similarity": 0.261,
+          "content_similarity": 0.135,
+          "size_similarity": 0.111,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-44070-6",
       "pr_numbers": [
@@ -1066,7 +1319,7 @@
           "left_pr_number": 45668,
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           "similarity": 0.298,
-          "content_similarity": 0.319,
+          "content_similarity": 0.32,
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@@ -1091,7 +1344,7 @@
         46592
       ],
       "representative_pr_number": 46161,
-      "average_similarity": 0.464,
+      "average_similarity": 0.463,
       "summary": "6 open PRs share weighted file overlap around `src/transformers/processing_utils.py`, `tests/models/auto/test_processor_auto.py`, `tests/test_processing_common.py`; representative PR #46161.",
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@@ -1110,7 +1363,7 @@
           "left_pr_number": 46161,
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           "concentration_similarity": 0.981,
@@ -1130,7 +1383,7 @@
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@@ -1148,7 +1401,7 @@
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@@ -1188,7 +1441,7 @@
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@@ -1227,7 +1480,7 @@
         {
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@@ -1247,8 +1500,8 @@
         {
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@@ -1264,8 +1517,8 @@
         {
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@@ -1281,8 +1534,8 @@
         {
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-          "similarity": 0.353,
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@@ -1298,8 +1551,8 @@
         {
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@@ -1316,8 +1569,8 @@
         {
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@@ -1333,8 +1586,8 @@
         {
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@@ -1350,8 +1603,8 @@
         {
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@@ -1368,8 +1621,8 @@
         {
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@@ -1503,7 +1756,7 @@
         {
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@@ -1576,7 +1829,7 @@
         46651
       ],
       "representative_pr_number": 45635,
-      "average_similarity": 0.471,
+      "average_similarity": 0.47,
       "summary": "5 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `tests/utils/test_core_model_loading.py`, `tests/test_modeling_common.py`; representative PR #45635.",
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@@ -1613,7 +1866,7 @@
         {
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-          "similarity": 0.652,
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@@ -1725,8 +1978,8 @@
         {
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-          "similarity": 0.409,
-          "content_similarity": 0.416,
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@@ -1744,7 +1997,7 @@
         {
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@@ -1807,7 +2060,7 @@
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@@ -1843,7 +2096,7 @@
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@@ -1864,8 +2117,8 @@
         {
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@@ -1883,8 +2136,8 @@
         {
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@@ -1901,8 +2154,8 @@
         {
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@@ -1919,9 +2172,9 @@
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@@ -1939,7 +2192,7 @@
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@@ -1971,7 +2224,7 @@
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@@ -1993,7 +2246,7 @@
         46681
       ],
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+      "average_similarity": 0.396,
       "summary": "5 open PRs share weighted file overlap around `src/transformers/integrations/hub_kernels.py`, `tests/kernels/test_kernels.py`, `src/transformers/integrations/__init__.py`; representative PR #45666.",
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@@ -2012,8 +2265,8 @@
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@@ -2031,16 +2284,14 @@
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@@ -2053,14 +2304,16 @@
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           "shared_filenames": [
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@@ -2094,8 +2347,8 @@
         {
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@@ -2111,8 +2364,8 @@
         {
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@@ -2128,11 +2381,11 @@
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@@ -2145,31 +2398,11 @@
         {
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-          "size_similarity": 0.34,
-          "breadth_similarity": 0.343,
-          "concentration_similarity": 0.572,
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@@ -2185,8 +2418,8 @@
         {
           "left_pr_number": 44680,
           "right_pr_number": 46681,
-          "similarity": 0.259,
-          "content_similarity": 0.213,
+          "similarity": 0.262,
+          "content_similarity": 0.217,
           "size_similarity": 0.111,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.875,
@@ -2198,122 +2431,25 @@
             "src/transformers",
             "src"
           ]
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-    {
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-        46558,
-        46563,
-        46716
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-      "representative_pr_number": 46716,
-      "average_similarity": 0.901,
-      "summary": "4 open PRs share weighted file overlap around `.github/workflows/pr-ci-security-gate.yml`; representative PR #46716.",
-      "shared_filenames": [
-        ".github/workflows/pr-ci-security-gate.yml"
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-            ".github"
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+          "right_pr_number": 46520,
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+          "size_similarity": 0.251,
+          "breadth_similarity": 0.343,
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           "shared_filenames": [
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+            "tests/kernels/test_kernels.py"
           ],
           "shared_directories": [
-            ".github/workflows",
-            ".github"
+            "src/transformers/integrations",
+            "src/transformers",
+            "tests/kernels",
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+            "tests"
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@@ -2465,7 +2601,7 @@
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@@ -2485,141 +2621,6 @@
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-        46207,
-        46632,
-        46743
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-      "average_similarity": 0.506,
-      "summary": "4 open PRs share weighted file overlap around `tests/utils/test_modeling_utils.py`, `src/transformers/modeling_utils.py`; representative PR #46632.",
-      "shared_filenames": [
-        "tests/utils/test_modeling_utils.py",
-        "src/transformers/modeling_utils.py"
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-      "shared_directories": [
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-          "size_similarity": 0.662,
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-        {
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-          "size_similarity": 0.189,
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     {
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@@ -2643,7 +2644,7 @@
         {
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-          "similarity": 0.585,
+          "similarity": 0.586,
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@@ -2694,7 +2695,7 @@
         {
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-          "similarity": 0.445,
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           "content_similarity": 0.379,
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           "breadth_similarity": 1.0,
@@ -2804,7 +2805,7 @@
         {
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-          "similarity": 0.537,
+          "similarity": 0.538,
           "content_similarity": 0.457,
           "size_similarity": 0.933,
           "breadth_similarity": 0.325,
@@ -2823,7 +2824,7 @@
         {
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-          "similarity": 0.533,
+          "similarity": 0.534,
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           "size_similarity": 0.392,
           "breadth_similarity": 0.325,
@@ -2911,7 +2912,7 @@
         46152
       ],
       "representative_pr_number": 46152,
-      "average_similarity": 0.403,
+      "average_similarity": 0.402,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #46152.",
       "shared_filenames": [
         "src/transformers/utils/import_utils.py"
@@ -2942,8 +2943,8 @@
         {
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           "size_similarity": 0.95,
           "breadth_similarity": 0.333,
           "concentration_similarity": 0.421,
@@ -2993,8 +2994,8 @@
         {
           "left_pr_number": 44615,
           "right_pr_number": 45060,
-          "similarity": 0.315,
-          "content_similarity": 0.241,
+          "similarity": 0.313,
+          "content_similarity": 0.238,
           "size_similarity": 0.614,
           "breadth_similarity": 0.333,
           "concentration_similarity": 0.421,
@@ -3010,8 +3011,8 @@
         {
           "left_pr_number": 44385,
           "right_pr_number": 45060,
-          "similarity": 0.245,
-          "content_similarity": 0.176,
+          "similarity": 0.244,
+          "content_similarity": 0.174,
           "size_similarity": 0.228,
           "breadth_similarity": 0.667,
           "concentration_similarity": 0.421,
@@ -3026,6 +3027,143 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-32189-4",
+      "pr_numbers": [
+        32189,
+        42655,
+        46124,
+        46735
+      ],
+      "representative_pr_number": 42655,
+      "average_similarity": 0.376,
+      "summary": "4 open PRs share weighted file overlap around `tests/generation/test_utils.py`, `src/transformers/generation/candidate_generator.py`, `src/transformers/generation/utils.py`; representative PR #42655.",
+      "shared_filenames": [
+        "tests/generation/test_utils.py",
+        "src/transformers/generation/candidate_generator.py",
+        "src/transformers/generation/utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers/generation",
+        "src/transformers",
+        "src",
+        "tests/generation",
+        "tests"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 32189,
+          "right_pr_number": 42655,
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+          "content_similarity": 0.49,
+          "size_similarity": 0.231,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.568,
+          "shared_filenames": [
+            "src/transformers/generation/candidate_generator.py",
+            "src/transformers/generation/utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 42655,
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+          "similarity": 0.407,
+          "content_similarity": 0.46,
+          "size_similarity": 0.038,
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+          "concentration_similarity": 0.753,
+          "shared_filenames": [
+            "src/transformers/generation/candidate_generator.py",
+            "tests/generation/test_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "tests/generation",
+            "src",
+            "tests"
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+        },
+        {
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+          "size_similarity": 0.467,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.917,
+          "shared_filenames": [
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+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "tests/generation",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 32189,
+          "right_pr_number": 46124,
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+          "content_similarity": 0.343,
+          "size_similarity": 0.165,
+          "breadth_similarity": 0.833,
+          "concentration_similarity": 0.815,
+          "shared_filenames": [
+            "src/transformers/generation/candidate_generator.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 42655,
+          "right_pr_number": 46735,
+          "similarity": 0.325,
+          "content_similarity": 0.327,
+          "size_similarity": 0.082,
+          "breadth_similarity": 0.417,
+          "concentration_similarity": 0.837,
+          "shared_filenames": [
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+            "tests/generation/test_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "tests/generation",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 32189,
+          "right_pr_number": 46735,
+          "similarity": 0.288,
+          "content_similarity": 0.164,
+          "size_similarity": 0.353,
+          "breadth_similarity": 0.833,
+          "concentration_similarity": 0.731,
+          "shared_filenames": [
+            "src/transformers/generation/utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-44066-3",
       "pr_numbers": [
@@ -3114,7 +3252,7 @@
         46474
       ],
       "representative_pr_number": 46173,
-      "average_similarity": 0.602,
+      "average_similarity": 0.599,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/cache_utils.py`; representative PR #46173.",
       "shared_filenames": [
         "src/transformers/cache_utils.py"
@@ -3127,8 +3265,8 @@
         {
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           "right_pr_number": 46173,
-          "similarity": 0.755,
-          "content_similarity": 0.816,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3143,8 +3281,8 @@
         {
           "left_pr_number": 46173,
           "right_pr_number": 46474,
-          "similarity": 0.614,
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           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3159,17 +3297,97 @@
         {
           "left_pr_number": 44893,
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-          "similarity": 0.437,
-          "content_similarity": 0.363,
+          "similarity": 0.433,
+          "content_similarity": 0.357,
           "size_similarity": 0.222,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
-            "src/transformers/cache_utils.py"
+            "src/transformers/cache_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
+    {
+      "cluster_id": "pr-scope-44940-3",
+      "pr_numbers": [
+        44940,
+        46207,
+        46632
+      ],
+      "representative_pr_number": 46632,
+      "average_similarity": 0.573,
+      "summary": "3 open PRs share weighted file overlap around `tests/utils/test_modeling_utils.py`, `src/transformers/modeling_utils.py`; representative PR #46632.",
+      "shared_filenames": [
+        "tests/utils/test_modeling_utils.py",
+        "src/transformers/modeling_utils.py"
+      ],
+      "shared_directories": [
+        "tests/utils",
+        "src/transformers",
+        "tests",
+        "src"
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+      "pairwise": [
+        {
+          "left_pr_number": 46207,
+          "right_pr_number": 46632,
+          "similarity": 0.624,
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+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.935,
+          "shared_filenames": [
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+            "tests/utils/test_modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/utils",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 44940,
+          "right_pr_number": 46632,
+          "similarity": 0.553,
+          "content_similarity": 0.512,
+          "size_similarity": 0.446,
+          "breadth_similarity": 0.833,
+          "concentration_similarity": 0.903,
+          "shared_filenames": [
+            "src/transformers/modeling_utils.py",
+            "tests/utils/test_modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/utils",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 44940,
+          "right_pr_number": 46207,
+          "similarity": 0.541,
+          "content_similarity": 0.452,
+          "size_similarity": 0.662,
+          "breadth_similarity": 0.833,
+          "concentration_similarity": 0.839,
+          "shared_filenames": [
+            "src/transformers/modeling_utils.py",
+            "tests/utils/test_modeling_utils.py"
           ],
           "shared_directories": [
             "src/transformers",
-            "src"
+            "tests/utils",
+            "src",
+            "tests"
           ]
         }
       ]
@@ -3228,7 +3446,7 @@
           "left_pr_number": 43469,
           "right_pr_number": 46364,
           "similarity": 0.386,
-          "content_similarity": 0.351,
+          "content_similarity": 0.352,
           "size_similarity": 0.35,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.75,
@@ -3379,7 +3597,7 @@
         {
           "left_pr_number": 43997,
           "right_pr_number": 44019,
-          "similarity": 0.275,
+          "similarity": 0.276,
           "content_similarity": 0.025,
           "size_similarity": 0.722,
           "breadth_similarity": 1.0,
@@ -3525,6 +3743,86 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-43875-3",
+      "pr_numbers": [
+        43875,
+        46446,
+        46748
+      ],
+      "representative_pr_number": 46748,
+      "average_similarity": 0.511,
+      "summary": "3 open PRs share weighted file overlap around `tests/utils/test_cache_utils.py`, `src/transformers/cache_utils.py`; representative PR #46748.",
+      "shared_filenames": [
+        "tests/utils/test_cache_utils.py",
+        "src/transformers/cache_utils.py"
+      ],
+      "shared_directories": [
+        "tests/utils",
+        "src/transformers",
+        "tests",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 43875,
+          "right_pr_number": 46748,
+          "similarity": 0.602,
+          "content_similarity": 0.528,
+          "size_similarity": 0.564,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.947,
+          "shared_filenames": [
+            "src/transformers/cache_utils.py",
+            "tests/utils/test_cache_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/utils",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 46446,
+          "right_pr_number": 46748,
+          "similarity": 0.538,
+          "content_similarity": 0.581,
+          "size_similarity": 0.246,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.898,
+          "shared_filenames": [
+            "src/transformers/cache_utils.py",
+            "tests/utils/test_cache_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/utils",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 43875,
+          "right_pr_number": 46446,
+          "similarity": 0.394,
+          "content_similarity": 0.394,
+          "size_similarity": 0.138,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.951,
+          "shared_filenames": [
+            "src/transformers/cache_utils.py",
+            "tests/utils/test_cache_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/utils",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-43656-3",
       "pr_numbers": [
@@ -3640,7 +3938,7 @@
           "left_pr_number": 34925,
           "right_pr_number": 46734,
           "similarity": 0.463,
-          "content_similarity": 0.445,
+          "content_similarity": 0.446,
           "size_similarity": 0.158,
           "breadth_similarity": 0.833,
           "concentration_similarity": 0.89,
@@ -3683,7 +3981,7 @@
         45655
       ],
       "representative_pr_number": 45649,
-      "average_similarity": 0.459,
+      "average_similarity": 0.458,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
       "shared_filenames": [
         "src/transformers/modeling_utils.py"
@@ -3696,8 +3994,8 @@
         {
           "left_pr_number": 45548,
           "right_pr_number": 45649,
-          "similarity": 0.515,
-          "content_similarity": 0.525,
+          "similarity": 0.514,
+          "content_similarity": 0.524,
           "size_similarity": 0.149,
           "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
@@ -3712,8 +4010,8 @@
         {
           "left_pr_number": 45649,
           "right_pr_number": 45655,
-          "similarity": 0.507,
-          "content_similarity": 0.343,
+          "similarity": 0.504,
+          "content_similarity": 0.339,
           "size_similarity": 0.778,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3728,8 +4026,8 @@
         {
           "left_pr_number": 45548,
           "right_pr_number": 45655,
-          "similarity": 0.356,
-          "content_similarity": 0.29,
+          "similarity": 0.355,
+          "content_similarity": 0.287,
           "size_similarity": 0.191,
           "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
@@ -3793,7 +4091,7 @@
         {
           "left_pr_number": 45709,
           "right_pr_number": 45742,
-          "similarity": 0.5,
+          "similarity": 0.501,
           "content_similarity": 0.377,
           "size_similarity": 0.782,
           "breadth_similarity": 0.833,
@@ -3826,88 +4124,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-32189-3",
-      "pr_numbers": [
-        32189,
-        42655,
-        46446
-      ],
-      "representative_pr_number": 42655,
-      "average_similarity": 0.395,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/utils.py`, `tests/utils/test_cache_utils.py`, `src/transformers/generation/candidate_generator.py`; representative PR #42655.",
-      "shared_filenames": [
-        "src/transformers/generation/utils.py",
-        "tests/utils/test_cache_utils.py",
-        "src/transformers/generation/candidate_generator.py",
-        "src/transformers/cache_utils.py"
-      ],
-      "shared_directories": [
-        "src/transformers/generation",
-        "src/transformers",
-        "src",
-        "tests/utils",
-        "tests"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 32189,
-          "right_pr_number": 42655,
-          "similarity": 0.455,
-          "content_similarity": 0.488,
-          "size_similarity": 0.231,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.568,
-          "shared_filenames": [
-            "src/transformers/generation/candidate_generator.py",
-            "src/transformers/generation/utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/generation",
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 42655,
-          "right_pr_number": 46446,
-          "similarity": 0.42,
-          "content_similarity": 0.347,
-          "size_similarity": 0.305,
-          "breadth_similarity": 0.875,
-          "concentration_similarity": 0.874,
-          "shared_filenames": [
-            "src/transformers/cache_utils.py",
-            "src/transformers/generation/utils.py",
-            "tests/utils/test_cache_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/generation",
-            "src/transformers",
-            "tests/utils",
-            "src",
-            "tests"
-          ]
-        },
-        {
-          "left_pr_number": 32189,
-          "right_pr_number": 46446,
-          "similarity": 0.311,
-          "content_similarity": 0.149,
-          "size_similarity": 0.759,
-          "breadth_similarity": 0.583,
-          "concentration_similarity": 0.694,
-          "shared_filenames": [
-            "src/transformers/generation/utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/generation",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-33686-3",
       "pr_numbers": [
@@ -3916,7 +4132,7 @@
         44550
       ],
       "representative_pr_number": 44550,
-      "average_similarity": 0.365,
+      "average_similarity": 0.364,
       "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
       "shared_filenames": [],
       "shared_directories": [
@@ -3930,7 +4146,7 @@
           "left_pr_number": 33686,
           "right_pr_number": 44550,
           "similarity": 0.387,
-          "content_similarity": 0.125,
+          "content_similarity": 0.124,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3961,7 +4177,7 @@
           "left_pr_number": 33686,
           "right_pr_number": 44407,
           "similarity": 0.349,
-          "content_similarity": 0.08,
+          "content_similarity": 0.079,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3974,66 +4190,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-46138-3",
-      "pr_numbers": [
-        46138,
-        46501,
-        46503
-      ],
-      "representative_pr_number": 46503,
-      "average_similarity": 0.35,
-      "summary": "3 open PRs cluster in `.github/workflows`, `.github` with similar change breadth; representative PR #46503.",
-      "shared_filenames": [],
-      "shared_directories": [
-        ".github/workflows",
-        ".github"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 46501,
-          "right_pr_number": 46503,
-          "similarity": 0.368,
-          "content_similarity": 0.097,
-          "size_similarity": 1.0,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [],
-          "shared_directories": [
-            ".github/workflows",
-            ".github"
-          ]
-        },
-        {
-          "left_pr_number": 46138,
-          "right_pr_number": 46503,
-          "similarity": 0.347,
-          "content_similarity": 0.12,
-          "size_similarity": 0.75,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [],
-          "shared_directories": [
-            ".github/workflows",
-            ".github"
-          ]
-        },
-        {
-          "left_pr_number": 46138,
-          "right_pr_number": 46501,
-          "similarity": 0.334,
-          "content_similarity": 0.102,
-          "size_similarity": 0.75,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [],
-          "shared_directories": [
-            ".github/workflows",
-            ".github"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-44018-2",
       "pr_numbers": [
@@ -4088,7 +4244,7 @@
         45613
       ],
       "representative_pr_number": 41116,
-      "average_similarity": 0.952,
+      "average_similarity": 0.961,
       "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/minicpm3.md`, `src/transformers/models/minicpm3/__init__.py`, `src/transformers/models/minicpm3/configuration_minicpm3.py`; representative PR #41116.",
       "shared_filenames": [
         "docs/source/en/model_doc/minicpm3.md",
@@ -4114,11 +4270,11 @@
         {
           "left_pr_number": 41116,
           "right_pr_number": 45613,
-          "similarity": 0.952,
-          "content_similarity": 0.989,
-          "size_similarity": 0.869,
+          "similarity": 0.961,
+          "content_similarity": 0.993,
+          "size_similarity": 0.914,
           "breadth_similarity": 0.792,
-          "concentration_similarity": 0.997,
+          "concentration_similarity": 0.994,
           "shared_filenames": [
             "docs/source/en/_toctree.yml",
             "docs/source/en/model_doc/minicpm3.md",
@@ -4247,43 +4403,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-46413-2",
-      "pr_numbers": [
-        46413,
-        46742
-      ],
-      "representative_pr_number": 46413,
-      "average_similarity": 0.803,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/finegrained_fp8.py`; representative PR #46413.",
-      "shared_filenames": [
-        "src/transformers/integrations/finegrained_fp8.py"
-      ],
-      "shared_directories": [
-        "src/transformers/integrations",
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 46413,
-          "right_pr_number": 46742,
-          "similarity": 0.803,
-          "content_similarity": 0.808,
-          "size_similarity": 0.75,
-          "breadth_similarity": 0.75,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/integrations/finegrained_fp8.py"
-          ],
-          "shared_directories": [
-            "src/transformers/integrations",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-44438-2",
       "pr_numbers": [
@@ -4782,7 +4901,7 @@
         46174
       ],
       "representative_pr_number": 45932,
-      "average_similarity": 0.596,
+      "average_similarity": 0.597,
       "summary": "2 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 #45932.",
       "shared_filenames": [
         "src/transformers/models/vit_mae/modeling_vit_mae.py",
@@ -4808,8 +4927,8 @@
         {
           "left_pr_number": 45932,
           "right_pr_number": 46174,
-          "similarity": 0.596,
-          "content_similarity": 0.636,
+          "similarity": 0.597,
+          "content_similarity": 0.637,
           "size_similarity": 0.248,
           "breadth_similarity": 0.679,
           "concentration_similarity": 0.916,
@@ -4862,7 +4981,7 @@
           "left_pr_number": 44228,
           "right_pr_number": 46324,
           "similarity": 0.562,
-          "content_similarity": 0.598,
+          "content_similarity": 0.597,
           "size_similarity": 0.259,
           "breadth_similarity": 0.583,
           "concentration_similarity": 0.926,
@@ -4967,34 +5086,71 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-45541-2",
+      "cluster_id": "pr-scope-45541-2",
+      "pr_numbers": [
+        45541,
+        46177
+      ],
+      "representative_pr_number": 45541,
+      "average_similarity": 0.525,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_base.py`; representative PR #45541.",
+      "shared_filenames": [
+        "src/transformers/tokenization_utils_base.py"
+      ],
+      "shared_directories": [
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45541,
+          "right_pr_number": 46177,
+          "similarity": 0.525,
+          "content_similarity": 0.425,
+          "size_similarity": 0.519,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/tokenization_utils_base.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
+    {
+      "cluster_id": "pr-scope-43833-2",
       "pr_numbers": [
-        45541,
-        46177
+        43833,
+        46743
       ],
-      "representative_pr_number": 45541,
-      "average_similarity": 0.525,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_base.py`; representative PR #45541.",
+      "representative_pr_number": 43833,
+      "average_similarity": 0.518,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/moe.py`; representative PR #43833.",
       "shared_filenames": [
-        "src/transformers/tokenization_utils_base.py"
+        "src/transformers/integrations/moe.py"
       ],
       "shared_directories": [
+        "src/transformers/integrations",
         "src/transformers",
         "src"
       ],
       "pairwise": [
         {
-          "left_pr_number": 45541,
-          "right_pr_number": 46177,
-          "similarity": 0.525,
-          "content_similarity": 0.425,
-          "size_similarity": 0.519,
+          "left_pr_number": 43833,
+          "right_pr_number": 46743,
+          "similarity": 0.518,
+          "content_similarity": 0.463,
+          "size_similarity": 0.294,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
-            "src/transformers/tokenization_utils_base.py"
+            "src/transformers/integrations/moe.py"
           ],
           "shared_directories": [
+            "src/transformers/integrations",
             "src/transformers",
             "src"
           ]
@@ -5185,6 +5341,71 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46404-2",
+      "pr_numbers": [
+        46404,
+        46556
+      ],
+      "representative_pr_number": 46404,
+      "average_similarity": 0.494,
+      "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",
+        "src/transformers/models/emu3/processing_emu3.py",
+        "src/transformers/models/florence2/processing_florence2.py",
+        "src/transformers/models/glm_image/processing_glm_image.py",
+        "src/transformers/models/granite4_vision/processing_granite4_vision.py",
+        "src/transformers/models/kosmos2/processing_kosmos2.py",
+        "src/transformers/models/minicpmv4_6/processing_minicpmv4_6.py",
+        "src/transformers/models/video_llava/processing_video_llava.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/minicpmv4_6",
+        "src/transformers/models/florence2",
+        "src/transformers/models/granite4_vision",
+        "src/transformers/models/kosmos2",
+        "src/transformers/models/lighton_ocr",
+        "src/transformers/models/llava_next",
+        "src/transformers/models/video_llava",
+        "src/transformers/models/cohere2_vision"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46404,
+          "right_pr_number": 46556,
+          "similarity": 0.494,
+          "content_similarity": 0.465,
+          "size_similarity": 0.333,
+          "breadth_similarity": 0.744,
+          "concentration_similarity": 0.88,
+          "shared_filenames": [
+            "src/transformers/models/cohere2_vision/processing_cohere2_vision.py",
+            "src/transformers/models/colqwen2/modular_colqwen2.py",
+            "src/transformers/models/colqwen2/processing_colqwen2.py",
+            "src/transformers/models/deepseek_vl/modular_deepseek_vl.py",
+            "src/transformers/models/deepseek_vl/processing_deepseek_vl.py",
+            "src/transformers/models/deepseek_vl_hybrid/modular_deepseek_vl_hybrid.py",
+            "src/transformers/models/deepseek_vl_hybrid/processing_deepseek_vl_hybrid.py",
+            "src/transformers/models/emu3/processing_emu3.py",
+            "src/transformers/models/florence2/modular_florence2.py",
+            "src/transformers/models/florence2/processing_florence2.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/cohere2_vision",
+            "src/transformers/models/colqwen2",
+            "src/transformers/models/deepseek_vl",
+            "src/transformers/models/deepseek_vl_hybrid",
+            "src/transformers/models/emu3",
+            "src/transformers/models/florence2",
+            "src/transformers/models/glm_image",
+            "src/transformers/models/granite4_vision",
+            "src/transformers/models/internvl",
+            "src/transformers/models/kosmos2"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-46310-2",
       "pr_numbers": [
@@ -5254,7 +5475,7 @@
           "left_pr_number": 45540,
           "right_pr_number": 45868,
           "similarity": 0.489,
-          "content_similarity": 0.361,
+          "content_similarity": 0.362,
           "size_similarity": 0.593,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.936,
@@ -5275,110 +5496,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-46404-2",
-      "pr_numbers": [
-        46404,
-        46556
-      ],
-      "representative_pr_number": 46404,
-      "average_similarity": 0.476,
-      "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",
-        "src/transformers/models/emu3/processing_emu3.py",
-        "src/transformers/models/florence2/processing_florence2.py",
-        "src/transformers/models/glm_image/processing_glm_image.py",
-        "src/transformers/models/granite4_vision/processing_granite4_vision.py",
-        "src/transformers/models/kosmos2/processing_kosmos2.py",
-        "src/transformers/models/minicpmv4_6/processing_minicpmv4_6.py",
-        "src/transformers/models/video_llava/processing_video_llava.py"
-      ],
-      "shared_directories": [
-        "src/transformers/models/minicpmv4_6",
-        "src/transformers/models/florence2",
-        "src/transformers/models/granite4_vision",
-        "src/transformers/models/kosmos2",
-        "src/transformers/models/lighton_ocr",
-        "src/transformers/models/llava_next",
-        "src/transformers/models/video_llava",
-        "src/transformers/models/cohere2_vision"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 46404,
-          "right_pr_number": 46556,
-          "similarity": 0.476,
-          "content_similarity": 0.442,
-          "size_similarity": 0.356,
-          "breadth_similarity": 0.679,
-          "concentration_similarity": 0.894,
-          "shared_filenames": [
-            "src/transformers/models/cohere2_vision/processing_cohere2_vision.py",
-            "src/transformers/models/colqwen2/modular_colqwen2.py",
-            "src/transformers/models/colqwen2/processing_colqwen2.py",
-            "src/transformers/models/deepseek_vl/modular_deepseek_vl.py",
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