Refresh transformers dataset snapshot 20260604T180024Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260604T120021Z`
+- latest snapshot: `20260604T180024Z`
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       "repo_first_seen_at": "2026-05-31T07:49:22Z",
-      "repo_last_seen_at": "2026-06-02T18:39:58Z",
+      "repo_last_seen_at": "2026-06-04T16:23:32Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 5,
+      "repo_artifact_count": 7,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 4,
+      "snapshot_comment_count": 6,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -22524,8 +22695,8 @@
             "number": 46350,
             "title": "Fix noisy logging from image_processing module aliases issue - 46298",
             "url": "https://github.com/huggingface/transformers/pull/46350",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-06-02T17:46:40Z"
           }

new-contributors-report.md

@@ -1,16 +1,16 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260604T120021Z`
-- Generated: `2026-06-04T12:02:20Z`
+- Snapshot: `20260604T180024Z`
+- Generated: `2026-06-04T18:03:16Z`
 - Activity window: `60d`
-- Contributors: `351`
+- Contributors: `354`
 
 ## Summary
 
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 | `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 |
-| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 93 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 96 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 92 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 91 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 85 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
@@ -18,7 +18,7 @@
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 60 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 48 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 47 | 2 | mixed | low | low | targets high-star repos |
-| `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 45 | 0 | strong | low | low | targets high-star repos |
+| `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 46 | 0 | strong | low | low | targets high-star repos |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 39 | 1 | strong | moderate | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 34 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 33 | 20 | strong | low | low | targets high-star repos |
@@ -51,6 +51,7 @@
 | `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 |
 | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 4 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
+| `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 4 | 0 | n/a | n/a | n/a | summary unavailable |
 | `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 |
 | `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 4 | 0 | strong | low | low | — |
 | `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 |
@@ -67,6 +68,7 @@
 | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 3 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; 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 |
 | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
+| `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 7 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 6 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
 | `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | 5413d | `2025-03-12T07:35:51Z` | 6 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 5 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
@@ -75,7 +77,6 @@
 | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 4 | 3 | weak | low | low | targets high-star repos |
 | `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2500d | `2025-10-30T12:45:06Z` | 4 | 1 | mixed | moderate | low | — |
 | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 4 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 3 | 0 | n/a | n/a | n/a | summary unavailable |
 | `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3573d | `2026-04-02T19:05:35Z` | 3 | 0 | strong | low | low | targets high-star repos |
 | `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | CONTRIBUTOR | 1082d | `2026-03-28T12:13:57Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3380d | `2026-03-09T09:03:10Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -136,7 +137,6 @@
 | `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 596d | `2025-06-12T08:51:40Z` | 7 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 6 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3177d | `2021-08-30T15:40:15Z` | 6 | 2 | mixed | low | low | targets high-star repos |
-| `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 6 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `CodersAcademy006` | [profile](https://github.com/CodersAcademy006) | no | CONTRIBUTOR | 1448d | `2025-10-15T09:44:53Z` | 6 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
@@ -224,7 +224,7 @@
 | `Ashutosh-177` | [profile](https://github.com/Ashutosh-177) | no | NONE | 978d | `2026-05-19T06:28:43Z` | 1 | 0 | mixed | moderate | low | high open PR share |
 | `avarga1` | [profile](https://github.com/avarga1) | no | NONE | 2176d | `2026-04-07T02:22:26Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
 | `avasis-ai` | [profile](https://github.com/avasis-ai) | no | CONTRIBUTOR | 30d | `2026-04-18T21:48:22Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share |
-| `balgaly` | [profile](https://github.com/balgaly) | no | NONE | 3775d | `2026-04-05T15:38:58Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs |
+| `AzeezIsh` | [profile](https://github.com/AzeezIsh) | yes | FIRST_TIME_CONTRIBUTOR | 1650d | `2026-06-04T16:46:37Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `Beichen-Ma` | [profile](https://github.com/Beichen-Ma) | no | FIRST_TIME_CONTRIBUTOR | 1684d | `2026-04-20T23:21:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `belamaran96-coder` | [profile](https://github.com/belamaran96-coder) | no | NONE | 288d | `2026-05-03T16:53:02Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 1 | 0 | mixed | low | low | — |
@@ -235,6 +235,7 @@
 | `cheparity` | [profile](https://github.com/cheparity) | no | FIRST_TIME_CONTRIBUTOR | 1517d | `2026-06-03T05:18:26Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `chirag-gupta-07` | [profile](https://github.com/chirag-gupta-07) | no | FIRST_TIMER | 276d | `2026-05-11T05:43:53Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `cloudyun888` | [profile](https://github.com/cloudyun888) | no | NONE | 45d | `2026-04-15T13:18:36Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
+| `csantosbh` | [profile](https://github.com/csantosbh) | yes | FIRST_TIME_CONTRIBUTOR | 5103d | `2026-06-04T14:07:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `damodharg6` | [profile](https://github.com/damodharg6) | no | FIRST_TIME_CONTRIBUTOR | 407d | `2026-05-15T03:01:55Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Danish08654` | [profile](https://github.com/Danish08654) | no | NONE | 561d | `2026-05-28T09:15:36Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `danyalahmed1995` | [profile](https://github.com/danyalahmed1995) | no | CONTRIBUTOR | 2355d | `2026-05-26T00:41:01Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
@@ -288,6 +289,7 @@
 | `kiwigitops` | [profile](https://github.com/kiwigitops) | no | CONTRIBUTOR | 81d | `2026-05-18T23:18:34Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
 | `kuishou68` | [profile](https://github.com/kuishou68) | no | NONE | 2457d | `2026-05-05T02:27:41Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `lalitha2410` | [profile](https://github.com/lalitha2410) | no | FIRST_TIMER | 1043d | `2026-05-17T13:42:37Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `lanxuejin` | [profile](https://github.com/lanxuejin) | yes | FIRST_TIME_CONTRIBUTOR | 2869d | `2026-06-04T12:32:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `lianakoleva` | [profile](https://github.com/lianakoleva) | no | NONE | 2780d | `2026-05-13T17:04:37Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
 | `lowzhao` | [profile](https://github.com/lowzhao) | no | CONTRIBUTOR | 3244d | `2026-04-06T08:41:40Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `lucaspirola` | [profile](https://github.com/lucaspirola) | no | FIRST_TIME_CONTRIBUTOR | 4682d | `2026-04-27T23:02:07Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -299,6 +301,7 @@
 | `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 |
 | `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) | yes | FIRST_TIME_CONTRIBUTOR | 2414d | `2026-06-04T14:08:08Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `MinuriRajapakse` | [profile](https://github.com/MinuriRajapakse) | no | FIRST_TIME_CONTRIBUTOR | 1037d | `2026-04-29T06:12:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `mohamad-tohidi` | [profile](https://github.com/mohamad-tohidi) | no | NONE | 1013d | `2026-04-11T10:00:07Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `mohdfaour03` | [profile](https://github.com/mohdfaour03) | no | FIRST_TIME_CONTRIBUTOR | 1152d | `2026-04-08T13:38:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -337,7 +340,7 @@
 | `Shikhar-S` | [profile](https://github.com/Shikhar-S) | no | FIRST_TIME_CONTRIBUTOR | 3763d | `2026-04-10T04:26:05Z` | 1 | 0 | weak | low | low | high open PR share |
 | `silencelamb` | [profile](https://github.com/silencelamb) | no | CONTRIBUTOR | 4218d | `2026-05-05T09:41:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `simon-testaccount` | [profile](https://github.com/simon-testaccount) | no | NONE | 545d | `2026-05-05T09:01:04Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
-| `skshmjn` | [profile](https://github.com/skshmjn) | no | FIRST_TIME_CONTRIBUTOR | 2609d | `2026-05-31T07:49:22Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
+| `skshmjn` | [profile](https://github.com/skshmjn) | no | CONTRIBUTOR | 2609d | `2026-05-31T07:49:22Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `snehasuman019` | [profile](https://github.com/snehasuman019) | no | NONE | 474d | `2026-05-29T16:36:41Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `songyuc` | [profile](https://github.com/songyuc) | no | NONE | 3292d | `2026-04-12T12:53:49Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `Spectual` | [profile](https://github.com/Spectual) | no | NONE | 1537d | `2026-04-16T06:54:56Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
@@ -392,12 +395,12 @@ Example artifacts:
 - 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: `2025-03-31T13:54:54Z`
-- repo last seen: `2026-06-04T11:17:55Z`
+- repo last seen: `2026-06-04T15:03:45Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **93**
-- snapshot authored PRs/issues: **93 PRs / 0 issues**
-- snapshot discussion activity: **128 comments / 219 reviews / 154 review comments**
+- repo primary artifacts: **96**
+- snapshot authored PRs/issues: **96 PRs / 0 issues**
+- snapshot discussion activity: **128 comments / 220 reviews / 154 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%**)
 - public orgs: none visible
@@ -405,9 +408,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #46412: Improve CI dashboard comment: rename and deduplicate](https://github.com/huggingface/transformers/pull/46412) — closed, merged
-- [PR #46410: Add workflow to post CI Grafana dashboard link to PR](https://github.com/huggingface/transformers/pull/46410) — closed, merged
-- [PR #46371: Fix wrong changes produced by style/repo. check bot](https://github.com/huggingface/transformers/pull/46371) — closed, merged
+- [PR #46420: Run repository consistency checkers in parallel](https://github.com/huggingface/transformers/pull/46420) — open
+- [PR #46418: [DON'T MERGE] verify PR CI workflow comment](https://github.com/huggingface/transformers/pull/46418) — closed
+- [PR #46415: ci: mention code quality failure in CI dashboard comment](https://github.com/huggingface/transformers/pull/46415) — closed, merged
 
 ### `tarekziade`
 
@@ -441,12 +444,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
 - repo first seen: `2025-06-20T09:58:55Z`
-- repo last seen: `2026-06-04T08:45:53Z`
+- repo last seen: `2026-06-04T13:59:50Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **95**
 - snapshot authored PRs/issues: **91 PRs / 4 issues**
-- snapshot discussion activity: **79 comments / 93 reviews / 92 review comments**
+- snapshot discussion activity: **79 comments / 94 reviews / 93 review comments**
 - account age: **3934 days**
 - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
 - public orgs: none visible
@@ -467,12 +470,12 @@ 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: `2026-06-04T10:37:19Z`
+- repo last seen: `2026-06-04T15:35:56Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **85**
 - snapshot authored PRs/issues: **85 PRs / 0 issues**
-- snapshot discussion activity: **579 comments / 898 reviews / 1958 review comments**
+- snapshot discussion activity: **589 comments / 903 reviews / 1961 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`
@@ -480,7 +483,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #46406: Fix conversion for clip models](https://github.com/huggingface/transformers/pull/46406) — open
+- [PR #46406: Fix conversion for clip models](https://github.com/huggingface/transformers/pull/46406) — closed, merged
 - [PR #46405: Consistent output shape from `get_image_features`](https://github.com/huggingface/transformers/pull/46405) — open
 - [PR #46379: Update hub metadata](https://github.com/huggingface/transformers/pull/46379) — open
 
@@ -490,12 +493,12 @@ 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: `2026-06-04T11:58:00Z`
+- repo last seen: `2026-06-04T14:26:30Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **68**
 - snapshot authored PRs/issues: **65 PRs / 3 issues**
-- snapshot discussion activity: **194 comments / 657 reviews / 1322 review comments**
+- snapshot discussion activity: **194 comments / 662 reviews / 1330 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
@@ -504,8 +507,8 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46408: Remove unused shared_expert_combination_strategy from cohere2_moe](https://github.com/huggingface/transformers/pull/46408) — open
-- [PR #46404: Faster image/audio token expansion in processors (single-pass re.sub)](https://github.com/huggingface/transformers/pull/46404) — open
-- [PR #46381: Allow tokenizers 0.23.1](https://github.com/huggingface/transformers/pull/46381) — open, draft
+- [PR #46404: Centralize multimodal token expansion via get_text_with_replacements](https://github.com/huggingface/transformers/pull/46404) — open
+- [PR #46381: Allow tokenizers 0.23.1](https://github.com/huggingface/transformers/pull/46381) — open
 - [Issue #45882: Reduce peak memory during quantization of MoE models (follow-up to #43917)](https://github.com/huggingface/transformers/issues/45882) — open
 - [Issue #44052: Fix skipped tests for glm_moe_dsa model](https://github.com/huggingface/transformers/issues/44052) — closed
 - [Issue #42710: Outstanding issues / PR before we can release v5](https://github.com/huggingface/transformers/issues/42710) — closed
@@ -516,12 +519,12 @@ 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: `2026-06-03T17:25:17Z`
+- repo last seen: `2026-06-04T16:04:36Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **62**
 - snapshot authored PRs/issues: **60 PRs / 2 issues**
-- snapshot discussion activity: **34 comments / 162 reviews / 289 review comments**
+- snapshot discussion activity: **35 comments / 165 reviews / 290 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`
@@ -529,7 +532,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46387: [docs] remove sparsity from compressed-tensors](https://github.com/huggingface/transformers/pull/46387) — open
+- [PR #46387: [docs] remove sparsity from compressed-tensors](https://github.com/huggingface/transformers/pull/46387) — closed, merged
 - [PR #46361: [docs] deepgemm](https://github.com/huggingface/transformers/pull/46361) — open
 - [PR #46357: [docs] gguf mps](https://github.com/huggingface/transformers/pull/46357) — open
 - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
@@ -541,12 +544,12 @@ 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: `2026-06-03T16:36:55Z`
+- repo last seen: `2026-06-04T15:43:04Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **50**
 - snapshot authored PRs/issues: **48 PRs / 2 issues**
-- snapshot discussion activity: **187 comments / 312 reviews / 438 review comments**
+- snapshot discussion activity: **187 comments / 320 reviews / 445 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`
@@ -566,12 +569,12 @@ 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: `2026-06-04T10:04:50Z`
+- repo last seen: `2026-06-04T17:26:08Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **49**
 - snapshot authored PRs/issues: **47 PRs / 2 issues**
-- snapshot discussion activity: **611 comments / 1100 reviews / 4478 review comments**
+- snapshot discussion activity: **614 comments / 1105 reviews / 4483 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
@@ -591,11 +594,11 @@ 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: `2026-06-04T11:17:55Z`
+- repo last seen: `2026-06-04T14:15:33Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **45**
-- snapshot authored PRs/issues: **45 PRs / 0 issues**
+- repo primary artifacts: **46**
+- snapshot authored PRs/issues: **46 PRs / 0 issues**
 - snapshot discussion activity: **728 comments / 250 reviews / 135 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%**)
@@ -604,9 +607,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #46419: Port ESMC and ESMFold2 to Transformers](https://github.com/huggingface/transformers/pull/46419) — open
 - [PR #46036: Widen tols for float16/bfloat16](https://github.com/huggingface/transformers/pull/46036) — open
 - [PR #46030: Init the actual tensor, not a copy](https://github.com/huggingface/transformers/pull/46030) — closed, merged
-- [PR #45942: Revert 45777](https://github.com/huggingface/transformers/pull/45942) — closed, merged
 
 ### `sywangyi`
 
@@ -674,7 +677,7 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #46400: fix[vLLM x v5]: Default untied embeddings in AudioFlamingo3 and VibeVoice](https://github.com/huggingface/transformers/pull/46400) — open
+- [PR #46400: fix[vLLM x v5]: Default untied embeddings in AudioFlamingo3 and VibeVoice](https://github.com/huggingface/transformers/pull/46400) — closed, merged
 - [PR #45594: fix(utils): Resolve backbone utils test regressions](https://github.com/huggingface/transformers/pull/45594) — closed, merged
 - [PR #45326: feat[vLLM × v5]: Add vLLM compatibility for audio models](https://github.com/huggingface/transformers/pull/45326) — closed, merged
 - [Issue #45198: [BUG] Wav2Vec2 wav2vec2-lv-60-espeak-cv-ft: save_pretrained and tokenization fail](https://github.com/huggingface/transformers/issues/45198) — closed
@@ -687,12 +690,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
 - repo first seen: `2026-01-13T09:15:18Z`
-- repo last seen: `2026-06-03T10:27:22Z`
+- repo last seen: `2026-06-04T12:15:47Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **33**
 - snapshot authored PRs/issues: **33 PRs / 0 issues**
-- snapshot discussion activity: **52 comments / 154 reviews / 164 review comments**
+- snapshot discussion activity: **52 comments / 155 reviews / 164 review comments**
 - account age: **1813 days**
 - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
 - public orgs: none visible
@@ -701,7 +704,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46376: [CB] [Major] Add multimodal support to continous batching](https://github.com/huggingface/transformers/pull/46376) — open, draft
-- [PR #46251: [CB] Fix crashes when fork is not possible](https://github.com/huggingface/transformers/pull/46251) — open
+- [PR #46251: [CB] Fix crashes when fork is not possible](https://github.com/huggingface/transformers/pull/46251) — closed, merged
 - [PR #46242: [Distributed] Reformat tensor parallel](https://github.com/huggingface/transformers/pull/46242) — open, draft
 
 ### `yonigozlan`
@@ -759,12 +762,12 @@ 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: `2026-06-03T09:02:51Z`
+- repo last seen: `2026-06-04T15:20:59Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **24**
 - snapshot authored PRs/issues: **24 PRs / 0 issues**
-- snapshot discussion activity: **40 comments / 161 reviews / 317 review comments**
+- snapshot discussion activity: **40 comments / 162 reviews / 317 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
@@ -782,12 +785,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqgallouedec)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqgallouedec)
 - repo first seen: `2024-12-13T13:39:10Z`
-- repo last seen: `2026-06-02T11:25:46Z`
+- repo last seen: `2026-06-04T12:43:19Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **34**
 - snapshot authored PRs/issues: **21 PRs / 13 issues**
-- snapshot discussion activity: **42 comments / 49 reviews / 48 review comments**
+- snapshot discussion activity: **42 comments / 50 reviews / 51 review comments**
 - account age: **2692 days**
 - recent public PR activity: **128 PRs** (102 merged / 5 closed-unmerged / 21 open; merged rate **80%**, closed-unmerged rate **4%**, open rate **16%**)
 - public orgs: `huggingface`
@@ -808,12 +811,12 @@ 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: `2026-06-04T10:13:40Z`
+- repo last seen: `2026-06-04T12:14:23Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **24**
 - snapshot authored PRs/issues: **21 PRs / 3 issues**
-- snapshot discussion activity: **61 comments / 265 reviews / 234 review comments**
+- snapshot discussion activity: **61 comments / 266 reviews / 235 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`
@@ -881,12 +884,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbdennacer-Badaoui)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbdennacer-Badaoui)
 - repo first seen: `2026-01-08T18:13:10Z`
-- repo last seen: `2026-05-28T17:14:58Z`
+- repo last seen: `2026-06-04T16:07:43Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **19**
 - snapshot authored PRs/issues: **19 PRs / 0 issues**
-- snapshot discussion activity: **7 comments / 35 reviews / 35 review comments**
+- snapshot discussion activity: **7 comments / 37 reviews / 37 review comments**
 - account age: **1414 days**
 - recent public PR activity: **17 PRs** (16 merged / 0 closed-unmerged / 1 open; merged rate **94%**, closed-unmerged rate **0%**, open rate **6%**)
 - public orgs: `huggingface`, `bitsandbytes-foundation`
@@ -894,7 +897,7 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #46268: Add some AITER kernel routing for ROCm](https://github.com/huggingface/transformers/pull/46268) — open, draft
+- [PR #46268: Add some AITER kernel routing for ROCm](https://github.com/huggingface/transformers/pull/46268) — open
 - [PR #46213: [AMD CI] revert AMD mi325 hf-workflows ref from SHA back to @main](https://github.com/huggingface/transformers/pull/46213) — closed, merged
 - [PR #46160: [ROCm] Fix gpt_oss test suite: AITER attention fallback, SonicMoE guard, and distributed test fixes](https://github.com/huggingface/transformers/pull/46160) — open
 
@@ -1002,12 +1005,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amichaelbenayoun)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amichaelbenayoun)
 - repo first seen: `2024-10-24T15:39:49Z`
-- repo last seen: `2026-06-04T09:14:52Z`
+- repo last seen: `2026-06-04T14:11:40Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **16**
 - snapshot authored PRs/issues: **16 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 10 reviews / 11 review comments**
+- snapshot discussion activity: **5 comments / 13 reviews / 17 review comments**
 - account age: **3365 days**
 - recent public PR activity: **21 PRs** (18 merged / 0 closed-unmerged / 3 open; merged rate **86%**, closed-unmerged rate **0%**, open rate **14%**)
 - public orgs: `huggingface`
@@ -1236,12 +1239,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AXciD)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AXciD)
 - repo first seen: `2026-05-14T05:53:53Z`
-- repo last seen: `2026-05-15T19:11:01Z`
+- repo last seen: `2026-06-04T16:19:29Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **9 comments / 3 reviews / 0 review comments**
+- snapshot discussion activity: **9 comments / 4 reviews / 0 review comments**
 - account age: **4481 days**
 - recent public PR activity: **125 PRs** (95 merged / 23 closed-unmerged / 7 open; merged rate **76%**, closed-unmerged rate **18%**, open rate **6%**)
 - public orgs: `huggingface`
@@ -1321,7 +1324,7 @@ Example artifacts:
 - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46388: [docs] Romanian translation of `pipeline_tutorial.md`, `pipeline_gradio.md`, `pipeline_webserver.md` and `add_new_pipeline.md`.](https://github.com/huggingface/transformers/pull/46388) — open
+- [PR #46388: [docs] Romanian translation of `pipeline_tutorial.md`, `pipeline_gradio.md`, `pipeline_webserver.md` and `add_new_pipeline.md`.](https://github.com/huggingface/transformers/pull/46388) — closed, merged
 - [PR #46356: [docs] Romanian translation of `fast_tokenizers.md`, `custom_tokenizers.md`, `tokenizer_summary.md`, `image_processors.md` and `video_processors.md`.](https://github.com/huggingface/transformers/pull/46356) — closed, merged
 - [PR #46345: [docs] Romanian translation of `contributing.md`, `modular_transformers.md`, `multimodal_processing.md`, `add_vision_processing_components.md`, `add_audio_processing_components.md`, `modeling_rules.md`, `model_output_tracing.md`, `auto_docstring.md`, `testing.md`, `pr_checks.md` and `add_new_model.md` .](https://github.com/huggingface/transformers/pull/46345) — closed, merged
 
@@ -1372,6 +1375,30 @@ Example artifacts:
 - [PR #45442: Update workflow references to new commit hash](https://github.com/huggingface/transformers/pull/45442) — closed, merged
 - [Issue #45182: 🔒 Track: Pin GitHub Actions to commit SHAs](https://github.com/huggingface/transformers/issues/45182) — closed
 
+### `dependabot[bot]`
+
+- profile: [github.com/dependabot[bot]](https://github.com/dependabot[bot])
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adependabot%5Bbot%5D)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adependabot%5Bbot%5D)
+- repo first seen: `2024-08-30T13:24:23Z`
+- repo last seen: `2026-06-04T13:22:31Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **? days**
+- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
+- public orgs: none visible
+- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
+- heuristic read: **summary unavailable**
+- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'dependabot[bot]'."}]`
+
+Example artifacts:
+- [PR #46414: Bump the actions group across 1 directory with 19 updates](https://github.com/huggingface/transformers/pull/46414) — open
+- [PR #46264: Bump the actions group across 1 directory with 20 updates](https://github.com/huggingface/transformers/pull/46264) — closed
+- [PR #46212: Bump the actions group with 19 updates](https://github.com/huggingface/transformers/pull/46212) — closed
+
 ### `Dev-X25874`
 
 - profile: [github.com/Dev-X25874](https://github.com/Dev-X25874)
@@ -1742,6 +1769,30 @@ Example artifacts:
 - [PR #45862: [new model] Add Zyphra/ZAYA1-8B](https://github.com/huggingface/transformers/pull/45862) — open
 - [PR #45173: [misc] fix qwen35 tests: correct the text model type and skip reverse_mapping](https://github.com/huggingface/transformers/pull/45173) — closed, merged
 
+### `molbap`
+
+- profile: [github.com/molbap](https://github.com/molbap)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
+- repo first seen: `2024-06-13T14:13:17Z`
+- repo last seen: `2026-06-04T16:19:33Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **8**
+- snapshot authored PRs/issues: **7 PRs / 1 issues**
+- snapshot discussion activity: **33 comments / 183 reviews / 543 review comments**
+- account age: **2914 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46422: put output_hidden_states into filter_output_hidden_states](https://github.com/huggingface/transformers/pull/46422) — open, draft
+- [PR #46266: 🚨 🚨Bring some dinos to modern standards](https://github.com/huggingface/transformers/pull/46266) — open
+- [PR #44160: Add model lerobot PI0 to transformers](https://github.com/huggingface/transformers/pull/44160) — closed, merged
+- [Issue #43979: Call to contributions: refactor output tracing in transformers](https://github.com/huggingface/transformers/issues/43979) — closed
+
 ### `nightcityblade`
 
 - profile: [github.com/nightcityblade](https://github.com/nightcityblade)
@@ -1794,12 +1845,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
 - repo first seen: `2024-10-17T11:56:32Z`
-- repo last seen: `2026-06-03T11:49:01Z`
+- repo last seen: `2026-06-04T15:49:50Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **29 comments / 11 reviews / 14 review comments**
+- snapshot discussion activity: **29 comments / 12 reviews / 15 review comments**
 - account age: **4501 days**
 - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
 - public orgs: `huggingface`
@@ -1889,12 +1940,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amerveenoyan)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amerveenoyan)
 - repo first seen: `2025-10-30T12:45:06Z`
-- repo last seen: `2026-05-27T14:43:05Z`
+- repo last seen: `2026-06-04T14:59:32Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **4 PRs / 1 issues**
-- snapshot discussion activity: **1 comments / 3 reviews / 19 review comments**
+- snapshot discussion activity: **2 comments / 3 reviews / 19 review comments**
 - account age: **2500 days**
 - recent public PR activity: **14 PRs** (9 merged / 2 closed-unmerged / 3 open; merged rate **64%**, closed-unmerged rate **14%**, open rate **21%**)
 - public orgs: none visible
@@ -1904,7 +1955,7 @@ Example artifacts:
 Example artifacts:
 - [PR #46244: RF-DETR doc fixes](https://github.com/huggingface/transformers/pull/46244) — closed, merged
 - [PR #46219: revamp cv docs and fix rf-detr](https://github.com/huggingface/transformers/pull/46219) — open
-- [PR #43915: add PaddleOCR-VL conversion](https://github.com/huggingface/transformers/pull/43915) — open
+- [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) — open
 
 ### `sergiopaniego`
@@ -1930,42 +1981,18 @@ Example artifacts:
 - [PR #45625: Add `supports_gradient_checkpointing` to `NemotronHPreTrainedModel`](https://github.com/huggingface/transformers/pull/45625) — closed, merged
 - [PR #44873: Fix VL model rope_deltas batch size mismatch in online RL training](https://github.com/huggingface/transformers/pull/44873) — closed, merged
 
-### `dependabot[bot]`
-
-- profile: [github.com/dependabot[bot]](https://github.com/dependabot[bot])
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adependabot%5Bbot%5D)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adependabot%5Bbot%5D)
-- repo first seen: `2024-08-30T13:24:23Z`
-- repo last seen: `2026-05-28T15:22:51Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **? days**
-- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
-- public orgs: none visible
-- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
-- heuristic read: **summary unavailable**
-- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'dependabot[bot]'."}]`
-
-Example artifacts:
-- [PR #46264: Bump the actions group across 1 directory with 20 updates](https://github.com/huggingface/transformers/pull/46264) — open
-- [PR #46212: Bump the actions group with 19 updates](https://github.com/huggingface/transformers/pull/46212) — closed
-- [PR #33215: Bump torch from 1.13.1 to 2.2.0 in /examples/research_projects/decision_transformer](https://github.com/huggingface/transformers/pull/33215) — closed, merged
-
 ### `douglas-reid`
 
 - profile: [github.com/douglas-reid](https://github.com/douglas-reid)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adouglas-reid)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adouglas-reid)
 - repo first seen: `2026-04-02T19:05:35Z`
-- repo last seen: `2026-06-04T11:58:29Z`
+- repo last seen: `2026-06-04T12:15:44Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
+- snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
 - account age: **3573 days**
 - recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
 - public orgs: none visible
@@ -1973,7 +2000,7 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #46398: fix(gemma4_unified): conversion script and config bugs](https://github.com/huggingface/transformers/pull/46398) — open
+- [PR #46398: fix(gemma4_unified): conversion script and config bugs](https://github.com/huggingface/transformers/pull/46398) — closed, merged
 - [PR #46385: who needs encoders?](https://github.com/huggingface/transformers/pull/46385) — closed, merged
 - [PR #45197: fix(docs): correct gemma4 docs and examples](https://github.com/huggingface/transformers/pull/45197) — closed, merged
 
@@ -2455,12 +2482,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeladsegal)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeladsegal)
 - repo first seen: `2026-04-09T05:56:31Z`
-- repo last seen: `2026-04-09T07:37:59Z`
+- repo last seen: `2026-06-04T14:28:23Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
 - account age: **3919 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
@@ -2543,12 +2570,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agoingforstudying-ctrl)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agoingforstudying-ctrl)
 - repo first seen: `2026-06-02T23:21:10Z`
-- repo last seen: `2026-06-04T01:59:33Z`
+- repo last seen: `2026-06-04T15:13:13Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 - account age: **120 days**
 - recent public PR activity: **80 PRs** (16 merged / 35 closed-unmerged / 29 open; merged rate **20%**, closed-unmerged rate **44%**, open rate **36%**)
 - public orgs: none visible
@@ -3183,12 +3210,12 @@ 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: `2026-06-04T11:58:03Z`
+- repo last seen: `2026-06-04T16:33:19Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **10**
 - snapshot authored PRs/issues: **10 PRs / 0 issues**
-- snapshot discussion activity: **66 comments / 275 reviews / 752 review comments**
+- snapshot discussion activity: **66 comments / 286 reviews / 763 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`
@@ -3297,30 +3324,6 @@ Example artifacts:
 - [Issue #43489: Transformers' version 5 is out!](https://github.com/huggingface/transformers/issues/43489) — closed
 - [Issue #40822: Welcome v5](https://github.com/huggingface/transformers/issues/40822) — closed
 
-### `molbap`
-
-- profile: [github.com/molbap](https://github.com/molbap)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
-- repo first seen: `2024-06-13T14:13:17Z`
-- repo last seen: `2026-06-03T14:52:53Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **7**
-- snapshot authored PRs/issues: **6 PRs / 1 issues**
-- snapshot discussion activity: **32 comments / 183 reviews / 543 review comments**
-- account age: **2914 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46266: Improve dinos](https://github.com/huggingface/transformers/pull/46266) — open, draft
-- [PR #44160: Add model lerobot PI0 to transformers](https://github.com/huggingface/transformers/pull/44160) — closed, merged
-- [PR #43762:  Widen match condition for `_can_record_outputs`](https://github.com/huggingface/transformers/pull/43762) — closed
-- [Issue #43979: Call to contributions: refactor output tracing in transformers](https://github.com/huggingface/transformers/issues/43979) — closed
-
 ### `CodersAcademy006`
 
 - profile: [github.com/CodersAcademy006](https://github.com/CodersAcademy006)
@@ -4083,12 +4086,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aananyajoshi0203-cpu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aananyajoshi0203-cpu)
 - repo first seen: `2026-06-02T22:09:56Z`
-- repo last seen: `2026-06-02T23:49:49Z`
+- repo last seen: `2026-06-04T15:28:33Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIMER**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
 - account age: **55 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
@@ -4096,7 +4099,7 @@ Example artifacts:
 - heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46360: Feat/executorch vision audio export](https://github.com/huggingface/transformers/pull/46360) — open
+- [PR #46360: Feat/executorch vision audio export](https://github.com/huggingface/transformers/pull/46360) — closed
 - [Issue #46358: [ExecuTorch] convert_and_export_with_cache fails for vision-language and audio models](https://github.com/huggingface/transformers/issues/46358) — open
 
 ### `AnkitAhlawat7742`
@@ -4842,12 +4845,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aagesf)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aagesf)
 - repo first seen: `2026-06-01T12:58:11Z`
-- repo last seen: `2026-06-04T10:23:51Z`
+- repo last seen: `2026-06-04T14:58:45Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIMER**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 6 reviews / 6 review comments**
+- snapshot discussion activity: **2 comments / 6 reviews / 6 review comments**
 - account age: **1259 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
@@ -5052,12 +5055,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aandylin-hao)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aandylin-hao)
 - repo first seen: `2026-06-04T03:53:20Z`
-- repo last seen: `2026-06-04T11:58:26Z`
+- repo last seen: `2026-06-04T13:26:10Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
 - account age: **3162 days**
 - recent public PR activity: **22 PRs** (19 merged / 1 closed-unmerged / 2 open; merged rate **86%**, closed-unmerged rate **5%**, open rate **9%**)
 - public orgs: none visible
@@ -5235,26 +5238,26 @@ Example artifacts:
 Example artifacts:
 - [PR #45508: [Doc] Fix 'tokenized' -> 'tokenizer' typo in streamer docstrings](https://github.com/huggingface/transformers/pull/45508) — closed, merged
 
-### `balgaly`
+### `AzeezIsh`
 
-- profile: [github.com/balgaly](https://github.com/balgaly)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abalgaly)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abalgaly)
-- repo first seen: `2026-04-05T15:38:58Z`
-- repo last seen: `2026-04-07T21:44:07Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
+- profile: [github.com/AzeezIsh](https://github.com/AzeezIsh)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAzeezIsh)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAzeezIsh)
+- repo first seen: `2026-06-04T16:46:37Z`
+- repo last seen: `2026-06-04T16:46:37Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **3775 days**
-- recent public PR activity: **25 PRs** (6 merged / 10 closed-unmerged / 9 open; merged rate **24%**, closed-unmerged rate **40%**, open rate **36%**)
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **1650 days**
+- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
-- heuristic read: **high recent PR volume; broad repo spread; many recent closed-unmerged PRs**
+- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
+- heuristic read: **no visible non-self stars**
 
 Example artifacts:
-- [PR #45251: fix(generation): beam sample when num_beams * vocab_size exceeds multinomial limit](https://github.com/huggingface/transformers/pull/45251) — closed
+- [PR #46423: Add GB10/SM121 Hub-kernel path for Qwen3.6 Gated DeltaNet](https://github.com/huggingface/transformers/pull/46423) — open
 
 ### `Beichen-Ma`
 
@@ -5466,6 +5469,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45460: fix(tokenization): re-raise ImportError to allow RuntimeError/OSError fallback (#45459)](https://github.com/huggingface/transformers/pull/45460) — closed
 
+### `csantosbh`
+
+- profile: [github.com/csantosbh](https://github.com/csantosbh)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acsantosbh)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acsantosbh)
+- repo first seen: `2026-06-04T14:07:37Z`
+- repo last seen: `2026-06-04T14:07:37Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **5103 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
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46416: Fix missing Gemma4Processor._compute_audio_num_tokens](https://github.com/huggingface/transformers/pull/46416) — open
+
 ### `damodharg6`
 
 - profile: [github.com/damodharg6](https://github.com/damodharg6)
@@ -6580,6 +6604,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46012: fix: handle OOV token ids gracefully in convert_ids_to_tokens](https://github.com/huggingface/transformers/pull/46012) — closed
 
+### `lanxuejin`
+
+- profile: [github.com/lanxuejin](https://github.com/lanxuejin)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alanxuejin)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alanxuejin)
+- repo first seen: `2026-06-04T12:32:43Z`
+- repo last seen: `2026-06-04T12:32:43Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **2869 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46413: Fix finegrained-fp8 offline loading bug](https://github.com/huggingface/transformers/pull/46413) — open
+
 ### `lianakoleva`
 
 - profile: [github.com/lianakoleva](https://github.com/lianakoleva)
@@ -6811,6 +6856,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45793: [codex] save codebase deep dive audio progress](https://github.com/huggingface/transformers/pull/45793) — closed, draft
 
+### `Mi-Jiazhi`
+
+- profile: [github.com/Mi-Jiazhi](https://github.com/Mi-Jiazhi)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMi-Jiazhi)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMi-Jiazhi)
+- repo first seen: `2026-06-04T14:08:08Z`
+- repo last seen: `2026-06-04T14:08:08Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **2414 days**
+- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46417: Add HunYuan VL model](https://github.com/huggingface/transformers/pull/46417) — open
+
 ### `MinuriRajapakse`
 
 - profile: [github.com/MinuriRajapakse](https://github.com/MinuriRajapakse)
@@ -6935,7 +7001,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46397: Raise tqdm minimum to 4.60 to match tqdm.contrib.logging import](https://github.com/huggingface/transformers/pull/46397) — open
+- [PR #46397: Raise tqdm minimum to 4.60 to match tqdm.contrib.logging import](https://github.com/huggingface/transformers/pull/46397) — closed, merged
 
 ### `Oneirag`
 
@@ -7615,12 +7681,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Askshmjn)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Askshmjn)
 - repo first seen: `2026-05-31T07:49:22Z`
-- repo last seen: `2026-06-02T18:39:58Z`
+- repo last seen: `2026-06-04T16:23:32Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
 - account age: **2609 days**
 - recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
 - public orgs: none visible
@@ -7628,7 +7694,7 @@ Example artifacts:
 - heuristic read: **many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46350: Fix noisy logging from image_processing module aliases issue - 46298](https://github.com/huggingface/transformers/pull/46350) — open
+- [PR #46350: Fix noisy logging from image_processing module aliases issue - 46298](https://github.com/huggingface/transformers/pull/46350) — closed, merged
 
 ### `snehasuman019`
 

new_contributors.parquet

@@ -1,3 +1,3 @@
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-oid sha256:c76cebce0d97fd53ef0ed98bcda7e66d6154a8bd550d7c6c11f448b8ea6798b6
-size 62753
+oid sha256:b17c9e9c8e45404a0471fc7bab5eee2eab4c4e930a323452f6b2c437af86e1b9
+size 63162

pr-scope-clusters.json

@@ -1,7 +1,7 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260604T120021Z",
-  "generated_at": "2026-06-04T12:02:19Z",
+  "snapshot_id": "20260604T180024Z",
+  "generated_at": "2026-06-04T18:03:03Z",
   "cluster_count": 65,
   "pr_scope_clusters": [
     {
@@ -48,8 +48,8 @@
         {
           "left_pr_number": 43663,
           "right_pr_number": 45067,
-          "similarity": 0.627,
-          "content_similarity": 0.467,
+          "similarity": 0.626,
+          "content_similarity": 0.466,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -65,7 +65,7 @@
           "left_pr_number": 43651,
           "right_pr_number": 43663,
           "similarity": 0.541,
-          "content_similarity": 0.405,
+          "content_similarity": 0.404,
           "size_similarity": 0.72,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -81,7 +81,7 @@
           "left_pr_number": 43651,
           "right_pr_number": 45067,
           "similarity": 0.522,
-          "content_similarity": 0.378,
+          "content_similarity": 0.377,
           "size_similarity": 0.72,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -97,7 +97,7 @@
           "left_pr_number": 43663,
           "right_pr_number": 44123,
           "similarity": 0.501,
-          "content_similarity": 0.405,
+          "content_similarity": 0.404,
           "size_similarity": 0.455,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -128,7 +128,7 @@
         {
           "left_pr_number": 44123,
           "right_pr_number": 45067,
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@@ -1983,6 +1752,286 @@
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+      "summary": "4 open PRs share weighted file overlap around `src/transformers/models/gemma4/modeling_gemma4.py`, `src/transformers/models/gemma4/modular_gemma4.py`, `docs/source/en/model_doc/gemma4.md`; representative PR #45438.",
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+        "src/transformers/models/gemma4/modular_gemma4.py",
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@@ -2002,7 +2051,7 @@
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         "src/transformers/models/olmoe/configuration_olmoe.py",
-        "src/transformers/models/qwen3_vl_moe/configuration_qwen3_vl_moe.py"
+        "src/transformers/models/solar_open/configuration_solar_open.py"
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@@ -2123,18 +2172,142 @@
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+            "src/transformers/distributed/tensor_parallel.py",
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+            "src/transformers/models",
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+      "summary": "4 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #46152.",
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-            "src/transformers/distributed",
-            "src/transformers/models",
+            "src/transformers/utils",
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@@ -2372,9 +2545,9 @@
         45666,
         46339
       ],
-      "representative_pr_number": 45666,
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-      "summary": "3 open PRs share weighted file overlap around `tests/kernels/test_kernels.py`, `src/transformers/integrations/hub_kernels.py`, `src/transformers/core_model_loading.py`; representative PR #45666.",
+      "representative_pr_number": 46339,
+      "average_similarity": 0.543,
+      "summary": "3 open PRs share weighted file overlap around `tests/kernels/test_kernels.py`, `src/transformers/integrations/hub_kernels.py`, `src/transformers/core_model_loading.py`; representative PR #46339.",
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@@ -2413,12 +2586,12 @@
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@@ -2433,12 +2606,12 @@
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-          "concentration_similarity": 0.752,
+          "right_pr_number": 45666,
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+          "size_similarity": 0.042,
+          "breadth_similarity": 0.417,
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           "shared_filenames": [
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             "tests/kernels/test_kernels.py"
@@ -2528,90 +2701,6 @@
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-      "representative_pr_number": 45606,
-      "average_similarity": 0.494,
-      "summary": "3 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`, `src/transformers/models/gemma4/modular_gemma4.py`; representative PR #45606.",
-      "shared_filenames": [
-        "tests/models/gemma4/test_modeling_gemma4.py",
-        "src/transformers/models/gemma4/modeling_gemma4.py",
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-        "src/transformers/models/gemma4",
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-          "shared_filenames": [
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-        {
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@@ -2684,78 +2773,6 @@
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-      "summary": "3 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
-      "shared_filenames": [
-        "src/transformers/utils/import_utils.py"
-      ],
-      "shared_directories": [
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-            "src/transformers/utils",
-            "src/transformers",
-            "src"
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-          "shared_directories": [
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     {
       "cluster_id": "pr-scope-45293-3",
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@@ -2783,8 +2800,8 @@
         {
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           "right_pr_number": 46091,
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+          "content_similarity": 0.535,
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           "breadth_similarity": 0.667,
           "concentration_similarity": 0.884,
@@ -2805,8 +2822,8 @@
         {
           "left_pr_number": 45293,
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+          "similarity": 0.5,
+          "content_similarity": 0.343,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.972,
@@ -2824,8 +2841,8 @@
         {
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@@ -2850,7 +2867,7 @@
         45655
       ],
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+      "average_similarity": 0.454,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
       "shared_filenames": [
         "src/transformers/modeling_utils.py"
@@ -2863,8 +2880,8 @@
         {
           "left_pr_number": 45548,
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-          "content_similarity": 0.517,
+          "similarity": 0.507,
+          "content_similarity": 0.514,
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           "breadth_similarity": 0.75,
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@@ -2879,8 +2896,8 @@
         {
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-          "content_similarity": 0.345,
+          "similarity": 0.505,
+          "content_similarity": 0.34,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2895,8 +2912,8 @@
         {
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-          "similarity": 0.354,
-          "content_similarity": 0.286,
+          "similarity": 0.351,
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           "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
@@ -2967,7 +2984,7 @@
           "left_pr_number": 43488,
           "right_pr_number": 46100,
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           "breadth_similarity": 0.333,
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@@ -3011,7 +3028,7 @@
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           "right_pr_number": 46211,
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-          "content_similarity": 0.499,
+          "content_similarity": 0.498,
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           "breadth_similarity": 0.25,
           "concentration_similarity": 0.852,
@@ -3033,7 +3050,7 @@
           "left_pr_number": 45709,
           "right_pr_number": 45742,
           "similarity": 0.5,
-          "content_similarity": 0.377,
+          "content_similarity": 0.376,
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           "breadth_similarity": 0.833,
           "concentration_similarity": 0.72,
@@ -3050,8 +3067,8 @@
         {
           "left_pr_number": 45709,
           "right_pr_number": 46211,
-          "similarity": 0.196,
-          "content_similarity": 0.049,
+          "similarity": 0.195,
+          "content_similarity": 0.048,
           "size_similarity": 0.753,
           "breadth_similarity": 0.2,
           "concentration_similarity": 0.571,
@@ -3087,10 +3104,10 @@
       ],
       "shared_directories": [
         "src/transformers/models/fast_vlm",
-        "src/transformers/models/florence2",
         "src/transformers/models/mistral3",
         "src/transformers/models/vipllava",
         "src/transformers/models/chameleon",
+        "src/transformers/models/florence2",
         "src/transformers/models/glm46v",
         "src/transformers/models/got_ocr2",
         "src/transformers/models/idefics2"
@@ -3099,8 +3116,8 @@
         {
           "left_pr_number": 44907,
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-          "content_similarity": 0.494,
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           "breadth_similarity": 0.809,
           "concentration_similarity": 0.99,
@@ -3132,8 +3149,8 @@
         {
           "left_pr_number": 43446,
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-          "similarity": 0.399,
-          "content_similarity": 0.374,
+          "similarity": 0.398,
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           "breadth_similarity": 0.4,
           "concentration_similarity": 0.909,
@@ -3165,8 +3182,8 @@
         {
           "left_pr_number": 43446,
           "right_pr_number": 44907,
-          "similarity": 0.333,
-          "content_similarity": 0.318,
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           "breadth_similarity": 0.322,
           "concentration_similarity": 0.899,
@@ -3218,7 +3235,7 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44550,
-          "similarity": 0.386,
+          "similarity": 0.385,
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           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
@@ -3234,8 +3251,8 @@
         {
           "left_pr_number": 44407,
           "right_pr_number": 44550,
-          "similarity": 0.358,
-          "content_similarity": 0.092,
+          "similarity": 0.357,
+          "content_similarity": 0.091,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3286,8 +3303,8 @@
         {
           "left_pr_number": 44889,
           "right_pr_number": 44981,
-          "similarity": 0.4,
-          "content_similarity": 0.158,
+          "similarity": 0.399,
+          "content_similarity": 0.157,
           "size_similarity": 0.991,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.812,
@@ -3305,7 +3322,7 @@
           "left_pr_number": 44981,
           "right_pr_number": 45917,
           "similarity": 0.355,
-          "content_similarity": 0.11,
+          "content_similarity": 0.109,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.959,
@@ -3661,7 +3678,7 @@
         43775
       ],
       "representative_pr_number": 43543,
-      "average_similarity": 0.775,
+      "average_similarity": 0.774,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/jetmoe/modeling_jetmoe.py`, `src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py`, `src/transformers/models/jamba/modeling_jamba.py`; representative PR #43543.",
       "shared_filenames": [
         "src/transformers/models/jetmoe/modeling_jetmoe.py",
@@ -3674,47 +3691,121 @@
         "src/transformers/models/gpt_oss/modeling_gpt_oss.py"
       ],
       "shared_directories": [
-        "src/transformers/models/jetmoe",
-        "src/transformers/models/phimoe",
-        "src/transformers/models/dbrx",
-        "src/transformers/models/ernie4_5_moe",
-        "src/transformers/models/jamba",
-        "src/transformers/models/flex_olmo",
-        "src/transformers/models/minimax_m2",
-        "src/transformers/models/gpt_oss"
+        "src/transformers/models/jetmoe",
+        "src/transformers/models/phimoe",
+        "src/transformers/models/dbrx",
+        "src/transformers/models/ernie4_5_moe",
+        "src/transformers/models/jamba",
+        "src/transformers/models/flex_olmo",
+        "src/transformers/models/minimax_m2",
+        "src/transformers/models/gpt_oss"
+      ],
+      "pairwise": [
+        {
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+          "content_similarity": 0.878,
+          "size_similarity": 0.191,
+          "breadth_similarity": 0.811,
+          "concentration_similarity": 0.996,
+          "shared_filenames": [
+            "src/transformers/models/dbrx/modeling_dbrx.py",
+            "src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py",
+            "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
+            "src/transformers/models/flex_olmo/modeling_flex_olmo.py",
+            "src/transformers/models/glm4v_moe/modeling_glm4v_moe.py",
+            "src/transformers/models/gpt_oss/modeling_gpt_oss.py",
+            "src/transformers/models/granitemoe/modeling_granitemoe.py",
+            "src/transformers/models/granitemoehybrid/modeling_granitemoehybrid.py",
+            "src/transformers/models/granitemoeshared/modeling_granitemoeshared.py",
+            "src/transformers/models/jamba/modeling_jamba.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/dbrx",
+            "src/transformers/models/ernie4_5_moe",
+            "src/transformers/models/ernie4_5_vl_moe",
+            "src/transformers/models/flex_olmo",
+            "src/transformers/models/glm4v_moe",
+            "src/transformers/models/gpt_oss",
+            "src/transformers/models/granitemoe",
+            "src/transformers/models/granitemoehybrid",
+            "src/transformers/models/granitemoeshared",
+            "src/transformers/models/jamba"
+          ]
+        }
+      ]
+    },
+    {
+      "cluster_id": "pr-scope-45606-2",
+      "pr_numbers": [
+        45606,
+        45607
+      ],
+      "representative_pr_number": 45606,
+      "average_similarity": 0.763,
+      "summary": "2 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`; representative PR #45606.",
+      "shared_filenames": [
+        "tests/models/gemma4/test_modeling_gemma4.py"
+      ],
+      "shared_directories": [
+        "tests/models/gemma4",
+        "tests/models",
+        "tests"
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+          "shared_filenames": [
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+          "shared_directories": [
+            "tests/models/gemma4",
+            "tests/models",
+            "tests"
+          ]
+        }
+      ]
+    },
+    {
+      "cluster_id": "pr-scope-46393-2",
+      "pr_numbers": [
+        46393,
+        46413
+      ],
+      "representative_pr_number": 46393,
+      "average_similarity": 0.762,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/finegrained_fp8.py`; representative PR #46393.",
+      "shared_filenames": [
+        "src/transformers/integrations/finegrained_fp8.py"
+      ],
+      "shared_directories": [
+        "src/transformers/integrations",
+        "src/transformers",
+        "src"
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           "shared_filenames": [
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-            "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
-            "src/transformers/models/flex_olmo/modeling_flex_olmo.py",
-            "src/transformers/models/glm4v_moe/modeling_glm4v_moe.py",
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-            "src/transformers/models/granitemoe/modeling_granitemoe.py",
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-            "src/transformers/models/granitemoeshared/modeling_granitemoeshared.py",
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+            "src/transformers/integrations/finegrained_fp8.py"
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       "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/executorch.py`; representative PR #41901.",
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       "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.",
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+      "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #45056.",
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+        "src/transformers/utils/auto_docstring.py"
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       "summary": "2 open PRs share weighted file overlap around `utils/notification_service.py`, `.github/workflows/self-comment-ci.yml`, `.github/workflows/self-scheduled.yml`; representative PR #43532.",
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 }