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new-contributors-report.md CHANGED Viewed

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
-- Snapshot: `20260629T120018Z`
-- Generated: `2026-06-29T12:02:25Z`
 - Activity window: `60d`
-- Contributors: `351`
 ## Summary
@@ -13,7 +13,7 @@
 | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 110 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 99 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 99 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 97 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 72 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 56 | 2 | mixed | low | low | targets high-star repos |
@@ -40,6 +40,7 @@
 | `AI-Safeter` | [profile](https://github.com/AI-Safeter) | no | NONE | 0d | `2026-05-19T04:38:35Z` | 14 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Rohan5commit` | [profile](https://github.com/Rohan5commit) | no | FIRST_TIME_CONTRIBUTOR | 636d | `2026-06-12T06:11:19Z` | 13 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
 | `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 12 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2909d | `2026-03-14T18:33:53Z` | 11 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `KartavyaDikshit` | [profile](https://github.com/KartavyaDikshit) | no | FIRST_TIME_CONTRIBUTOR | 1742d | `2026-06-22T01:23:43Z` | 11 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
 | `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 11 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
@@ -47,6 +48,7 @@
 | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 10 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
 | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 9 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | NONE | ?d | `2026-05-13T06:40:41Z` | 9 | 0 | n/a | n/a | n/a | summary unavailable |
 | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 8 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 7 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 | `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 7 | 0 | strong | low | low | — |
@@ -78,17 +80,16 @@
 | `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 |
 | `Charuhasini30` | [profile](https://github.com/Charuhasini30) | no | FIRST_TIME_CONTRIBUTOR | 925d | `2026-06-22T06:53:20Z` | 3 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
 | `praful-srinivasan-027` | [profile](https://github.com/praful-srinivasan-027) | no | CONTRIBUTOR | 469d | `2026-06-25T18:51:59Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Sahith59` | [profile](https://github.com/Sahith59) | no | FIRST_TIME_CONTRIBUTOR | 1626d | `2026-06-19T02:27:30Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Snakinya` | [profile](https://github.com/Snakinya) | no | FIRST_TIME_CONTRIBUTOR | 2115d | `2026-06-08T10:08:10Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Vitaliy-Pikalo` | [profile](https://github.com/Vitaliy-Pikalo) | no | NONE | 636d | `2026-06-21T01:56:59Z` | 3 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
-| `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 11 | 0 | mixed | low | low | high open PR share |
 | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 9 | 0 | mixed | moderate | low | targets high-star repos |
 | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 8 | 1 | weak | low | low | young account; 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 |
-| `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 7 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `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 |
 | `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2872d | `2025-11-10T23:38:23Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -117,13 +118,10 @@
 | `Goutam16-Withcode` | [profile](https://github.com/Goutam16-Withcode) | no | FIRST_TIME_CONTRIBUTOR | 666d | `2026-06-08T11:27:05Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `hf-dependantbot-rollout[bot]` | [profile](https://github.com/hf-dependantbot-rollout[bot]) | no | CONTRIBUTOR | ?d | `2026-05-22T09:25:47Z` | 2 | 0 | n/a | n/a | n/a | summary unavailable |
 | `Jaeyo314` | [profile](https://github.com/Jaeyo314) | no | FIRST_TIMER | 289d | `2026-05-26T16:18:11Z` | 2 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `JemmaUZH` | [profile](https://github.com/JemmaUZH) | no | CONTRIBUTOR | 837d | `2026-06-09T15:51:29Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `JulietChinenyeDuru` | [profile](https://github.com/JulietChinenyeDuru) | no | NONE | 357d | `2026-06-05T04:17:33Z` | 2 | 0 | weak | low | low | young account; high open PR share |
-| `Kaz-scr` | [profile](https://github.com/Kaz-scr) | no | FIRST_TIME_CONTRIBUTOR | 1941d | `2026-04-30T15:39:40Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `lgeiger` | [profile](https://github.com/lgeiger) | no | CONTRIBUTOR | 3947d | `2026-04-30T12:35:42Z` | 2 | 0 | mixed | moderate | low | — |
 | `Mamiglia` | [profile](https://github.com/Mamiglia) | no | CONTRIBUTOR | 3093d | `2026-05-08T16:06:43Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `meatybobby` | [profile](https://github.com/meatybobby) | no | FIRST_TIME_CONTRIBUTOR | 4220d | `2026-06-04T18:30:50Z` | 2 | 0 | weak | low | low | high open PR share |
-| `MosadCreates` | [profile](https://github.com/MosadCreates) | no | FIRST_TIME_CONTRIBUTOR | 586d | `2026-06-27T13:49:21Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `mulkymalikuldhrs` | [profile](https://github.com/mulkymalikuldhrs) | no | NONE | 416d | `2026-06-10T22:54:43Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
 | `nileshpatil6` | [profile](https://github.com/nileshpatil6) | no | CONTRIBUTOR | 1148d | `2026-05-16T14:53:41Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `otjdiepluong` | [profile](https://github.com/otjdiepluong) | no | NONE | 32d | `2026-05-14T03:52:29Z` | 2 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
@@ -144,7 +142,6 @@
 | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3900d | `2026-01-21T06:14:39Z` | 5 | 4 | weak | low | low | high open PR share; 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 |
 | `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 |
-| `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 4 | 3 | weak | low | low | 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 |
 | `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 |
 | `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 |
@@ -162,6 +159,8 @@
 | `Jeevang1-epic` | [profile](https://github.com/Jeevang1-epic) | no | CONTRIBUTOR | 207d | `2026-04-24T19:22:05Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `joerowell` | [profile](https://github.com/joerowell) | no | CONTRIBUTOR | 3394d | `2026-04-28T08:24:28Z` | 2 | 0 | strong | low | low | targets high-star repos |
 | `jonghwanhyeon` | [profile](https://github.com/jonghwanhyeon) | no | CONTRIBUTOR | 5135d | `2026-04-21T11:42:03Z` | 2 | 0 | weak | low | low | high open PR share; 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 |
 | `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | CONTRIBUTOR | 1796d | `2026-04-06T18:01:42Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
@@ -174,7 +173,7 @@
 | `ananyajoshi0203-cpu` | [profile](https://github.com/ananyajoshi0203-cpu) | no | FIRST_TIMER | 55d | `2026-06-02T22:09:56Z` | 1 | 1 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `anxovatomica` | [profile](https://github.com/anxovatomica) | no | NONE | 3464d | `2026-05-12T13:01:28Z` | 1 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `atharv1945` | [profile](https://github.com/atharv1945) | no | CONTRIBUTOR | 1082d | `2026-06-15T10:52:55Z` | 1 | 1 | strong | low | low | targets high-star repos |
-| `c1prk` | [profile](https://github.com/c1prk) | no | FIRST_TIME_CONTRIBUTOR | 2143d | `2026-06-23T06:34:53Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `dvdimitrov13` | [profile](https://github.com/dvdimitrov13) | no | FIRST_TIME_CONTRIBUTOR | 2296d | `2026-04-24T14:56:28Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `jshn9515` | [profile](https://github.com/jshn9515) | no | NONE | 214d | `2026-05-29T22:55:56Z` | 1 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `julien-gadonneix` | [profile](https://github.com/julien-gadonneix) | no | NONE | 987d | `2026-06-02T15:31:42Z` | 1 | 1 | mixed | low | low | high open PR share |
@@ -207,7 +206,7 @@
 | `Aktharnvdv` | [profile](https://github.com/Aktharnvdv) | no | NONE | 1965d | `2026-05-05T15:06:46Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `AlexWortega` | [profile](https://github.com/AlexWortega) | no | NONE | 3256d | `2026-05-28T12:43:05Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `amanv0007` | [profile](https://github.com/amanv0007) | no | NONE | 549d | `2026-05-15T06:25:42Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `amauryfa` | [profile](https://github.com/amauryfa) | yes | FIRST_TIME_CONTRIBUTOR | 5598d | `2026-06-29T08:11:34Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `anagnorisis2peripeteia` | [profile](https://github.com/anagnorisis2peripeteia) | no | FIRST_TIME_CONTRIBUTOR | 1130d | `2026-05-07T07:28:52Z` | 1 | 0 | weak | high | low | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `andreay99` | [profile](https://github.com/andreay99) | no | NONE | 1374d | `2026-05-09T02:34:44Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `AndriyVohar` | [profile](https://github.com/AndriyVohar) | no | FIRST_TIME_CONTRIBUTOR | 1197d | `2026-06-06T15:59:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -226,6 +225,7 @@
 | `blut-agent` | [profile](https://github.com/blut-agent) | no | FIRST_TIME_CONTRIBUTOR | 23d | `2026-05-16T06:31:21Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
 | `bojanstef` | [profile](https://github.com/bojanstef) | no | NONE | 4629d | `2026-06-16T20:50:26Z` | 1 | 0 | strong | moderate | low | — |
 | `botbikamordehai2-sketch` | [profile](https://github.com/botbikamordehai2-sketch) | no | NONE | 51d | `2026-06-15T15:18:04Z` | 1 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; high open PR share |
 | `butterwecksolutions` | [profile](https://github.com/butterwecksolutions) | no | NONE | 4479d | `2026-05-03T23:41:12Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `C1-BA-B1-F3` | [profile](https://github.com/C1-BA-B1-F3) | no | NONE | 3300d | `2026-06-25T12:57:12Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `calliec-1223` | [profile](https://github.com/calliec-1223) | no | CONTRIBUTOR | 68d | `2026-06-02T02:20:39Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -261,7 +261,6 @@
 | `Hasnaathussain` | [profile](https://github.com/Hasnaathussain) | no | NONE | 1426d | `2026-06-21T11:56:27Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `henloworldowo` | [profile](https://github.com/henloworldowo) | no | FIRST_TIMER | 2d | `2026-05-04T05:53:33Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `huzama` | [profile](https://github.com/huzama) | no | NONE | 3081d | `2026-05-14T02:06:51Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `i3hz` | [profile](https://github.com/i3hz) | no | CONTRIBUTOR | 961d | `2026-02-18T04:04:37Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `iamsharduld` | [profile](https://github.com/iamsharduld) | no | NONE | 4324d | `2026-06-13T10:20:36Z` | 1 | 0 | mixed | high | low | broad repo spread |
 | `igordertigor` | [profile](https://github.com/igordertigor) | no | CONTRIBUTOR | 5665d | `2026-05-12T19:17:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 1 | 0 | strong | low | low | high recent PR volume |
@@ -279,7 +278,7 @@
 | `kfojcik-intel` | [profile](https://github.com/kfojcik-intel) | no | FIRST_TIME_CONTRIBUTOR | 1976d | `2026-05-18T08:12:12Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `kiankyars` | [profile](https://github.com/kiankyars) | no | NONE | 2112d | `2026-05-23T05:32:32Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share |
 | `kiwigitops` | [profile](https://github.com/kiwigitops) | no | CONTRIBUTOR | 81d | `2026-05-18T23:18:34Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
-| `Kropiunig` | [profile](https://github.com/Kropiunig) | no | FIRST_TIME_CONTRIBUTOR | 2665d | `2026-06-27T21:52:44Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `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 |
 | `kurtmckee` | [profile](https://github.com/kurtmckee) | no | CONTRIBUTOR | 6391d | `2026-06-12T11:41:21Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread; no visible non-self stars |
 | `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 |
@@ -323,11 +322,10 @@
 | `saadkhaleeq610` | [profile](https://github.com/saadkhaleeq610) | no | NONE | 2359d | `2026-05-17T07:52:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `saitejabandaru-in` | [profile](https://github.com/saitejabandaru-in) | no | NONE | 564d | `2026-06-25T00:20:31Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
 | `Sanjays2402` | [profile](https://github.com/Sanjays2402) | no | FIRST_TIME_CONTRIBUTOR | 2554d | `2026-05-23T19:26:01Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `Sarimsaljook` | [profile](https://github.com/Sarimsaljook) | no | FIRST_TIME_CONTRIBUTOR | 1930d | `2026-06-27T01:05:09Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Saurav-Gupta-13` | [profile](https://github.com/Saurav-Gupta-13) | no | NONE | 1717d | `2026-06-05T16:58:41Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `savirpatil` | [profile](https://github.com/savirpatil) | no | NONE | 2041d | `2026-06-12T19:13:53Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars |
 | `SeaL773` | [profile](https://github.com/SeaL773) | no | FIRST_TIME_CONTRIBUTOR | 3075d | `2026-05-04T06:26:53Z` | 1 | 0 | mixed | moderate | low | — |
-| `sebastianvlad1` | [profile](https://github.com/sebastianvlad1) | no | CONTRIBUTOR | 3207d | `2026-04-30T16:48:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `sergioperezcheco` | [profile](https://github.com/sergioperezcheco) | no | FIRST_TIME_CONTRIBUTOR | 1522d | `2026-06-28T17:06:32Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `sezer-muhammed` | [profile](https://github.com/sezer-muhammed) | no | CONTRIBUTOR | 2054d | `2026-06-28T03:58:25Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `sgerrard` | [profile](https://github.com/sgerrard) | no | CONTRIBUTOR | 3845d | `2026-06-05T15:02:56Z` | 1 | 0 | strong | low | low | targets high-star repos |
@@ -369,12 +367,12 @@
 - 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: `2026-06-26T08:33:33Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **130**
 - snapshot authored PRs/issues: **130 PRs / 0 issues**
-- snapshot discussion activity: **137 comments / 249 reviews / 169 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
@@ -441,12 +439,12 @@ 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: `2026-06-29T11:12:18Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **99**
 - snapshot authored PRs/issues: **99 PRs / 0 issues**
-- snapshot discussion activity: **681 comments / 1064 reviews / 2276 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`
@@ -464,11 +462,11 @@ 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: `2026-06-28T16:37:34Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **103**
-- snapshot authored PRs/issues: **97 PRs / 6 issues**
 - snapshot discussion activity: **185 comments / 223 reviews / 203 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%**)
@@ -477,9 +475,9 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
 Example artifacts:
 - [PR #46811: call transformers-ci in a nightly run](https://github.com/huggingface/transformers/pull/46811) — closed, merged
 - [PR #46774: Insert a Grafana badge in the PR](https://github.com/huggingface/transformers/pull/46774) — closed, merged
-- [PR #46602: [CI] don't export OTELs within the tests](https://github.com/huggingface/transformers/pull/46602) — closed, merged
 - [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — closed
 - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — closed
 - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
@@ -490,12 +488,12 @@ 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: `2026-06-28T20:07:24Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **74**
 - snapshot authored PRs/issues: **72 PRs / 2 issues**
-- snapshot discussion activity: **40 comments / 180 reviews / 314 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`
@@ -504,7 +502,7 @@ Example artifacts:
 Example artifacts:
 - [PR #46925: [docs] continuous batching (offloading behavior, max batch tokens, block size minimum)](https://github.com/huggingface/transformers/pull/46925) — open
-- [PR #46900: [docs] EP plan validation](https://github.com/huggingface/transformers/pull/46900) — open
 - [PR #46893: [docs] full disk offloading](https://github.com/huggingface/transformers/pull/46893) — closed, merged
 - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
 - [Issue #28936: [i18n-es] Translating docs to Spanish](https://github.com/huggingface/transformers/issues/28936) — open
@@ -541,12 +539,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
 - repo first seen: `2025-08-26T12:13:50Z`
-- repo last seen: `2026-06-29T12:00:09Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **58**
 - snapshot authored PRs/issues: **56 PRs / 2 issues**
-- snapshot discussion activity: **733 comments / 1356 reviews / 5541 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
@@ -566,12 +564,12 @@ 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: `2026-06-26T15:54:03Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **52**
 - snapshot authored PRs/issues: **50 PRs / 2 issues**
-- snapshot discussion activity: **192 comments / 350 reviews / 472 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`
@@ -591,12 +589,12 @@ 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: `2026-06-29T11:48:11Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **46**
 - snapshot authored PRs/issues: **46 PRs / 0 issues**
-- snapshot discussion activity: **836 comments / 324 reviews / 217 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`
@@ -760,12 +758,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acyyever)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acyyever)
 - repo first seen: `2025-08-10T08:43:09Z`
-- repo last seen: `2026-06-27T02:33:55Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **30**
 - snapshot authored PRs/issues: **30 PRs / 0 issues**
-- snapshot discussion activity: **8 comments / 8 reviews / 8 review comments**
 - account age: **3752 days**
 - recent public PR activity: **204 PRs** (17 merged / 117 closed-unmerged / 70 open; merged rate **8%**, closed-unmerged rate **57%**, open rate **34%**)
 - public orgs: none visible
@@ -783,12 +781,12 @@ 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: `2026-06-27T13:35:49Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **30**
 - snapshot authored PRs/issues: **30 PRs / 0 issues**
-- snapshot discussion activity: **51 comments / 201 reviews / 365 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
@@ -880,12 +878,12 @@ 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: `2026-06-29T10:25:04Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **29**
 - snapshot authored PRs/issues: **25 PRs / 4 issues**
-- snapshot discussion activity: **78 comments / 425 reviews / 390 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`
@@ -893,7 +891,7 @@ Example artifacts:
 - heuristic read: **—**
 Example artifacts:
-- [PR #46957: Finegrained FP8 v4: fused grouepd/batched](https://github.com/huggingface/transformers/pull/46957) — open, draft
 - [PR #46818: 🚨 EP: fix EP router contract for many models + honor FP8 scale format](https://github.com/huggingface/transformers/pull/46818) — closed, merged
 - [PR #46742: finegrained v3](https://github.com/huggingface/transformers/pull/46742) — closed, merged
 - [Issue #46443: Vision RoPE refactor](https://github.com/huggingface/transformers/issues/46443) — open
@@ -1023,12 +1021,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALinZiyuu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALinZiyuu)
 - repo first seen: `2026-05-13T14:52:41Z`
-- repo last seen: `2026-06-26T02:17:14Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **17**
 - snapshot authored PRs/issues: **16 PRs / 1 issues**
-- snapshot discussion activity: **18 comments / 0 reviews / 0 review comments**
 - account age: **1483 days**
 - recent public PR activity: **9 PRs** (1 merged / 1 closed-unmerged / 7 open; merged rate **11%**, closed-unmerged rate **11%**, open rate **78%**)
 - public orgs: none visible
@@ -1111,6 +1109,29 @@ Example artifacts:
 - [PR #46771: [WIP] Support custom kernels for processing ops](https://github.com/huggingface/transformers/pull/46771) — open
 - [Issue #43979: Call to contributions: refactor output tracing in transformers](https://github.com/huggingface/transformers/issues/43979) — closed
 ### `he-yufeng`
 - profile: [github.com/he-yufeng](https://github.com/he-yufeng)
@@ -1273,6 +1294,29 @@ Example artifacts:
 - [PR #46950: [serge] Fix 8 integration tests for model `mamba2` failing with `OOM` (other (8))](https://github.com/huggingface/transformers/pull/46950) — open
 - [PR #46949: [serge] Fix 22 integration tests for model `whisper` failing with `other` (other (20), shape/size mismatch (2))](https://github.com/huggingface/transformers/pull/46949) — open
 ### `juliendenize`
 - profile: [github.com/juliendenize](https://github.com/juliendenize)
@@ -1327,12 +1371,12 @@ 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: `2026-06-29T10:33:39Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **7 PRs / 0 issues**
-- snapshot discussion activity: **34 comments / 125 reviews / 158 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`
@@ -1434,7 +1478,7 @@ Example artifacts:
 Example artifacts:
 - [PR #46905: [Docs] Fix full disk offloading docs](https://github.com/huggingface/transformers/pull/46905) — closed, merged
-- [PR #46902: [Bugfix] [Offloading] Save disk-offloaded buffers, Save converted weights](https://github.com/huggingface/transformers/pull/46902) — open, draft
 - [PR #46849: [Offloading] [Bugfix] Fix disk offloading of models with explicit tensor dtypes](https://github.com/huggingface/transformers/pull/46849) — closed, merged
 ### `leaderofARS`
@@ -2000,6 +2044,29 @@ Example artifacts:
 - [PR #46372: Fix: interleaved RoPE application for MLA and Support Index Cache DSA indexer skip-topk sharing for GLM5](https://github.com/huggingface/transformers/pull/46372) — closed, merged
 - [PR #46338: Fix incorrect attribute mapping relationships in GLM MoE DSA Config](https://github.com/huggingface/transformers/pull/46338) — closed, merged
 ### `Prachi-kushwaha`
 - profile: [github.com/Prachi-kushwaha](https://github.com/Prachi-kushwaha)
@@ -2115,29 +2182,6 @@ Example artifacts:
 - [PR #46789: fix(tokenization): guard against IndexError when apply_chat_template …](https://github.com/huggingface/transformers/pull/46789) — closed
 - [PR #46788: fix: cast q_offset/kv_offset to int in flex_attention_mask to prevent tensor-type mask shape errors](https://github.com/huggingface/transformers/pull/46788) — closed
-### `ebezzam`
-- profile: [github.com/ebezzam](https://github.com/ebezzam)
-- 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: `2026-06-29T09:57:16Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **11**
-- snapshot authored PRs/issues: **11 PRs / 0 issues**
-- snapshot discussion activity: **78 comments / 350 reviews / 933 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`
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share**
-Example artifacts:
-- [PR #46956: Use common floats_list method for feature extractor tests.](https://github.com/huggingface/transformers/pull/46956) — open
-- [PR #46048: Add TDT loss kernel](https://github.com/huggingface/transformers/pull/46048) — open, draft
-- [PR #44392: [VibeVoice ASR] Use updated padding cache for ASR model.](https://github.com/huggingface/transformers/pull/44392) — closed, merged
 ### `zhang-prog`
 - profile: [github.com/zhang-prog](https://github.com/zhang-prog)
@@ -2231,29 +2275,6 @@ 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
-### `BenjaminBossan`
-- profile: [github.com/BenjaminBossan](https://github.com/BenjaminBossan)
-- 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: `2026-06-25T15:37:05Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **7**
-- snapshot authored PRs/issues: **7 PRs / 0 issues**
-- snapshot discussion activity: **35 comments / 13 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`
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
-Example artifacts:
-- [PR #46891: CI Test PEFT integration CI](https://github.com/huggingface/transformers/pull/46891) — open, draft
-- [PR #46442: Bump min peft 0.19.1 remove weight conversion duplicate code](https://github.com/huggingface/transformers/pull/46442) — open
-- [PR #45682: FIX Restore LoRA hotswapping functionality](https://github.com/huggingface/transformers/pull/45682) — open
 ### `dacorvo`
 - profile: [github.com/dacorvo](https://github.com/dacorvo)
@@ -2286,12 +2307,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASangbumChoi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASangbumChoi)
 - repo first seen: `2024-06-07T00:26:26Z`
-- repo last seen: `2026-06-28T15:25:05Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **10 comments / 104 reviews / 123 review comments**
 - account age: **3079 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
@@ -2546,12 +2567,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atengomucho)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atengomucho)
 - repo first seen: `2026-04-29T09:26:52Z`
-- repo last seen: `2026-06-26T15:06:39Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **4 comments / 1 reviews / 0 review comments**
 - account age: **4442 days**
 - recent public PR activity: **8 PRs** (5 merged / 2 closed-unmerged / 1 open; merged rate **62%**, closed-unmerged rate **25%**, open rate **12%**)
 - public orgs: none visible
@@ -2894,28 +2915,6 @@ Example artifacts:
 - [PR #46225: Add rio2 model](https://github.com/huggingface/transformers/pull/46225) — closed
 - [PR #46223: Add files via upload](https://github.com/huggingface/transformers/pull/46223) — closed
-### `JemmaUZH`
-- profile: [github.com/JemmaUZH](https://github.com/JemmaUZH)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJemmaUZH)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJemmaUZH)
-- repo first seen: `2026-06-09T15:51:29Z`
-- repo last seen: `2026-06-25T14:39:15Z`
-- first seen in snapshot: **no**
-- repo association: **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: **837 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 #46888: Fix Gemma4 closed thinking block detection in serve](https://github.com/huggingface/transformers/pull/46888) — closed
-- [PR #46527: Fix trailing comma bug in DataCollatorForLanguageModeling example](https://github.com/huggingface/transformers/pull/46527) — closed, merged
 ### `JulietChinenyeDuru`
 - profile: [github.com/JulietChinenyeDuru](https://github.com/JulietChinenyeDuru)
@@ -2938,50 +2937,6 @@ Example artifacts:
 - [PR #46430: docs: fix grammar in llm_tutorial.md (A LLM -> An LLM)](https://github.com/huggingface/transformers/pull/46430) — closed
 - [PR #46429: docs: improve clarity of local build guidance in README](https://github.com/huggingface/transformers/pull/46429) — closed
-### `Kaz-scr`
-- profile: [github.com/Kaz-scr](https://github.com/Kaz-scr)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKaz-scr)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKaz-scr)
-- repo first seen: `2026-04-30T15:39:40Z`
-- repo last seen: `2026-05-01T12:05:20Z`
-- 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: **2 comments / 0 reviews / 0 review comments**
-- account age: **1941 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
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
-Example artifacts:
-- [PR #45731: Added library_name and library_version to HfApi/Hub calls for proper attribution](https://github.com/huggingface/transformers/pull/45731) — closed
-- [PR #45724: Fix memory leak in T5 by adding opt-out for apex FusedRMSNorm](https://github.com/huggingface/transformers/pull/45724) — closed
-### `lgeiger`
-- profile: [github.com/lgeiger](https://github.com/lgeiger)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Algeiger)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Algeiger)
-- repo first seen: `2026-04-30T12:35:42Z`
-- repo last seen: `2026-05-07T09:52:13Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 2 reviews / 2 review comments**
-- account age: **3947 days**
-- recent public PR activity: **20 PRs** (16 merged / 3 closed-unmerged / 1 open; merged rate **80%**, closed-unmerged rate **15%**, open rate **5%**)
-- public orgs: `zeromq`, `prebuild`, `plumerai`, `larq`
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **—**
-Example artifacts:
-- [PR #45807: Cache `merged_typed_dict` to not break `validate_typed_dict` caching](https://github.com/huggingface/transformers/pull/45807) — closed, merged
-- [PR #45719: Speedup Qwen2VLImageProcessor](https://github.com/huggingface/transformers/pull/45719) — closed, merged
 ### `Mamiglia`
 - profile: [github.com/Mamiglia](https://github.com/Mamiglia)
@@ -3032,12 +2987,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMosadCreates)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMosadCreates)
 - repo first seen: `2026-06-27T13:49:21Z`
-- repo last seen: `2026-06-27T19:49:40Z`
 - 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: **0 comments / 0 reviews / 0 review comments**
 - account age: **586 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
@@ -3045,8 +3000,8 @@ Example artifacts:
 - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
 Example artifacts:
-- [PR #46938: Add unit tests for `_ignore_causal_mask_sdpa` in `test_masking_utils.py`](https://github.com/huggingface/transformers/pull/46938) — open
-- [PR #46934: Add attention mask skip tests, tokenizer padding edge case tests, and…](https://github.com/huggingface/transformers/pull/46934) — open
 ### `mulkymalikuldhrs`
@@ -3508,32 +3463,6 @@ Example artifacts:
 - [Issue #43526: reduce_labels returns only one label instead of the whole array of labels in BeitImageProcessorFast](https://github.com/huggingface/transformers/issues/43526) — closed
 - [Issue #42977: Add ViT NEPA](https://github.com/huggingface/transformers/issues/42977) — open
-### `jw9603`
-- profile: [github.com/jw9603](https://github.com/jw9603)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajw9603)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajw9603)
-- repo first seen: `2026-03-04T00:51:26Z`
-- repo last seen: `2026-04-30T13:08:23Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **7**
-- snapshot authored PRs/issues: **4 PRs / 3 issues**
-- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
-- account age: **2050 days**
-- recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-Example artifacts:
-- [PR #45722: Remove dead beam-search dummies from dummy_pt_objects.py](https://github.com/huggingface/transformers/pull/45722) — closed, merged
-- [PR #45486: fix: return empty tuple from import_protobuf_decode_error when protobuf is unavailable](https://github.com/huggingface/transformers/pull/45486) — closed, merged
-- [PR #44436: Fix continuous batching for multimodal models](https://github.com/huggingface/transformers/pull/44436) — closed, merged
-- [Issue #45712: Six leftover dummy classes in `dummy_pt_objects.py` fail `check_repo.py` and leak into `dir(transformers)` without torch](https://github.com/huggingface/transformers/issues/45712) — closed
-- [Issue #45459: `except import_protobuf_decode_error()` hides real tokenizer errors when protobuf isn't installed](https://github.com/huggingface/transformers/issues/45459) — closed
-- [Issue #44423: [Bug] `transformers serve --continuous-batching` crashes with multimodal models (Qwen3.5) — AttributeError: 'str' object has no attribute 'to'](https://github.com/huggingface/transformers/issues/44423) — closed
 ### `paulinebm`
 - profile: [github.com/paulinebm](https://github.com/paulinebm)
@@ -3921,6 +3850,50 @@ Example artifacts:
 - [PR #45751: Add nvidia Conformer-CTC](https://github.com/huggingface/transformers/pull/45751) — open
 - [PR #45549: fix: apply channel averaging correctly in audio feature extractors](https://github.com/huggingface/transformers/pull/45549) — open
 ### `lucianommartins`
 - profile: [github.com/lucianommartins](https://github.com/lucianommartins)
@@ -4196,7 +4169,7 @@ Example artifacts:
 - repo first seen: `2026-06-23T06:34:53Z`
 - repo last seen: `2026-06-27T17:25:03Z`
 - 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: **1 comments / 0 reviews / 0 review comments**
@@ -4207,8 +4180,8 @@ Example artifacts:
 - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
 Example artifacts:
-- [PR #46833: Fix RT-DETR indexing error when num_feature_levels exceeds backbone o…](https://github.com/huggingface/transformers/pull/46833) — open
-- [Issue #46832: [RT-DETR] TypeError in RTDetrModel.forward when num_feature_levels > len(backbone outputs)](https://github.com/huggingface/transformers/issues/46832) — open
 ### `dvdimitrov13`
@@ -4348,12 +4321,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALauraGPT)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALauraGPT)
 - repo first seen: `2026-05-24T11:07:04Z`
-- repo last seen: `2026-06-24T05:01:12Z`
 - 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: **14 comments / 0 reviews / 0 review comments**
 - account age: **3699 days**
 - recent public PR activity: **9 PRs** (2 merged / 0 closed-unmerged / 7 open; merged rate **22%**, closed-unmerged rate **0%**, open rate **78%**)
 - public orgs: `FunAudioLLM`
@@ -4436,12 +4409,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AOmkumarSolanki)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AOmkumarSolanki)
 - repo first seen: `2026-06-26T02:23:31Z`
-- repo last seen: `2026-06-26T13:15:16Z`
 - 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: **1 comments / 3 reviews / 3 review comments**
 - account age: **1018 days**
 - recent public PR activity: **32 PRs** (3 merged / 11 closed-unmerged / 18 open; merged rate **9%**, closed-unmerged rate **34%**, open rate **56%**)
 - public orgs: `CSYE6225-Network-Struct-Cloud-Computing`
@@ -4905,7 +4878,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aamauryfa)
 - repo first seen: `2026-06-29T08:11:34Z`
 - repo last seen: `2026-06-29T08:27:55Z`
-- first seen in snapshot: **yes**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -5297,6 +5270,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46671: fix: define TransformersCompletionCreateParamsStreaming inside conditional to avoid NameError when serve is unavailable (closes #46657)](https://github.com/huggingface/transformers/pull/46671) — closed
 ### `butterwecksolutions`
 - profile: [github.com/butterwecksolutions](https://github.com/butterwecksolutions)
@@ -6032,27 +6026,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45953: Strip language_model. prefix when loading multimodal Gemma 4 checkpoint into Gemma4ForCausalLM](https://github.com/huggingface/transformers/pull/45953) — closed
-### `i3hz`
-- profile: [github.com/i3hz](https://github.com/i3hz)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ai3hz)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ai3hz)
-- repo first seen: `2026-02-18T04:04:37Z`
-- repo last seen: `2026-04-30T17:14:11Z`
-- first seen in snapshot: **no**
-- 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**
-- account age: **961 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
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
-Example artifacts:
-- [PR #45728: PythonBackend slow tokenizer convert_ids_to_tokens fix](https://github.com/huggingface/transformers/pull/45728) — closed, merged
 ### `iamsharduld`
 - profile: [github.com/iamsharduld](https://github.com/iamsharduld)
@@ -6418,7 +6391,7 @@ Example artifacts:
 - repo first seen: `2026-06-27T21:52:44Z`
 - repo last seen: `2026-06-27T21:52:44Z`
 - 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**
@@ -6429,7 +6402,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
 Example artifacts:
-- [PR #46939: docs(conditional_detr): fix num_queries default in docstring (100 -> 300)](https://github.com/huggingface/transformers/pull/46939) — open
 ### `kuishou68`
@@ -6521,12 +6494,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alewtun)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alewtun)
 - repo first seen: `2024-10-18T08:50:17Z`
-- repo last seen: `2026-06-27T14:33:40Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 4 reviews / 4 review comments**
 - account age: **3372 days**
 - recent public PR activity: **85 PRs** (73 merged / 6 closed-unmerged / 6 open; merged rate **86%**, closed-unmerged rate **7%**, open rate **7%**)
 - public orgs: `huggingface`, `nlp-with-transformers`
@@ -7342,7 +7315,7 @@ Example artifacts:
 - repo first seen: `2026-06-27T01:05:09Z`
 - repo last seen: `2026-06-27T01:05:09Z`
 - 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**
@@ -7353,7 +7326,7 @@ Example artifacts:
 - heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
 Example artifacts:
-- [PR #46929: Fix torch.export compatibility for Mixtral MoE experts](https://github.com/huggingface/transformers/pull/46929) — open
 ### `Saurav-Gupta-13`
@@ -7418,27 +7391,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45773: Fix UnboundLocalError for `is_updated` in encoder-decoder cross-attention](https://github.com/huggingface/transformers/pull/45773) — open
-### `sebastianvlad1`
-- profile: [github.com/sebastianvlad1](https://github.com/sebastianvlad1)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asebastianvlad1)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asebastianvlad1)
-- repo first seen: `2026-04-30T16:48:02Z`
-- repo last seen: `2026-06-03T09:51:30Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
-- account age: **3207 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 #45729: fix: Add prefer_auto_map opt-in for registered-class vs auto_map conflicts](https://github.com/huggingface/transformers/pull/45729) — open
 ### `sergioperezcheco`
 - profile: [github.com/sergioperezcheco](https://github.com/sergioperezcheco)

 # New Contributor Report: huggingface/transformers
+- Snapshot: `20260629T180016Z`
+- Generated: `2026-06-29T18:02:24Z`
 - Activity window: `60d`
+- Contributors: `349`
 ## Summary
 | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 110 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 99 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 99 | 0 | 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` | 98 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 72 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 56 | 2 | mixed | low | low | targets high-star repos |
 | `AI-Safeter` | [profile](https://github.com/AI-Safeter) | no | NONE | 0d | `2026-05-19T04:38:35Z` | 14 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Rohan5commit` | [profile](https://github.com/Rohan5commit) | no | FIRST_TIME_CONTRIBUTOR | 636d | `2026-06-12T06:11:19Z` | 13 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
 | `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 12 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 12 | 0 | mixed | low | low | high open PR share |
 | `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2909d | `2026-03-14T18:33:53Z` | 11 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `KartavyaDikshit` | [profile](https://github.com/KartavyaDikshit) | no | FIRST_TIME_CONTRIBUTOR | 1742d | `2026-06-22T01:23:43Z` | 11 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
 | `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 11 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
 | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 10 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
 | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 9 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | NONE | ?d | `2026-05-13T06:40:41Z` | 9 | 0 | n/a | n/a | n/a | summary unavailable |
+| `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 8 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 8 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 7 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 | `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 7 | 0 | strong | low | low | — |
 | `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 |
 | `Charuhasini30` | [profile](https://github.com/Charuhasini30) | no | FIRST_TIME_CONTRIBUTOR | 925d | `2026-06-22T06:53:20Z` | 3 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
+| `JemmaUZH` | [profile](https://github.com/JemmaUZH) | no | CONTRIBUTOR | 837d | `2026-06-09T15:51:29Z` | 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 |
 | `praful-srinivasan-027` | [profile](https://github.com/praful-srinivasan-027) | no | CONTRIBUTOR | 469d | `2026-06-25T18:51:59Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Sahith59` | [profile](https://github.com/Sahith59) | no | FIRST_TIME_CONTRIBUTOR | 1626d | `2026-06-19T02:27:30Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Snakinya` | [profile](https://github.com/Snakinya) | no | FIRST_TIME_CONTRIBUTOR | 2115d | `2026-06-08T10:08:10Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Vitaliy-Pikalo` | [profile](https://github.com/Vitaliy-Pikalo) | no | NONE | 636d | `2026-06-21T01:56:59Z` | 3 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 9 | 0 | mixed | moderate | low | targets high-star repos |
 | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 8 | 1 | weak | low | low | young account; 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 |
 | `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 |
 | `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2872d | `2025-11-10T23:38:23Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Goutam16-Withcode` | [profile](https://github.com/Goutam16-Withcode) | no | FIRST_TIME_CONTRIBUTOR | 666d | `2026-06-08T11:27:05Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `hf-dependantbot-rollout[bot]` | [profile](https://github.com/hf-dependantbot-rollout[bot]) | no | CONTRIBUTOR | ?d | `2026-05-22T09:25:47Z` | 2 | 0 | n/a | n/a | n/a | summary unavailable |
 | `Jaeyo314` | [profile](https://github.com/Jaeyo314) | no | FIRST_TIMER | 289d | `2026-05-26T16:18:11Z` | 2 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `JulietChinenyeDuru` | [profile](https://github.com/JulietChinenyeDuru) | no | NONE | 357d | `2026-06-05T04:17:33Z` | 2 | 0 | weak | low | low | young account; high open PR share |
 | `Mamiglia` | [profile](https://github.com/Mamiglia) | no | CONTRIBUTOR | 3093d | `2026-05-08T16:06:43Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `meatybobby` | [profile](https://github.com/meatybobby) | no | FIRST_TIME_CONTRIBUTOR | 4220d | `2026-06-04T18:30:50Z` | 2 | 0 | weak | low | low | high open PR share |
+| `MosadCreates` | [profile](https://github.com/MosadCreates) | no | NONE | 586d | `2026-06-27T13:49:21Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `mulkymalikuldhrs` | [profile](https://github.com/mulkymalikuldhrs) | no | NONE | 416d | `2026-06-10T22:54:43Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
 | `nileshpatil6` | [profile](https://github.com/nileshpatil6) | no | CONTRIBUTOR | 1148d | `2026-05-16T14:53:41Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `otjdiepluong` | [profile](https://github.com/otjdiepluong) | no | NONE | 32d | `2026-05-14T03:52:29Z` | 2 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3900d | `2026-01-21T06:14:39Z` | 5 | 4 | weak | low | low | high open PR share; 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 |
 | `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 |
 | `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 |
 | `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 |
 | `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 |
 | `Jeevang1-epic` | [profile](https://github.com/Jeevang1-epic) | no | CONTRIBUTOR | 207d | `2026-04-24T19:22:05Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `joerowell` | [profile](https://github.com/joerowell) | no | CONTRIBUTOR | 3394d | `2026-04-28T08:24:28Z` | 2 | 0 | strong | low | low | targets high-star repos |
 | `jonghwanhyeon` | [profile](https://github.com/jonghwanhyeon) | no | CONTRIBUTOR | 5135d | `2026-04-21T11:42:03Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `Kaz-scr` | [profile](https://github.com/Kaz-scr) | no | FIRST_TIME_CONTRIBUTOR | 1941d | `2026-04-30T15:39:40Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `lgeiger` | [profile](https://github.com/lgeiger) | no | CONTRIBUTOR | 3947d | `2026-04-30T12:35:42Z` | 2 | 0 | mixed | moderate | low | — |
 | `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 |
 | `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | CONTRIBUTOR | 1796d | `2026-04-06T18:01:42Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `ananyajoshi0203-cpu` | [profile](https://github.com/ananyajoshi0203-cpu) | no | FIRST_TIMER | 55d | `2026-06-02T22:09:56Z` | 1 | 1 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `anxovatomica` | [profile](https://github.com/anxovatomica) | no | NONE | 3464d | `2026-05-12T13:01:28Z` | 1 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `atharv1945` | [profile](https://github.com/atharv1945) | no | CONTRIBUTOR | 1082d | `2026-06-15T10:52:55Z` | 1 | 1 | strong | low | low | targets high-star repos |
+| `c1prk` | [profile](https://github.com/c1prk) | no | CONTRIBUTOR | 2143d | `2026-06-23T06:34:53Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `dvdimitrov13` | [profile](https://github.com/dvdimitrov13) | no | FIRST_TIME_CONTRIBUTOR | 2296d | `2026-04-24T14:56:28Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `jshn9515` | [profile](https://github.com/jshn9515) | no | NONE | 214d | `2026-05-29T22:55:56Z` | 1 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `julien-gadonneix` | [profile](https://github.com/julien-gadonneix) | no | NONE | 987d | `2026-06-02T15:31:42Z` | 1 | 1 | mixed | low | low | high open PR share |
 | `Aktharnvdv` | [profile](https://github.com/Aktharnvdv) | no | NONE | 1965d | `2026-05-05T15:06:46Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `AlexWortega` | [profile](https://github.com/AlexWortega) | no | NONE | 3256d | `2026-05-28T12:43:05Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `amanv0007` | [profile](https://github.com/amanv0007) | no | NONE | 549d | `2026-05-15T06:25:42Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `amauryfa` | [profile](https://github.com/amauryfa) | no | FIRST_TIME_CONTRIBUTOR | 5598d | `2026-06-29T08:11:34Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `anagnorisis2peripeteia` | [profile](https://github.com/anagnorisis2peripeteia) | no | FIRST_TIME_CONTRIBUTOR | 1130d | `2026-05-07T07:28:52Z` | 1 | 0 | weak | high | low | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `andreay99` | [profile](https://github.com/andreay99) | no | NONE | 1374d | `2026-05-09T02:34:44Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `AndriyVohar` | [profile](https://github.com/AndriyVohar) | no | FIRST_TIME_CONTRIBUTOR | 1197d | `2026-06-06T15:59:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `blut-agent` | [profile](https://github.com/blut-agent) | no | FIRST_TIME_CONTRIBUTOR | 23d | `2026-05-16T06:31:21Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
 | `bojanstef` | [profile](https://github.com/bojanstef) | no | NONE | 4629d | `2026-06-16T20:50:26Z` | 1 | 0 | strong | moderate | low | — |
 | `botbikamordehai2-sketch` | [profile](https://github.com/botbikamordehai2-sketch) | no | NONE | 51d | `2026-06-15T15:18:04Z` | 1 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; high open PR share |
+| `Butterfingrz` | [profile](https://github.com/Butterfingrz) | yes | FIRST_TIME_CONTRIBUTOR | 1134d | `2026-06-29T14:31:31Z` | 1 | 0 | mixed | moderate | low | high open PR share |
 | `butterwecksolutions` | [profile](https://github.com/butterwecksolutions) | no | NONE | 4479d | `2026-05-03T23:41:12Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `C1-BA-B1-F3` | [profile](https://github.com/C1-BA-B1-F3) | no | NONE | 3300d | `2026-06-25T12:57:12Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `calliec-1223` | [profile](https://github.com/calliec-1223) | no | CONTRIBUTOR | 68d | `2026-06-02T02:20:39Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Hasnaathussain` | [profile](https://github.com/Hasnaathussain) | no | NONE | 1426d | `2026-06-21T11:56:27Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `henloworldowo` | [profile](https://github.com/henloworldowo) | no | FIRST_TIMER | 2d | `2026-05-04T05:53:33Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `huzama` | [profile](https://github.com/huzama) | no | NONE | 3081d | `2026-05-14T02:06:51Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `iamsharduld` | [profile](https://github.com/iamsharduld) | no | NONE | 4324d | `2026-06-13T10:20:36Z` | 1 | 0 | mixed | high | low | broad repo spread |
 | `igordertigor` | [profile](https://github.com/igordertigor) | no | CONTRIBUTOR | 5665d | `2026-05-12T19:17:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 1 | 0 | strong | low | low | high recent PR volume |
 | `kfojcik-intel` | [profile](https://github.com/kfojcik-intel) | no | FIRST_TIME_CONTRIBUTOR | 1976d | `2026-05-18T08:12:12Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `kiankyars` | [profile](https://github.com/kiankyars) | no | NONE | 2112d | `2026-05-23T05:32:32Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share |
 | `kiwigitops` | [profile](https://github.com/kiwigitops) | no | CONTRIBUTOR | 81d | `2026-05-18T23:18:34Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
+| `Kropiunig` | [profile](https://github.com/Kropiunig) | no | CONTRIBUTOR | 2665d | `2026-06-27T21:52:44Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `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 |
 | `kurtmckee` | [profile](https://github.com/kurtmckee) | no | CONTRIBUTOR | 6391d | `2026-06-12T11:41:21Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread; no visible non-self stars |
 | `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 |
 | `saadkhaleeq610` | [profile](https://github.com/saadkhaleeq610) | no | NONE | 2359d | `2026-05-17T07:52:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `saitejabandaru-in` | [profile](https://github.com/saitejabandaru-in) | no | NONE | 564d | `2026-06-25T00:20:31Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
 | `Sanjays2402` | [profile](https://github.com/Sanjays2402) | no | FIRST_TIME_CONTRIBUTOR | 2554d | `2026-05-23T19:26:01Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `Sarimsaljook` | [profile](https://github.com/Sarimsaljook) | no | NONE | 1930d | `2026-06-27T01:05:09Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Saurav-Gupta-13` | [profile](https://github.com/Saurav-Gupta-13) | no | NONE | 1717d | `2026-06-05T16:58:41Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `savirpatil` | [profile](https://github.com/savirpatil) | no | NONE | 2041d | `2026-06-12T19:13:53Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars |
 | `SeaL773` | [profile](https://github.com/SeaL773) | no | FIRST_TIME_CONTRIBUTOR | 3075d | `2026-05-04T06:26:53Z` | 1 | 0 | mixed | moderate | low | — |
 | `sergioperezcheco` | [profile](https://github.com/sergioperezcheco) | no | FIRST_TIME_CONTRIBUTOR | 1522d | `2026-06-28T17:06:32Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `sezer-muhammed` | [profile](https://github.com/sezer-muhammed) | no | CONTRIBUTOR | 2054d | `2026-06-28T03:58:25Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `sgerrard` | [profile](https://github.com/sgerrard) | no | CONTRIBUTOR | 3845d | `2026-06-05T15:02:56Z` | 1 | 0 | strong | low | low | targets high-star repos |
 - 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: `2026-06-29T13:48:06Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **130**
 - snapshot authored PRs/issues: **130 PRs / 0 issues**
+- snapshot discussion activity: **137 comments / 250 reviews / 169 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
 - 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: `2026-06-29T13:55:09Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **99**
 - snapshot authored PRs/issues: **99 PRs / 0 issues**
+- snapshot discussion activity: **682 comments / 1064 reviews / 2276 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`
 - 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: `2026-06-29T15:00:36Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
+- repo primary artifacts: **104**
+- snapshot authored PRs/issues: **98 PRs / 6 issues**
 - snapshot discussion activity: **185 comments / 223 reviews / 203 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%**)
 - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
 Example artifacts:
+- [PR #46961: make sure serge produces clean patches](https://github.com/huggingface/transformers/pull/46961) — open, draft
 - [PR #46811: call transformers-ci in a nightly run](https://github.com/huggingface/transformers/pull/46811) — closed, merged
 - [PR #46774: Insert a Grafana badge in the PR](https://github.com/huggingface/transformers/pull/46774) — closed, merged
 - [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — closed
 - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — closed
 - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
 - 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: `2026-06-29T16:19:32Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **74**
 - snapshot authored PRs/issues: **72 PRs / 2 issues**
+- snapshot discussion activity: **40 comments / 181 reviews / 315 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`
 Example artifacts:
 - [PR #46925: [docs] continuous batching (offloading behavior, max batch tokens, block size minimum)](https://github.com/huggingface/transformers/pull/46925) — open
+- [PR #46900: [docs] EP plan validation](https://github.com/huggingface/transformers/pull/46900) — closed, merged
 - [PR #46893: [docs] full disk offloading](https://github.com/huggingface/transformers/pull/46893) — closed, merged
 - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
 - [Issue #28936: [i18n-es] Translating docs to Spanish](https://github.com/huggingface/transformers/issues/28936) — open
 - 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: `2026-06-29T17:18:27Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **58**
 - snapshot authored PRs/issues: **56 PRs / 2 issues**
+- snapshot discussion activity: **735 comments / 1366 reviews / 5557 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
 - 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: `2026-06-29T15:56:52Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **52**
 - snapshot authored PRs/issues: **50 PRs / 2 issues**
+- snapshot discussion activity: **192 comments / 351 reviews / 472 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`
 - 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: `2026-06-29T12:51:56Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **46**
 - snapshot authored PRs/issues: **46 PRs / 0 issues**
+- snapshot discussion activity: **839 comments / 326 reviews / 217 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`
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acyyever)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acyyever)
 - repo first seen: `2025-08-10T08:43:09Z`
+- repo last seen: `2026-06-29T12:55:19Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **30**
 - snapshot authored PRs/issues: **30 PRs / 0 issues**
+- snapshot discussion activity: **9 comments / 8 reviews / 8 review comments**
 - account age: **3752 days**
 - recent public PR activity: **204 PRs** (17 merged / 117 closed-unmerged / 70 open; merged rate **8%**, closed-unmerged rate **57%**, open rate **34%**)
 - public orgs: none visible
 - 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: `2026-06-29T15:33:19Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **30**
 - snapshot authored PRs/issues: **30 PRs / 0 issues**
+- snapshot discussion activity: **52 comments / 203 reviews / 365 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
 - 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: `2026-06-29T17:49:50Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **29**
 - snapshot authored PRs/issues: **25 PRs / 4 issues**
+- snapshot discussion activity: **78 comments / 430 reviews / 395 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`
 - heuristic read: **—**
 Example artifacts:
+- [PR #46957: Finegrained FP8 v4: fused grouepd/batched](https://github.com/huggingface/transformers/pull/46957) — open
 - [PR #46818: 🚨 EP: fix EP router contract for many models + honor FP8 scale format](https://github.com/huggingface/transformers/pull/46818) — closed, merged
 - [PR #46742: finegrained v3](https://github.com/huggingface/transformers/pull/46742) — closed, merged
 - [Issue #46443: Vision RoPE refactor](https://github.com/huggingface/transformers/issues/46443) — open
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALinZiyuu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALinZiyuu)
 - repo first seen: `2026-05-13T14:52:41Z`
+- repo last seen: `2026-06-29T14:07:59Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **17**
 - snapshot authored PRs/issues: **16 PRs / 1 issues**
+- snapshot discussion activity: **19 comments / 0 reviews / 0 review comments**
 - account age: **1483 days**
 - recent public PR activity: **9 PRs** (1 merged / 1 closed-unmerged / 7 open; merged rate **11%**, closed-unmerged rate **11%**, open rate **78%**)
 - public orgs: none visible
 - [PR #46771: [WIP] Support custom kernels for processing ops](https://github.com/huggingface/transformers/pull/46771) — open
 - [Issue #43979: Call to contributions: refactor output tracing in transformers](https://github.com/huggingface/transformers/issues/43979) — closed
+### `ebezzam`
+- profile: [github.com/ebezzam](https://github.com/ebezzam)
+- 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: `2026-06-29T15:38:45Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **12**
+- snapshot authored PRs/issues: **12 PRs / 0 issues**
+- snapshot discussion activity: **79 comments / 350 reviews / 933 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`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share**
+Example artifacts:
+- [PR #46963: Fix Xcodec2 attention to be non-causal.](https://github.com/huggingface/transformers/pull/46963) — closed, merged
+- [PR #46956: Use common floats_list method for feature extractor tests.](https://github.com/huggingface/transformers/pull/46956) — closed, merged
+- [PR #46048: Add TDT loss kernel](https://github.com/huggingface/transformers/pull/46048) — open, draft
 ### `he-yufeng`
 - profile: [github.com/he-yufeng](https://github.com/he-yufeng)
 - [PR #46950: [serge] Fix 8 integration tests for model `mamba2` failing with `OOM` (other (8))](https://github.com/huggingface/transformers/pull/46950) — open
 - [PR #46949: [serge] Fix 22 integration tests for model `whisper` failing with `other` (other (20), shape/size mismatch (2))](https://github.com/huggingface/transformers/pull/46949) — open
+### `BenjaminBossan`
+- profile: [github.com/BenjaminBossan](https://github.com/BenjaminBossan)
+- 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: `2026-06-29T13:13:42Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **8**
+- snapshot authored PRs/issues: **8 PRs / 0 issues**
+- snapshot discussion activity: **35 comments / 13 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`
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+Example artifacts:
+- [PR #46959: FIX PEFT test changed error type](https://github.com/huggingface/transformers/pull/46959) — closed, merged
+- [PR #46891: CI Test PEFT integration CI](https://github.com/huggingface/transformers/pull/46891) — open, draft
+- [PR #46442: Bump min peft 0.19.1 remove weight conversion duplicate code](https://github.com/huggingface/transformers/pull/46442) — open
 ### `juliendenize`
 - profile: [github.com/juliendenize](https://github.com/juliendenize)
 - 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: `2026-06-29T15:40:35Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **7 PRs / 0 issues**
+- snapshot discussion activity: **34 comments / 134 reviews / 173 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`
 Example artifacts:
 - [PR #46905: [Docs] Fix full disk offloading docs](https://github.com/huggingface/transformers/pull/46905) — closed, merged
+- [PR #46902: [Bugfix] [Offloading] Save disk-offloaded buffers, Save converted weights](https://github.com/huggingface/transformers/pull/46902) — open
 - [PR #46849: [Offloading] [Bugfix] Fix disk offloading of models with explicit tensor dtypes](https://github.com/huggingface/transformers/pull/46849) — closed, merged
 ### `leaderofARS`
 - [PR #46372: Fix: interleaved RoPE application for MLA and Support Index Cache DSA indexer skip-topk sharing for GLM5](https://github.com/huggingface/transformers/pull/46372) — closed, merged
 - [PR #46338: Fix incorrect attribute mapping relationships in GLM MoE DSA Config](https://github.com/huggingface/transformers/pull/46338) — closed, merged
+### `JemmaUZH`
+- profile: [github.com/JemmaUZH](https://github.com/JemmaUZH)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJemmaUZH)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJemmaUZH)
+- repo first seen: `2026-06-09T15:51:29Z`
+- repo last seen: `2026-06-29T17:20:50Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **837 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 #46964: Allow PEFT quantized models with non-trainable quantizers](https://github.com/huggingface/transformers/pull/46964) — open
+- [PR #46888: Fix Gemma4 closed thinking block detection in serve](https://github.com/huggingface/transformers/pull/46888) — closed
+- [PR #46527: Fix trailing comma bug in DataCollatorForLanguageModeling example](https://github.com/huggingface/transformers/pull/46527) — closed, merged
 ### `Prachi-kushwaha`
 - profile: [github.com/Prachi-kushwaha](https://github.com/Prachi-kushwaha)
 - [PR #46789: fix(tokenization): guard against IndexError when apply_chat_template …](https://github.com/huggingface/transformers/pull/46789) — closed
 - [PR #46788: fix: cast q_offset/kv_offset to int in flex_attention_mask to prevent tensor-type mask shape errors](https://github.com/huggingface/transformers/pull/46788) — closed
 ### `zhang-prog`
 - profile: [github.com/zhang-prog](https://github.com/zhang-prog)
 - [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
 ### `dacorvo`
 - profile: [github.com/dacorvo](https://github.com/dacorvo)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASangbumChoi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASangbumChoi)
 - repo first seen: `2024-06-07T00:26:26Z`
+- repo last seen: `2026-06-29T12:57:08Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
+- snapshot discussion activity: **10 comments / 105 reviews / 124 review comments**
 - account age: **3079 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
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atengomucho)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atengomucho)
 - repo first seen: `2026-04-29T09:26:52Z`
+- repo last seen: `2026-06-29T14:57:17Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **2 PRs / 1 issues**
+- snapshot discussion activity: **5 comments / 1 reviews / 0 review comments**
 - account age: **4442 days**
 - recent public PR activity: **8 PRs** (5 merged / 2 closed-unmerged / 1 open; merged rate **62%**, closed-unmerged rate **25%**, open rate **12%**)
 - public orgs: none visible
 - [PR #46225: Add rio2 model](https://github.com/huggingface/transformers/pull/46225) — closed
 - [PR #46223: Add files via upload](https://github.com/huggingface/transformers/pull/46223) — closed
 ### `JulietChinenyeDuru`
 - profile: [github.com/JulietChinenyeDuru](https://github.com/JulietChinenyeDuru)
 - [PR #46430: docs: fix grammar in llm_tutorial.md (A LLM -> An LLM)](https://github.com/huggingface/transformers/pull/46430) — closed
 - [PR #46429: docs: improve clarity of local build guidance in README](https://github.com/huggingface/transformers/pull/46429) — closed
 ### `Mamiglia`
 - profile: [github.com/Mamiglia](https://github.com/Mamiglia)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMosadCreates)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMosadCreates)
 - repo first seen: `2026-06-27T13:49:21Z`
+- repo last seen: `2026-06-29T12:33:35Z`
 - first seen in snapshot: **no**
+- repo association: **NONE**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - account age: **586 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
 - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
 Example artifacts:
+- [PR #46938: Add unit tests for `_ignore_causal_mask_sdpa` in `test_masking_utils.py`](https://github.com/huggingface/transformers/pull/46938) — closed
+- [PR #46934: Add attention mask skip tests, tokenizer padding edge case tests, and…](https://github.com/huggingface/transformers/pull/46934) — closed
 ### `mulkymalikuldhrs`
 - [Issue #43526: reduce_labels returns only one label instead of the whole array of labels in BeitImageProcessorFast](https://github.com/huggingface/transformers/issues/43526) — closed
 - [Issue #42977: Add ViT NEPA](https://github.com/huggingface/transformers/issues/42977) — open
 ### `paulinebm`
 - profile: [github.com/paulinebm](https://github.com/paulinebm)
 - [PR #45751: Add nvidia Conformer-CTC](https://github.com/huggingface/transformers/pull/45751) — open
 - [PR #45549: fix: apply channel averaging correctly in audio feature extractors](https://github.com/huggingface/transformers/pull/45549) — open
+### `Kaz-scr`
+- profile: [github.com/Kaz-scr](https://github.com/Kaz-scr)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKaz-scr)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKaz-scr)
+- repo first seen: `2026-04-30T15:39:40Z`
+- repo last seen: `2026-05-01T12:05:20Z`
+- 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: **2 comments / 0 reviews / 0 review comments**
+- account age: **1941 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
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+Example artifacts:
+- [PR #45731: Added library_name and library_version to HfApi/Hub calls for proper attribution](https://github.com/huggingface/transformers/pull/45731) — closed
+- [PR #45724: Fix memory leak in T5 by adding opt-out for apex FusedRMSNorm](https://github.com/huggingface/transformers/pull/45724) — closed
+### `lgeiger`
+- profile: [github.com/lgeiger](https://github.com/lgeiger)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Algeiger)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Algeiger)
+- repo first seen: `2026-04-30T12:35:42Z`
+- repo last seen: `2026-05-07T09:52:13Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **3 comments / 2 reviews / 2 review comments**
+- account age: **3947 days**
+- recent public PR activity: **20 PRs** (16 merged / 3 closed-unmerged / 1 open; merged rate **80%**, closed-unmerged rate **15%**, open rate **5%**)
+- public orgs: `zeromq`, `prebuild`, `plumerai`, `larq`
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
+Example artifacts:
+- [PR #45807: Cache `merged_typed_dict` to not break `validate_typed_dict` caching](https://github.com/huggingface/transformers/pull/45807) — closed, merged
+- [PR #45719: Speedup Qwen2VLImageProcessor](https://github.com/huggingface/transformers/pull/45719) — closed, merged
 ### `lucianommartins`
 - profile: [github.com/lucianommartins](https://github.com/lucianommartins)
 - repo first seen: `2026-06-23T06:34:53Z`
 - repo last seen: `2026-06-27T17:25:03Z`
 - first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
 Example artifacts:
+- [PR #46833: Fix RT-DETR indexing error when num_feature_levels exceeds backbone o…](https://github.com/huggingface/transformers/pull/46833) — closed, merged
+- [Issue #46832: [RT-DETR] TypeError in RTDetrModel.forward when num_feature_levels > len(backbone outputs)](https://github.com/huggingface/transformers/issues/46832) — closed
 ### `dvdimitrov13`
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALauraGPT)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALauraGPT)
 - repo first seen: `2026-05-24T11:07:04Z`
+- repo last seen: `2026-06-29T17:59:06Z`
 - 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: **27 comments / 0 reviews / 0 review comments**
 - account age: **3699 days**
 - recent public PR activity: **9 PRs** (2 merged / 0 closed-unmerged / 7 open; merged rate **22%**, closed-unmerged rate **0%**, open rate **78%**)
 - public orgs: `FunAudioLLM`
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AOmkumarSolanki)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AOmkumarSolanki)
 - repo first seen: `2026-06-26T02:23:31Z`
+- repo last seen: `2026-06-29T12:50:27Z`
 - 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: **2 comments / 4 reviews / 4 review comments**
 - account age: **1018 days**
 - recent public PR activity: **32 PRs** (3 merged / 11 closed-unmerged / 18 open; merged rate **9%**, closed-unmerged rate **34%**, open rate **56%**)
 - public orgs: `CSYE6225-Network-Struct-Cloud-Computing`
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aamauryfa)
 - repo first seen: `2026-06-29T08:11:34Z`
 - repo last seen: `2026-06-29T08:27:55Z`
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 Example artifacts:
 - [PR #46671: fix: define TransformersCompletionCreateParamsStreaming inside conditional to avoid NameError when serve is unavailable (closes #46657)](https://github.com/huggingface/transformers/pull/46671) — closed
+### `Butterfingrz`
+- profile: [github.com/Butterfingrz](https://github.com/Butterfingrz)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AButterfingrz)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AButterfingrz)
+- repo first seen: `2026-06-29T14:31:31Z`
+- repo last seen: `2026-06-29T14:31:31Z`
+- 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: **1134 days**
+- recent public PR activity: **10 PRs** (5 merged / 1 closed-unmerged / 4 open; merged rate **50%**, closed-unmerged rate **10%**, open rate **40%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share**
+Example artifacts:
+- [PR #46960: Fix silent SDPA math-kernel fallback for GQA with head_dim > 256](https://github.com/huggingface/transformers/pull/46960) — open
 ### `butterwecksolutions`
 - profile: [github.com/butterwecksolutions](https://github.com/butterwecksolutions)
 Example artifacts:
 - [PR #45953: Strip language_model. prefix when loading multimodal Gemma 4 checkpoint into Gemma4ForCausalLM](https://github.com/huggingface/transformers/pull/45953) — closed
 ### `iamsharduld`
 - profile: [github.com/iamsharduld](https://github.com/iamsharduld)
 - repo first seen: `2026-06-27T21:52:44Z`
 - repo last seen: `2026-06-27T21:52:44Z`
 - first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
 - heuristic read: **high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
 Example artifacts:
+- [PR #46939: docs(conditional_detr): fix num_queries default in docstring (100 -> 300)](https://github.com/huggingface/transformers/pull/46939) — closed, merged
 ### `kuishou68`
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alewtun)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alewtun)
 - repo first seen: `2024-10-18T08:50:17Z`
+- repo last seen: `2026-06-29T17:09:34Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 5 reviews / 5 review comments**
 - account age: **3372 days**
 - recent public PR activity: **85 PRs** (73 merged / 6 closed-unmerged / 6 open; merged rate **86%**, closed-unmerged rate **7%**, open rate **7%**)
 - public orgs: `huggingface`, `nlp-with-transformers`
 - repo first seen: `2026-06-27T01:05:09Z`
 - repo last seen: `2026-06-27T01:05:09Z`
 - first seen in snapshot: **no**
+- 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**
 - heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
 Example artifacts:
+- [PR #46929: Fix torch.export compatibility for Mixtral MoE experts](https://github.com/huggingface/transformers/pull/46929) — closed
 ### `Saurav-Gupta-13`
 Example artifacts:
 - [PR #45773: Fix UnboundLocalError for `is_updated` in encoder-decoder cross-attention](https://github.com/huggingface/transformers/pull/45773) — open
 ### `sergioperezcheco`
 - profile: [github.com/sergioperezcheco](https://github.com/sergioperezcheco)

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@@ -3882,7 +4017,7 @@
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       "average_similarity": 0.887,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/cohere_asr/modeling_cohere_asr.py`, `src/transformers/models/cohere_asr/modular_cohere_asr.py`, `tests/models/cohere_asr/test_modeling_cohere_asr.py`; representative PR #46895.",
       "shared_filenames": [
         "src/transformers/models/cohere_asr/modeling_cohere_asr.py",
-        "src/transformers/models/cohere_asr/modular_cohere_asr.py",
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@@ -4651,7 +4786,7 @@
         "src/transformers/models/dbrx/modeling_dbrx.py",
         "src/transformers/models/flex_olmo/modeling_flex_olmo.py",
         "src/transformers/models/gpt_oss/modeling_gpt_oss.py",
-        "src/transformers/models/qwen3_moe/modeling_qwen3_moe.py"
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       "shared_directories": [
         "src/transformers/models/jetmoe",
@@ -4660,8 +4795,8 @@
         "src/transformers/models/dbrx",
         "src/transformers/models/flex_olmo",
         "src/transformers/models/minimax_m2",
-        "src/transformers/models/qwen2_moe",
-        "src/transformers/models/gpt_oss"
       ],
       "pairwise": [
         {
@@ -4772,79 +4907,79 @@
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       "pr_numbers": [
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-        45523
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-      "representative_pr_number": 41901,
-      "average_similarity": 0.718,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/executorch.py`; representative PR #41901.",
       "shared_filenames": [
-        "src/transformers/integrations/executorch.py"
       ],
       "shared_directories": [
-        "src/transformers/integrations",
         "src/transformers",
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       "pr_numbers": [
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-        46461
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-      "representative_pr_number": 42824,
       "average_similarity": 0.718,
-      "summary": "2 open PRs share weighted file overlap around `tests/utils/test_feature_extraction_utils.py`, `src/transformers/feature_extraction_utils.py`; representative PR #42824.",
       "shared_filenames": [
-        "tests/utils/test_feature_extraction_utils.py",
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       "shared_directories": [
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@@ -4956,7 +5091,7 @@
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       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/bamba/configuration_bamba.py`, `src/transformers/models/bart/modeling_bart.py`, `src/transformers/models/big_bird/modeling_big_bird.py`; representative PR #41992.",
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       "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/integration_utils.py`; representative PR #43779.",
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@@ -5035,7 +5170,7 @@
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-        46279
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-      "representative_pr_number": 43654,
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-      "summary": "2 open PRs share weighted file overlap around `tests/tokenization/test_tokenization_utils.py`; representative PR #43654.",
-      "shared_filenames": [
-        "tests/tokenization/test_tokenization_utils.py"
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-      "shared_directories": [
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         45333
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       "representative_pr_number": 45332,
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       "summary": "2 open PRs share weighted file overlap around `docs/source/en/heterogeneous_configurations.md`, `src/transformers/integrations/heterogeneity/__init__.py`, `src/transformers/integrations/heterogeneity/configuration_utils.py`; representative PR #45332.",
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-      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/mixtral/modeling_mixtral.py`, `src/transformers/models/mixtral/modular_mixtral.py`; representative PR #40114.",
       "shared_filenames": [
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-        "src/transformers/models/mixtral/modular_mixtral.py"
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@@ -5319,7 +5411,7 @@
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       "summary": "2 open PRs share weighted file overlap around `src/transformers/quantizers/quantizers_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44228.",
       "shared_filenames": [
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@@ -5447,8 +5539,8 @@
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@@ -5462,47 +5554,6 @@
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-      "shared_filenames": [
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@@ -5650,41 +5701,6 @@
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@@ -6066,7 +6117,7 @@
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@@ -6082,6 +6133,45 @@
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@@ -6148,7 +6238,7 @@
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@@ -6168,8 +6258,8 @@
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@@ -6403,7 +6493,7 @@
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       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/deepseek_vl/modeling_deepseek_vl.py`, `src/transformers/models/fast_vlm/modeling_fast_vlm.py`, `src/transformers/models/fast_vlm/modular_fast_vlm.py`; representative PR #43446.",
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@@ -6429,7 +6519,7 @@
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       "summary": "2 open PRs share weighted file overlap around `src/transformers/cli/serving/model_manager.py`, `src/transformers/cli/serve.py`; representative PR #45975.",
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@@ -6593,8 +6683,8 @@
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       "summary": "3 open PRs share weighted file overlap around `src/transformers/models/vit_mae/modeling_vit_mae.py`, `src/transformers/models/vit_mae/modular_vit_mae.py`, `src/transformers/models/aimv2/modeling_aimv2.py`; representative PR #46780.",
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         "src/transformers/models/d_fine/modeling_d_fine.py",
         "src/transformers/models/pp_doclayout_v2/modeling_pp_doclayout_v2.py",
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         "src/transformers/models/rt_detr/modeling_rt_detr.py"
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         "src/transformers/models/aimv2",
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         {
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+        "tests/utils/test_modeling_utils.py",
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       ],
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             "src/transformers",
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         {
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             "src/transformers",
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         }
       ]
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     {
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+        "src/transformers/cli/serve.py"
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       "shared_directories": [
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         },
         {
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           "shared_directories": [
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         },
         {
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       ],
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       "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
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         "src/transformers/modeling_utils.py"
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         {
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         {
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         {
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       "summary": "3 open PRs share weighted file overlap around `tests/peft_integration/test_peft_integration.py`, `src/transformers/integrations/peft.py`; representative PR #45682.",
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         {
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       "summary": "3 open PRs share weighted file overlap around `src/transformers/trainer.py`, `tests/trainer/distributed/test_trainer_distributed_deepspeed.py`; representative PR #44889.",
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         {
           "left_pr_number": 44889,
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         {
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         "src/transformers/models/cohere_asr/modeling_cohere_asr.py",
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         "src/transformers/models/dbrx/modeling_dbrx.py",
         "src/transformers/models/flex_olmo/modeling_flex_olmo.py",
         "src/transformers/models/gpt_oss/modeling_gpt_oss.py",
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         "src/transformers/models/dbrx",
         "src/transformers/models/flex_olmo",
         "src/transformers/models/minimax_m2",
+        "src/transformers/models/mixtral",
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     {
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       "shared_filenames": [
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       "shared_filenames": [
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         {
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           "shared_directories": [
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       ],
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       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/bamba/configuration_bamba.py`, `src/transformers/models/bart/modeling_bart.py`, `src/transformers/models/big_bird/modeling_big_bird.py`; representative PR #41992.",
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           "left_pr_number": 41992,
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       "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/integration_utils.py`; representative PR #43779.",
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         {
           "left_pr_number": 43779,
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     {
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     {
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       "shared_filenames": [
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         {
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           "similarity": 0.565,
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             "src/transformers",
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       ],
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       "summary": "2 open PRs share weighted file overlap around `src/transformers/quantizers/quantizers_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44228.",
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         {
           "left_pr_number": 44228,
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       "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_base.py`; representative PR #45541.",
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         "src/transformers/tokenization_utils_base.py"
         {
           "left_pr_number": 45541,
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           "size_similarity": 0.519,
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     {
       "cluster_id": "pr-scope-45056-2",
       "pr_numbers": [
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           "size_similarity": 0.669,
           "breadth_similarity": 0.875,
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     {
       "cluster_id": "pr-scope-46310-2",
       "pr_numbers": [
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+      "shared_filenames": [
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+      "shared_directories": [
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