Refresh transformers dataset snapshot 20260714T120113Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
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new-contributors-report.md

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 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260714T060029Z`
-- Generated: `2026-07-14T06:01:21Z`
+- Snapshot: `20260714T120113Z`
+- Generated: `2026-07-14T12:02:45Z`
 - Activity window: `60d`
 - Contributors: `366`
 
@@ -17,15 +17,15 @@
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 78 | 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 | 4 | 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` | 58 | 2 | mixed | low | low | targets high-star repos |
-| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 52 | 1 | strong | low | low | targets high-star repos |
+| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 54 | 1 | strong | low | low | targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 51 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 48 | 0 | strong | low | low | targets high-star repos |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 44 | 1 | strong | moderate | low | targets high-star repos |
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 37 | 20 | strong | low | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 37 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 35 | 5 | strong | moderate | low | high recent PR volume |
+| `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 34 | 4 | strong | low | low | — |
 | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 34 | 1 | mixed | low | low | high open PR share; targets high-star repos |
-| `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 33 | 4 | strong | low | low | — |
 | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 33 | 0 | strong | low | low | targets high-star repos |
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
 | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3752d | `2025-08-10T08:43:09Z` | 30 | 0 | weak | moderate | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
@@ -49,7 +49,6 @@
 | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 10 | 0 | strong | moderate | low | high recent PR volume; 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 |
 | `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 9 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
-| `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 |
 | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 8 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 8 | 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 |
@@ -63,7 +62,7 @@
 | `kaivalya-cyber` | [profile](https://github.com/kaivalya-cyber) | no | NONE | 1067d | `2026-07-09T05:30:44Z` | 6 | 0 | weak | high | low | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `KirtiRamchandani` | [profile](https://github.com/KirtiRamchandani) | no | NONE | 3143d | `2026-06-13T17:53:25Z` | 6 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 660d | `2025-12-04T12:38:46Z` | 6 | 0 | strong | moderate | low | — |
-| `sharmax-vikas` | [profile](https://github.com/sharmax-vikas) | no | CONTRIBUTOR | 702d | `2026-06-18T18:50:23Z` | 5 | 5 | weak | low | low | high open PR share; targets high-star repos |
+| `sharmax-vikas` | [profile](https://github.com/sharmax-vikas) | no | CONTRIBUTOR | 702d | `2026-06-18T18:50:23Z` | 5 | 6 | weak | low | low | high open PR share; targets high-star repos |
 | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `kamran-nizamani` | [profile](https://github.com/kamran-nizamani) | no | CONTRIBUTOR | 622d | `2026-06-11T21:16:42Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-09-05T15:52:11Z` | 5 | 0 | strong | moderate | low | high recent PR volume |
@@ -75,7 +74,6 @@
 | `muhamedfazalps` | [profile](https://github.com/muhamedfazalps) | no | CONTRIBUTOR | 1469d | `2026-06-23T06:57:49Z` | 4 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
 | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 4 | 0 | mixed | low | low | — |
 | `rodrigoheniquesouza` | [profile](https://github.com/rodrigoheniquesouza) | no | NONE | 19d | `2026-07-13T03:46:02Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
-| `TheShreyanshiDwivedi` | [profile](https://github.com/TheShreyanshiDwivedi) | no | NONE | 87d | `2026-05-15T10:01:57Z` | 4 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `ZAID646` | [profile](https://github.com/ZAID646) | no | FIRST_TIME_CONTRIBUTOR | 1315d | `2026-07-01T18:24:26Z` | 4 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `ldkhang1201` | [profile](https://github.com/ldkhang1201) | no | CONTRIBUTOR | 1377d | `2026-06-12T19:30:35Z` | 3 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `MutugiD` | [profile](https://github.com/MutugiD) | no | FIRST_TIME_CONTRIBUTOR | 2310d | `2026-07-04T00:14:46Z` | 3 | 1 | strong | moderate | low | high recent PR volume |
@@ -94,6 +92,7 @@
 | `Sreekant13` | [profile](https://github.com/Sreekant13) | no | CONTRIBUTOR | 2339d | `2026-07-04T18:14:38Z` | 3 | 0 | mixed | high | medium | broad repo spread; high open PR share; no visible non-self stars |
 | `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 |
 | `yuvrajsharma9981` | [profile](https://github.com/yuvrajsharma9981) | no | FIRST_TIME_CONTRIBUTOR | 3814d | `2026-05-21T22:27:49Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `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 |
 | `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 |
 | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3449d | `2026-03-09T09:03:10Z` | 5 | 0 | mixed | low | low | — |
 | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 5 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -103,20 +102,18 @@
 | `Dev-X25874` | [profile](https://github.com/Dev-X25874) | no | FIRST_TIME_CONTRIBUTOR | 4d | `2026-05-13T10:45:04Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `gante` | [profile](https://github.com/gante) | no | CONTRIBUTOR | 4054d | `2023-02-24T12:09:33Z` | 3 | 2 | strong | low | low | targets high-star repos |
 | `tengomucho` | [profile](https://github.com/tengomucho) | no | MEMBER | 4442d | `2026-04-29T09:26:52Z` | 3 | 1 | mixed | 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 |
 | `VectorPeak` | [profile](https://github.com/VectorPeak) | no | FIRST_TIME_CONTRIBUTOR | 2084d | `2026-07-03T09:46:12Z` | 2 | 3 | mixed | very high | medium | high recent PR volume; very broad repo spread; targets high-star repos |
 | `arnavkewalram` | [profile](https://github.com/arnavkewalram) | no | CONTRIBUTOR | 904d | `2026-06-15T15:28:55Z` | 2 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `ishan-1010` | [profile](https://github.com/ishan-1010) | no | CONTRIBUTOR | 1588d | `2026-06-01T06:07:21Z` | 2 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 2 | 1 | mixed | low | low | — |
 | `J3r3myPerera` | [profile](https://github.com/J3r3myPerera) | no | CONTRIBUTOR | 1323d | `2026-05-20T14:37:39Z` | 2 | 1 | mixed | moderate | low | no visible non-self stars |
-| `Partha-Shankar` | [profile](https://github.com/Partha-Shankar) | no | FIRST_TIME_CONTRIBUTOR | 947d | `2026-07-08T05:54:35Z` | 2 | 1 | mixed | moderate | low | high open PR share; targets high-star repos |
+| `Partha-Shankar` | [profile](https://github.com/Partha-Shankar) | no | CONTRIBUTOR | 947d | `2026-07-08T05:54:35Z` | 2 | 1 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `Sainava` | [profile](https://github.com/Sainava) | no | CONTRIBUTOR | 865d | `2026-06-09T09:43:45Z` | 2 | 1 | mixed | moderate | low | — |
 | `VIUK-XV` | [profile](https://github.com/VIUK-XV) | no | FIRST_TIME_CONTRIBUTOR | 386d | `2026-07-04T12:21:47Z` | 2 | 1 | weak | moderate | low | high open PR share |
 | `Abhijeet1815` | [profile](https://github.com/Abhijeet1815) | no | FIRST_TIME_CONTRIBUTOR | 611d | `2026-06-16T19:12:22Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Ace3Z` | [profile](https://github.com/Ace3Z) | no | CONTRIBUTOR | 2598d | `2026-05-24T21:47:03Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Achyuthan-S` | [profile](https://github.com/Achyuthan-S) | no | NONE | 1368d | `2026-06-06T07:20:32Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `aoright` | [profile](https://github.com/aoright) | no | NONE | 1548d | `2026-06-30T04:02:20Z` | 2 | 0 | weak | high | medium | broad repo spread; high open PR share; targets high-star repos |
-| `ArjunSrivastava1` | [profile](https://github.com/ArjunSrivastava1) | no | CONTRIBUTOR | 430d | `2026-05-07T18:36:08Z` | 2 | 0 | weak | moderate | low | high open PR share |
 | `avihu111` | [profile](https://github.com/avihu111) | no | CONTRIBUTOR | 2928d | `2026-04-29T11:45:47Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `bglglzd` | [profile](https://github.com/bglglzd) | no | NONE | 213d | `2026-07-12T08:39:28Z` | 2 | 0 | weak | high | medium | young account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `Bhavana998` | [profile](https://github.com/Bhavana998) | no | FIRST_TIME_CONTRIBUTOR | 447d | `2026-06-05T15:57:49Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -144,7 +141,7 @@
 | `primordialomegazero` | [profile](https://github.com/primordialomegazero) | no | FIRST_TIME_CONTRIBUTOR | 98d | `2026-06-18T22:40:42Z` | 2 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
 | `punyamodi` | [profile](https://github.com/punyamodi) | no | CONTRIBUTOR | 2156d | `2026-06-12T08:32:21Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `py-ai-dev` | [profile](https://github.com/py-ai-dev) | no | NONE | 78d | `2026-03-21T22:53:27Z` | 2 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
-| `rohanbalsaraf` | [profile](https://github.com/rohanbalsaraf) | no | FIRST_TIME_CONTRIBUTOR | 1145d | `2026-05-20T11:01:54Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `rohanbalsaraf` | [profile](https://github.com/rohanbalsaraf) | no | NONE | 1145d | `2026-05-20T11:01:54Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `srishtiii28` | [profile](https://github.com/srishtiii28) | no | FIRST_TIME_CONTRIBUTOR | 1008d | `2026-06-09T09:34:02Z` | 2 | 0 | mixed | low | low | — |
 | `w-Jessamine` | [profile](https://github.com/w-Jessamine) | no | FIRST_TIME_CONTRIBUTOR | 980d | `2026-06-28T20:34:00Z` | 2 | 0 | weak | moderate | low | high open PR share |
 | `XananasX7` | [profile](https://github.com/XananasX7) | no | NONE | 116d | `2026-06-28T03:40:37Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share |
@@ -159,6 +156,7 @@
 | `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 |
 | `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4292d | `2025-11-26T16:41:09Z` | 4 | 0 | weak | low | low | many recent closed-unmerged PRs; 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 |
+| `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 |
 | `fyhon` | [profile](https://github.com/fyhon) | no | FIRST_TIME_CONTRIBUTOR | 1467d | `2026-05-06T09:12:14Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | CONTRIBUTOR | 1082d | `2026-03-28T12:13:57Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `orbisai0security` | [profile](https://github.com/orbisai0security) | no | NONE | 242d | `2026-03-30T15:02:06Z` | 3 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share |
@@ -166,6 +164,7 @@
 | `oliverholworthy` | [profile](https://github.com/oliverholworthy) | no | CONTRIBUTOR | 5290d | `2026-01-26T21:42:45Z` | 2 | 2 | weak | moderate | low | high open PR share |
 | `Wauplin` | [profile](https://github.com/Wauplin) | no | MEMBER | 4075d | `2025-12-02T12:54:40Z` | 2 | 1 | strong | moderate | low | high recent PR volume |
 | `adil-a` | [profile](https://github.com/adil-a) | no | CONTRIBUTOR | 2704d | `2026-02-26T17:57:16Z` | 2 | 0 | mixed | moderate | low | high recent PR volume |
+| `ArjunSrivastava1` | [profile](https://github.com/ArjunSrivastava1) | no | CONTRIBUTOR | 430d | `2026-05-07T18:36:08Z` | 2 | 0 | weak | moderate | low | high open PR share |
 | `glegendre01` | [profile](https://github.com/glegendre01) | no | MEMBER | 1347d | `2026-04-21T12:37:31Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 3037d | `2026-04-10T11:59:37Z` | 2 | 0 | strong | high | low | high recent PR volume; broad repo spread |
 | `humanprojectceo` | [profile](https://github.com/humanprojectceo) | no | NONE | 279d | `2025-12-21T23:21:38Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -204,7 +203,7 @@
 | `shubhammr21` | [profile](https://github.com/shubhammr21) | no | FIRST_TIME_CONTRIBUTOR | 4155d | `2026-05-22T10:45:10Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `silicon-dispatch-100` | [profile](https://github.com/silicon-dispatch-100) | no | FIRST_TIMER | 3377d | `2026-06-24T06:33:39Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `sisaman` | [profile](https://github.com/sisaman) | no | CONTRIBUTOR | 4905d | `2026-06-17T15:54:08Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
-| `XanxusCrypto` | [profile](https://github.com/XanxusCrypto) | no | FIRST_TIME_CONTRIBUTOR | 3282d | `2026-04-02T09:17:32Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `XanxusCrypto` | [profile](https://github.com/XanxusCrypto) | no | CONTRIBUTOR | 3282d | `2026-04-02T09:17:32Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `0Sh1khar` | [profile](https://github.com/0Sh1khar) | no | NONE | 660d | `2026-05-18T14:31:57Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `abcd1927` | [profile](https://github.com/abcd1927) | no | CONTRIBUTOR | 2561d | `2026-05-18T08:06:44Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `abderahmane-ai` | [profile](https://github.com/abderahmane-ai) | no | NONE | 294d | `2026-06-18T22:40:41Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
@@ -215,7 +214,6 @@
 | `Ahwar` | [profile](https://github.com/Ahwar) | no | FIRST_TIME_CONTRIBUTOR | 3615d | `2026-06-05T15:26:06Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `akoumpa` | [profile](https://github.com/akoumpa) | no | FIRST_TIME_CONTRIBUTOR | 917d | `2026-06-10T19:31:49Z` | 1 | 0 | mixed | low | low | high recent PR volume |
 | `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 |
 | `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 |
 | `andylin-hao` | [profile](https://github.com/andylin-hao) | no | CONTRIBUTOR | 3162d | `2026-06-04T03:53:20Z` | 1 | 0 | strong | moderate | low | — |
@@ -287,6 +285,7 @@
 | `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 |
+| `KKothuri` | [profile](https://github.com/KKothuri) | yes | FIRST_TIME_CONTRIBUTOR | 3216d | `2026-07-14T08:59:57Z` | 1 | 0 | mixed | moderate | low | 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 |
 | `labAxiaoming` | [profile](https://github.com/labAxiaoming) | no | FIRST_TIME_CONTRIBUTOR | 3144d | `2026-07-07T13:04:02Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `lakshmiprasanna07` | [profile](https://github.com/lakshmiprasanna07) | no | NONE | 1219d | `2026-07-03T19:17:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -322,7 +321,7 @@
 | `pariidanDKE` | [profile](https://github.com/pariidanDKE) | no | CONTRIBUTOR | 2103d | `2026-07-07T19:10:11Z` | 1 | 0 | mixed | low | low | — |
 | `petecao` | [profile](https://github.com/petecao) | no | CONTRIBUTOR | 2982d | `2026-05-25T19:01:18Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `PINKIIILQWQ` | [profile](https://github.com/PINKIIILQWQ) | no | NONE | 333d | `2026-06-16T20:11:32Z` | 1 | 0 | weak | high | medium | young account; high recent PR volume; broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `Prakhar54-byte` | [profile](https://github.com/Prakhar54-byte) | no | FIRST_TIME_CONTRIBUTOR | 861d | `2026-07-13T18:02:09Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread; high open PR share |
+| `Prakhar54-byte` | [profile](https://github.com/Prakhar54-byte) | no | NONE | 861d | `2026-07-13T18:02:09Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread; high open PR share |
 | `professoralbay` | [profile](https://github.com/professoralbay) | no | FIRST_TIMER | 780d | `2026-06-03T20:51:18Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Protocol-zero-0` | [profile](https://github.com/Protocol-zero-0) | no | NONE | 110d | `2026-05-16T15:42:56Z` | 1 | 0 | weak | very high | high | young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `Pruthvi226` | [profile](https://github.com/Pruthvi226) | no | NONE | 657d | `2026-06-26T13:43:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -358,6 +357,7 @@
 | `snehasuman019` | [profile](https://github.com/snehasuman019) | no | NONE | 474d | `2026-05-29T16:36:41Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `snkii` | [profile](https://github.com/snkii) | no | FIRST_TIME_CONTRIBUTOR | 2654d | `2026-07-11T06:10:43Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `someaka` | [profile](https://github.com/someaka) | no | NONE | 1845d | `2026-06-07T17:49:40Z` | 1 | 0 | weak | moderate | medium | high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
+| `souvikDevloper` | [profile](https://github.com/souvikDevloper) | yes | FIRST_TIME_CONTRIBUTOR | 1110d | `2026-07-12T05:49:14Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `srinjoy356` | [profile](https://github.com/srinjoy356) | no | FIRST_TIME_CONTRIBUTOR | 992d | `2026-05-26T18:36:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `sshivampeta` | [profile](https://github.com/sshivampeta) | no | CONTRIBUTOR | 2929d | `2026-07-04T17:25:37Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `subin9` | [profile](https://github.com/subin9) | no | FIRST_TIME_CONTRIBUTOR | 1577d | `2026-07-02T05:11:17Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -366,7 +366,7 @@
 | `ted-mosi` | [profile](https://github.com/ted-mosi) | no | FIRST_TIME_CONTRIBUTOR | 3d | `2026-06-05T13:30:42Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Ternura143` | [profile](https://github.com/Ternura143) | no | CONTRIBUTOR | 1583d | `2026-05-31T14:17:55Z` | 1 | 0 | strong | moderate | low | — |
 | `trducng` | [profile](https://github.com/trducng) | no | CONTRIBUTOR | 3050d | `2026-05-18T04:44:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `vakudo` | [profile](https://github.com/vakudo) | no | FIRST_TIME_CONTRIBUTOR | 1218d | `2026-07-13T22:52:41Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
+| `vakudo` | [profile](https://github.com/vakudo) | no | NONE | 1218d | `2026-07-13T22:52:41Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
 | `Vanshajrawat` | [profile](https://github.com/Vanshajrawat) | no | NONE | 1600d | `2026-05-30T19:38:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `W-Akrabi` | [profile](https://github.com/W-Akrabi) | no | NONE | 1346d | `2026-06-07T22:07:11Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `wangyi7099` | [profile](https://github.com/wangyi7099) | no | FIRST_TIME_CONTRIBUTOR | 3473d | `2026-06-11T00:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -456,12 +456,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
 - repo first seen: `2026-01-21T16:52:29Z`
-- repo last seen: `2026-07-13T15:52:55Z`
+- repo last seen: `2026-07-14T08:17:30Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **114**
 - snapshot authored PRs/issues: **107 PRs / 7 issues**
-- snapshot discussion activity: **200 comments / 233 reviews / 209 review comments**
+- snapshot discussion activity: **203 comments / 233 reviews / 209 review comments**
 - account age: **5839 days**
 - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
 - public orgs: `AFPy`, `faitmain`, `circus-tent`
@@ -581,11 +581,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
 - repo first seen: `2025-09-11T21:27:59Z`
-- repo last seen: `2026-07-14T01:28:35Z`
+- repo last seen: `2026-07-14T10:19:11Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **53**
-- snapshot authored PRs/issues: **52 PRs / 1 issues**
+- repo primary artifacts: **55**
+- snapshot authored PRs/issues: **54 PRs / 1 issues**
 - snapshot discussion activity: **75 comments / 222 reviews / 234 review comments**
 - account age: **1813 days**
 - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
@@ -594,9 +594,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #47318: [Nit] Add kernels_fallback_ok kwarg to is_flash_attn_N_available](https://github.com/huggingface/transformers/pull/47318) — open
+- [PR #47316: [Improvement] Re-structure sonic MoE kernel interface to use a Handle object](https://github.com/huggingface/transformers/pull/47316) — open
 - [PR #47311: [Nit] Add expectations for gemma4 tests on H100](https://github.com/huggingface/transformers/pull/47311) — open
-- [PR #47291: Deprecate CB config in gen configuration](https://github.com/huggingface/transformers/pull/47291) — open
-- [PR #47290: [Improvement] Formalize KV sharing](https://github.com/huggingface/transformers/pull/47290) — open
 - [Issue #46516: [Continuous batching] Tracker for issues and feature requests](https://github.com/huggingface/transformers/issues/46516) — open
 
 ### `SunMarc`
@@ -630,12 +630,12 @@ 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: `2026-07-13T13:56:49Z`
+- repo last seen: `2026-07-14T12:00:06Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **48**
 - snapshot authored PRs/issues: **48 PRs / 0 issues**
-- snapshot discussion activity: **908 comments / 358 reviews / 238 review comments**
+- snapshot discussion activity: **910 comments / 359 reviews / 238 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`
@@ -746,6 +746,32 @@ Example artifacts:
 - [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — closed
 - [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
 
+### `IlyasMoutawwakil`
+
+- profile: [github.com/IlyasMoutawwakil](https://github.com/IlyasMoutawwakil)
+- 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: `2026-07-14T12:01:51Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **38**
+- snapshot authored PRs/issues: **34 PRs / 4 issues**
+- snapshot discussion activity: **87 comments / 511 reviews / 468 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`
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #47313: DeepGEMM shouldn't pad on SM90](https://github.com/huggingface/transformers/pull/47313) — open
+- [PR #47243: Executorch exporter fixes](https://github.com/huggingface/transformers/pull/47243) — open
+- [PR #47242: Remove Executorch from CI until latest version is supported and fully tested on CI env](https://github.com/huggingface/transformers/pull/47242) — closed, merged
+- [Issue #46443: Vision RoPE refactor](https://github.com/huggingface/transformers/issues/46443) — open
+- [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
+- [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
+
 ### `3outeille`
 
 - profile: [github.com/3outeille](https://github.com/3outeille)
@@ -765,37 +791,11 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #47289: Pipeline parallel native inference](https://github.com/huggingface/transformers/pull/47289) — open, draft
+- [PR #47289: Pipeline parallel naive inference](https://github.com/huggingface/transformers/pull/47289) — open, draft
 - [PR #47244: tests only for the top 10 download models](https://github.com/huggingface/transformers/pull/47244) — closed, merged
 - [PR #47237: Fix DistributedConfig docstring for unimplemented sp_plan ](https://github.com/huggingface/transformers/pull/47237) — closed, merged
 - [Issue #46187: cohere2_moe fails training + tensor parallel tests](https://github.com/huggingface/transformers/issues/46187) — closed
 
-### `IlyasMoutawwakil`
-
-- profile: [github.com/IlyasMoutawwakil](https://github.com/IlyasMoutawwakil)
-- 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: `2026-07-11T13:03:19Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **37**
-- snapshot authored PRs/issues: **33 PRs / 4 issues**
-- snapshot discussion activity: **87 comments / 502 reviews / 461 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`
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #47243: Executorch exporter fixes](https://github.com/huggingface/transformers/pull/47243) — open
-- [PR #47242: Remove Executorch from CI until latest version is supported and fully tested on CI env](https://github.com/huggingface/transformers/pull/47242) — closed, merged
-- [PR #47171: nCompass triton-moe experts integration](https://github.com/huggingface/transformers/pull/47171) — open, draft
-- [Issue #46443: Vision RoPE refactor](https://github.com/huggingface/transformers/issues/46443) — open
-- [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
-- [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
-
 ### `eustlb`
 
 - profile: [github.com/eustlb](https://github.com/eustlb)
@@ -1155,12 +1155,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
 - repo first seen: `2024-06-13T14:13:17Z`
-- repo last seen: `2026-07-13T13:06:38Z`
+- repo last seen: `2026-07-14T07:57:24Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **14**
 - snapshot authored PRs/issues: **13 PRs / 1 issues**
-- snapshot discussion activity: **54 comments / 261 reviews / 740 review comments**
+- snapshot discussion activity: **54 comments / 262 reviews / 741 review comments**
 - account age: **2914 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -1336,29 +1336,6 @@ Example artifacts:
 - [Issue #46731: LabelSmoother ignores num_items_in_batch, inflating gradients by ~gradient_accumulation_steps with label smoothing](https://github.com/huggingface/transformers/issues/46731) — open
 - [Issue #46519: StopStringCriteria misses CJK stop strings on byte-level tokenizers when a character splits into byte-fragment tokens](https://github.com/huggingface/transformers/issues/46519) — closed
 
-### `AmineDiro`
-
-- profile: [github.com/AmineDiro](https://github.com/AmineDiro)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAmineDiro)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAmineDiro)
-- repo first seen: `2026-04-14T15:35:56Z`
-- repo last seen: `2026-05-29T20:43:17Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **9**
-- snapshot authored PRs/issues: **9 PRs / 0 issues**
-- snapshot discussion activity: **19 comments / 16 reviews / 16 review comments**
-- account age: **3865 days**
-- recent public PR activity: **17 PRs** (8 merged / 1 closed-unmerged / 8 open; merged rate **47%**, closed-unmerged rate **6%**, open rate **47%**)
-- public orgs: `huggingface`
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46126: EP + Trainer integration on top of DistributedConfig (#45028)](https://github.com/huggingface/transformers/pull/46126) — open
-- [PR #46113: clip_grad_norm avoid O(global_params) replication](https://github.com/huggingface/transformers/pull/46113) — open
-- [PR #45994: Trainer.compute_loss: fix loss over-counting under TP and EP-as-TP](https://github.com/huggingface/transformers/pull/45994) — closed, merged
-
 ### `albertvillanova`
 
 - profile: [github.com/albertvillanova](https://github.com/albertvillanova)
@@ -1649,12 +1626,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AleaderofARS)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AleaderofARS)
 - repo first seen: `2025-12-04T12:38:46Z`
-- repo last seen: `2026-07-13T16:22:16Z`
+- repo last seen: `2026-07-14T09:11:30Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **7 comments / 6 reviews / 6 review comments**
+- snapshot discussion activity: **8 comments / 6 reviews / 6 review comments**
 - account age: **660 days**
 - recent public PR activity: **19 PRs** (18 merged / 0 closed-unmerged / 1 open; merged rate **95%**, closed-unmerged rate **0%**, open rate **5%**)
 - public orgs: none visible
@@ -1672,11 +1649,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asharmax-vikas)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asharmax-vikas)
 - repo first seen: `2026-06-18T18:50:23Z`
-- repo last seen: `2026-06-29T10:28:21Z`
+- repo last seen: `2026-07-14T09:58:02Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **10**
-- snapshot authored PRs/issues: **5 PRs / 5 issues**
+- repo primary artifacts: **11**
+- snapshot authored PRs/issues: **5 PRs / 6 issues**
 - snapshot discussion activity: **3 comments / 2 reviews / 2 review comments**
 - account age: **702 days**
 - recent public PR activity: **8 PRs** (0 merged / 1 closed-unmerged / 7 open; merged rate **0%**, closed-unmerged rate **12%**, open rate **88%**)
@@ -1688,9 +1665,9 @@ Example artifacts:
 - [PR #46933: [Gemma4] Fix dtype casting for quantized vision/audio embedders](https://github.com/huggingface/transformers/pull/46933) — closed, merged
 - [PR #46898: Fix Florence2 training-loss double-shift (same pattern as Moonshine #…](https://github.com/huggingface/transformers/pull/46898) — closed, merged
 - [PR #46895: Fix CohereASR training-loss double-shift (same as Moonshine fix #46784)](https://github.com/huggingface/transformers/pull/46895) — open
+- [Issue #47317: PPFormulaNet training-loss bug](https://github.com/huggingface/transformers/issues/47317) — open
 - [Issue #46932: [Gemma4] Fix dtype casting for quantized vision/audio embedders (same as #46904)](https://github.com/huggingface/transformers/issues/46932) — closed
 - [Issue #46897: Florence2 training-loss double-shift bug (same pattern as Moonshine #46784)](https://github.com/huggingface/transformers/issues/46897) — closed
-- [Issue #46894: CohereASR training-loss double-shift bug (same pattern as Moonshine #46784)](https://github.com/huggingface/transformers/issues/46894) — open
 
 ### `filipinescu`
 
@@ -1945,29 +1922,6 @@ Example artifacts:
 - [PR #47287: Fix NaN loss in metrics when eval dataset produces no losses](https://github.com/huggingface/transformers/pull/47287) — closed
 - [PR #47286: Fix pad_token_id=0 silently replaced by eos_token_id in beam search](https://github.com/huggingface/transformers/pull/47286) — closed
 
-### `TheShreyanshiDwivedi`
-
-- profile: [github.com/TheShreyanshiDwivedi](https://github.com/TheShreyanshiDwivedi)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ATheShreyanshiDwivedi)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ATheShreyanshiDwivedi)
-- repo first seen: `2026-05-15T10:01:57Z`
-- repo last seen: `2026-05-15T12:28:33Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **87 days**
-- recent public PR activity: **4 PRs** (0 merged / 0 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #45993: fix: enable _supports_flash_attn_2 for EOMT](https://github.com/huggingface/transformers/pull/45993) — closed
-- [PR #45992: perf: replace degenerate Conv3d with Linear in Qwen VL patch embedding](https://github.com/huggingface/transformers/pull/45992) — closed
-- [PR #45991: feat: enable Flash Attention 2 for T5Gemma2](https://github.com/huggingface/transformers/pull/45991) — closed
-
 ### `ZAID646`
 
 - profile: [github.com/ZAID646](https://github.com/ZAID646)
@@ -2253,12 +2207,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asamyuktahegde)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asamyuktahegde)
 - repo first seen: `2026-07-06T07:32:26Z`
-- repo last seen: `2026-07-10T08:29:07Z`
+- repo last seen: `2026-07-14T07:29:12Z`
 - 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**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - account age: **3567 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
@@ -2385,6 +2339,29 @@ Example artifacts:
 - [PR #46759: Default Gemma4 processor text padding to False (align with Gemma3 / Qwen3-VL)](https://github.com/huggingface/transformers/pull/46759) — closed
 - [PR #46148: [Qwen3Next] preserve linear-attn-mask optimization under torch.compile/export](https://github.com/huggingface/transformers/pull/46148) — open
 
+### `AmineDiro`
+
+- profile: [github.com/AmineDiro](https://github.com/AmineDiro)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAmineDiro)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAmineDiro)
+- repo first seen: `2026-04-14T15:35:56Z`
+- repo last seen: `2026-05-29T20:43:17Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **9**
+- snapshot authored PRs/issues: **9 PRs / 0 issues**
+- snapshot discussion activity: **19 comments / 16 reviews / 16 review comments**
+- account age: **3865 days**
+- recent public PR activity: **17 PRs** (8 merged / 1 closed-unmerged / 8 open; merged rate **47%**, closed-unmerged rate **6%**, open rate **47%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46126: EP + Trainer integration on top of DistributedConfig (#45028)](https://github.com/huggingface/transformers/pull/46126) — open
+- [PR #46113: clip_grad_norm avoid O(global_params) replication](https://github.com/huggingface/transformers/pull/46113) — open
+- [PR #45994: Trainer.compute_loss: fix loss over-counting under TP and EP-as-TP](https://github.com/huggingface/transformers/pull/45994) — closed, merged
+
 ### `Charly21r`
 
 - profile: [github.com/Charly21r](https://github.com/Charly21r)
@@ -2600,29 +2577,6 @@ Example artifacts:
 - [PR #45918: Add initial torch_tpu backend support](https://github.com/huggingface/transformers/pull/45918) — closed, merged
 - [Issue #46846: [Qwen3.5] Missing `linear_attn` entries in `base_model_tp_plan` causes OOM and shape error at TP>1](https://github.com/huggingface/transformers/issues/46846) — closed
 
-### `Chao1Han`
-
-- profile: [github.com/Chao1Han](https://github.com/Chao1Han)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AChao1Han)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AChao1Han)
-- repo first seen: `2026-05-14T09:13:18Z`
-- repo last seen: `2026-06-22T03:05:15Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 2 reviews / 2 review comments**
-- account age: **1422 days**
-- recent public PR activity: **22 PRs** (8 merged / 2 closed-unmerged / 12 open; merged rate **36%**, closed-unmerged rate **9%**, open rate **55%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share**
-
-Example artifacts:
-- [PR #46024: fix(llama4): align MoE interface for EP/TP compatibility](https://github.com/huggingface/transformers/pull/46024) — open
-- [PR #45989: [Llama4] Adopt `@use_experts_implementation` standard interface](https://github.com/huggingface/transformers/pull/45989) — closed
-- [PR #45976: Fix `MoeTensorParalellExperts` crash for Llama4 pre-weighted MoE experts (EP support)](https://github.com/huggingface/transformers/pull/45976) — closed
-
 ### `VectorPeak`
 
 - profile: [github.com/VectorPeak](https://github.com/VectorPeak)
@@ -2750,7 +2704,7 @@ Example artifacts:
 - repo first seen: `2026-07-08T05:54:35Z`
 - repo last seen: `2026-07-14T02:55:29Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **2 PRs / 1 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
@@ -2762,8 +2716,8 @@ Example artifacts:
 
 Example artifacts:
 - [PR #47167: chore(qa): fix Windows compatibility for type checker excludes](https://github.com/huggingface/transformers/pull/47167) — open
-- [PR #47158: [generation] Fix misleading synced_gpus warning in continuous batching](https://github.com/huggingface/transformers/pull/47158) — open
-- [Issue #47276: Misleading synced_gpus warning message in continuous batching](https://github.com/huggingface/transformers/issues/47276) — open
+- [PR #47158: [generation] Fix misleading synced_gpus warning in continuous batching](https://github.com/huggingface/transformers/pull/47158) — closed, merged
+- [Issue #47276: Misleading synced_gpus warning message in continuous batching](https://github.com/huggingface/transformers/issues/47276) — closed
 
 ### `Sainava`
 
@@ -2899,28 +2853,6 @@ Example artifacts:
 - [PR #46987: fix(models): fix MPS float64 type compatibility crashes for MusicFlamingo and UDOP](https://github.com/huggingface/transformers/pull/46987) — closed
 - [PR #46973: Fix AttributeError when window_size is set in TimesFm2_5ModelForPrediction](https://github.com/huggingface/transformers/pull/46973) — closed
 
-### `ArjunSrivastava1`
-
-- profile: [github.com/ArjunSrivastava1](https://github.com/ArjunSrivastava1)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArjunSrivastava1)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArjunSrivastava1)
-- repo first seen: `2026-05-07T18:36:08Z`
-- repo last seen: `2026-06-04T10:00:49Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **46 comments / 0 reviews / 0 review comments**
-- account age: **430 days**
-- recent public PR activity: **6 PRs** (1 merged / 2 closed-unmerged / 3 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share**
-
-Example artifacts:
-- [PR #46319: docs: customizing models.md, better comments for resnetconfig class](https://github.com/huggingface/transformers/pull/46319) — open
-- [PR #45988: docs: Fix formatting issues in weightconverter.md](https://github.com/huggingface/transformers/pull/45988) — closed, merged
-
 ### `avihu111`
 
 - profile: [github.com/avihu111](https://github.com/avihu111)
@@ -3280,12 +3212,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alcheng321)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alcheng321)
 - repo first seen: `2026-06-20T07:49:11Z`
-- repo last seen: `2026-07-11T04:58:28Z`
+- repo last seen: `2026-07-14T07:13:20Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
 - account age: **2614 days**
 - recent public PR activity: **21 PRs** (4 merged / 9 closed-unmerged / 8 open; merged rate **19%**, closed-unmerged rate **43%**, open rate **38%**)
 - public orgs: none visible
@@ -3524,7 +3456,7 @@ Example artifacts:
 - repo first seen: `2026-05-20T11:01:54Z`
 - repo last seen: `2026-05-20T18:41:24Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- 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**
@@ -3535,7 +3467,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46124: Fix crash and tokenization mismatch in speculative decoding with different tokenizers](https://github.com/huggingface/transformers/pull/46124) — open
+- [PR #46124: Fix crash and tokenization mismatch in speculative decoding with different tokenizers](https://github.com/huggingface/transformers/pull/46124) — closed
 - [PR #46117: [Generation] Fix continuous batching crash when out of memory during …](https://github.com/huggingface/transformers/pull/46117) — closed
 
 ### `srishtiii28`
@@ -3632,12 +3564,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atomaarsen)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atomaarsen)
 - repo first seen: `2025-12-02T16:00:11Z`
-- repo last seen: `2026-07-09T09:41:32Z`
+- repo last seen: `2026-07-14T11:36:28Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **26**
 - snapshot authored PRs/issues: **19 PRs / 7 issues**
-- snapshot discussion activity: **64 comments / 157 reviews / 153 review comments**
+- snapshot discussion activity: **65 comments / 157 reviews / 153 review comments**
 - account age: **3012 days**
 - recent public PR activity: **52 PRs** (50 merged / 0 closed-unmerged / 2 open; merged rate **96%**, closed-unmerged rate **0%**, open rate **4%**)
 - public orgs: `nltk`, `huggingface`, `embeddings-benchmark`, `Hugging-Face-Helping-Hand`
@@ -3862,6 +3794,29 @@ Example artifacts:
 - [PR #43888: Support for BharatGen's Param2MoE model architecture](https://github.com/huggingface/transformers/pull/43888) — closed
 - [PR #43752: Param2moe v4.52.3](https://github.com/huggingface/transformers/pull/43752) — closed
 
+### `Chao1Han`
+
+- profile: [github.com/Chao1Han](https://github.com/Chao1Han)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AChao1Han)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AChao1Han)
+- repo first seen: `2026-05-14T09:13:18Z`
+- repo last seen: `2026-06-22T03:05:15Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **6 comments / 2 reviews / 2 review comments**
+- account age: **1422 days**
+- recent public PR activity: **22 PRs** (8 merged / 2 closed-unmerged / 12 open; merged rate **36%**, closed-unmerged rate **9%**, open rate **55%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share**
+
+Example artifacts:
+- [PR #46024: fix(llama4): align MoE interface for EP/TP compatibility](https://github.com/huggingface/transformers/pull/46024) — open
+- [PR #45989: [Llama4] Adopt `@use_experts_implementation` standard interface](https://github.com/huggingface/transformers/pull/45989) — closed
+- [PR #45976: Fix `MoeTensorParalellExperts` crash for Llama4 pre-weighted MoE experts (EP support)](https://github.com/huggingface/transformers/pull/45976) — closed
+
 ### `fyhon`
 
 - profile: [github.com/fyhon](https://github.com/fyhon)
@@ -4023,6 +3978,28 @@ Example artifacts:
 - [PR #46857: docs: Update NeMo AutoModel doc examples](https://github.com/huggingface/transformers/pull/46857) — closed, merged
 - [PR #44304: docs: Add NeMo Automodel community integration docs](https://github.com/huggingface/transformers/pull/44304) — closed, merged
 
+### `ArjunSrivastava1`
+
+- profile: [github.com/ArjunSrivastava1](https://github.com/ArjunSrivastava1)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArjunSrivastava1)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArjunSrivastava1)
+- repo first seen: `2026-05-07T18:36:08Z`
+- repo last seen: `2026-06-04T10:00:49Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **46 comments / 0 reviews / 0 review comments**
+- account age: **430 days**
+- recent public PR activity: **6 PRs** (1 merged / 2 closed-unmerged / 3 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share**
+
+Example artifacts:
+- [PR #46319: docs: customizing models.md, better comments for resnetconfig class](https://github.com/huggingface/transformers/pull/46319) — open
+- [PR #45988: docs: Fix formatting issues in weightconverter.md](https://github.com/huggingface/transformers/pull/45988) — closed, merged
+
 ### `glegendre01`
 
 - profile: [github.com/glegendre01](https://github.com/glegendre01)
@@ -4695,12 +4672,12 @@ 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: `2026-07-13T22:44:03Z`
+- repo last seen: `2026-07-14T11:36:01Z`
 - 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: **37 comments / 29 reviews / 29 review comments**
+- snapshot discussion activity: **38 comments / 29 reviews / 29 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`
@@ -4873,7 +4850,7 @@ Example artifacts:
 - repo first seen: `2026-04-02T09:17:32Z`
 - repo last seen: `2026-07-08T16:19:58Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -4884,7 +4861,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #47178: Fix hardcoded paths in siglip checkpoint/vocab loading](https://github.com/huggingface/transformers/pull/47178) — open
+- [PR #47178: Fix hardcoded paths in siglip checkpoint/vocab loading](https://github.com/huggingface/transformers/pull/47178) — closed, merged
 - [Issue #45183: [Bug] XOR logic for `input_ids`/`inputs_embeds` validation produces wrong or misleading error messages across multiple models](https://github.com/huggingface/transformers/issues/45183) — closed
 
 ### `0Sh1khar`
@@ -5097,27 +5074,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46261: feat(distributed): Ulysses Context Parallelism for attention](https://github.com/huggingface/transformers/pull/46261) — closed
 
-### `amanv0007`
-
-- profile: [github.com/amanv0007](https://github.com/amanv0007)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aamanv0007)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aamanv0007)
-- repo first seen: `2026-05-15T06:25:42Z`
-- repo last seen: `2026-05-15T06:25:42Z`
-- 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**
-- account age: **549 days**
-- recent public PR activity: **4 PRs** (0 merged / 0 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #45986: Fix MLX backend detection to respect HF_USE_MLX environment variable](https://github.com/huggingface/transformers/pull/45986) — closed
-
 ### `amauryfa`
 
 - profile: [github.com/amauryfa](https://github.com/amauryfa)
@@ -6609,6 +6565,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46042: docs(readme): use canonical `huggingface.co` domain in prose links](https://github.com/huggingface/transformers/pull/46042) — closed, merged
 
+### `KKothuri`
+
+- profile: [github.com/KKothuri](https://github.com/KKothuri)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKKothuri)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKKothuri)
+- repo first seen: `2026-07-14T08:59:57Z`
+- repo last seen: `2026-07-14T08:59:57Z`
+- 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: **3216 days**
+- recent public PR activity: **11 PRs** (4 merged / 1 closed-unmerged / 6 open; merged rate **36%**, closed-unmerged rate **9%**, open rate **55%**)
+- public orgs: `ACM-NITW`
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #47315: Fix MoE expert decompression for non-32-divisible bit widths](https://github.com/huggingface/transformers/pull/47315) — open
+
 ### `kurtmckee`
 
 - profile: [github.com/kurtmckee](https://github.com/kurtmckee)
@@ -6762,12 +6739,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALevelVoid)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALevelVoid)
 - repo first seen: `2026-07-09T15:16:26Z`
-- repo last seen: `2026-07-13T07:45:51Z`
+- repo last seen: `2026-07-14T10:25:19Z`
 - 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: **4 comments / 2 reviews / 2 review comments**
+- snapshot discussion activity: **6 comments / 2 reviews / 2 review comments**
 - account age: **983 days**
 - recent public PR activity: **7 PRs** (6 merged / 0 closed-unmerged / 1 open; merged rate **86%**, closed-unmerged rate **0%**, open rate **14%**)
 - public orgs: none visible
@@ -7352,7 +7329,7 @@ Example artifacts:
 - repo first seen: `2026-07-13T18:02:09Z`
 - repo last seen: `2026-07-13T18:30:22Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
@@ -7363,7 +7340,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; broad repo spread; high open PR share**
 
 Example artifacts:
-- [PR #47305: piepline strming info added in md file](https://github.com/huggingface/transformers/pull/47305) — open
+- [PR #47305: piepline strming info added in md file](https://github.com/huggingface/transformers/pull/47305) — closed
 
 ### `professoralbay`
 
@@ -7896,12 +7873,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AShareLer)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AShareLer)
 - repo first seen: `2026-07-08T10:26:48Z`
-- repo last seen: `2026-07-08T10:26:48Z`
+- repo last seen: `2026-07-14T11:51:20Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - account age: **2684 days**
 - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: none visible
@@ -8100,6 +8077,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46476: Fix: skip caching_allocator_warmup for non-CUDA/XPU accelerator devices](https://github.com/huggingface/transformers/pull/46476) — closed
 
+### `souvikDevloper`
+
+- profile: [github.com/souvikDevloper](https://github.com/souvikDevloper)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AsouvikDevloper)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AsouvikDevloper)
+- repo first seen: `2026-07-12T05:49:14Z`
+- repo last seen: `2026-07-14T08:33:13Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **1110 days**
+- recent public PR activity: **17 PRs** (3 merged / 5 closed-unmerged / 9 open; merged rate **18%**, closed-unmerged rate **29%**, open rate **53%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #47314: Keep user-typed multimodal placeholders out of the placeholder expansion](https://github.com/huggingface/transformers/pull/47314) — open
+
 ### `srinjoy356`
 
 - profile: [github.com/srinjoy356](https://github.com/srinjoy356)
@@ -8276,7 +8274,7 @@ Example artifacts:
 - repo first seen: `2026-07-13T22:52:41Z`
 - repo last seen: `2026-07-13T22:52:41Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -8287,7 +8285,7 @@ Example artifacts:
 - heuristic read: **high open PR share; no visible non-self stars**
 
 Example artifacts:
-- [PR #47308: Fix misleading synced_gpus warning in continuous batching](https://github.com/huggingface/transformers/pull/47308) — open
+- [PR #47308: Fix misleading synced_gpus warning in continuous batching](https://github.com/huggingface/transformers/pull/47308) — closed
 
 ### `Vanshajrawat`
 

new_contributors.parquet

@@ -1,3 +1,3 @@
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