Refresh transformers dataset snapshot 20260720T060031Z

README.md

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

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260719T180031Z`
-- Generated: `2026-07-19T18:01:10Z`
+- Snapshot: `20260720T060031Z`
+- Generated: `2026-07-20T06:01:20Z`
 - Activity window: `60d`
-- Contributors: `361`
+- Contributors: `356`
 
 ## Summary
 
@@ -90,7 +90,6 @@
 | `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 |
-| `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
 | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5791d | `2024-10-17T15:17:05Z` | 11 | 0 | strong | moderate | low | high recent PR volume; 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 | — |
@@ -116,7 +115,6 @@
 | `atharvajoshi10` | [profile](https://github.com/atharvajoshi10) | no | CONTRIBUTOR | 3285d | `2026-07-08T22:49:00Z` | 2 | 0 | mixed | 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 |
-| `blipbyte` | [profile](https://github.com/blipbyte) | no | CONTRIBUTOR | 2606d | `2026-05-20T19:46:05Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
 | `ChangyiYang` | [profile](https://github.com/ChangyiYang) | no | CONTRIBUTOR | 1384d | `2026-06-12T07:03:59Z` | 2 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `faustomilletari` | [profile](https://github.com/faustomilletari) | no | NONE | 4013d | `2026-07-09T18:24:24Z` | 2 | 0 | strong | moderate | low | — |
 | `Functionhx` | [profile](https://github.com/Functionhx) | no | FIRST_TIME_CONTRIBUTOR | 753d | `2026-07-09T12:40:10Z` | 2 | 0 | weak | high | low | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
@@ -143,7 +141,6 @@
 | `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 |
 | `ZubairAli999` | [profile](https://github.com/ZubairAli999) | no | NONE | 1721d | `2026-07-07T09:31:21Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
 | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 3012d | `2025-12-02T16:00:11Z` | 19 | 7 | strong | high | low | high recent PR volume; broad repo spread; 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 |
 | `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 |
 | `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3267d | `2021-08-30T15:40:15Z` | 7 | 2 | strong | low | low | — |
 | `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 |
@@ -158,6 +155,7 @@
 | `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 |
 | `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 |
+| `blipbyte` | [profile](https://github.com/blipbyte) | no | CONTRIBUTOR | 2606d | `2026-05-20T19:46:05Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
 | `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 |
@@ -165,7 +163,6 @@
 | `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 |
 | `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 |
 | `ranjithchinnanan` | [profile](https://github.com/ranjithchinnanan) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-05-05T12:03:53Z` | 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 |
 | `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 |
 | `WilliamRoyNelson` | [profile](https://github.com/WilliamRoyNelson) | no | CONTRIBUTOR | 4404d | `2026-02-03T01:06:06Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `zRzRzRzRzRzRzR` | [profile](https://github.com/zRzRzRzRzRzRzR) | no | CONTRIBUTOR | 1671d | `2026-01-21T13:37:27Z` | 2 | 0 | strong | moderate | low | targets high-star repos |
@@ -173,7 +170,6 @@
 | `AliOsm` | [profile](https://github.com/AliOsm) | no | CONTRIBUTOR | 4434d | `2026-07-12T08:43:51Z` | 1 | 2 | strong | moderate | low | — |
 | `ir2718` | [profile](https://github.com/ir2718) | no | CONTRIBUTOR | 1648d | `2026-05-21T13:18:46Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `janbernloehr` | [profile](https://github.com/janbernloehr) | no | CONTRIBUTOR | 5413d | `2026-03-10T09:22:21Z` | 1 | 2 | strong | moderate | low | targets high-star repos |
-| `pasta-paul` | [profile](https://github.com/pasta-paul) | no | FIRST_TIME_CONTRIBUTOR | 932d | `2026-05-20T20:41:45Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 | `SelfSL` | [profile](https://github.com/SelfSL) | no | FIRST_TIMER | 1773d | `2026-07-18T21:38:55Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `abcgco` | [profile](https://github.com/abcgco) | no | FIRST_TIME_CONTRIBUTOR | 2524d | `2026-07-05T12:41:27Z` | 1 | 1 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `agiulucom42-del` | [profile](https://github.com/agiulucom42-del) | no | NONE | 194d | `2026-06-08T21:16:27Z` | 1 | 1 | strong | high | low | young account; high recent PR volume; broad repo spread |
@@ -189,7 +185,6 @@
 | `Jeronymous` | [profile](https://github.com/Jeronymous) | no | FIRST_TIME_CONTRIBUTOR | 3571d | `2026-07-10T13:02:21Z` | 1 | 1 | weak | moderate | low | high open PR share |
 | `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 |
-| `karnakarreddi` | [profile](https://github.com/karnakarreddi) | no | NONE | 3847d | `2026-05-20T05:12:29Z` | 1 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share |
 | `kratos0718` | [profile](https://github.com/kratos0718) | no | NONE | 427d | `2026-05-27T07:20:35Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `LauraGPT` | [profile](https://github.com/LauraGPT) | no | FIRST_TIME_CONTRIBUTOR | 3699d | `2026-05-24T11:07:04Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Madhav-000-s` | [profile](https://github.com/Madhav-000-s) | no | FIRST_TIME_CONTRIBUTOR | 661d | `2026-07-03T19:34:26Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -212,7 +207,7 @@
 | `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 |
 | `alwaysprince05` | [profile](https://github.com/alwaysprince05) | no | FIRST_TIME_CONTRIBUTOR | 383d | `2026-07-18T05:24:03Z` | 1 | 0 | weak | low | low | high open PR share; 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 |
+| `amauryfa` | [profile](https://github.com/amauryfa) | no | NONE | 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 | — |
 | `anshjaiswal12` | [profile](https://github.com/anshjaiswal12) | no | NONE | 2036d | `2026-07-05T13:26:56Z` | 1 | 0 | weak | high | low | high recent PR volume; broad repo spread; high open PR share |
@@ -262,6 +257,7 @@
 | `gmrnlg1971` | [profile](https://github.com/gmrnlg1971) | no | NONE | 19d | `2026-06-20T18:21:51Z` | 1 | 0 | weak | high | high | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `goanpeca` | [profile](https://github.com/goanpeca) | no | NONE | 4866d | `2026-06-17T03:02:47Z` | 1 | 0 | strong | very high | medium | extremely high recent PR volume; very broad repo spread |
 | `guinik` | [profile](https://github.com/guinik) | no | FIRST_TIME_CONTRIBUTOR | 1302d | `2026-05-23T07:48:33Z` | 1 | 0 | strong | low | low | — |
+| `hai1222` | [profile](https://github.com/hai1222) | yes | FIRST_TIMER | 4933d | `2026-07-20T03:59:48Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `HamzaDogann` | [profile](https://github.com/HamzaDogann) | no | NONE | 1672d | `2026-05-21T15:32:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Hannan-Komari` | [profile](https://github.com/Hannan-Komari) | no | NONE | 1308d | `2026-06-03T10:28:04Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs; no visible non-self stars |
 | `hanu-14` | [profile](https://github.com/hanu-14) | no | FIRST_TIME_CONTRIBUTOR | 1756d | `2026-07-18T07:34:31Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share |
@@ -273,7 +269,6 @@
 | `itxsamad1` | [profile](https://github.com/itxsamad1) | no | NONE | 635d | `2026-06-26T12:25:41Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `jacopopper` | [profile](https://github.com/jacopopper) | no | NONE | 1686d | `2026-05-31T20:04:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `jankipatel20` | [profile](https://github.com/jankipatel20) | no | NONE | 1001d | `2026-05-25T08:25:28Z` | 1 | 0 | strong | low | low | — |
-| `jmayank1511` | [profile](https://github.com/jmayank1511) | no | NONE | 2753d | `2026-05-20T18:13:18Z` | 1 | 0 | strong | moderate | low | no visible non-self stars |
 | `joaopedroassad` | [profile](https://github.com/joaopedroassad) | no | CONTRIBUTOR | 341d | `2026-06-02T19:08:14Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
 | `JohnnyWilson-Portfolio` | [profile](https://github.com/JohnnyWilson-Portfolio) | no | NONE | 532d | `2026-06-11T18:13:12Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `JOhnsonKC201` | [profile](https://github.com/JOhnsonKC201) | no | FIRST_TIME_CONTRIBUTOR | 702d | `2026-06-28T03:12:24Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
@@ -365,7 +360,7 @@
 | `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 |
 | `wasim-builds` | [profile](https://github.com/wasim-builds) | no | NONE | 1478d | `2026-07-15T15:49:19Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
-| `yashasvi-srivastava21` | [profile](https://github.com/yashasvi-srivastava21) | yes | FIRST_TIMER | 310d | `2026-07-19T17:14:33Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
+| `yashasvi-srivastava21` | [profile](https://github.com/yashasvi-srivastava21) | no | FIRST_TIMER | 310d | `2026-07-19T17:14:33Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Yooniel` | [profile](https://github.com/Yooniel) | no | CONTRIBUTOR | 2080d | `2026-05-21T15:59:30Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `YuChangHui` | [profile](https://github.com/YuChangHui) | no | FIRST_TIME_CONTRIBUTOR | 2154d | `2026-07-06T02:04:32Z` | 1 | 0 | strong | low | low | — |
 | `yuekaizhang` | [profile](https://github.com/yuekaizhang) | no | CONTRIBUTOR | 3305d | `2026-06-08T05:30:02Z` | 1 | 0 | mixed | moderate | low | high open PR share |
@@ -745,12 +740,12 @@ 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: `2026-07-18T07:43:11Z`
+- repo last seen: `2026-07-20T05:33:59Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **40**
 - snapshot authored PRs/issues: **36 PRs / 4 issues**
-- snapshot discussion activity: **87 comments / 548 reviews / 503 review comments**
+- snapshot discussion activity: **87 comments / 551 reviews / 505 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`
@@ -867,12 +862,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqgallouedec)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqgallouedec)
 - repo first seen: `2024-12-13T13:39:10Z`
-- repo last seen: `2026-07-19T17:59:01Z`
+- repo last seen: `2026-07-20T04:34:01Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **43**
 - snapshot authored PRs/issues: **28 PRs / 15 issues**
-- snapshot discussion activity: **75 comments / 57 reviews / 56 review comments**
+- snapshot discussion activity: **95 comments / 57 reviews / 56 review comments**
 - account age: **2692 days**
 - recent public PR activity: **128 PRs** (102 merged / 5 closed-unmerged / 21 open; merged rate **80%**, closed-unmerged rate **4%**, open rate **16%**)
 - public orgs: `huggingface`
@@ -1388,12 +1383,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIMvision12)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIMvision12)
 - repo first seen: `2022-10-14T20:02:21Z`
-- repo last seen: `2026-07-17T23:22:46Z`
+- repo last seen: `2026-07-20T02:54:11Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **9**
 - snapshot authored PRs/issues: **8 PRs / 1 issues**
-- snapshot discussion activity: **10 comments / 6 reviews / 6 review comments**
+- snapshot discussion activity: **10 comments / 11 reviews / 11 review comments**
 - account age: **1735 days**
 - recent public PR activity: **83 PRs** (80 merged / 3 closed-unmerged / 0 open; merged rate **96%**, closed-unmerged rate **4%**, open rate **0%**)
 - public orgs: none visible
@@ -2290,29 +2285,6 @@ 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
 
-### `yonigozlan`
-
-- profile: [github.com/yonigozlan](https://github.com/yonigozlan)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayonigozlan)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayonigozlan)
-- repo first seen: `2025-04-02T00:38:09Z`
-- repo last seen: `2026-05-20T21:47:18Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **32**
-- snapshot authored PRs/issues: **32 PRs / 0 issues**
-- snapshot discussion activity: **62 comments / 200 reviews / 386 review comments**
-- account age: **1978 days**
-- recent public PR activity: **15 PRs** (11 merged / 0 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
-- public orgs: `huggingface`
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #46130: Fix image-segmentation pipeline support for RF-DETR](https://github.com/huggingface/transformers/pull/46130) — closed, merged
-- [PR #46128: Add SAM 3.1 to Transformers](https://github.com/huggingface/transformers/pull/46128) — open
-- [PR #46041: Fix post processing RF-DETR](https://github.com/huggingface/transformers/pull/46041) — closed, merged
-
 ### `winglian`
 
 - profile: [github.com/winglian](https://github.com/winglian)
@@ -2893,28 +2865,6 @@ Example artifacts:
 - [PR #46454: Add bhavana to Open Github Wall🍉](https://github.com/huggingface/transformers/pull/46454) — closed
 - [PR #46452: add bhavana to open github wall 🍉](https://github.com/huggingface/transformers/pull/46452) — closed
 
-### `blipbyte`
-
-- profile: [github.com/blipbyte](https://github.com/blipbyte)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ablipbyte)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ablipbyte)
-- repo first seen: `2026-05-20T19:46:05Z`
-- repo last seen: `2026-06-17T12:28:49Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 5 reviews / 5 review comments**
-- account age: **2606 days**
-- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
-- public orgs: none visible
-- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
-- heuristic read: **no visible non-self stars**
-
-Example artifacts:
-- [PR #46375: [VITS] Un-skip test_model_forward](https://github.com/huggingface/transformers/pull/46375) — open
-- [PR #46125: Fix _is_package_available reporting available without a version](https://github.com/huggingface/transformers/pull/46125) — closed, merged
-
 ### `ChangyiYang`
 
 - profile: [github.com/ChangyiYang](https://github.com/ChangyiYang)
@@ -3492,29 +3442,6 @@ Example artifacts:
 - [Issue #45030: tiny-random glm4v configuration can't load due to config validation changes](https://github.com/huggingface/transformers/issues/45030) — closed
 - [Issue #44877: Strict config prevents loading `granite_speech` config](https://github.com/huggingface/transformers/issues/44877) — 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
-
 ### `zhang-prog`
 
 - profile: [github.com/zhang-prog](https://github.com/zhang-prog)
@@ -3839,6 +3766,28 @@ Example artifacts:
 - [PR #46306: fix: Enable flash_attention in Granite4Vision](https://github.com/huggingface/transformers/pull/46306) — closed
 - [PR #46031: Support Granite Speech NAR (NLE)](https://github.com/huggingface/transformers/pull/46031) — open
 
+### `blipbyte`
+
+- profile: [github.com/blipbyte](https://github.com/blipbyte)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ablipbyte)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ablipbyte)
+- repo first seen: `2026-05-20T19:46:05Z`
+- repo last seen: `2026-06-17T12:28:49Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **5 comments / 5 reviews / 5 review comments**
+- account age: **2606 days**
+- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
+- public orgs: none visible
+- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
+- heuristic read: **no visible non-self stars**
+
+Example artifacts:
+- [PR #46375: [VITS] Un-skip test_model_forward](https://github.com/huggingface/transformers/pull/46375) — open
+- [PR #46125: Fix _is_package_available reporting available without a version](https://github.com/huggingface/transformers/pull/46125) — closed, merged
+
 ### `glegendre01`
 
 - profile: [github.com/glegendre01](https://github.com/glegendre01)
@@ -3993,28 +3942,6 @@ Example artifacts:
 - [PR #46330: Fix: strip EOS token when continue_final_message=True in MistralCommo…](https://github.com/huggingface/transformers/pull/46330) — open
 - [PR #45784: fix: remove upper bound on tokenizers version constraint](https://github.com/huggingface/transformers/pull/45784) — closed
 
-### `rohanbalsaraf`
-
-- profile: [github.com/rohanbalsaraf](https://github.com/rohanbalsaraf)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arohanbalsaraf)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arohanbalsaraf)
-- repo first seen: `2026-05-20T11:01:54Z`
-- repo last seen: `2026-05-20T18:41:24Z`
-- 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: **1145 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 #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
-
 ### `ryota-komatsu`
 
 - profile: [github.com/ryota-komatsu](https://github.com/ryota-komatsu)
@@ -4174,29 +4101,6 @@ Example artifacts:
 - [Issue #47225: orthogonal_ weight init crashes with `geqrf_cuda not implemented for BFloat16` under v5 bf16 on-device init (RWKV and any QR-based init)](https://github.com/huggingface/transformers/issues/47225) — closed
 - [Issue #44561: Removal of `is_torch_fx_available` in v5.0 breaks `trust_remote_code` models](https://github.com/huggingface/transformers/issues/44561) — closed
 
-### `pasta-paul`
-
-- profile: [github.com/pasta-paul](https://github.com/pasta-paul)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apasta-paul)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apasta-paul)
-- repo first seen: `2026-05-20T20:41:45Z`
-- repo last seen: `2026-05-27T03:21:34Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **1 PRs / 2 issues**
-- snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
-- account age: **932 days**
-- recent public PR activity: **8 PRs** (2 merged / 1 closed-unmerged / 5 open; merged rate **25%**, closed-unmerged rate **12%**, open rate **62%**)
-- 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 #46127: [deepseek_v4] Add DeepseekV4NextNPredictor class for MTP draft-head support](https://github.com/huggingface/transformers/pull/46127) — open
-- [Issue #46167: [deepseek_v4] save_pretrained silently downcasts FP32 tensors to BF16 (hc_*, attn_sink, ffn.gate.bias, compressor.ape, indexer.compressor.ape)](https://github.com/huggingface/transformers/issues/46167) — closed
-- [Issue #46129: [deepseek_v4] conversion_mapping doesn't cover mtp.* paths — MTP keys silently random-init even after _keys_to_ignore is empty](https://github.com/huggingface/transformers/issues/46129) — closed
-
 ### `SelfSL`
 
 - profile: [github.com/SelfSL](https://github.com/SelfSL)
@@ -4528,28 +4432,6 @@ Example artifacts:
 - [PR #46348: Propagation of output_hidden_states in  sub_configs](https://github.com/huggingface/transformers/pull/46348) — closed
 - [Issue #46382: Propagation of output_hidden_states to sub_configs](https://github.com/huggingface/transformers/issues/46382) — open
 
-### `karnakarreddi`
-
-- profile: [github.com/karnakarreddi](https://github.com/karnakarreddi)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akarnakarreddi)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akarnakarreddi)
-- repo first seen: `2026-05-20T05:12:29Z`
-- repo last seen: `2026-05-21T05:00:05Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **3847 days**
-- recent public PR activity: **5 PRs** (0 merged / 3 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **60%**, open rate **40%**)
-- 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**
-
-Example artifacts:
-- [PR #46134: Validate shard filenames in get_checkpoint_shard_files](https://github.com/huggingface/transformers/pull/46134) — closed
-- [Issue #46097: Path Traversal in Sharded Checkpoint Loader via Unsanitized `weight_map` Entries in `*.index.json`](https://github.com/huggingface/transformers/issues/46097) — closed
-
 ### `kratos0718`
 
 - profile: [github.com/kratos0718](https://github.com/kratos0718)
@@ -5030,12 +4912,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aamauryfa)
 - 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`
+- repo last seen: `2026-07-19T19:35:32Z`
 - 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**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 - account age: **5598 days**
 - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: `googlers`
@@ -5043,7 +4925,7 @@ Example artifacts:
 - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46954: Fix failure revealed by Pytest v9](https://github.com/huggingface/transformers/pull/46954) — open
+- [PR #46954: Fix failure revealed by Pytest v9](https://github.com/huggingface/transformers/pull/46954) — closed
 
 ### `AndriyVohar`
 
@@ -6074,6 +5956,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46169: [LED][Longformer] Replace for-loop with unfold in _chunk ONNX-export path](https://github.com/huggingface/transformers/pull/46169) — open
 
+### `hai1222`
+
+- profile: [github.com/hai1222](https://github.com/hai1222)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahai1222)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahai1222)
+- repo first seen: `2026-07-20T03:59:48Z`
+- repo last seen: `2026-07-20T03:59:48Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIMER**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **4933 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 #47420: fix: remove unreachable return in special token builder](https://github.com/huggingface/transformers/pull/47420) — open
+
 ### `HamzaDogann`
 
 - profile: [github.com/HamzaDogann](https://github.com/HamzaDogann)
@@ -6305,27 +6208,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46194: [docs] Add beginner-friendly "Transformers in Your First 15 Minutes" guide](https://github.com/huggingface/transformers/pull/46194) — closed
 
-### `jmayank1511`
-
-- profile: [github.com/jmayank1511](https://github.com/jmayank1511)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajmayank1511)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajmayank1511)
-- repo first seen: `2026-05-20T18:13:18Z`
-- repo last seen: `2026-06-01T14:13:54Z`
-- 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 / 7 reviews / 7 review comments**
-- account age: **2753 days**
-- recent public PR activity: **8 PRs** (6 merged / 0 closed-unmerged / 2 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **no visible non-self stars**
-
-Example artifacts:
-- [PR #46122:  Add cache-aware streaming and RNN-T head for Parakeet](https://github.com/huggingface/transformers/pull/46122) — closed
-
 ### `joaopedroassad`
 
 - profile: [github.com/joaopedroassad](https://github.com/joaopedroassad)
@@ -8244,7 +8126,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayashasvi-srivastava21)
 - repo first seen: `2026-07-19T17:14:33Z`
 - repo last seen: `2026-07-19T17:14:33Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIMER**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**

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