Refresh transformers dataset snapshot 20260720T120037Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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+- latest snapshot: `20260720T120037Z`
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@@ -12855,7 +13041,7 @@
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@@ -14833,63 +14951,6 @@
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-      "heuristic_note": "extremely high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos",
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@@ -17868,6 +17929,63 @@
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+      "profile_url": "https://github.com/gideonphilip",
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+      },
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+            "number": 47421,
+            "title": "Add GGUF loading support for DeepSeek-V3 (deepseek2 arch)",
+            "url": "https://github.com/huggingface/transformers/pull/47421",
+            "state": "open",
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       "name": "Anas Khalid",
@@ -18121,12 +18239,12 @@
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       "repo_association": "FIRST_TIMER",
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       "young_account": false,
       "follow_through_score": "weak",
@@ -21782,6 +21900,65 @@
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+      "name": "Prasad Khake",
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+      "heuristic_note": "high open PR share",
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+        "kagaji"
+      ],
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       "name": "Carson Rodrigues ",

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260720T060031Z`
-- Generated: `2026-07-20T06:01:20Z`
+- Snapshot: `20260720T120037Z`
+- Generated: `2026-07-20T12:02:45Z`
 - Activity window: `60d`
-- Contributors: `356`
+- Contributors: `358`
 
 ## Summary
 
@@ -11,8 +11,8 @@
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 142 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 121 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
-| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 115 | 7 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
-| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 110 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 116 | 7 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
+| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 111 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-07-19T13:27:51Z` | 102 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 83 | 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` | 71 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
@@ -74,6 +74,7 @@
 | `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 |
 | `samyuktahegde` | [profile](https://github.com/samyuktahegde) | no | CONTRIBUTOR | 3567d | `2026-07-06T07:32:26Z` | 4 | 0 | weak | low | low | 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 |
+| `ishan-1010` | [profile](https://github.com/ishan-1010) | no | CONTRIBUTOR | 1588d | `2026-06-01T06:07:21Z` | 3 | 3 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; 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 |
 | `pcuenca` | [profile](https://github.com/pcuenca) | no | MEMBER | 5316d | `2024-04-23T13:23:10Z` | 3 | 1 | mixed | high | low | high recent PR volume; broad repo spread |
@@ -102,9 +103,7 @@
 | `tengomucho` | [profile](https://github.com/tengomucho) | no | MEMBER | 4442d | `2026-04-29T09:26:52Z` | 3 | 1 | mixed | low | low | — |
 | `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 | 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 |
@@ -151,6 +150,7 @@
 | `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 |
 | `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 |
 | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | FIRST_TIME_CONTRIBUTOR | 1556d | `2026-03-07T22:12:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `J3r3myPerera` | [profile](https://github.com/J3r3myPerera) | no | CONTRIBUTOR | 1323d | `2026-05-20T14:37:39Z` | 2 | 1 | mixed | moderate | low | no visible non-self stars |
 | `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 |
@@ -166,8 +166,10 @@
 | `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 |
+| `xin3he` | [profile](https://github.com/xin3he) | no | CONTRIBUTOR | 1910d | `2026-01-27T13:07:03Z` | 1 | 5 | mixed | moderate | low | high recent PR volume |
 | `andreasgoulas` | [profile](https://github.com/andreasgoulas) | no | CONTRIBUTOR | 5178d | `2026-06-15T09:54:17Z` | 1 | 3 | weak | low | low | high open PR share; targets high-star repos |
 | `AliOsm` | [profile](https://github.com/AliOsm) | no | CONTRIBUTOR | 4434d | `2026-07-12T08:43:51Z` | 1 | 2 | strong | moderate | low | — |
+| `gygdh-001` | [profile](https://github.com/gygdh-001) | no | FIRST_TIME_CONTRIBUTOR | 2868d | `2026-07-15T06:56:18Z` | 1 | 2 | weak | moderate | low | high open PR share; no visible non-self stars |
 | `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 |
 | `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 |
@@ -179,7 +181,6 @@
 | `daviswer` | [profile](https://github.com/daviswer) | no | CONTRIBUTOR | 4261d | `2026-06-15T02:09:07Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `debasisdwivedy` | [profile](https://github.com/debasisdwivedy) | no | FIRST_TIME_CONTRIBUTOR | 3672d | `2026-07-14T15:29:30Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `evnsnclr` | [profile](https://github.com/evnsnclr) | no | NONE | 1082d | `2026-07-04T15:08:32Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `gygdh-001` | [profile](https://github.com/gygdh-001) | no | FIRST_TIME_CONTRIBUTOR | 2868d | `2026-07-15T06:56:18Z` | 1 | 1 | weak | moderate | low | high open PR share; no visible non-self stars |
 | `Heatdh` | [profile](https://github.com/Heatdh) | no | FIRST_TIME_CONTRIBUTOR | 2060d | `2026-07-01T21:42:33Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `HenryVarro666` | [profile](https://github.com/HenryVarro666) | no | FIRST_TIME_CONTRIBUTOR | 2699d | `2026-07-14T23:55:23Z` | 1 | 1 | mixed | moderate | low | high open PR share |
 | `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 |
@@ -200,7 +201,6 @@
 | `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 |
 | `adhavan18` | [profile](https://github.com/adhavan18) | no | NONE | 1585d | `2026-06-15T11:44:11Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `Aditya-ad48` | [profile](https://github.com/Aditya-ad48) | no | FIRST_TIME_CONTRIBUTOR | 705d | `2026-05-24T09:20:39Z` | 1 | 0 | weak | moderate | low | high open PR share |
-| `adityasingh2400` | [profile](https://github.com/adityasingh2400) | no | NONE | 2313d | `2026-05-21T11:23:35Z` | 1 | 0 | weak | high | medium | extremely high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `agesf` | [profile](https://github.com/agesf) | no | CONTRIBUTOR | 1259d | `2026-06-01T12:58:11Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `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 |
 | `ajayraj30002` | [profile](https://github.com/ajayraj30002) | no | NONE | 186d | `2026-07-15T17:16:49Z` | 1 | 0 | weak | low | low | young account; no visible non-self stars |
@@ -253,11 +253,12 @@
 | `eliaghazal` | [profile](https://github.com/eliaghazal) | no | FIRST_TIME_CONTRIBUTOR | 1212d | `2026-07-05T16:12:30Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `eslam-ahmed43` | [profile](https://github.com/eslam-ahmed43) | no | FIRST_TIMER | 520d | `2026-07-16T05:51:42Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Gideon0805` | [profile](https://github.com/Gideon0805) | no | FIRST_TIME_CONTRIBUTOR | 3204d | `2026-07-07T09:46:20Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `gideonphilip` | [profile](https://github.com/gideonphilip) | yes | FIRST_TIME_CONTRIBUTOR | 3044d | `2026-07-04T10:17:19Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Gitanaskhan26` | [profile](https://github.com/Gitanaskhan26) | no | FIRST_TIME_CONTRIBUTOR | 1836d | `2026-07-08T16:25:27Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `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 |
+| `hai1222` | [profile](https://github.com/hai1222) | no | 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 |
@@ -321,6 +322,7 @@
 | `RaunaqDavidNath` | [profile](https://github.com/RaunaqDavidNath) | no | CONTRIBUTOR | 1039d | `2026-06-30T07:35:47Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `rishiarora123` | [profile](https://github.com/rishiarora123) | no | NONE | 1872d | `2026-05-22T18:19:48Z` | 1 | 0 | weak | moderate | low | high recent PR volume; many recent closed-unmerged PRs; no visible non-self stars |
 | `RithwikSharma` | [profile](https://github.com/RithwikSharma) | no | NONE | 2171d | `2026-06-20T02:29:20Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `robertlangdonn` | [profile](https://github.com/robertlangdonn) | yes | FIRST_TIME_CONTRIBUTOR | 2972d | `2026-07-20T11:57:05Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `rodriguescarson` | [profile](https://github.com/rodriguescarson) | no | NONE | 4589d | `2026-07-02T17:18:05Z` | 1 | 0 | strong | very high | medium | high recent PR volume; very broad repo spread |
 | `sagnikai` | [profile](https://github.com/sagnikai) | no | FIRST_TIMER | 2557d | `2026-07-14T13:20:23Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `saitejabandaru-in` | [profile](https://github.com/saitejabandaru-in) | no | NONE | 564d | `2026-06-25T00:20:31Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
@@ -374,12 +376,12 @@
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
 - repo first seen: `2025-02-05T12:51:57Z`
-- repo last seen: `2026-07-13T20:06:43Z`
+- repo last seen: `2026-07-20T09:37:40Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **142**
 - snapshot authored PRs/issues: **142 PRs / 0 issues**
-- snapshot discussion activity: **148 comments / 280 reviews / 186 review comments**
+- snapshot discussion activity: **148 comments / 281 reviews / 187 review comments**
 - account age: **4938 days**
 - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
 - public orgs: none visible
@@ -420,12 +422,12 @@ 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: `2026-07-17T14:39:47Z`
+- repo last seen: `2026-07-20T07:13:41Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **122**
-- snapshot authored PRs/issues: **115 PRs / 7 issues**
-- snapshot discussion activity: **224 comments / 241 reviews / 216 review comments**
+- repo primary artifacts: **123**
+- snapshot authored PRs/issues: **116 PRs / 7 issues**
+- snapshot discussion activity: **227 comments / 241 reviews / 216 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`
@@ -433,9 +435,9 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
 
 Example artifacts:
+- [PR #47422: CI: fix torchaudio pinning +proper break in rnnt](https://github.com/huggingface/transformers/pull/47422) — open
 - [PR #47382: ci: harden daily CI reporting against GitHub API rate limits](https://github.com/huggingface/transformers/pull/47382) — closed, merged
 - [PR #47381: CI: add serge verify (GPU) caller workflow](https://github.com/huggingface/transformers/pull/47381) — closed, merged
-- [PR #47368: ci: Handle missing summaries in collated reports](https://github.com/huggingface/transformers/pull/47368) — open
 - [Issue #47205: Standardize test image fixture loading for COCO images](https://github.com/huggingface/transformers/issues/47205) — closed
 - [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — closed
 - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — closed
@@ -446,12 +448,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
 - repo first seen: `2025-06-20T09:58:55Z`
-- repo last seen: `2026-07-16T03:05:57Z`
+- repo last seen: `2026-07-20T08:57:06Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **114**
-- snapshot authored PRs/issues: **110 PRs / 4 issues**
-- snapshot discussion activity: **95 comments / 115 reviews / 114 review comments**
+- repo primary artifacts: **115**
+- snapshot authored PRs/issues: **111 PRs / 4 issues**
+- snapshot discussion activity: **96 comments / 116 reviews / 115 review comments**
 - account age: **3934 days**
 - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
 - public orgs: none visible
@@ -459,9 +461,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #47423: Fix multi-device mxfp4 dequantization race in `_convert_moe_packed_tensors`](https://github.com/huggingface/transformers/pull/47423) — open
 - [PR #47356: Fix model tests for tipsv2](https://github.com/huggingface/transformers/pull/47356) — closed, merged
 - [PR #47292: tipsv2_dpt: fix failing tests for XPU](https://github.com/huggingface/transformers/pull/47292) — open
-- [PR #47284: Fix failing tests for mimo_v2_flash](https://github.com/huggingface/transformers/pull/47284) — open
 - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
 - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
 - [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
@@ -472,12 +474,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
 - repo first seen: `2024-07-19T13:27:51Z`
-- repo last seen: `2026-07-17T14:56:04Z`
+- repo last seen: `2026-07-20T10:12:49Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **102**
 - snapshot authored PRs/issues: **102 PRs / 0 issues**
-- snapshot discussion activity: **718 comments / 1166 reviews / 2461 review comments**
+- snapshot discussion activity: **727 comments / 1167 reviews / 2461 review comments**
 - account age: **1508 days**
 - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
 - public orgs: `huggingface`, `deeppavlov`
@@ -587,7 +589,7 @@ Example artifacts:
 - [PR #47341: [Fix] Small FA-related test failures in CB](https://github.com/huggingface/transformers/pull/47341) — open
 - [PR #47330: [CB] Automatically switch attention implementation to flash](https://github.com/huggingface/transformers/pull/47330) — closed, merged
 - [PR #47318: [Nit] Add kernels_fallback_ok kwarg to is_flash_attn_N_available](https://github.com/huggingface/transformers/pull/47318) — closed, merged
-- [Issue #46516: [Continuous batching] Tracker for issues and feature requests](https://github.com/huggingface/transformers/issues/46516) — open
+- [Issue #46516: [Continuous batching] Tracker for issues and feature requests](https://github.com/huggingface/transformers/issues/46516) — closed
 
 ### `SunMarc`
 
@@ -643,12 +645,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asywangyi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asywangyi)
 - repo first seen: `2025-10-14T03:02:06Z`
-- repo last seen: `2026-07-09T03:05:23Z`
+- repo last seen: `2026-07-20T08:30:31Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **45**
 - snapshot authored PRs/issues: **44 PRs / 1 issues**
-- snapshot discussion activity: **27 comments / 26 reviews / 26 review comments**
+- snapshot discussion activity: **28 comments / 29 reviews / 29 review comments**
 - account age: **2996 days**
 - recent public PR activity: **16 PRs** (12 merged / 0 closed-unmerged / 4 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
 - public orgs: none visible
@@ -656,7 +658,7 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #47184: extend tests/models/qwen3_next/test_modeling_qwen3_next.py::Qwen3Next…](https://github.com/huggingface/transformers/pull/47184) — open
+- [PR #47184: extend tests/models/qwen3_next/test_modeling_qwen3_next.py::Qwen3Next…](https://github.com/huggingface/transformers/pull/47184) — closed, merged
 - [PR #47166: extend tests/quantization/gptq/test_gptq.py::GPTQTestCUDA and tests/q…](https://github.com/huggingface/transformers/pull/47166) — open
 - [PR #47159: Extend continuous batching memory prediction test to XPU](https://github.com/huggingface/transformers/pull/47159) — closed, merged
 - [Issue #42890: tests/models/sam_hq/test_modeling_sam_hq.py::SamHQModelIntegrationTest may fail since a lot of cases are lack of set_seed()](https://github.com/huggingface/transformers/issues/42890) — closed
@@ -740,12 +742,12 @@ 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: `2026-07-20T05:33:59Z`
+- repo last seen: `2026-07-20T08:46:46Z`
 - 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 / 551 reviews / 505 review comments**
+- snapshot discussion activity: **87 comments / 559 reviews / 512 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`
@@ -766,12 +768,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
 - repo first seen: `2024-03-21T04:37:45Z`
-- repo last seen: `2026-07-14T02:12:59Z`
+- repo last seen: `2026-07-20T07:04:06Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **40**
 - snapshot authored PRs/issues: **35 PRs / 5 issues**
-- snapshot discussion activity: **64 comments / 55 reviews / 55 review comments**
+- snapshot discussion activity: **65 comments / 65 reviews / 65 review comments**
 - account age: **1396 days**
 - recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
 - public orgs: none visible
@@ -1914,6 +1916,32 @@ Example artifacts:
 - [PR #47010: Fix off-by-one in sliding_window_mask_function right window boundary](https://github.com/huggingface/transformers/pull/47010) — closed
 - [PR #47009: Add linear_attn entries to Qwen3.5 base_model_tp_plan](https://github.com/huggingface/transformers/pull/47009) — closed
 
+### `ishan-1010`
+
+- profile: [github.com/ishan-1010](https://github.com/ishan-1010)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aishan-1010)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aishan-1010)
+- repo first seen: `2026-06-01T06:07:21Z`
+- repo last seen: `2026-07-20T07:02:11Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **3 PRs / 3 issues**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- account age: **1588 days**
+- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #47425: Hoist special-token lookups out of per-token loops in six slow tokenizers](https://github.com/huggingface/transformers/pull/47425) — open
+- [PR #46535: Use cached added-token dicts in per-token decode loops](https://github.com/huggingface/transformers/pull/46535) — closed, merged
+- [PR #46323: Fix convert_tokens_to_ids performance regression for slow tokenizers (#46315)](https://github.com/huggingface/transformers/pull/46323) — closed, merged
+- [Issue #47424: Several slow tokenizers read all_special_tokens or all_special_ids once per token in decode loops](https://github.com/huggingface/transformers/issues/47424) — open
+- [Issue #46552: Wav2Vec2CTCTokenizer in v5 treats the word delimiter as a special token, which leaks into get_special_tokens_mask and convert_ids_to_tokens](https://github.com/huggingface/transformers/issues/46552) — closed
+- [Issue #46396: `added_tokens_encoder` rebuilds the entire added-token map on every access](https://github.com/huggingface/transformers/issues/46396) — closed
+
 ### `ldkhang1201`
 
 - profile: [github.com/ldkhang1201](https://github.com/ldkhang1201)
@@ -2397,7 +2425,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #47153: Restore dynamic_full full-layer cache guard for assisted/contrastive decoding](https://github.com/huggingface/transformers/pull/47153) — open
+- [PR #47153: Restore dynamic_full full-layer cache guard for assisted/contrastive decoding](https://github.com/huggingface/transformers/pull/47153) — closed
 - [PR #46514: Honor a concrete dtype in AutoModel for composite checkpoints](https://github.com/huggingface/transformers/pull/46514) — closed, merged
 - [PR #45852: Fix slow Trainer path with 4D attention mask](https://github.com/huggingface/transformers/pull/45852) — closed, merged
 - [Issue #46723: Several models hardcode `torch.float64` in their forward pass, crashing on MPS (Apple Silicon)](https://github.com/huggingface/transformers/issues/46723) — open
@@ -2572,30 +2600,6 @@ Example artifacts:
 - [Issue #46728: Aria: get_number_of_image_patches returns wrong count with max_image_size=980 when best resolution has odd 490 multiples](https://github.com/huggingface/transformers/issues/46728) — closed
 - [Issue #46697: Swin2SR image processor over-pads images when dimensions are already divisible by size_divisor](https://github.com/huggingface/transformers/issues/46697) — open
 
-### `ishan-1010`
-
-- profile: [github.com/ishan-1010](https://github.com/ishan-1010)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aishan-1010)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aishan-1010)
-- repo first seen: `2026-06-01T06:07:21Z`
-- repo last seen: `2026-06-11T07:33:43Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **2 PRs / 2 issues**
-- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **1588 days**
-- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46535: Use cached added-token dicts in per-token decode loops](https://github.com/huggingface/transformers/pull/46535) — closed, merged
-- [PR #46323: Fix convert_tokens_to_ids performance regression for slow tokenizers (#46315)](https://github.com/huggingface/transformers/pull/46323) — closed, merged
-- [Issue #46552: Wav2Vec2CTCTokenizer in v5 treats the word delimiter as a special token, which leaks into get_special_tokens_mask and convert_ids_to_tokens](https://github.com/huggingface/transformers/issues/46552) — closed
-- [Issue #46396: `added_tokens_encoder` rebuilds the entire added-token map on every access](https://github.com/huggingface/transformers/issues/46396) — closed
-
 ### `Bluear7878`
 
 - profile: [github.com/Bluear7878](https://github.com/Bluear7878)
@@ -2619,29 +2623,6 @@ Example artifacts:
 - [PR #46277: 🚨 Fix float16 overflow in Gemma4 vision pooler](https://github.com/huggingface/transformers/pull/46277) — closed, merged
 - [Issue #46650: `save_pretrained` corrupts keys (`encoder.encoder.*`) for trust_remote_code / from_config models via non-idempotent reverse rename](https://github.com/huggingface/transformers/issues/46650) — closed
 
-### `J3r3myPerera`
-
-- profile: [github.com/J3r3myPerera](https://github.com/J3r3myPerera)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJ3r3myPerera)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJ3r3myPerera)
-- repo first seen: `2026-05-20T14:37:39Z`
-- repo last seen: `2026-05-29T16:48:27Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **10 comments / 3 reviews / 2 review comments**
-- account age: **1323 days**
-- recent public PR activity: **19 PRs** (15 merged / 2 closed-unmerged / 2 open; merged rate **79%**, closed-unmerged rate **11%**, open rate **11%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **no visible non-self stars**
-
-Example artifacts:
-- [PR #46256: Fix/video classification pipeline video processor](https://github.com/huggingface/transformers/pull/46256) — closed, merged
-- [PR #46136: Fix is_last off-by-one in MaskGenerationPipeline for partial batches](https://github.com/huggingface/transformers/pull/46136) — closed, merged
-- [Issue #46123: MaskGenerationPipeline: is_last never True on final partial batch, silently dropping results](https://github.com/huggingface/transformers/issues/46123) — closed
-
 ### `Partha-Shankar`
 
 - profile: [github.com/Partha-Shankar](https://github.com/Partha-Shankar)
@@ -3422,12 +3403,12 @@ 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: `2026-07-16T06:39:27Z`
+- repo last seen: `2026-07-20T08:29:28Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **26**
 - snapshot authored PRs/issues: **19 PRs / 7 issues**
-- snapshot discussion activity: **71 comments / 157 reviews / 153 review comments**
+- snapshot discussion activity: **71 comments / 158 reviews / 155 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`
@@ -3677,6 +3658,29 @@ Example artifacts:
 - [PR #45837: WIP: fix(deepseek_v4) correct CSA per-query block mask and causal top-k guard in eager attention](https://github.com/huggingface/transformers/pull/45837) — closed, draft
 - [PR #45747: Fix split batch size](https://github.com/huggingface/transformers/pull/45747) — closed
 
+### `J3r3myPerera`
+
+- profile: [github.com/J3r3myPerera](https://github.com/J3r3myPerera)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJ3r3myPerera)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJ3r3myPerera)
+- repo first seen: `2026-05-20T14:37:39Z`
+- repo last seen: `2026-05-29T16:48:27Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **2 PRs / 1 issues**
+- snapshot discussion activity: **10 comments / 3 reviews / 2 review comments**
+- account age: **1323 days**
+- recent public PR activity: **19 PRs** (15 merged / 2 closed-unmerged / 2 open; merged rate **79%**, closed-unmerged rate **11%**, open rate **11%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **no visible non-self stars**
+
+Example artifacts:
+- [PR #46256: Fix/video classification pipeline video processor](https://github.com/huggingface/transformers/pull/46256) — closed, merged
+- [PR #46136: Fix is_last off-by-one in MaskGenerationPipeline for partial batches](https://github.com/huggingface/transformers/pull/46136) — closed, merged
+- [Issue #46123: MaskGenerationPipeline: is_last never True on final partial batch, silently dropping results](https://github.com/huggingface/transformers/issues/46123) — closed
+
 ### `Wauplin`
 
 - profile: [github.com/Wauplin](https://github.com/Wauplin)
@@ -4008,6 +4012,30 @@ Example artifacts:
 - [PR #46184: [GLM-4.6V] Update with GLM-GA Processor](https://github.com/huggingface/transformers/pull/46184) — closed, merged
 - [PR #43391: [GLM-OCR] GLM-OCR Support](https://github.com/huggingface/transformers/pull/43391) — closed, merged
 
+### `xin3he`
+
+- profile: [github.com/xin3he](https://github.com/xin3he)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Axin3he)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Axin3he)
+- repo first seen: `2026-01-27T13:07:03Z`
+- repo last seen: `2026-07-20T07:34:12Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **1 PRs / 5 issues**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- account age: **1910 days**
+- recent public PR activity: **30 PRs** (22 merged / 4 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **13%**, open rate **13%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume**
+
+Example artifacts:
+- [PR #47426: Enhance `get_balanced_memory` to ensure adequate GPU allocation for small models with large layers](https://github.com/huggingface/transformers/pull/47426) — closed
+- [Issue #46209: [BUG] FP8 model cannot inference on B200 (SM>=100)](https://github.com/huggingface/transformers/issues/46209) — open
+- [Issue #45216: [Regression] Qwen3.5 saved checkpoint is not correct with `save_pretrained` API since version 5.4.0](https://github.com/huggingface/transformers/issues/45216) — closed
+- [Issue #44589: TypeError: couldn't find storage object Float8_e4m3fnStorage](https://github.com/huggingface/transformers/issues/44589) — closed
+
 ### `andreasgoulas`
 
 - profile: [github.com/andreasgoulas](https://github.com/andreasgoulas)
@@ -4055,6 +4083,29 @@ Example artifacts:
 - [Issue #47273: Cohere ASR chunk reassembly can crash on empty chunks and accept inconsistent metadata](https://github.com/huggingface/transformers/issues/47273) — open
 - [Issue #47272: Avoid repeated Cohere ASR encoder projection during cached generation](https://github.com/huggingface/transformers/issues/47272) — open
 
+### `gygdh-001`
+
+- profile: [github.com/gygdh-001](https://github.com/gygdh-001)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agygdh-001)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agygdh-001)
+- repo first seen: `2026-07-15T06:56:18Z`
+- repo last seen: `2026-07-20T08:28:45Z`
+- 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: **5 comments / 0 reviews / 0 review comments**
+- account age: **2868 days**
+- recent public PR activity: **5 PRs** (0 merged / 1 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **20%**, open rate **80%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars**
+
+Example artifacts:
+- [PR #47335: Remove `is_custom_code` gate from per-param `_is_hf_initialized` check in `_initialize_weights`](https://github.com/huggingface/transformers/pull/47335) — open
+- [Issue #47427: `_is_hf_initialized` per-param check doesn't skip redundant init for built-in models on non-CUDA hardware](https://github.com/huggingface/transformers/issues/47427) — open
+- [Issue #47337: ## Flaky test: `IndexError` — bbox coordinate values out of 0-1000 range](https://github.com/huggingface/transformers/issues/47337) — closed
+
 ### `ir2718`
 
 - profile: [github.com/ir2718](https://github.com/ir2718)
@@ -4120,7 +4171,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #47408: Raise informative error when a converted checkpoint matches none of the loaded class's weights](https://github.com/huggingface/transformers/pull/47408) — open
+- [PR #47408: Raise informative error when a converted checkpoint matches none of the loaded class's weights](https://github.com/huggingface/transformers/pull/47408) — closed
 - [Issue #47405: Silent conversion skip on model_type mismatch: loading a converted checkpoint via the wrong Auto class yields randomly-initialized weights that generate fluently](https://github.com/huggingface/transformers/issues/47405) — open
 - [Issue #47404: device_map loading OOMs on conversion-op transients: WeightConverter contiguous() runs on destination GPU, unbudgeted by max_memory packing](https://github.com/huggingface/transformers/issues/47404) — open
 
@@ -4300,28 +4351,6 @@ Example artifacts:
 - [PR #47071: Don't crash the ASR pipeline when an installed torchcodec cannot be imported](https://github.com/huggingface/transformers/pull/47071) — closed
 - [Issue #47070: ASR pipeline: unconditional torchcodec import crashes on broken torchcodec installs](https://github.com/huggingface/transformers/issues/47070) — open
 
-### `gygdh-001`
-
-- profile: [github.com/gygdh-001](https://github.com/gygdh-001)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agygdh-001)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agygdh-001)
-- repo first seen: `2026-07-15T06:56:18Z`
-- repo last seen: `2026-07-15T15:06:55Z`
-- 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: **5 comments / 0 reviews / 0 review comments**
-- account age: **2868 days**
-- recent public PR activity: **5 PRs** (0 merged / 1 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **20%**, open rate **80%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share; no visible non-self stars**
-
-Example artifacts:
-- [PR #47335: Remove `is_custom_code` gate from per-param `_is_hf_initialized` check in `_initialize_weights`](https://github.com/huggingface/transformers/pull/47335) — open
-- [Issue #47337: ## Flaky test: `IndexError` — bbox coordinate values out of 0-1000 range](https://github.com/huggingface/transformers/issues/47337) — closed
-
 ### `Heatdh`
 
 - profile: [github.com/Heatdh](https://github.com/Heatdh)
@@ -4759,27 +4788,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46177: Tighten exception handling in find_sentencepiece_model_file](https://github.com/huggingface/transformers/pull/46177) — open
 
-### `adityasingh2400`
-
-- profile: [github.com/adityasingh2400](https://github.com/adityasingh2400)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aadityasingh2400)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aadityasingh2400)
-- repo first seen: `2026-05-21T11:23:35Z`
-- repo last seen: `2026-05-21T12:08:04Z`
-- first seen in snapshot: **no**
-- 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**
-- account age: **2313 days**
-- recent public PR activity: **160 PRs** (48 merged / 70 closed-unmerged / 42 open; merged rate **30%**, closed-unmerged rate **44%**, open rate **26%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
-- heuristic read: **extremely high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #46140: Fix LlamaConfig rejecting explicit head_dim when hidden_size is not divisible by num_attention_heads](https://github.com/huggingface/transformers/pull/46140) — closed
-
 ### `agesf`
 
 - profile: [github.com/agesf](https://github.com/agesf)
@@ -5872,6 +5880,27 @@ Example artifacts:
 Example artifacts:
 - [PR #47133: Fix dtype-sensitive vision position ids for Idefics/SmolVLM](https://github.com/huggingface/transformers/pull/47133) — open
 
+### `gideonphilip`
+
+- profile: [github.com/gideonphilip](https://github.com/gideonphilip)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agideonphilip)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agideonphilip)
+- repo first seen: `2026-07-04T10:17:19Z`
+- repo last seen: `2026-07-20T06:23:16Z`
+- 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: **3044 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 #47421: Add GGUF loading support for DeepSeek-V3 (deepseek2 arch)](https://github.com/huggingface/transformers/pull/47421) — open
+
 ### `Gitanaskhan26`
 
 - profile: [github.com/Gitanaskhan26](https://github.com/Gitanaskhan26)
@@ -5963,7 +5992,7 @@ Example artifacts:
 - 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**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIMER**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -7300,6 +7329,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46779: feat(examples): add minimal Tensor Parallelism training example with …](https://github.com/huggingface/transformers/pull/46779) — closed
 
+### `robertlangdonn`
+
+- profile: [github.com/robertlangdonn](https://github.com/robertlangdonn)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arobertlangdonn)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arobertlangdonn)
+- repo first seen: `2026-07-20T11:57:05Z`
+- repo last seen: `2026-07-20T11:57:05Z`
+- 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: **2972 days**
+- recent public PR activity: **14 PRs** (1 merged / 2 closed-unmerged / 11 open; merged rate **7%**, closed-unmerged rate **14%**, open rate **79%**)
+- public orgs: `kagaji`
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share**
+
+Example artifacts:
+- [PR #47428: Fix Wav2Vec2CTCTokenizer word delimiter leaking into special-token APIs](https://github.com/huggingface/transformers/pull/47428) — open
+
 ### `rodriguescarson`
 
 - profile: [github.com/rodriguescarson](https://github.com/rodriguescarson)

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