Refresh transformers dataset snapshot 20260710T180030Z

README.md

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 - eval set creation
 
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+          },
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@@ -14541,6 +14562,78 @@
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+            "url": "https://github.com/huggingface/transformers/issues/47246",
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@@ -14888,14 +14981,14 @@
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       "repo_first_seen_at": "2026-05-24T11:07:04Z",
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@@ -18219,12 +18312,12 @@
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       "account_age_days": 1156,
       "young_account": false,
       "follow_through_score": "mixed",
@@ -18267,12 +18360,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADavidJohnQuinlan",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADavidJohnQuinlan",
       "repo_first_seen_at": "2026-07-09T14:26:35Z",
-      "repo_last_seen_at": "2026-07-09T14:26:35Z",
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@@ -18782,12 +18875,12 @@
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       "repo_first_seen_at": "2026-07-05T16:12:30Z",
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@@ -18834,63 +18927,6 @@
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@@ -20984,12 +21020,12 @@
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@@ -24359,7 +24395,7 @@
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@@ -24391,8 +24427,8 @@
             "number": 47073,
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             "url": "https://github.com/huggingface/transformers/pull/47073",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-07-04T19:01:22Z"
           }

new-contributors-report.md

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260710T120019Z`
-- Generated: `2026-07-10T12:01:54Z`
+- Snapshot: `20260710T180030Z`
+- Generated: `2026-07-10T18:02:40Z`
 - Activity window: `60d`
 - Contributors: `369`
 
@@ -9,7 +9,7 @@
 
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
-| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 139 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `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` | 117 | 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` | 107 | 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` | 106 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
@@ -24,14 +24,14 @@
 | `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 |
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 36 | 20 | strong | low | low | targets high-star repos |
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 35 | 4 | strong | moderate | low | high recent PR volume |
+| `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 33 | 4 | strong | low | low | — |
+| `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 33 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 33 | 0 | strong | low | low | targets high-star repos |
-| `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 32 | 4 | strong | low | low | — |
-| `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 32 | 1 | mixed | 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 |
 | `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 |
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 27 | 14 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 27 | 0 | n/a | n/a | n/a | summary unavailable |
-| `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 25 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
+| `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 26 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
 | `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | CONTRIBUTOR | ?d | `2026-05-13T06:40:41Z` | 25 | 0 | n/a | n/a | n/a | summary unavailable |
 | `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 23 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
 | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 21 | 0 | strong | moderate | low | — |
@@ -41,8 +41,8 @@
 | `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 16 | 1 | weak | moderate | low | high open PR share |
 | `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 15 | 0 | mixed | low | low | high open PR share |
 | `AI-Safeter` | [profile](https://github.com/AI-Safeter) | no | NONE | 0d | `2026-05-19T04:38:35Z` | 14 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
+| `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 13 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `Rohan5commit` | [profile](https://github.com/Rohan5commit) | no | FIRST_TIME_CONTRIBUTOR | 636d | `2026-06-12T06:11:19Z` | 13 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
-| `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 12 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2909d | `2026-03-14T18:33:53Z` | 11 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `KartavyaDikshit` | [profile](https://github.com/KartavyaDikshit) | no | FIRST_TIME_CONTRIBUTOR | 1742d | `2026-06-22T01:23:43Z` | 11 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
 | `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | CONTRIBUTOR | 9d | `2026-04-22T13:14:19Z` | 10 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
@@ -82,6 +82,7 @@
 | `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 |
 | `tengomucho` | [profile](https://github.com/tengomucho) | no | MEMBER | 4442d | `2026-04-29T09:26:52Z` | 3 | 1 | mixed | low | low | — |
+| `ammmanism` | [profile](https://github.com/ammmanism) | no | FIRST_TIME_CONTRIBUTOR | 1620d | `2026-07-09T14:36:07Z` | 3 | 0 | mixed | moderate | low | — |
 | `boringcrypto` | [profile](https://github.com/boringcrypto) | no | CONTRIBUTOR | 5420d | `2026-06-23T10:53:58Z` | 3 | 0 | weak | low | low | high open PR share; 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 |
 | `Charuhasini30` | [profile](https://github.com/Charuhasini30) | no | FIRST_TIME_CONTRIBUTOR | 925d | `2026-06-22T06:53:20Z` | 3 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -112,7 +113,6 @@
 | `abhishekkapoorx` | [profile](https://github.com/abhishekkapoorx) | no | CONTRIBUTOR | 1898d | `2026-07-04T09:19:12Z` | 2 | 0 | strong | low | low | — |
 | `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 |
-| `ammmanism` | [profile](https://github.com/ammmanism) | no | FIRST_TIME_CONTRIBUTOR | 1620d | `2026-07-09T14:36:07Z` | 2 | 0 | mixed | moderate | low | — |
 | `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 |
@@ -177,13 +177,13 @@
 | `Jeevang1-epic` | [profile](https://github.com/Jeevang1-epic) | no | CONTRIBUTOR | 207d | `2026-04-24T19:22:05Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `joerowell` | [profile](https://github.com/joerowell) | no | CONTRIBUTOR | 3394d | `2026-04-28T08:24:28Z` | 2 | 0 | strong | low | low | targets high-star repos |
 | `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 |
-| `Mamiglia` | [profile](https://github.com/Mamiglia) | no | CONTRIBUTOR | 3093d | `2026-05-08T16:06:43Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `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 |
 | `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 | FIRST_TIME_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 |
-| `andreasgoulas` | [profile](https://github.com/andreasgoulas) | no | FIRST_TIME_CONTRIBUTOR | 5178d | `2026-06-15T09:54:17Z` | 1 | 3 | weak | low | low | high open PR share; targets high-star repos |
+| `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 |
 | `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 | FIRST_TIME_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 |
 | `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 |
@@ -194,6 +194,7 @@
 | `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 |
 | `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 |
 | `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 |
+| `Jeronymous` | [profile](https://github.com/Jeronymous) | yes | 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 |
@@ -255,7 +256,7 @@
 | `damodharg6` | [profile](https://github.com/damodharg6) | no | FIRST_TIME_CONTRIBUTOR | 407d | `2026-05-15T03:01:55Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Danish08654` | [profile](https://github.com/Danish08654) | no | NONE | 561d | `2026-05-28T09:15:36Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `danyalahmed1995` | [profile](https://github.com/danyalahmed1995) | no | CONTRIBUTOR | 2355d | `2026-05-26T00:41:01Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `David-Wu1119` | [profile](https://github.com/David-Wu1119) | yes | FIRST_TIME_CONTRIBUTOR | 1156d | `2026-07-10T06:24:16Z` | 1 | 0 | mixed | moderate | low | high recent PR volume; high open PR share; targets high-star repos |
+| `David-Wu1119` | [profile](https://github.com/David-Wu1119) | no | FIRST_TIME_CONTRIBUTOR | 1156d | `2026-07-10T06:24:16Z` | 1 | 0 | mixed | moderate | low | high recent PR volume; high open PR share; targets high-star repos |
 | `DavidJohnQuinlan` | [profile](https://github.com/DavidJohnQuinlan) | no | FIRST_TIME_CONTRIBUTOR | 2501d | `2026-07-09T14:26:35Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `delcenjo` | [profile](https://github.com/delcenjo) | no | CONTRIBUTOR | 121d | `2026-06-23T19:12:59Z` | 1 | 0 | strong | high | medium | young account; high recent PR volume; broad repo spread; no visible non-self stars |
 | `devteamaegis` | [profile](https://github.com/devteamaegis) | no | NONE | 43d | `2026-05-28T21:52:17Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
@@ -266,7 +267,6 @@
 | `EdoardoMosca` | [profile](https://github.com/EdoardoMosca) | no | NONE | 2778d | `2026-06-30T12:56:34Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `efazal` | [profile](https://github.com/efazal) | no | CONTRIBUTOR | 475d | `2026-06-22T22:56:50Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `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 |
-| `fullyz` | [profile](https://github.com/fullyz) | no | CONTRIBUTOR | 2564d | `2026-05-11T13:43:45Z` | 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 |
 | `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 |
@@ -303,7 +303,7 @@
 | `lewtun` | [profile](https://github.com/lewtun) | no | MEMBER | 3372d | `2024-10-18T08:50:17Z` | 1 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `lianakoleva` | [profile](https://github.com/lianakoleva) | no | NONE | 2780d | `2026-05-13T17:04:37Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
 | `LiangSu8899` | [profile](https://github.com/LiangSu8899) | no | FIRST_TIME_CONTRIBUTOR | 3682d | `2026-07-01T10:41:28Z` | 1 | 0 | mixed | low | low | high recent PR volume |
-| `lovelaceyrae11` | [profile](https://github.com/lovelaceyrae11) | yes | FIRST_TIMER | 338d | `2026-07-10T09:06:47Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
+| `lovelaceyrae11` | [profile](https://github.com/lovelaceyrae11) | no | FIRST_TIMER | 338d | `2026-07-10T09:06:47Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `ltd0924` | [profile](https://github.com/ltd0924) | no | FIRST_TIME_CONTRIBUTOR | 3177d | `2026-06-11T11:21:38Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `lxcxjxhx` | [profile](https://github.com/lxcxjxhx) | no | FIRST_TIME_CONTRIBUTOR | 1034d | `2026-07-06T13:25:55Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `MaciejBalaNV` | [profile](https://github.com/MaciejBalaNV) | no | CONTRIBUTOR | 717d | `2026-05-21T19:47:46Z` | 1 | 0 | weak | moderate | low | high open PR share |
@@ -362,7 +362,7 @@
 | `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 |
 | `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 |
 | `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 | FIRST_TIME_CONTRIBUTOR | 2929d | `2026-07-04T17:25:37Z` | 1 | 0 | weak | moderate | low | high open PR share |
+| `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 |
 | `swankystark` | [profile](https://github.com/swankystark) | no | FIRST_TIME_CONTRIBUTOR | 978d | `2026-06-04T20:30:30Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `Taranum01` | [profile](https://github.com/Taranum01) | no | FIRST_TIME_CONTRIBUTOR | 1932d | `2026-07-04T19:43:31Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
@@ -387,12 +387,12 @@
 - 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: `2026-07-09T17:46:12Z`
+- repo last seen: `2026-07-10T14:15:31Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **139**
-- snapshot authored PRs/issues: **139 PRs / 0 issues**
-- snapshot discussion activity: **145 comments / 272 reviews / 182 review comments**
+- repo primary artifacts: **142**
+- snapshot authored PRs/issues: **142 PRs / 0 issues**
+- snapshot discussion activity: **148 comments / 274 reviews / 182 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
@@ -400,9 +400,9 @@
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #47213: tests: reduce processor test memory usage by using tiny Hub checkpoints](https://github.com/huggingface/transformers/pull/47213) — open
-- [PR #47209: Trigger a scheduled run](https://github.com/huggingface/transformers/pull/47209) — closed, merged
-- [PR #47168: tests: reduce processor test memory usage and use tiny test assets](https://github.com/huggingface/transformers/pull/47168) — closed, merged
+- [PR #47251: Fix flash-attn Docker build broken by setuptools 83 removing pkg_resources](https://github.com/huggingface/transformers/pull/47251) — closed, merged
+- [PR #47249: Revert "Trigger a scheduled run"](https://github.com/huggingface/transformers/pull/47249) — closed, merged
+- [PR #47248: Fix InputTokensDetails missing cache_write_tokens for openai>=2.34.0](https://github.com/huggingface/transformers/pull/47248) — closed, merged
 
 ### `Cyrilvallez`
 
@@ -559,12 +559,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
 - repo first seen: `2025-08-26T12:13:50Z`
-- repo last seen: `2026-07-08T20:00:20Z`
+- repo last seen: `2026-07-10T16:38:33Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **60**
 - snapshot authored PRs/issues: **58 PRs / 2 issues**
-- snapshot discussion activity: **776 comments / 1449 reviews / 5877 review comments**
+- snapshot discussion activity: **782 comments / 1466 reviews / 5944 review comments**
 - account age: **1991 days**
 - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
 - public orgs: none visible
@@ -584,12 +584,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc)
 - repo first seen: `2024-09-02T13:41:47Z`
-- repo last seen: `2026-07-09T16:41:28Z`
+- repo last seen: `2026-07-10T15:08:37Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **53**
 - snapshot authored PRs/issues: **51 PRs / 2 issues**
-- snapshot discussion activity: **196 comments / 370 reviews / 492 review comments**
+- snapshot discussion activity: **197 comments / 371 reviews / 492 review comments**
 - account age: **2360 days**
 - recent public PR activity: **35 PRs** (28 merged / 3 closed-unmerged / 4 open; merged rate **80%**, closed-unmerged rate **9%**, open rate **11%**)
 - public orgs: `huggingface`
@@ -633,12 +633,12 @@ 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: `2026-07-09T15:05:44Z`
+- repo last seen: `2026-07-10T16:29:07Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **48**
 - snapshot authored PRs/issues: **48 PRs / 0 issues**
-- snapshot discussion activity: **896 comments / 355 reviews / 238 review comments**
+- snapshot discussion activity: **897 comments / 355 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`
@@ -749,41 +749,18 @@ Example artifacts:
 - [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
 - [Issue #42994: quantized model saving failed](https://github.com/huggingface/transformers/issues/42994) — closed
 
-### `eustlb`
-
-- profile: [github.com/eustlb](https://github.com/eustlb)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
-- repo first seen: `2025-01-20T12:27:19Z`
-- repo last seen: `2026-07-07T20:52:03Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **33**
-- snapshot authored PRs/issues: **33 PRs / 0 issues**
-- snapshot discussion activity: **57 comments / 215 reviews / 371 review comments**
-- account age: **1607 days**
-- recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #47146: [fix] update integration test values](https://github.com/huggingface/transformers/pull/47146) — open
-- [PR #47144: revert #47121](https://github.com/huggingface/transformers/pull/47144) — closed, merged
-- [PR #47113: [fix] fix requirements audio feature and proc](https://github.com/huggingface/transformers/pull/47113) — open
-
 ### `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: `2026-07-10T11:45:34Z`
+- repo last seen: `2026-07-10T13:20:59Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **36**
-- snapshot authored PRs/issues: **32 PRs / 4 issues**
-- snapshot discussion activity: **86 comments / 500 reviews / 459 review comments**
+- repo primary artifacts: **37**
+- snapshot authored PRs/issues: **33 PRs / 4 issues**
+- snapshot discussion activity: **87 comments / 500 reviews / 459 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`
@@ -791,9 +768,9 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #47242: Remove Executorch from CI until latest version is supported and fully tested on CI env](https://github.com/huggingface/transformers/pull/47242) — 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
 - [PR #47171: nCompass triton-moe experts integration](https://github.com/huggingface/transformers/pull/47171) — open, draft
-- [PR #47161: Add exporters min version requirements and test skip](https://github.com/huggingface/transformers/pull/47161) — 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
@@ -804,12 +781,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
 - repo first seen: `2025-11-26T16:58:10Z`
-- repo last seen: `2026-07-10T05:14:23Z`
+- repo last seen: `2026-07-10T13:08:02Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **33**
-- snapshot authored PRs/issues: **32 PRs / 1 issues**
-- snapshot discussion activity: **35 comments / 122 reviews / 124 review comments**
+- repo primary artifacts: **34**
+- snapshot authored PRs/issues: **33 PRs / 1 issues**
+- snapshot discussion activity: **36 comments / 122 reviews / 124 review comments**
 - account age: **2625 days**
 - recent public PR activity: **9 PRs** (4 merged / 0 closed-unmerged / 5 open; merged rate **44%**, closed-unmerged rate **0%**, open rate **56%**)
 - public orgs: `huggingface`
@@ -817,11 +794,34 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
+- [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
 - [PR #47236: Fix DistributedConfig docstring for unimplemented SP/EP plans](https://github.com/huggingface/transformers/pull/47236) — closed
-- [PR #47194: TP dtensor](https://github.com/huggingface/transformers/pull/47194) — open, draft
 - [Issue #46187: cohere2_moe fails training + tensor parallel tests](https://github.com/huggingface/transformers/issues/46187) — closed
 
+### `eustlb`
+
+- profile: [github.com/eustlb](https://github.com/eustlb)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
+- repo first seen: `2025-01-20T12:27:19Z`
+- repo last seen: `2026-07-07T20:52:03Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **33**
+- snapshot authored PRs/issues: **33 PRs / 0 issues**
+- snapshot discussion activity: **57 comments / 215 reviews / 371 review comments**
+- account age: **1607 days**
+- recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #47146: [fix] update integration test values](https://github.com/huggingface/transformers/pull/47146) — closed, merged
+- [PR #47144: revert #47121](https://github.com/huggingface/transformers/pull/47144) — closed, merged
+- [PR #47113: [fix] fix requirements audio feature and proc](https://github.com/huggingface/transformers/pull/47113) — open
+
 ### `yonigozlan`
 
 - profile: [github.com/yonigozlan](https://github.com/yonigozlan)
@@ -924,12 +924,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahmellor)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahmellor)
 - repo first seen: `2025-08-14T10:03:14Z`
-- repo last seen: `2026-07-09T09:00:51Z`
+- repo last seen: `2026-07-10T13:04:22Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **27**
-- snapshot authored PRs/issues: **25 PRs / 2 issues**
-- snapshot discussion activity: **32 comments / 62 reviews / 33 review comments**
+- repo primary artifacts: **28**
+- snapshot authored PRs/issues: **26 PRs / 2 issues**
+- snapshot discussion activity: **33 comments / 62 reviews / 33 review comments**
 - account age: **3592 days**
 - recent public PR activity: **79 PRs** (72 merged / 3 closed-unmerged / 4 open; merged rate **91%**, closed-unmerged rate **4%**, open rate **5%**)
 - public orgs: `huggingface`, `vllm-project`
@@ -937,9 +937,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #47245: Be more defensive with `remap_legacy_layer_types` for custom models](https://github.com/huggingface/transformers/pull/47245) — closed, merged
 - [PR #47198: :rotating_light: Fix GPTBigCode and GPTNeoX for the Transformers modelling backend for vLLM](https://github.com/huggingface/transformers/pull/47198) — open
 - [PR #47174: Fix custom code which doesn't know about the new linear layer type names](https://github.com/huggingface/transformers/pull/47174) — closed, merged
-- [PR #47148: Fix case where `_LazyAutoMapping.register` is passed a `str` key](https://github.com/huggingface/transformers/pull/47148) — closed, merged
 - [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
 - [Issue #42738: BERT-like models with RoPE](https://github.com/huggingface/transformers/issues/42738) — open
 
@@ -1112,12 +1112,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
 - repo first seen: `2025-07-25T12:59:52Z`
-- repo last seen: `2026-07-10T07:36:54Z`
+- repo last seen: `2026-07-10T13:51:50Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **15**
 - snapshot authored PRs/issues: **15 PRs / 0 issues**
-- snapshot discussion activity: **86 comments / 405 reviews / 1042 review comments**
+- snapshot discussion activity: **86 comments / 406 reviews / 1043 review comments**
 - account age: **4714 days**
 - recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: `LCAV`
@@ -1152,6 +1152,30 @@ Example artifacts:
 - [PR #46063: Fix typo in Qwen2.5-Omni docs example (cant -> can)](https://github.com/huggingface/transformers/pull/46063) — closed
 - [PR #46062: Fix article in ViTPose docs (a object detector -> an object detector)](https://github.com/huggingface/transformers/pull/46062) — closed
 
+### `molbap`
+
+- profile: [github.com/molbap](https://github.com/molbap)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
+- repo first seen: `2024-06-13T14:13:17Z`
+- repo last seen: `2026-07-10T16:17:56Z`
+- 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 / 258 reviews / 737 review comments**
+- account age: **2914 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #47253: 🚨 Pass tp_plan from lm_heads](https://github.com/huggingface/transformers/pull/47253) — open
+- [PR #46922: Fix yolos](https://github.com/huggingface/transformers/pull/46922) — open
+- [PR #46776: Add LocateAnything](https://github.com/huggingface/transformers/pull/46776) — open
+- [Issue #43979: Call to contributions: refactor output tracing in transformers](https://github.com/huggingface/transformers/issues/43979) — closed
+
 ### `Rohan5commit`
 
 - profile: [github.com/Rohan5commit](https://github.com/Rohan5commit)
@@ -1175,30 +1199,6 @@ Example artifacts:
 - [PR #46648: Fix typo in modeling_mobilebert.py: 'embedings' → 'embeddings'](https://github.com/huggingface/transformers/pull/46648) — closed
 - [PR #46647: Fix typo in modeling_rope_utils.py: 'funcitonality' → 'functionality'](https://github.com/huggingface/transformers/pull/46647) — closed
 
-### `molbap`
-
-- profile: [github.com/molbap](https://github.com/molbap)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
-- repo first seen: `2024-06-13T14:13:17Z`
-- repo last seen: `2026-07-06T14:28:14Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **13**
-- snapshot authored PRs/issues: **12 PRs / 1 issues**
-- snapshot discussion activity: **54 comments / 253 reviews / 732 review comments**
-- account age: **2914 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46922: Fix yolos](https://github.com/huggingface/transformers/pull/46922) — open
-- [PR #46776: Add LocateAnything](https://github.com/huggingface/transformers/pull/46776) — open
-- [PR #46771: [WIP] Support custom kernels for processing ops](https://github.com/huggingface/transformers/pull/46771) — open
-- [Issue #43979: Call to contributions: refactor output tracing in transformers](https://github.com/huggingface/transformers/issues/43979) — closed
-
 ### `he-yufeng`
 
 - profile: [github.com/he-yufeng](https://github.com/he-yufeng)
@@ -1274,12 +1274,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
 - repo first seen: `2024-10-17T11:56:32Z`
-- repo last seen: `2026-07-06T13:57:56Z`
+- repo last seen: `2026-07-10T13:32:09Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **10**
 - snapshot authored PRs/issues: **10 PRs / 0 issues**
-- snapshot discussion activity: **39 comments / 13 reviews / 15 review comments**
+- snapshot discussion activity: **40 comments / 13 reviews / 15 review comments**
 - account age: **4501 days**
 - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
 - public orgs: `huggingface`
@@ -2112,6 +2112,29 @@ 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
 
+### `ammmanism`
+
+- profile: [github.com/ammmanism](https://github.com/ammmanism)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aammmanism)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aammmanism)
+- repo first seen: `2026-07-09T14:36:07Z`
+- repo last seen: `2026-07-10T13:31:56Z`
+- 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: **8 comments / 1 reviews / 0 review comments**
+- account age: **1620 days**
+- recent public PR activity: **18 PRs** (10 merged / 4 closed-unmerged / 4 open; merged rate **56%**, closed-unmerged rate **22%**, open rate **22%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #47247: Fix FA2 long-context perf regression from removed .item() sync (#46693)](https://github.com/huggingface/transformers/pull/47247) — closed
+- [PR #47215: Fix FA2 long-context perf regression (#46693)](https://github.com/huggingface/transformers/pull/47215) — open
+- [PR #47214: Fix thread-safety of fast (Rust-backed) tokenizers (Issue #47085)](https://github.com/huggingface/transformers/pull/47214) — open
+
 ### `boringcrypto`
 
 - profile: [github.com/boringcrypto](https://github.com/boringcrypto)
@@ -2809,28 +2832,6 @@ Example artifacts:
 - [PR #46464: fix: use _added_tokens_encoder cache instead of property in convert_tokens_to_string and get_vocab](https://github.com/huggingface/transformers/pull/46464) — closed
 - [PR #46460: fix: propagate dtype to text sub-config for composite models in Auto classes](https://github.com/huggingface/transformers/pull/46460) — closed
 
-### `ammmanism`
-
-- profile: [github.com/ammmanism](https://github.com/ammmanism)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aammmanism)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aammmanism)
-- repo first seen: `2026-07-09T14:36:07Z`
-- repo last seen: `2026-07-09T16:18:09Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 1 reviews / 0 review comments**
-- account age: **1620 days**
-- recent public PR activity: **18 PRs** (10 merged / 4 closed-unmerged / 4 open; merged rate **56%**, closed-unmerged rate **22%**, open rate **22%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #47215: Fix FA2 long-context perf regression (#46693)](https://github.com/huggingface/transformers/pull/47215) — open
-- [PR #47214: Fix thread-safety of fast (Rust-backed) tokenizers (Issue #47085)](https://github.com/huggingface/transformers/pull/47214) — open
-
 ### `aoright`
 
 - profile: [github.com/aoright](https://github.com/aoright)
@@ -4275,28 +4276,6 @@ Example artifacts:
 - [PR #46274: Fix StopIteration crash in ProcessorMixin.get_text_with_replacements for unmatched multimodal tokens](https://github.com/huggingface/transformers/pull/46274) — closed
 - [PR #45257: [Gemma4] Fix chat template and stop tokens for OpenAI tool calling compatibility](https://github.com/huggingface/transformers/pull/45257) — closed, draft
 
-### `Mamiglia`
-
-- profile: [github.com/Mamiglia](https://github.com/Mamiglia)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMamiglia)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMamiglia)
-- repo first seen: `2026-05-08T16:06:43Z`
-- repo last seen: `2026-05-13T09:26:00Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **3093 days**
-- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45896: Enhance apply_chat_template to support custom field prefilling (reasoning_content, thinking, etc.)](https://github.com/huggingface/transformers/pull/45896) — closed, merged
-- [PR #45849: Enhance apply_chat_template to support custom field prefilling (reasoning_content, thinking, etc.)](https://github.com/huggingface/transformers/pull/45849) — closed
-
 ### `ranjithchinnanan`
 
 - profile: [github.com/ranjithchinnanan](https://github.com/ranjithchinnanan)
@@ -4393,7 +4372,7 @@ Example artifacts:
 - repo first seen: `2026-06-15T09:54:17Z`
 - repo last seen: `2026-07-09T04:43:12Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **1 PRs / 3 issues**
 - snapshot discussion activity: **11 comments / 0 reviews / 0 review comments**
@@ -4404,8 +4383,8 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #47134: Fix FA performance regression](https://github.com/huggingface/transformers/pull/47134) — open
-- [Issue #46693: Performance regression with FA2 and long-context generation after 5.2.0](https://github.com/huggingface/transformers/issues/46693) — open
+- [PR #47134: Fix FA performance regression](https://github.com/huggingface/transformers/pull/47134) — closed, merged
+- [Issue #46693: Performance regression with FA2 and long-context generation after 5.2.0](https://github.com/huggingface/transformers/issues/46693) — closed
 - [Issue #46664: SmolVLM: Inconsistent meaning of num_frames in video processor](https://github.com/huggingface/transformers/issues/46664) — closed
 - [Issue #46655: SmolVLM: Error due to incorrect padding calculation in video processor](https://github.com/huggingface/transformers/issues/46655) — closed
 
@@ -4432,6 +4411,29 @@ Example artifacts:
 - [Issue #46144: RoFormer attention implementation does not use attention interface](https://github.com/huggingface/transformers/issues/46144) — open
 - [Issue #46143: `**kwargs` not passed through methods of RoFormer models](https://github.com/huggingface/transformers/issues/46143) — closed
 
+### `janbernloehr`
+
+- profile: [github.com/janbernloehr](https://github.com/janbernloehr)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajanbernloehr)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajanbernloehr)
+- repo first seen: `2026-03-10T09:22:21Z`
+- repo last seen: `2026-07-10T14:17:21Z`
+- 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: **0 comments / 0 reviews / 0 review comments**
+- account age: **5413 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: **targets high-star repos**
+
+Example artifacts:
+- [PR #47252: Fix orthogonal_ init for low-precision dtypes (bf16/fp16)](https://github.com/huggingface/transformers/pull/47252) — open
+- [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) — open
+- [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)
@@ -4653,6 +4655,28 @@ Example artifacts:
 - [PR #47046: [xLSTM] Fix train mode crashes with return_last_states=False and use_cache](https://github.com/huggingface/transformers/pull/47046) — open
 - [Issue #47013: [xLSTM] Crash in train mode with return_last_states=False: backend returns bare tensor but xLSTMLayer always unpacks (h, state)](https://github.com/huggingface/transformers/issues/47013) — open
 
+### `Jeronymous`
+
+- profile: [github.com/Jeronymous](https://github.com/Jeronymous)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJeronymous)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJeronymous)
+- repo first seen: `2026-07-10T13:02:21Z`
+- repo last seen: `2026-07-10T14:01:00Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **1 PRs / 1 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **3571 days**
+- recent public PR activity: **6 PRs** (2 merged / 0 closed-unmerged / 4 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
+- public orgs: `linto-ai`, `OpenLLM-France`, `linagora-labs`
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share**
+
+Example artifacts:
+- [PR #47250: Fix inter-chunk recurrence in the Zamba2 / Nemotron-H Mamba2 slow path](https://github.com/huggingface/transformers/pull/47250) — open
+- [Issue #47246: Incorrect inter-chunk recurrence in `NemotronHMamba2Mixer.torch_forward` (slow path). the Mamba2 fix from #35154 was never propagated to `nemotron_h`](https://github.com/huggingface/transformers/issues/47246) — open
+
 ### `jshn9515`
 
 - profile: [github.com/jshn9515](https://github.com/jshn9515)
@@ -4769,12 +4793,12 @@ 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: `2026-07-10T08:34:04Z`
+- repo last seen: `2026-07-10T13:41:43Z`
 - 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: **35 comments / 17 reviews / 17 review comments**
+- snapshot discussion activity: **35 comments / 18 reviews / 18 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`
@@ -5956,7 +5980,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADavid-Wu1119)
 - repo first seen: `2026-07-10T06:24:16Z`
 - repo last seen: `2026-07-10T06:25:02Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -5976,12 +6000,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADavidJohnQuinlan)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADavidJohnQuinlan)
 - repo first seen: `2026-07-09T14:26:35Z`
-- repo last seen: `2026-07-09T14:26:35Z`
+- repo last seen: `2026-07-10T12:23:29Z`
 - 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: **2501 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
@@ -6165,12 +6189,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeliaghazal)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeliaghazal)
 - repo first seen: `2026-07-05T16:12:30Z`
-- repo last seen: `2026-07-07T16:37:48Z`
+- repo last seen: `2026-07-10T13:15:40Z`
 - 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: **2 comments / 1 reviews / 1 review comments**
+- snapshot discussion activity: **4 comments / 1 reviews / 1 review comments**
 - account age: **1212 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: `TwoFoundersLab`
@@ -6180,27 +6204,6 @@ Example artifacts:
 Example artifacts:
 - [PR #47090: Fix CohereAsr training-loss double-shift (train against labels, not labels[..., 1:])](https://github.com/huggingface/transformers/pull/47090) — open
 
-### `fullyz`
-
-- profile: [github.com/fullyz](https://github.com/fullyz)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Afullyz)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Afullyz)
-- repo first seen: `2026-05-11T13:43:45Z`
-- repo last seen: `2026-05-11T13:43:45Z`
-- first seen in snapshot: **no**
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-- 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 #45895: Fix undefined 'input' variable](https://github.com/huggingface/transformers/pull/45895) — closed, merged
-
 ### `Gideon0805`
 
 - profile: [github.com/Gideon0805](https://github.com/Gideon0805)
@@ -6964,7 +6967,7 @@ Example artifacts:
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 - repo first seen: `2026-07-10T09:06:47Z`
 - repo last seen: `2026-07-10T09:06:47Z`
-- first seen in snapshot: **yes**
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 - repo last seen: `2026-07-08T15:29:42Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
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 - heuristic read: **high open PR share**
 
 Example artifacts:
-- [PR #47073: Fix DeepSpeed SP loss aggregation and LocalLayerRepository kwargs](https://github.com/huggingface/transformers/pull/47073) — open
+- [PR #47073: Fix DeepSpeed SP loss aggregation and LocalLayerRepository kwargs](https://github.com/huggingface/transformers/pull/47073) — closed, merged
 
 ### `subin9`
 

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         {
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         47216
       ],
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       "summary": "6 open PRs share weighted file overlap around `tests/quantization/compressed_tensors_integration/test_compressed_tensors.py`, `src/transformers/utils/quantization_config.py`, `src/transformers/quantizers/quantizer_compressed_tensors.py`; representative PR #46303.",
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+      "summary": "5 open PRs share weighted file overlap around `src/transformers/modeling_flash_attention_utils.py`; representative PR #43549.",
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       "summary": "5 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `tests/utils/test_core_model_loading.py`, `tests/test_modeling_common.py`; representative PR #45635.",
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@@ -2311,8 +2230,8 @@
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@@ -2332,7 +2251,7 @@
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@@ -2385,8 +2304,8 @@
         {
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@@ -2440,7 +2359,7 @@
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           "breadth_similarity": 0.583,
@@ -2456,6 +2375,199 @@
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+      "summary": "5 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
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+        {
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+            "src/transformers",
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+            "src"
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+      ]
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       "cluster_id": "pr-scope-33686-5",
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@@ -2748,7 +2860,7 @@
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         {
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         47017
       ],
       "representative_pr_number": 45293,
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+      "average_similarity": 0.481,
       "summary": "4 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`, `src/transformers/models/auto/tokenization_auto.py`; representative PR #45293.",
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     {
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         {
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@@ -4706,12 +4626,12 @@
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         {
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@@ -4740,8 +4660,8 @@
         {
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         47165
       ],
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-      "average_similarity": 0.453,
+      "average_similarity": 0.454,
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@@ -4789,8 +4709,8 @@
         {
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@@ -4822,8 +4742,8 @@
         {
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@@ -5131,7 +5051,7 @@
         {
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@@ -5207,7 +5127,7 @@
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@@ -5222,7 +5142,7 @@
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@@ -5236,8 +5156,8 @@
         {
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@@ -5495,86 +5415,21 @@
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-            "tests/utils",
-            "src",
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-            "utils"
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-      "average_similarity": 0.87,
-      "summary": "2 open PRs share weighted file overlap around `tests/models/aimv2/test_modeling_aimv2.py`, `tests/models/deepseek_vl_hybrid/test_image_processing_deepseek_vl_hybrid.py`, `tests/models/eomt/test_modeling_eomt.py`; representative PR #47218.",
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 {
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