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+            "title": "docs: update quantized cache hqq/quanto examples and documentation",
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       "name": "Jos\u00e9 Miguel del R\u00edo",
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       "follow_through_score": "weak",
             "number": 47200,
             "title": "Fix double label shift in CohereAsr training loss",
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+            "number": 47218,
+            "title": "Refactor image loading in tests to use load_test_image helper",
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             "number": 47180,
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             "url": "https://github.com/huggingface/transformers/pull/47180",
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             "created_at": "2026-07-08T22:41:19Z"

new-contributors-report.md CHANGED Viewed

@@ -1,15 +1,15 @@
 # New Contributor Report: huggingface/transformers
-- Snapshot: `20260709T120026Z`
-- Generated: `2026-07-09T12:02:10Z`
 - Activity window: `60d`
-- Contributors: `362`
 ## Summary
 | 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` | 137 | 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 |
@@ -17,7 +17,7 @@
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 75 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 58 | 2 | mixed | low | low | targets high-star repos |
-| `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 50 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 49 | 1 | strong | low | low | targets high-star repos |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 48 | 0 | strong | low | low | targets high-star repos |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 44 | 1 | strong | moderate | low | targets high-star repos |
@@ -50,10 +50,10 @@
 | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 10 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
 | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 9 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 8 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 8 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5087d | `2026-03-13T14:45:22Z` | 7 | 10 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 7 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
-| `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 7 | 0 | n/a | n/a | n/a | summary unavailable |
 | `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 7 | 0 | strong | low | low | — |
 | `kpal002` | [profile](https://github.com/kpal002) | no | CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 7 | 0 | strong | moderate | low | high recent PR volume |
 | `kylesayrs` | [profile](https://github.com/kylesayrs) | no | CONTRIBUTOR | 3784d | `2025-07-28T19:40:18Z` | 7 | 0 | mixed | moderate | medium | high recent PR volume; high open PR share |
@@ -63,6 +63,7 @@
 | `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 660d | `2025-12-04T12:38:46Z` | 6 | 0 | strong | moderate | low | — |
 | `XciD` | [profile](https://github.com/XciD) | no | MEMBER | 4481d | `2026-05-14T05:53:53Z` | 6 | 0 | mixed | high | low | extremely high recent PR volume; broad repo spread |
 | `sharmax-vikas` | [profile](https://github.com/sharmax-vikas) | no | CONTRIBUTOR | 702d | `2026-06-18T18:50:23Z` | 5 | 5 | weak | low | low | high open PR share; targets high-star repos |
 | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `kamran-nizamani` | [profile](https://github.com/kamran-nizamani) | no | CONTRIBUTOR | 622d | `2026-06-11T21:16:42Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-09-05T15:52:11Z` | 5 | 0 | strong | moderate | low | high recent PR volume |
@@ -97,7 +98,6 @@
 | `qflen` | [profile](https://github.com/qflen) | no | CONTRIBUTOR | 479d | `2026-04-25T02:09:42Z` | 4 | 4 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2500d | `2025-10-30T12:45:06Z` | 4 | 1 | mixed | moderate | low | — |
 | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
-| `dhruv7477` | [profile](https://github.com/dhruv7477) | no | CONTRIBUTOR | 1645d | `2026-04-29T09:34:56Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `gante` | [profile](https://github.com/gante) | no | CONTRIBUTOR | 4054d | `2023-02-24T12:09:33Z` | 3 | 2 | strong | low | low | targets high-star repos |
 | `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 |
@@ -107,8 +107,10 @@
 | `Sainava` | [profile](https://github.com/Sainava) | no | CONTRIBUTOR | 865d | `2026-06-09T09:43:45Z` | 2 | 1 | mixed | moderate | low | — |
 | `VIUK-XV` | [profile](https://github.com/VIUK-XV) | no | FIRST_TIME_CONTRIBUTOR | 386d | `2026-07-04T12:21:47Z` | 2 | 1 | weak | moderate | low | high open PR share |
 | `Abhijeet1815` | [profile](https://github.com/Abhijeet1815) | no | FIRST_TIME_CONTRIBUTOR | 611d | `2026-06-16T19:12:22Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Ace3Z` | [profile](https://github.com/Ace3Z) | no | CONTRIBUTOR | 2598d | `2026-05-24T21:47:03Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Achyuthan-S` | [profile](https://github.com/Achyuthan-S) | no | NONE | 1368d | `2026-06-06T07:20:32Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `aoright` | [profile](https://github.com/aoright) | no | NONE | 1548d | `2026-06-30T04:02:20Z` | 2 | 0 | weak | high | medium | broad repo spread; high open PR share; targets high-star repos |
 | `ArjunSrivastava1` | [profile](https://github.com/ArjunSrivastava1) | no | CONTRIBUTOR | 430d | `2026-05-07T18:36:08Z` | 2 | 0 | weak | moderate | low | high open PR share |
 | `avihu111` | [profile](https://github.com/avihu111) | no | CONTRIBUTOR | 2928d | `2026-04-29T11:45:47Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -116,6 +118,7 @@
 | `blipbyte` | [profile](https://github.com/blipbyte) | no | CONTRIBUTOR | 2606d | `2026-05-20T19:46:05Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
 | `catwell` | [profile](https://github.com/catwell) | no | FIRST_TIME_CONTRIBUTOR | 5907d | `2026-05-14T17:00:06Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `ChangyiYang` | [profile](https://github.com/ChangyiYang) | no | CONTRIBUTOR | 1384d | `2026-06-12T07:03:59Z` | 2 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `gabrielspmoreira` | [profile](https://github.com/gabrielspmoreira) | no | FIRST_TIME_CONTRIBUTOR | 5647d | `2026-05-18T23:25:12Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `goingforstudying-ctrl` | [profile](https://github.com/goingforstudying-ctrl) | no | FIRST_TIME_CONTRIBUTOR | 120d | `2026-06-02T23:21:10Z` | 2 | 0 | weak | very high | high | young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `Goutam16-Withcode` | [profile](https://github.com/Goutam16-Withcode) | no | FIRST_TIME_CONTRIBUTOR | 666d | `2026-06-08T11:27:05Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -144,6 +147,7 @@
 | `XananasX7` | [profile](https://github.com/XananasX7) | no | NONE | 116d | `2026-06-28T03:40:37Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share |
 | `ZubairAli999` | [profile](https://github.com/ZubairAli999) | no | NONE | 1721d | `2026-07-07T09:31:21Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
 | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 3012d | `2025-12-02T16:00:11Z` | 19 | 7 | strong | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 9 | 0 | mixed | moderate | low | targets high-star repos |
 | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
 | `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 596d | `2025-06-12T08:51:40Z` | 7 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -203,16 +207,13 @@
 | `XanxusCrypto` | [profile](https://github.com/XanxusCrypto) | no | FIRST_TIME_CONTRIBUTOR | 3282d | `2026-04-02T09:17:32Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `0Sh1khar` | [profile](https://github.com/0Sh1khar) | no | NONE | 660d | `2026-05-18T14:31:57Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `1fanwang` | [profile](https://github.com/1fanwang) | no | FIRST_TIME_CONTRIBUTOR | 3545d | `2026-05-12T13:51:52Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `aaronmjz` | [profile](https://github.com/aaronmjz) | no | FIRST_TIMER | 1072d | `2026-05-10T17:17:58Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `abcd1927` | [profile](https://github.com/abcd1927) | no | CONTRIBUTOR | 2561d | `2026-05-18T08:06:44Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `abderahmane-ai` | [profile](https://github.com/abderahmane-ai) | no | NONE | 294d | `2026-06-18T22:40:41Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
-| `abhishekkapoorx` | [profile](https://github.com/abhishekkapoorx) | no | CONTRIBUTOR | 1898d | `2026-07-04T09:19:12Z` | 1 | 0 | strong | low | low | — |
 | `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 |
-| `AjAyrAo43` | [profile](https://github.com/AjAyrAo43) | no | FIRST_TIME_CONTRIBUTOR | 303d | `2026-05-10T17:28:09Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `akoumpa` | [profile](https://github.com/akoumpa) | no | FIRST_TIME_CONTRIBUTOR | 917d | `2026-06-10T19:31:49Z` | 1 | 0 | mixed | low | low | high recent PR volume |
 | `AlexWortega` | [profile](https://github.com/AlexWortega) | no | NONE | 3256d | `2026-05-28T12:43:05Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `amanv0007` | [profile](https://github.com/amanv0007) | no | NONE | 549d | `2026-05-15T06:25:42Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -224,7 +225,7 @@
 | `arnav-144p` | [profile](https://github.com/arnav-144p) | no | NONE | 634d | `2026-06-02T18:52:53Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `arnavnaik22` | [profile](https://github.com/arnavnaik22) | no | NONE | 597d | `2026-06-05T19:41:55Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `ash01825` | [profile](https://github.com/ash01825) | no | FIRST_TIME_CONTRIBUTOR | 930d | `2026-06-13T15:51:08Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `ashusnapx` | [profile](https://github.com/ashusnapx) | no | FIRST_TIME_CONTRIBUTOR | 2034d | `2026-07-09T00:36:56Z` | 1 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Ashutosh-177` | [profile](https://github.com/Ashutosh-177) | no | NONE | 978d | `2026-05-19T06:28:43Z` | 1 | 0 | mixed | moderate | low | high open PR share |
 | `atharvajoshi10` | [profile](https://github.com/atharvajoshi10) | no | FIRST_TIME_CONTRIBUTOR | 3285d | `2026-07-08T22:49:00Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `atri2549` | [profile](https://github.com/atri2549) | no | FIRST_TIMER | 1108d | `2026-07-01T09:25:24Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -250,11 +251,12 @@
 | `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 |
 | `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 |
 | `dfgvaetyj3456356-hash` | [profile](https://github.com/dfgvaetyj3456356-hash) | no | NONE | 3d | `2026-06-01T03:10:16Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `divya234-hue` | [profile](https://github.com/divya234-hue) | no | FIRST_TIMER | 553d | `2026-07-06T08:47:57Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `Diwak4r` | [profile](https://github.com/Diwak4r) | yes | FIRST_TIME_CONTRIBUTOR | 696d | `2026-07-09T08:10:37Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `DiwanshuG` | [profile](https://github.com/DiwanshuG) | no | NONE | 1279d | `2026-05-22T10:39:02Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `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 |
@@ -292,6 +294,7 @@
 | `lalitha2410` | [profile](https://github.com/lalitha2410) | no | FIRST_TIMER | 1043d | `2026-05-17T13:42:37Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `lanxuejin` | [profile](https://github.com/lanxuejin) | no | FIRST_TIME_CONTRIBUTOR | 2869d | `2026-06-04T12:32:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Lemniscate-world` | [profile](https://github.com/Lemniscate-world) | no | NONE | 1024d | `2026-06-09T11:39:04Z` | 1 | 0 | mixed | moderate | low | — |
 | `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 |
@@ -337,7 +340,7 @@
 | `saitejabandaru-in` | [profile](https://github.com/saitejabandaru-in) | no | NONE | 564d | `2026-06-25T00:20:31Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
 | `Sanjays2402` | [profile](https://github.com/Sanjays2402) | no | FIRST_TIME_CONTRIBUTOR | 2554d | `2026-05-23T19:26:01Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `Sarimsaljook` | [profile](https://github.com/Sarimsaljook) | no | NONE | 1930d | `2026-06-27T01:05:09Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `sarthak-ad011` | [profile](https://github.com/sarthak-ad011) | no | FIRST_TIME_CONTRIBUTOR | 328d | `2026-07-08T22:41:19Z` | 1 | 0 | mixed | moderate | low | young account; high recent PR volume |
 | `Saurav-Gupta-13` | [profile](https://github.com/Saurav-Gupta-13) | no | NONE | 1717d | `2026-06-05T16:58:41Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `savirpatil` | [profile](https://github.com/savirpatil) | no | NONE | 2041d | `2026-06-12T19:13:53Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars |
 | `sergioperezcheco` | [profile](https://github.com/sergioperezcheco) | no | NONE | 1522d | `2026-06-28T17:06:32Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -380,12 +383,12 @@
 - 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: `2026-07-09T08:16:39Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **137**
-- snapshot authored PRs/issues: **137 PRs / 0 issues**
-- snapshot discussion activity: **143 comments / 272 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
@@ -393,9 +396,9 @@
 - heuristic read: **high recent PR volume; targets high-star repos**
 Example artifacts:
 - [PR #47168: tests: reduce processor test memory usage and use tiny test assets](https://github.com/huggingface/transformers/pull/47168) — closed, merged
-- [PR #47115: processor tests: use tiny Hub repos to reduce CI memory](https://github.com/huggingface/transformers/pull/47115) — closed, merged
-- [PR #47104: processor tests: use tiny Hub repos to reduce CI memory by ~43%](https://github.com/huggingface/transformers/pull/47104) — closed
 ### `Cyrilvallez`
@@ -426,12 +429,12 @@ 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: `2026-07-09T10:14:13Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **114**
 - snapshot authored PRs/issues: **107 PRs / 7 issues**
-- snapshot discussion activity: **191 comments / 229 reviews / 206 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`
@@ -441,7 +444,7 @@ Example artifacts:
 Example artifacts:
 - [PR #47204: torch-light: add executorch (+onnx) for CPU exporter tests](https://github.com/huggingface/transformers/pull/47204) — open
 - [PR #47202: Drop CPU/light docker image builder (moved to transformers-ci)](https://github.com/huggingface/transformers/pull/47202) — open
-- [PR #47201: Make executorch exporter tests always use xnnpack backend](https://github.com/huggingface/transformers/pull/47201) — open
 - [Issue #47205: Standardize test image fixture loading for COCO images](https://github.com/huggingface/transformers/issues/47205) — open
 - [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
@@ -501,12 +504,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
 - repo first seen: `2024-02-08T22:19:09Z`
-- repo last seen: `2026-07-08T17:58:36Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **77**
 - snapshot authored PRs/issues: **75 PRs / 2 issues**
-- snapshot discussion activity: **42 comments / 189 reviews / 319 review comments**
 - account age: **2296 days**
 - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
 - public orgs: `huggingface`
@@ -577,12 +580,12 @@ 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: `2026-07-08T14:49:33Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **52**
-- snapshot authored PRs/issues: **50 PRs / 2 issues**
-- snapshot discussion activity: **196 comments / 368 reviews / 491 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`
@@ -590,9 +593,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 Example artifacts:
 - [PR #46775: New SP support in Trainer](https://github.com/huggingface/transformers/pull/46775) — open
 - [PR #46541: fix-trainer-tests](https://github.com/huggingface/transformers/pull/46541) — closed, merged
-- [PR #46386: HF Buckets integration to Trainer](https://github.com/huggingface/transformers/pull/46386) — open
 - [Issue #43595: Tell Us: What Would Make Trainer Better?](https://github.com/huggingface/transformers/issues/43595) — open
 - [Issue #33260: Community contribution: Adding GGUF support for more architectures](https://github.com/huggingface/transformers/issues/33260) — open
@@ -626,12 +629,12 @@ 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: `2026-07-08T12:13:25Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **48**
 - snapshot authored PRs/issues: **48 PRs / 0 issues**
-- snapshot discussion activity: **890 comments / 353 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`
@@ -639,7 +642,7 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 Example artifacts:
-- [PR #47142: Cleanup pipelines, stop materializing generators](https://github.com/huggingface/transformers/pull/47142) — open
 - [PR #46980: Raise a loud error for missing prefix](https://github.com/huggingface/transformers/pull/46980) — closed, merged
 - [PR #46419: Port ESMC and ESMFold2 to Transformers](https://github.com/huggingface/transformers/pull/46419) — open
@@ -673,12 +676,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
 - repo first seen: `2024-10-21T07:08:47Z`
-- repo last seen: `2026-07-09T10:51:23Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **37**
 - snapshot authored PRs/issues: **37 PRs / 0 issues**
-- snapshot discussion activity: **70 comments / 76 reviews / 49 review comments**
 - account age: **3139 days**
 - recent public PR activity: **20 PRs** (10 merged / 5 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
 - public orgs: none visible
@@ -794,12 +797,12 @@ 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: `2026-07-09T09:02:20Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **35**
 - snapshot authored PRs/issues: **31 PRs / 4 issues**
-- snapshot discussion activity: **86 comments / 499 reviews / 458 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`
@@ -1105,12 +1108,12 @@ 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: `2026-07-08T14:43:08Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **15**
 - snapshot authored PRs/issues: **15 PRs / 0 issues**
-- snapshot discussion activity: **85 comments / 392 reviews / 1010 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`
@@ -1349,13 +1352,37 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; targets high-star repos**
 Example artifacts:
-- [PR #47155: Clarify that max_steps is required for datasets without __len__](https://github.com/huggingface/transformers/pull/47155) — open
 - [PR #47131: Fix false __len__ claims in Trainer docstrings](https://github.com/huggingface/transformers/pull/47131) — closed, merged
 - [PR #46155: Update dev version](https://github.com/huggingface/transformers/pull/46155) — closed
 - [Issue #45137: IndexError: pop from an empty deque with DeepSpeed ZeRO3](https://github.com/huggingface/transformers/issues/45137) — closed
 - [Issue #44273: Lazy loading is not working properly](https://github.com/huggingface/transformers/issues/44273) — open
 - [Issue #43334: Qwen3-VL can't be loaded in transformers dev: AttributeError: 'Qwen3VLTextConfig' object has no attribute 'pad_token_id'](https://github.com/huggingface/transformers/issues/43334) — closed
 ### `juliendenize`
 - profile: [github.com/juliendenize](https://github.com/juliendenize)
@@ -1430,30 +1457,6 @@ Example artifacts:
 - [Issue #46731: LabelSmoother ignores num_items_in_batch, inflating gradients by ~gradient_accumulation_steps with label smoothing](https://github.com/huggingface/transformers/issues/46731) — open
 - [Issue #46519: StopStringCriteria misses CJK stop strings on byte-level tokenizers when a character splits into byte-fragment tokens](https://github.com/huggingface/transformers/issues/46519) — closed
-### `dependabot[bot]`
-- profile: [github.com/dependabot[bot]](https://github.com/dependabot[bot])
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adependabot%5Bbot%5D)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adependabot%5Bbot%5D)
-- repo first seen: `2024-08-30T13:24:23Z`
-- repo last seen: `2026-07-02T13:21:07Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **7**
-- snapshot authored PRs/issues: **7 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **? days**
-- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
-- public orgs: none visible
-- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
-- heuristic read: **summary unavailable**
-- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'dependabot[bot]'."}]`
-Example artifacts:
-- [PR #47023: Bump the actions group across 1 directory with 8 updates](https://github.com/huggingface/transformers/pull/47023) — open
-- [PR #46885: Bump the actions group across 1 directory with 6 updates](https://github.com/huggingface/transformers/pull/46885) — closed
-- [PR #46564: Bump the actions group across 1 directory with 4 updates](https://github.com/huggingface/transformers/pull/46564) — closed
 ### `guarin`
 - profile: [github.com/guarin](https://github.com/guarin)
@@ -1664,6 +1667,29 @@ Example artifacts:
 - [Issue #46897: Florence2 training-loss double-shift bug (same pattern as Moonshine #46784)](https://github.com/huggingface/transformers/issues/46897) — closed
 - [Issue #46894: CohereASR training-loss double-shift bug (same pattern as Moonshine #46784)](https://github.com/huggingface/transformers/issues/46894) — open
 ### `filipinescu`
 - profile: [github.com/filipinescu](https://github.com/filipinescu)
@@ -2455,29 +2481,6 @@ Example artifacts:
 - [PR #46428: Pr 46229](https://github.com/huggingface/transformers/pull/46428) — closed
 - [PR #45638: Add MTP training support for Qwen3.5](https://github.com/huggingface/transformers/pull/45638) — open
-### `dhruv7477`
-- profile: [github.com/dhruv7477](https://github.com/dhruv7477)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adhruv7477)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adhruv7477)
-- repo first seen: `2026-04-29T09:34:56Z`
-- repo last seen: `2026-07-08T07:37:53Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **7 comments / 3 reviews / 3 review comments**
-- account age: **1645 days**
-- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
-Example artifacts:
-- [PR #47064: Fix CLI compatibility with huggingface_hub 1.22 (#47059)](https://github.com/huggingface/transformers/pull/47064) — closed, merged
-- [PR #47061: Fix device_map="auto" under-packing that spills quantized models to cpu (#46823)](https://github.com/huggingface/transformers/pull/47061) — closed
-- [PR #45752: Fix unhandled exception noise from background safetensors conversion thread](https://github.com/huggingface/transformers/pull/45752) — closed, merged
 ### `gante`
 - profile: [github.com/gante](https://github.com/gante)
@@ -2690,6 +2693,28 @@ Example artifacts:
 - [PR #46730: Fix hardcoded torch.float64 crashing on MPS (#46723)](https://github.com/huggingface/transformers/pull/46730) — open
 - [PR #46709: Fix #40032: Add padding strategy to DataCollatorForLanguageModeling](https://github.com/huggingface/transformers/pull/46709) — closed
 ### `Ace3Z`
 - profile: [github.com/Ace3Z](https://github.com/Ace3Z)
@@ -2734,6 +2759,28 @@ 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
 ### `aoright`
 - profile: [github.com/aoright](https://github.com/aoright)
@@ -2888,6 +2935,28 @@ Example artifacts:
 - [PR #46633: Lfm2: also thread `seq_idx` through ShortConv.slow_forward (non-fast-path)](https://github.com/huggingface/transformers/pull/46633) — closed, merged
 - [PR #46588: Lfm2: thread `seq_idx` through ShortConv for packed/varlen inputs](https://github.com/huggingface/transformers/pull/46588) — closed, merged
 ### `gabrielspmoreira`
 - profile: [github.com/gabrielspmoreira](https://github.com/gabrielspmoreira)
@@ -3509,6 +3578,29 @@ Example artifacts:
 - [Issue #45030: tiny-random glm4v configuration can't load due to config validation changes](https://github.com/huggingface/transformers/issues/45030) — closed
 - [Issue #44877: Strict config prevents loading `granite_speech` config](https://github.com/huggingface/transformers/issues/44877) — closed
 ### `zhang-prog`
 - profile: [github.com/zhang-prog](https://github.com/zhang-prog)
@@ -4161,12 +4253,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AWilliamRoyNelson)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AWilliamRoyNelson)
 - repo first seen: `2026-02-03T01:06:06Z`
-- repo last seen: `2026-07-09T05:20:29Z`
 - 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: **3 comments / 0 reviews / 0 review comments**
 - account age: **4404 days**
 - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: `americanexpress`
@@ -4839,27 +4931,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45917: Stop align_special_tokens from rewriting eos_token_id when no alignment is needed](https://github.com/huggingface/transformers/pull/45917) — open
-### `aaronmjz`
-- profile: [github.com/aaronmjz](https://github.com/aaronmjz)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aaaronmjz)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aaaronmjz)
-- repo first seen: `2026-05-10T17:17:58Z`
-- repo last seen: `2026-05-10T17:17:58Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIMER**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1072 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; no visible non-self stars; targets high-star repos**
-Example artifacts:
-- [PR #45867: security: enforce weights_only=True across multiple conversion scripts](https://github.com/huggingface/transformers/pull/45867) — closed
 ### `abcd1927`
 - profile: [github.com/abcd1927](https://github.com/abcd1927)
@@ -4902,27 +4973,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46757: Fix q_offset tensor causing wrong flex attention mask shape](https://github.com/huggingface/transformers/pull/46757) — closed
-### `abhishekkapoorx`
-- profile: [github.com/abhishekkapoorx](https://github.com/abhishekkapoorx)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aabhishekkapoorx)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aabhishekkapoorx)
-- repo first seen: `2026-07-04T09:19:12Z`
-- repo last seen: `2026-07-06T15:12:13Z`
-- first seen in snapshot: **no**
-- repo association: **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: **1898 days**
-- recent public PR activity: **4 PRs** (3 merged / 0 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-Example artifacts:
-- [PR #47062: docs-fix: IMDb dataset link in sequence classification guide](https://github.com/huggingface/transformers/pull/47062) — closed, merged
 ### `adhavan18`
 - profile: [github.com/adhavan18](https://github.com/adhavan18)
@@ -5028,27 +5078,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46451: Fix command syntax for optimum-cli export](https://github.com/huggingface/transformers/pull/46451) — open
-### `AjAyrAo43`
-- profile: [github.com/AjAyrAo43](https://github.com/AjAyrAo43)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAjAyrAo43)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAjAyrAo43)
-- repo first seen: `2026-05-10T17:28:09Z`
-- repo last seen: `2026-05-10T17:28:09Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **303 days**
-- recent public PR activity: **4 PRs** (0 merged / 0 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**
-Example artifacts:
-- [PR #45868: feat(t5gemma2): add Flash Attention 2 support](https://github.com/huggingface/transformers/pull/45868) — open
 ### `akoumpa`
 - profile: [github.com/akoumpa](https://github.com/akoumpa)
@@ -5288,7 +5317,7 @@ Example artifacts:
 - repo first seen: `2026-07-09T00:36:56Z`
 - repo last seen: `2026-07-09T01:25:06Z`
 - 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 / 0 reviews / 0 review comments**
@@ -5299,7 +5328,7 @@ Example artifacts:
 - heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
 Example artifacts:
-- [PR #47183: Fix tar-slip/zip-slip arbitrary file write vulnerabilities (CWE-22)](https://github.com/huggingface/transformers/pull/47183) — open
 ### `Ashutosh-177`
@@ -5826,6 +5855,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46205: Guard DeviceMesh import in continuous batching](https://github.com/huggingface/transformers/pull/46205) — closed, merged
 ### `delcenjo`
 - profile: [github.com/delcenjo](https://github.com/delcenjo)
@@ -5917,8 +5967,8 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADiwak4r)
 - repo first seen: `2026-07-09T08:10:37Z`
 - repo last seen: `2026-07-09T08:10:37Z`
-- 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**
@@ -5929,7 +5979,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
 Example artifacts:
-- [PR #47200: Fix double label shift in CohereAsr training loss](https://github.com/huggingface/transformers/pull/47200) — open
 ### `DiwanshuG`
@@ -6708,6 +6758,27 @@ Example artifacts:
 Example artifacts:
 - [PR #47024: test: add SDPA gradient health tests (fixes #44928)](https://github.com/huggingface/transformers/pull/47024) — closed
 ### `lewtun`
 - profile: [github.com/lewtun](https://github.com/lewtun)
@@ -7661,7 +7732,7 @@ Example artifacts:
 - repo first seen: `2026-07-08T22:41:19Z`
 - repo last seen: `2026-07-08T22:41:19Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -7672,7 +7743,7 @@ Example artifacts:
 - heuristic read: **young account; high recent PR volume**
 Example artifacts:
-- [PR #47180: fix: resolve device mismatch in Bark semantic model by offloading inp…](https://github.com/huggingface/transformers/pull/47180) — open
 ### `Saurav-Gupta-13`

 # New Contributor Report: huggingface/transformers
+- Snapshot: `20260709T180026Z`
+- Generated: `2026-07-09T18:03:20Z`
 - Activity window: `60d`
+- Contributors: `365`
 ## Summary
 | 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 |
 | `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 |
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 75 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 58 | 2 | mixed | low | low | targets high-star repos |
+| `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 51 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 49 | 1 | strong | low | low | targets high-star repos |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 48 | 0 | strong | low | low | targets high-star repos |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 44 | 1 | strong | moderate | low | targets high-star repos |
 | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 10 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
 | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 9 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 8 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
+| `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 8 | 0 | n/a | n/a | n/a | summary unavailable |
 | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 8 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5087d | `2026-03-13T14:45:22Z` | 7 | 10 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 7 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 | `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 7 | 0 | strong | low | low | — |
 | `kpal002` | [profile](https://github.com/kpal002) | no | CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 7 | 0 | strong | moderate | low | high recent PR volume |
 | `kylesayrs` | [profile](https://github.com/kylesayrs) | no | CONTRIBUTOR | 3784d | `2025-07-28T19:40:18Z` | 7 | 0 | mixed | moderate | medium | high recent PR volume; high open PR share |
 | `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 660d | `2025-12-04T12:38:46Z` | 6 | 0 | strong | moderate | low | — |
 | `XciD` | [profile](https://github.com/XciD) | no | MEMBER | 4481d | `2026-05-14T05:53:53Z` | 6 | 0 | mixed | high | low | extremely high recent PR volume; broad repo spread |
 | `sharmax-vikas` | [profile](https://github.com/sharmax-vikas) | no | CONTRIBUTOR | 702d | `2026-06-18T18:50:23Z` | 5 | 5 | weak | low | low | high open PR share; targets high-star repos |
+| `dhruv7477` | [profile](https://github.com/dhruv7477) | no | CONTRIBUTOR | 1645d | `2026-04-29T09:34:56Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `kamran-nizamani` | [profile](https://github.com/kamran-nizamani) | no | CONTRIBUTOR | 622d | `2026-06-11T21:16:42Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-09-05T15:52:11Z` | 5 | 0 | strong | moderate | low | high recent PR volume |
 | `qflen` | [profile](https://github.com/qflen) | no | CONTRIBUTOR | 479d | `2026-04-25T02:09:42Z` | 4 | 4 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2500d | `2025-10-30T12:45:06Z` | 4 | 1 | mixed | moderate | low | — |
 | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `gante` | [profile](https://github.com/gante) | no | CONTRIBUTOR | 4054d | `2023-02-24T12:09:33Z` | 3 | 2 | strong | low | low | targets high-star repos |
 | `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 |
 | `Sainava` | [profile](https://github.com/Sainava) | no | CONTRIBUTOR | 865d | `2026-06-09T09:43:45Z` | 2 | 1 | mixed | moderate | low | — |
 | `VIUK-XV` | [profile](https://github.com/VIUK-XV) | no | FIRST_TIME_CONTRIBUTOR | 386d | `2026-07-04T12:21:47Z` | 2 | 1 | weak | moderate | low | high open PR share |
 | `Abhijeet1815` | [profile](https://github.com/Abhijeet1815) | no | FIRST_TIME_CONTRIBUTOR | 611d | `2026-06-16T19:12:22Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `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) | yes | 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 |
 | `blipbyte` | [profile](https://github.com/blipbyte) | no | CONTRIBUTOR | 2606d | `2026-05-20T19:46:05Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
 | `catwell` | [profile](https://github.com/catwell) | no | FIRST_TIME_CONTRIBUTOR | 5907d | `2026-05-14T17:00:06Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `ChangyiYang` | [profile](https://github.com/ChangyiYang) | no | CONTRIBUTOR | 1384d | `2026-06-12T07:03:59Z` | 2 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
+| `Functionhx` | [profile](https://github.com/Functionhx) | yes | FIRST_TIME_CONTRIBUTOR | 753d | `2026-07-09T12:40:10Z` | 2 | 0 | weak | high | low | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `gabrielspmoreira` | [profile](https://github.com/gabrielspmoreira) | no | FIRST_TIME_CONTRIBUTOR | 5647d | `2026-05-18T23:25:12Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `goingforstudying-ctrl` | [profile](https://github.com/goingforstudying-ctrl) | no | FIRST_TIME_CONTRIBUTOR | 120d | `2026-06-02T23:21:10Z` | 2 | 0 | weak | very high | high | young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `Goutam16-Withcode` | [profile](https://github.com/Goutam16-Withcode) | no | FIRST_TIME_CONTRIBUTOR | 666d | `2026-06-08T11:27:05Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `XananasX7` | [profile](https://github.com/XananasX7) | no | NONE | 116d | `2026-06-28T03:40:37Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share |
 | `ZubairAli999` | [profile](https://github.com/ZubairAli999) | no | NONE | 1721d | `2026-07-07T09:31:21Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
 | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 3012d | `2025-12-02T16:00:11Z` | 19 | 7 | strong | high | low | high recent PR volume; broad repo spread; targets high-star repos |
+| `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5791d | `2024-10-17T15:17:05Z` | 10 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 9 | 0 | mixed | moderate | low | targets high-star repos |
 | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
 | `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 596d | `2025-06-12T08:51:40Z` | 7 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `XanxusCrypto` | [profile](https://github.com/XanxusCrypto) | no | FIRST_TIME_CONTRIBUTOR | 3282d | `2026-04-02T09:17:32Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `0Sh1khar` | [profile](https://github.com/0Sh1khar) | no | NONE | 660d | `2026-05-18T14:31:57Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `1fanwang` | [profile](https://github.com/1fanwang) | no | FIRST_TIME_CONTRIBUTOR | 3545d | `2026-05-12T13:51:52Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `abcd1927` | [profile](https://github.com/abcd1927) | no | CONTRIBUTOR | 2561d | `2026-05-18T08:06:44Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `abderahmane-ai` | [profile](https://github.com/abderahmane-ai) | no | NONE | 294d | `2026-06-18T22:40:41Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `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 |
 | `akoumpa` | [profile](https://github.com/akoumpa) | no | FIRST_TIME_CONTRIBUTOR | 917d | `2026-06-10T19:31:49Z` | 1 | 0 | mixed | low | low | high recent PR volume |
 | `AlexWortega` | [profile](https://github.com/AlexWortega) | no | NONE | 3256d | `2026-05-28T12:43:05Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `amanv0007` | [profile](https://github.com/amanv0007) | no | NONE | 549d | `2026-05-15T06:25:42Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `arnav-144p` | [profile](https://github.com/arnav-144p) | no | NONE | 634d | `2026-06-02T18:52:53Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `arnavnaik22` | [profile](https://github.com/arnavnaik22) | no | NONE | 597d | `2026-06-05T19:41:55Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `ash01825` | [profile](https://github.com/ash01825) | no | FIRST_TIME_CONTRIBUTOR | 930d | `2026-06-13T15:51:08Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `ashusnapx` | [profile](https://github.com/ashusnapx) | no | NONE | 2034d | `2026-07-09T00:36:56Z` | 1 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Ashutosh-177` | [profile](https://github.com/Ashutosh-177) | no | NONE | 978d | `2026-05-19T06:28:43Z` | 1 | 0 | mixed | moderate | low | high open PR share |
 | `atharvajoshi10` | [profile](https://github.com/atharvajoshi10) | no | FIRST_TIME_CONTRIBUTOR | 3285d | `2026-07-08T22:49:00Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `atri2549` | [profile](https://github.com/atri2549) | no | FIRST_TIMER | 1108d | `2026-07-01T09:25:24Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
+| `DavidJohnQuinlan` | [profile](https://github.com/DavidJohnQuinlan) | yes | 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 |
 | `dfgvaetyj3456356-hash` | [profile](https://github.com/dfgvaetyj3456356-hash) | no | NONE | 3d | `2026-06-01T03:10:16Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `divya234-hue` | [profile](https://github.com/divya234-hue) | no | FIRST_TIMER | 553d | `2026-07-06T08:47:57Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `Diwak4r` | [profile](https://github.com/Diwak4r) | no | NONE | 696d | `2026-07-09T08:10:37Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `DiwanshuG` | [profile](https://github.com/DiwanshuG) | no | NONE | 1279d | `2026-05-22T10:39:02Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `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 |
 | `lalitha2410` | [profile](https://github.com/lalitha2410) | no | FIRST_TIMER | 1043d | `2026-05-17T13:42:37Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `lanxuejin` | [profile](https://github.com/lanxuejin) | no | FIRST_TIME_CONTRIBUTOR | 2869d | `2026-06-04T12:32:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Lemniscate-world` | [profile](https://github.com/Lemniscate-world) | no | NONE | 1024d | `2026-06-09T11:39:04Z` | 1 | 0 | mixed | moderate | low | — |
+| `LevelVoid` | [profile](https://github.com/LevelVoid) | yes | FIRST_TIME_CONTRIBUTOR | 983d | `2026-07-09T15:16:26Z` | 1 | 0 | strong | moderate | low | — |
 | `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 |
 | `saitejabandaru-in` | [profile](https://github.com/saitejabandaru-in) | no | NONE | 564d | `2026-06-25T00:20:31Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
 | `Sanjays2402` | [profile](https://github.com/Sanjays2402) | no | FIRST_TIME_CONTRIBUTOR | 2554d | `2026-05-23T19:26:01Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `Sarimsaljook` | [profile](https://github.com/Sarimsaljook) | no | NONE | 1930d | `2026-06-27T01:05:09Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `sarthak-ad011` | [profile](https://github.com/sarthak-ad011) | no | NONE | 328d | `2026-07-08T22:41:19Z` | 1 | 0 | mixed | moderate | low | young account; high recent PR volume |
 | `Saurav-Gupta-13` | [profile](https://github.com/Saurav-Gupta-13) | no | NONE | 1717d | `2026-06-05T16:58:41Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `savirpatil` | [profile](https://github.com/savirpatil) | no | NONE | 2041d | `2026-06-12T19:13:53Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars |
 | `sergioperezcheco` | [profile](https://github.com/sergioperezcheco) | no | NONE | 1522d | `2026-06-28T17:06:32Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
 - repo first seen: `2025-02-05T12:51:57Z`
+- repo last seen: `2026-07-09T17:46:12Z`
 - 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**
 - 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
 - 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
 ### `Cyrilvallez`
 - 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: `2026-07-09T15:27:26Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **114**
 - snapshot authored PRs/issues: **107 PRs / 7 issues**
+- snapshot discussion activity: **195 comments / 230 reviews / 207 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`
 Example artifacts:
 - [PR #47204: torch-light: add executorch (+onnx) for CPU exporter tests](https://github.com/huggingface/transformers/pull/47204) — open
 - [PR #47202: Drop CPU/light docker image builder (moved to transformers-ci)](https://github.com/huggingface/transformers/pull/47202) — open
+- [PR #47201: Make executorch exporter tests always use xnnpack backend](https://github.com/huggingface/transformers/pull/47201) — closed, merged
 - [Issue #47205: Standardize test image fixture loading for COCO images](https://github.com/huggingface/transformers/issues/47205) — open
 - [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
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
 - repo first seen: `2024-02-08T22:19:09Z`
+- repo last seen: `2026-07-09T17:45:03Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **77**
 - snapshot authored PRs/issues: **75 PRs / 2 issues**
+- snapshot discussion activity: **42 comments / 190 reviews / 319 review comments**
 - account age: **2296 days**
 - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
 - public orgs: `huggingface`
 - 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`
 - 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**
 - 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`
 - heuristic read: **high recent PR volume; targets high-star repos**
 Example artifacts:
+- [PR #47216: Compressed tensors fp8](https://github.com/huggingface/transformers/pull/47216) — open
 - [PR #46775: New SP support in Trainer](https://github.com/huggingface/transformers/pull/46775) — open
 - [PR #46541: fix-trainer-tests](https://github.com/huggingface/transformers/pull/46541) — closed, merged
 - [Issue #43595: Tell Us: What Would Make Trainer Better?](https://github.com/huggingface/transformers/issues/43595) — open
 - [Issue #33260: Community contribution: Adding GGUF support for more architectures](https://github.com/huggingface/transformers/issues/33260) — open
 - 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`
 - 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**
 - 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`
 - heuristic read: **targets high-star repos**
 Example artifacts:
+- [PR #47142: Cleanup pipelines, stop materializing generators](https://github.com/huggingface/transformers/pull/47142) — closed, merged
 - [PR #46980: Raise a loud error for missing prefix](https://github.com/huggingface/transformers/pull/46980) — closed, merged
 - [PR #46419: Port ESMC and ESMFold2 to Transformers](https://github.com/huggingface/transformers/pull/46419) — open
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
 - repo first seen: `2024-10-21T07:08:47Z`
+- repo last seen: `2026-07-09T14:27:28Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **37**
 - snapshot authored PRs/issues: **37 PRs / 0 issues**
+- snapshot discussion activity: **70 comments / 77 reviews / 50 review comments**
 - account age: **3139 days**
 - recent public PR activity: **20 PRs** (10 merged / 5 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
 - public orgs: none visible
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
 - repo first seen: `2025-07-04T08:41:29Z`
+- repo last seen: `2026-07-09T12:13:57Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **35**
 - snapshot authored PRs/issues: **31 PRs / 4 issues**
+- snapshot discussion activity: **86 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`
 - 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: `2026-07-09T16:46:03Z`
 - 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 / 398 reviews / 1036 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`
 - heuristic read: **extremely high recent PR volume; targets high-star repos**
 Example artifacts:
+- [PR #47155: Clarify that max_steps is required for datasets without __len__](https://github.com/huggingface/transformers/pull/47155) — closed, merged
 - [PR #47131: Fix false __len__ claims in Trainer docstrings](https://github.com/huggingface/transformers/pull/47131) — closed, merged
 - [PR #46155: Update dev version](https://github.com/huggingface/transformers/pull/46155) — closed
 - [Issue #45137: IndexError: pop from an empty deque with DeepSpeed ZeRO3](https://github.com/huggingface/transformers/issues/45137) — closed
 - [Issue #44273: Lazy loading is not working properly](https://github.com/huggingface/transformers/issues/44273) — open
 - [Issue #43334: Qwen3-VL can't be loaded in transformers dev: AttributeError: 'Qwen3VLTextConfig' object has no attribute 'pad_token_id'](https://github.com/huggingface/transformers/issues/43334) — closed
+### `dependabot[bot]`
+- profile: [github.com/dependabot[bot]](https://github.com/dependabot[bot])
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adependabot%5Bbot%5D)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adependabot%5Bbot%5D)
+- repo first seen: `2024-08-30T13:24:23Z`
+- repo last seen: `2026-07-09T13:23:35Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **8**
+- snapshot authored PRs/issues: **8 PRs / 0 issues**
+- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
+- account age: **? days**
+- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
+- public orgs: none visible
+- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
+- heuristic read: **summary unavailable**
+- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'dependabot[bot]'."}]`
+Example artifacts:
+- [PR #47208: Bump the actions group across 1 directory with 13 updates](https://github.com/huggingface/transformers/pull/47208) — open
+- [PR #47023: Bump the actions group across 1 directory with 8 updates](https://github.com/huggingface/transformers/pull/47023) — closed
+- [PR #46885: Bump the actions group across 1 directory with 6 updates](https://github.com/huggingface/transformers/pull/46885) — closed
 ### `juliendenize`
 - profile: [github.com/juliendenize](https://github.com/juliendenize)
 - [Issue #46731: LabelSmoother ignores num_items_in_batch, inflating gradients by ~gradient_accumulation_steps with label smoothing](https://github.com/huggingface/transformers/issues/46731) — open
 - [Issue #46519: StopStringCriteria misses CJK stop strings on byte-level tokenizers when a character splits into byte-fragment tokens](https://github.com/huggingface/transformers/issues/46519) — closed
 ### `guarin`
 - profile: [github.com/guarin](https://github.com/guarin)
 - [Issue #46897: Florence2 training-loss double-shift bug (same pattern as Moonshine #46784)](https://github.com/huggingface/transformers/issues/46897) — closed
 - [Issue #46894: CohereASR training-loss double-shift bug (same pattern as Moonshine #46784)](https://github.com/huggingface/transformers/issues/46894) — open
+### `dhruv7477`
+- profile: [github.com/dhruv7477](https://github.com/dhruv7477)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adhruv7477)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adhruv7477)
+- repo first seen: `2026-04-29T09:34:56Z`
+- repo last seen: `2026-07-09T14:05:27Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **5 PRs / 0 issues**
+- snapshot discussion activity: **8 comments / 3 reviews / 3 review comments**
+- account age: **1645 days**
+- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
+Example artifacts:
+- [PR #47211: Also size the device_map buffer from the largest leaf module (follow-up to #47203)](https://github.com/huggingface/transformers/pull/47211) — open
+- [PR #47064: Fix CLI compatibility with huggingface_hub 1.22 (#47059)](https://github.com/huggingface/transformers/pull/47064) — closed, merged
+- [PR #47061: Fix device_map="auto" under-packing that spills quantized models to cpu (#46823)](https://github.com/huggingface/transformers/pull/47061) — closed
 ### `filipinescu`
 - profile: [github.com/filipinescu](https://github.com/filipinescu)
 - [PR #46428: Pr 46229](https://github.com/huggingface/transformers/pull/46428) — closed
 - [PR #45638: Add MTP training support for Qwen3.5](https://github.com/huggingface/transformers/pull/45638) — open
 ### `gante`
 - profile: [github.com/gante](https://github.com/gante)
 - [PR #46730: Fix hardcoded torch.float64 crashing on MPS (#46723)](https://github.com/huggingface/transformers/pull/46730) — open
 - [PR #46709: Fix #40032: Add padding strategy to DataCollatorForLanguageModeling](https://github.com/huggingface/transformers/pull/46709) — closed
+### `abhishekkapoorx`
+- profile: [github.com/abhishekkapoorx](https://github.com/abhishekkapoorx)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aabhishekkapoorx)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aabhishekkapoorx)
+- repo first seen: `2026-07-04T09:19:12Z`
+- repo last seen: `2026-07-09T17:36:37Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **1898 days**
+- recent public PR activity: **4 PRs** (3 merged / 0 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+Example artifacts:
+- [PR #47219: fix: resolve integration test failures by migrating COCO image loading to HF Hub fixtures](https://github.com/huggingface/transformers/pull/47219) — open
+- [PR #47062: docs-fix: IMDb dataset link in sequence classification guide](https://github.com/huggingface/transformers/pull/47062) — closed, merged
 ### `Ace3Z`
 - profile: [github.com/Ace3Z](https://github.com/Ace3Z)
 - [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: **yes**
+- 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)
 - [PR #46633: Lfm2: also thread `seq_idx` through ShortConv.slow_forward (non-fast-path)](https://github.com/huggingface/transformers/pull/46633) — closed, merged
 - [PR #46588: Lfm2: thread `seq_idx` through ShortConv for packed/varlen inputs](https://github.com/huggingface/transformers/pull/46588) — closed, merged
+### `Functionhx`
+- profile: [github.com/Functionhx](https://github.com/Functionhx)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AFunctionhx)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AFunctionhx)
+- repo first seen: `2026-07-09T12:40:10Z`
+- repo last seen: `2026-07-09T13:04:12Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **753 days**
+- recent public PR activity: **27 PRs** (0 merged / 5 closed-unmerged / 22 open; merged rate **0%**, closed-unmerged rate **19%**, open rate **81%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **high**, automation risk **low**
+- heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
+Example artifacts:
+- [PR #47207: Fix Swin2SR over-padding when dimensions are already aligned](https://github.com/huggingface/transformers/pull/47207) — open
+- [PR #47206: Guard torchcodec imports against OSError](https://github.com/huggingface/transformers/pull/47206) — closed
 ### `gabrielspmoreira`
 - profile: [github.com/gabrielspmoreira](https://github.com/gabrielspmoreira)
 - [Issue #45030: tiny-random glm4v configuration can't load due to config validation changes](https://github.com/huggingface/transformers/issues/45030) — closed
 - [Issue #44877: Strict config prevents loading `granite_speech` config](https://github.com/huggingface/transformers/issues/44877) — closed
+### `winglian`
+- profile: [github.com/winglian](https://github.com/winglian)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Awinglian)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Awinglian)
+- repo first seen: `2024-10-17T15:17:05Z`
+- repo last seen: `2026-07-09T13:56:59Z`
+- first seen in snapshot: **no**
+- repo association: **COLLABORATOR**
+- repo primary artifacts: **10**
+- snapshot authored PRs/issues: **10 PRs / 0 issues**
+- snapshot discussion activity: **11 comments / 31 reviews / 18 review comments**
+- account age: **5791 days**
+- recent public PR activity: **61 PRs** (51 merged / 0 closed-unmerged / 10 open; merged rate **84%**, closed-unmerged rate **0%**, open rate **16%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+Example artifacts:
+- [PR #47210: Route packed sdpa rows through torch.nn.attention.varlen.varlen_attn](https://github.com/huggingface/transformers/pull/47210) — open
+- [PR #45814: Add pretrained model-family distributed smoke matrix](https://github.com/huggingface/transformers/pull/45814) — open
+- [PR #45577: Allow for registered experts from kernels hub](https://github.com/huggingface/transformers/pull/45577) — closed, merged
 ### `zhang-prog`
 - profile: [github.com/zhang-prog](https://github.com/zhang-prog)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AWilliamRoyNelson)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AWilliamRoyNelson)
 - repo first seen: `2026-02-03T01:06:06Z`
+- repo last seen: `2026-07-09T16:37:13Z`
 - 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 / 0 reviews / 0 review comments**
 - account age: **4404 days**
 - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: `americanexpress`
 Example artifacts:
 - [PR #45917: Stop align_special_tokens from rewriting eos_token_id when no alignment is needed](https://github.com/huggingface/transformers/pull/45917) — open
 ### `abcd1927`
 - profile: [github.com/abcd1927](https://github.com/abcd1927)
 Example artifacts:
 - [PR #46757: Fix q_offset tensor causing wrong flex attention mask shape](https://github.com/huggingface/transformers/pull/46757) — closed
 ### `adhavan18`
 - profile: [github.com/adhavan18](https://github.com/adhavan18)
 Example artifacts:
 - [PR #46451: Fix command syntax for optimum-cli export](https://github.com/huggingface/transformers/pull/46451) — open
 ### `akoumpa`
 - profile: [github.com/akoumpa](https://github.com/akoumpa)
 - repo first seen: `2026-07-09T00:36:56Z`
 - repo last seen: `2026-07-09T01:25:06Z`
 - first seen in snapshot: **no**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 - heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
 Example artifacts:
+- [PR #47183: Fix tar-slip/zip-slip arbitrary file write vulnerabilities (CWE-22)](https://github.com/huggingface/transformers/pull/47183) — closed
 ### `Ashutosh-177`
 Example artifacts:
 - [PR #46205: Guard DeviceMesh import in continuous batching](https://github.com/huggingface/transformers/pull/46205) — closed, merged
+### `DavidJohnQuinlan`
+- profile: [github.com/DavidJohnQuinlan](https://github.com/DavidJohnQuinlan)
+- 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`
+- 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: **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
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
+Example artifacts:
+- [PR #47212: docs: update quantized cache hqq/quanto examples and documentation](https://github.com/huggingface/transformers/pull/47212) — open
 ### `delcenjo`
 - profile: [github.com/delcenjo](https://github.com/delcenjo)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADiwak4r)
 - repo first seen: `2026-07-09T08:10:37Z`
 - repo last seen: `2026-07-09T08:10:37Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
 - heuristic read: **high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
 Example artifacts:
+- [PR #47200: Fix double label shift in CohereAsr training loss](https://github.com/huggingface/transformers/pull/47200) — closed
 ### `DiwanshuG`
 Example artifacts:
 - [PR #47024: test: add SDPA gradient health tests (fixes #44928)](https://github.com/huggingface/transformers/pull/47024) — closed
+### `LevelVoid`
+- profile: [github.com/LevelVoid](https://github.com/LevelVoid)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALevelVoid)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALevelVoid)
+- repo first seen: `2026-07-09T15:16:26Z`
+- repo last seen: `2026-07-09T17:09:19Z`
+- 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: **2 comments / 0 reviews / 0 review comments**
+- account age: **983 days**
+- recent public PR activity: **7 PRs** (6 merged / 0 closed-unmerged / 1 open; merged rate **86%**, closed-unmerged rate **0%**, open rate **14%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
+Example artifacts:
+- [PR #47218: Refactor image loading in tests to use load_test_image helper](https://github.com/huggingface/transformers/pull/47218) — open
 ### `lewtun`
 - profile: [github.com/lewtun](https://github.com/lewtun)
 - repo first seen: `2026-07-08T22:41:19Z`
 - repo last seen: `2026-07-08T22:41:19Z`
 - first seen in snapshot: **no**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
 - heuristic read: **young account; high recent PR volume**
 Example artifacts:
+- [PR #47180: fix: resolve device mismatch in Bark semantic model by offloading inp…](https://github.com/huggingface/transformers/pull/47180) — closed
 ### `Saurav-Gupta-13`

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