Refresh transformers dataset snapshot 20260716T120054Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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+- latest snapshot: `20260716T120054Z`
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@@ -15748,7 +15671,7 @@
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@@ -18982,14 +18905,14 @@
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@@ -20419,12 +20342,12 @@
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@@ -22768,63 +22691,6 @@
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@@ -24428,14 +24294,14 @@
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@@ -24894,7 +24760,7 @@
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@@ -24926,7 +24792,7 @@
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             "url": "https://github.com/huggingface/transformers/pull/47343",
-            "state": "open",
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             "created_at": "2026-07-15T15:49:19Z"

new-contributors-report.md

@@ -1,22 +1,22 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260716T060036Z`
-- Generated: `2026-07-16T06:01:39Z`
+- Snapshot: `20260716T120054Z`
+- Generated: `2026-07-16T12:02:47Z`
 - Activity window: `60d`
-- Contributors: `370`
+- Contributors: `368`
 
 ## 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` | 142 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
-| `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 119 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 121 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 112 | 7 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 110 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 109 | 7 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-07-19T13:27:51Z` | 101 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 82 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 71 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 59 | 2 | mixed | low | low | targets high-star repos |
+| `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 60 | 2 | mixed | low | low | targets high-star repos |
 | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 56 | 1 | strong | low | low | targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 51 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 49 | 0 | strong | low | low | targets high-star repos |
@@ -34,8 +34,8 @@
 | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 27 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
 | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 27 | 0 | n/a | n/a | n/a | summary unavailable |
 | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 24 | 0 | strong | moderate | low | — |
+| `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 23 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 | `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 23 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
-| `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 22 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 22 | 0 | strong | moderate | low | targets high-star repos |
 | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 20 | 0 | mixed | moderate | low | — |
 | `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 16 | 1 | weak | moderate | low | high open PR share |
@@ -51,10 +51,10 @@
 | `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 9 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 | `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 |
 | `kylesayrs` | [profile](https://github.com/kylesayrs) | no | CONTRIBUTOR | 3784d | `2025-07-28T19:40:18Z` | 8 | 2 | mixed | moderate | medium | high recent PR volume; high open PR share |
+| `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2022-10-14T20:02:21Z` | 8 | 1 | strong | low | low | high recent PR volume |
 | `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 |
-| `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2022-10-14T20:02:21Z` | 7 | 1 | strong | low | low | high recent PR volume |
 | `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 |
 | `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2872d | `2025-11-10T23:38:23Z` | 6 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -146,7 +146,6 @@
 | `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 |
 | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3900d | `2026-01-21T06:14:39Z` | 5 | 4 | weak | low | low | high open PR share; targets high-star repos |
@@ -213,7 +212,7 @@
 | `adityasingh2400` | [profile](https://github.com/adityasingh2400) | no | NONE | 2313d | `2026-05-21T11:23:35Z` | 1 | 0 | weak | high | medium | extremely high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `agesf` | [profile](https://github.com/agesf) | no | CONTRIBUTOR | 1259d | `2026-06-01T12:58:11Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Ahwar` | [profile](https://github.com/Ahwar) | no | FIRST_TIME_CONTRIBUTOR | 3615d | `2026-06-05T15:26:06Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `ajayraj30002` | [profile](https://github.com/ajayraj30002) | no | FIRST_TIME_CONTRIBUTOR | 186d | `2026-07-15T17:16:49Z` | 1 | 0 | weak | low | low | young account; no visible non-self stars |
+| `ajayraj30002` | [profile](https://github.com/ajayraj30002) | no | NONE | 186d | `2026-07-15T17:16:49Z` | 1 | 0 | weak | low | low | young account; no visible non-self stars |
 | `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 |
 | `amauryfa` | [profile](https://github.com/amauryfa) | no | FIRST_TIME_CONTRIBUTOR | 5598d | `2026-06-29T08:11:34Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -262,7 +261,7 @@
 | `EdoardoMosca` | [profile](https://github.com/EdoardoMosca) | no | NONE | 2778d | `2026-06-30T12:56:34Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `efazal` | [profile](https://github.com/efazal) | no | CONTRIBUTOR | 475d | `2026-06-22T22:56:50Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `eliaghazal` | [profile](https://github.com/eliaghazal) | no | FIRST_TIME_CONTRIBUTOR | 1212d | `2026-07-05T16:12:30Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `eslam-ahmed43` | [profile](https://github.com/eslam-ahmed43) | yes | FIRST_TIMER | 520d | `2026-07-16T05:51:42Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `eslam-ahmed43` | [profile](https://github.com/eslam-ahmed43) | no | FIRST_TIMER | 520d | `2026-07-16T05:51:42Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Gideon0805` | [profile](https://github.com/Gideon0805) | no | FIRST_TIME_CONTRIBUTOR | 3204d | `2026-07-07T09:46:20Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `gmrnlg1971` | [profile](https://github.com/gmrnlg1971) | no | NONE | 19d | `2026-06-20T18:21:51Z` | 1 | 0 | weak | high | high | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `goanpeca` | [profile](https://github.com/goanpeca) | no | NONE | 4866d | `2026-06-17T03:02:47Z` | 1 | 0 | strong | very high | medium | extremely high recent PR volume; very broad repo spread |
@@ -336,7 +335,6 @@
 | `rishiarora123` | [profile](https://github.com/rishiarora123) | no | NONE | 1872d | `2026-05-22T18:19:48Z` | 1 | 0 | weak | moderate | low | high recent PR volume; many recent closed-unmerged PRs; no visible non-self stars |
 | `RithwikSharma` | [profile](https://github.com/RithwikSharma) | no | NONE | 2171d | `2026-06-20T02:29:20Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `rodriguescarson` | [profile](https://github.com/rodriguescarson) | no | NONE | 4589d | `2026-07-02T17:18:05Z` | 1 | 0 | strong | very high | medium | high recent PR volume; very broad repo spread |
-| `saadkhaleeq610` | [profile](https://github.com/saadkhaleeq610) | no | NONE | 2359d | `2026-05-17T07:52:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `sagnikai` | [profile](https://github.com/sagnikai) | no | FIRST_TIMER | 2557d | `2026-07-14T13:20:23Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `saitejabandaru-in` | [profile](https://github.com/saitejabandaru-in) | no | NONE | 564d | `2026-06-25T00:20:31Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
 | `Sanjays2402` | [profile](https://github.com/Sanjays2402) | no | NONE | 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 |
@@ -373,7 +371,7 @@
 | `vbayanag` | [profile](https://github.com/vbayanag) | no | FIRST_TIME_CONTRIBUTOR | 1008d | `2026-07-15T21:33:52Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `W-Akrabi` | [profile](https://github.com/W-Akrabi) | no | NONE | 1346d | `2026-06-07T22:07:11Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `wangyi7099` | [profile](https://github.com/wangyi7099) | no | FIRST_TIME_CONTRIBUTOR | 3473d | `2026-06-11T00:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `wasim-builds` | [profile](https://github.com/wasim-builds) | no | FIRST_TIME_CONTRIBUTOR | 1478d | `2026-07-15T15:49:19Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
+| `wasim-builds` | [profile](https://github.com/wasim-builds) | no | NONE | 1478d | `2026-07-15T15:49:19Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `Yooniel` | [profile](https://github.com/Yooniel) | no | CONTRIBUTOR | 2080d | `2026-05-21T15:59:30Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `YuChangHui` | [profile](https://github.com/YuChangHui) | no | FIRST_TIME_CONTRIBUTOR | 2154d | `2026-07-06T02:04:32Z` | 1 | 0 | strong | low | low | — |
 | `yuekaizhang` | [profile](https://github.com/yuekaizhang) | no | CONTRIBUTOR | 3305d | `2026-06-08T05:30:02Z` | 1 | 0 | mixed | moderate | low | high open PR share |
@@ -411,12 +409,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
 - repo first seen: `2025-03-19T10:58:02Z`
-- repo last seen: `2026-07-15T18:51:15Z`
+- repo last seen: `2026-07-16T09:38:31Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **119**
-- snapshot authored PRs/issues: **119 PRs / 0 issues**
-- snapshot discussion activity: **285 comments / 406 reviews / 658 review comments**
+- repo primary artifacts: **121**
+- snapshot authored PRs/issues: **121 PRs / 0 issues**
+- snapshot discussion activity: **286 comments / 407 reviews / 658 review comments**
 - account age: **2036 days**
 - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
 - public orgs: `huggingface`
@@ -424,9 +422,35 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #47361: Fix assisted decoding for models with EncoderDecoder cache & OlmoHybrid](https://github.com/huggingface/transformers/pull/47361) — closed, merged
+- [PR #47359: Fix sdpa prefill with position_bias](https://github.com/huggingface/transformers/pull/47359) — closed, merged
 - [PR #47348: Small improvement](https://github.com/huggingface/transformers/pull/47348) — closed, merged
-- [PR #47294: Kernel native causal_conv1d functions](https://github.com/huggingface/transformers/pull/47294) — open, draft
-- [PR #47203: Fix device_map computation when the no_split_modules have different sizes](https://github.com/huggingface/transformers/pull/47203) — closed, merged
+
+### `tarekziade`
+
+- profile: [github.com/tarekziade](https://github.com/tarekziade)
+- 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: `2026-07-16T08:28:50Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **119**
+- snapshot authored PRs/issues: **112 PRs / 7 issues**
+- snapshot discussion activity: **213 comments / 236 reviews / 212 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`
+- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
+- heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
+
+Example artifacts:
+- [PR #47364: Fix model CI collated report machine type](https://github.com/huggingface/transformers/pull/47364) — open
+- [PR #47362: ci: Handle empty GitHub token in CI run lookup](https://github.com/huggingface/transformers/pull/47362) — closed, merged
+- [PR #47360: CI: use transformers-ci daily workflow with OTEL](https://github.com/huggingface/transformers/pull/47360) — 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
 
 ### `kaixuanliu`
 
@@ -454,32 +478,6 @@ Example artifacts:
 - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
 - [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
 
-### `tarekziade`
-
-- profile: [github.com/tarekziade](https://github.com/tarekziade)
-- 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: `2026-07-15T16:24:38Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **116**
-- snapshot authored PRs/issues: **109 PRs / 7 issues**
-- snapshot discussion activity: **209 comments / 236 reviews / 212 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`
-- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
-- heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
-
-Example artifacts:
-- [PR #47339: Pin kernels to compatible version in benchmark workflow](https://github.com/huggingface/transformers/pull/47339) — closed, merged
-- [PR #47338: ci: cover xet as well (runtime error)](https://github.com/huggingface/transformers/pull/47338) — closed, merged
-- [PR #47204: torch-light: add executorch (+onnx) for CPU exporter tests](https://github.com/huggingface/transformers/pull/47204) — 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
-
 ### `zucchini-nlp`
 
 - profile: [github.com/zucchini-nlp](https://github.com/zucchini-nlp)
@@ -534,12 +532,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
 - repo first seen: `2023-02-24T14:13:29Z`
-- repo last seen: `2026-07-15T19:10:54Z`
+- repo last seen: `2026-07-16T07:16:39Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **75**
 - snapshot authored PRs/issues: **71 PRs / 4 issues**
-- snapshot discussion activity: **206 comments / 775 reviews / 1545 review comments**
+- snapshot discussion activity: **206 comments / 780 reviews / 1546 review comments**
 - account age: **2590 days**
 - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
 - public orgs: none visible
@@ -560,12 +558,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
 - repo first seen: `2025-08-26T12:13:50Z`
-- repo last seen: `2026-07-15T17:21:15Z`
+- repo last seen: `2026-07-16T09:37:49Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **61**
-- snapshot authored PRs/issues: **59 PRs / 2 issues**
-- snapshot discussion activity: **796 comments / 1503 reviews / 6077 review comments**
+- repo primary artifacts: **62**
+- snapshot authored PRs/issues: **60 PRs / 2 issues**
+- snapshot discussion activity: **798 comments / 1505 reviews / 6077 review comments**
 - account age: **1991 days**
 - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
 - public orgs: none visible
@@ -573,9 +571,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #47344: [`FP8`] Bump kernels version](https://github.com/huggingface/transformers/pull/47344) — open
+- [PR #47366: Update dev version on main](https://github.com/huggingface/transformers/pull/47366) — closed, merged
+- [PR #47344: [`FP8`] Bump kernels version](https://github.com/huggingface/transformers/pull/47344) — closed, merged
 - [PR #47044: Update dev](https://github.com/huggingface/transformers/pull/47044) — closed, merged
-- [PR #47042: [`Gemma4`] Update 1 integration test](https://github.com/huggingface/transformers/pull/47042) — closed, merged
 - [Issue #46245: [`Layer Types`] Split keys across MLP and Attentions](https://github.com/huggingface/transformers/issues/46245) — open
 - [Issue #40827: [`Cache`] Proper support for Linear Attention (related) caches](https://github.com/huggingface/transformers/issues/40827) — closed
 
@@ -585,12 +583,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
 - repo first seen: `2025-09-11T21:27:59Z`
-- repo last seen: `2026-07-16T03:31:04Z`
+- repo last seen: `2026-07-16T07:25:15Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **57**
 - snapshot authored PRs/issues: **56 PRs / 1 issues**
-- snapshot discussion activity: **76 comments / 228 reviews / 239 review comments**
+- snapshot discussion activity: **76 comments / 229 reviews / 240 review comments**
 - account age: **1813 days**
 - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
 - public orgs: none visible
@@ -599,7 +597,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #47341: [Fix] Small FA-related test failures in CB](https://github.com/huggingface/transformers/pull/47341) — open
-- [PR #47330: [CB] Automatically switch attention implementation to flash](https://github.com/huggingface/transformers/pull/47330) — open
+- [PR #47330: [CB] Automatically switch attention implementation to flash](https://github.com/huggingface/transformers/pull/47330) — closed, merged
 - [PR #47318: [Nit] Add kernels_fallback_ok kwarg to is_flash_attn_N_available](https://github.com/huggingface/transformers/pull/47318) — closed, merged
 - [Issue #46516: [Continuous batching] Tracker for issues and feature requests](https://github.com/huggingface/transformers/issues/46516) — open
 
@@ -634,12 +632,12 @@ 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: `2026-07-15T14:52:53Z`
+- repo last seen: `2026-07-16T12:01:00Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **49**
 - snapshot authored PRs/issues: **49 PRs / 0 issues**
-- snapshot discussion activity: **920 comments / 360 reviews / 238 review comments**
+- snapshot discussion activity: **927 comments / 360 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`
@@ -754,12 +752,12 @@ 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: `2026-07-15T22:05:40Z`
+- repo last seen: `2026-07-16T07:32:02Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **40**
 - snapshot authored PRs/issues: **36 PRs / 4 issues**
-- snapshot discussion activity: **87 comments / 540 reviews / 496 review comments**
+- snapshot discussion activity: **87 comments / 542 reviews / 497 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`
@@ -768,7 +766,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #47334: Kernels and loaders robustification](https://github.com/huggingface/transformers/pull/47334) — open
-- [PR #47323: Fix deepgemm on multiple devices](https://github.com/huggingface/transformers/pull/47323) — open
+- [PR #47323: Fix deepgemm on multiple devices](https://github.com/huggingface/transformers/pull/47323) — closed, merged
 - [PR #47313: DeepGEMM shouldn't pad on SM90](https://github.com/huggingface/transformers/pull/47313) — closed, merged
 - [Issue #46443: Vision RoPE refactor](https://github.com/huggingface/transformers/issues/46443) — open
 - [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
@@ -991,6 +989,29 @@ Example artifacts:
 - [PR #47298: Fix important model failures on MI450](https://github.com/huggingface/transformers/pull/47298) — open, draft
 - [PR #47259: Switch AMD daily CI to mi300 runners](https://github.com/huggingface/transformers/pull/47259) — closed, merged
 
+### `kashif`
+
+- profile: [github.com/kashif](https://github.com/kashif)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akashif)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akashif)
+- repo first seen: `2025-09-08T13:05:54Z`
+- repo last seen: `2026-07-16T07:55:15Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **23**
+- snapshot authored PRs/issues: **23 PRs / 0 issues**
+- snapshot discussion activity: **57 comments / 83 reviews / 79 review comments**
+- account age: **6569 days**
+- recent public PR activity: **32 PRs** (20 merged / 1 closed-unmerged / 11 open; merged rate **62%**, closed-unmerged rate **3%**, open rate **34%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
+- heuristic read: **high recent PR volume; broad repo spread; targets high-star repos**
+
+Example artifacts:
+- [PR #47363: Fix TimesFM 2.5 window_size AttributeError](https://github.com/huggingface/transformers/pull/47363) — open
+- [PR #47297: [DeepSpeed] Composite models are not initialized correctly under ZeRO-3](https://github.com/huggingface/transformers/pull/47297) — open, draft
+- [PR #47295: [DiffusionGemma] Cast the decoder padding mask to bool](https://github.com/huggingface/transformers/pull/47295) — open
+
 ### `Sunt-ing`
 
 - profile: [github.com/Sunt-ing](https://github.com/Sunt-ing)
@@ -1014,29 +1035,6 @@ Example artifacts:
 - [PR #47195: Fix prompt lookup decoding length cap](https://github.com/huggingface/transformers/pull/47195) — open
 - [PR #47076: Validate Gemma4 audio placeholders in processor inputs](https://github.com/huggingface/transformers/pull/47076) — open
 
-### `kashif`
-
-- profile: [github.com/kashif](https://github.com/kashif)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akashif)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akashif)
-- repo first seen: `2025-09-08T13:05:54Z`
-- repo last seen: `2026-07-13T10:12:27Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **22**
-- snapshot authored PRs/issues: **22 PRs / 0 issues**
-- snapshot discussion activity: **57 comments / 83 reviews / 79 review comments**
-- account age: **6569 days**
-- recent public PR activity: **32 PRs** (20 merged / 1 closed-unmerged / 11 open; merged rate **62%**, closed-unmerged rate **3%**, open rate **34%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
-- heuristic read: **high recent PR volume; broad repo spread; targets high-star repos**
-
-Example artifacts:
-- [PR #47297: [DeepSpeed] Composite models are not initialized correctly under ZeRO-3](https://github.com/huggingface/transformers/pull/47297) — open, draft
-- [PR #47295: [DiffusionGemma] Cast the decoder padding mask to bool](https://github.com/huggingface/transformers/pull/47295) — open
-- [PR #46642: 🚨 [DiffusionGemma] Return router logits and load balancing loss](https://github.com/huggingface/transformers/pull/46642) — open
-
 ### `michaelbenayoun`
 
 - profile: [github.com/michaelbenayoun](https://github.com/michaelbenayoun)
@@ -1113,12 +1111,12 @@ 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: `2026-07-15T17:06:48Z`
+- repo last seen: `2026-07-16T10:47:20Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **15**
 - snapshot authored PRs/issues: **15 PRs / 0 issues**
-- snapshot discussion activity: **87 comments / 415 reviews / 1054 review comments**
+- snapshot discussion activity: **87 comments / 419 reviews / 1078 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`
@@ -1136,12 +1134,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
 - repo first seen: `2024-06-13T14:13:17Z`
-- repo last seen: `2026-07-15T18:19:39Z`
+- repo last seen: `2026-07-16T09:35:27Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **15**
 - snapshot authored PRs/issues: **14 PRs / 1 issues**
-- snapshot discussion activity: **54 comments / 262 reviews / 741 review comments**
+- snapshot discussion activity: **54 comments / 263 reviews / 742 review comments**
 - account age: **2914 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -1391,6 +1389,30 @@ Example artifacts:
 - [Issue #47333: [Offloading] Cannot save disk-offloaded `Qwen/Qwen3-30B-A3B`](https://github.com/huggingface/transformers/issues/47333) — open
 - [Issue #47332: [Offloading] Cannot save disk-offloaded `Qwen3-VL-32B-Instruct`](https://github.com/huggingface/transformers/issues/47332) — closed
 
+### `IMvision12`
+
+- profile: [github.com/IMvision12](https://github.com/IMvision12)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIMvision12)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIMvision12)
+- repo first seen: `2022-10-14T20:02:21Z`
+- repo last seen: `2026-07-16T08:26:34Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **9**
+- snapshot authored PRs/issues: **8 PRs / 1 issues**
+- snapshot discussion activity: **7 comments / 3 reviews / 3 review comments**
+- account age: **1735 days**
+- recent public PR activity: **83 PRs** (80 merged / 3 closed-unmerged / 0 open; merged rate **96%**, closed-unmerged rate **4%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **high recent PR volume**
+
+Example artifacts:
+- [PR #47365: [Model] Add LingBot-Vision Model](https://github.com/huggingface/transformers/pull/47365) — open
+- [PR #47233: Fix Hunyuan-VL PIL image resize parity with reference preprocessing](https://github.com/huggingface/transformers/pull/47233) — open
+- [PR #47186: Fix batched Qwen2.5/3-Omni audio generation](https://github.com/huggingface/transformers/pull/47186) — open
+- [Issue #19631: Add EDSR and MDSR](https://github.com/huggingface/transformers/issues/19631) — closed
+
 ### `dependabot[bot]`
 
 - profile: [github.com/dependabot[bot]](https://github.com/dependabot[bot])
@@ -1464,30 +1486,6 @@ Example artifacts:
 - [Issue #46439: Static cache `early_initialization` corrupts linear-attention layers (wrong shapes → `RuntimeError`)](https://github.com/huggingface/transformers/issues/46439) — closed
 - [Issue #46424: Cache config max_cache_length only honored for Quantized Cache](https://github.com/huggingface/transformers/issues/46424) — closed
 
-### `IMvision12`
-
-- profile: [github.com/IMvision12](https://github.com/IMvision12)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIMvision12)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIMvision12)
-- repo first seen: `2022-10-14T20:02:21Z`
-- repo last seen: `2026-07-13T08:31:39Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **8**
-- snapshot authored PRs/issues: **7 PRs / 1 issues**
-- snapshot discussion activity: **7 comments / 3 reviews / 3 review comments**
-- account age: **1735 days**
-- recent public PR activity: **83 PRs** (80 merged / 3 closed-unmerged / 0 open; merged rate **96%**, closed-unmerged rate **4%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **high recent PR volume**
-
-Example artifacts:
-- [PR #47233: Fix Hunyuan-VL PIL image resize parity with reference preprocessing](https://github.com/huggingface/transformers/pull/47233) — open
-- [PR #47186: Fix batched Qwen2.5/3-Omni audio generation](https://github.com/huggingface/transformers/pull/47186) — open
-- [PR #47129: Fix RT-DETR v2 converter for current model keys](https://github.com/huggingface/transformers/pull/47129) — open
-- [Issue #19631: Add EDSR and MDSR](https://github.com/huggingface/transformers/issues/19631) — closed
-
 ### `guarin`
 
 - profile: [github.com/guarin](https://github.com/guarin)
@@ -2517,12 +2515,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acurnane-lab)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acurnane-lab)
 - repo first seen: `2026-04-24T15:14:11Z`
-- repo last seen: `2026-06-24T02:23:23Z`
+- repo last seen: `2026-07-16T07:36:00Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
 - account age: **248 days**
 - recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
 - public orgs: none visible
@@ -3526,12 +3524,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atomaarsen)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atomaarsen)
 - repo first seen: `2025-12-02T16:00:11Z`
-- repo last seen: `2026-07-15T11:57:02Z`
+- repo last seen: `2026-07-16T06:39:27Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **26**
 - snapshot authored PRs/issues: **19 PRs / 7 issues**
-- snapshot discussion activity: **69 comments / 157 reviews / 153 review comments**
+- snapshot discussion activity: **71 comments / 157 reviews / 153 review comments**
 - account age: **3012 days**
 - recent public PR activity: **52 PRs** (50 merged / 0 closed-unmerged / 2 open; merged rate **96%**, closed-unmerged rate **0%**, open rate **4%**)
 - public orgs: `nltk`, `huggingface`, `embeddings-benchmark`, `Hugging-Face-Helping-Hand`
@@ -3569,29 +3567,6 @@ Example artifacts:
 - [PR #45838: [Model] Add PP-OCRv6 Models Support](https://github.com/huggingface/transformers/pull/45838) — closed, merged
 - [PR #45626: [Model] Add PP-FormulaNet Model Support](https://github.com/huggingface/transformers/pull/45626) — closed, merged
 
-### `JJJYmmm`
-
-- profile: [github.com/JJJYmmm](https://github.com/JJJYmmm)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJJJYmmm)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJJJYmmm)
-- repo first seen: `2026-01-27T10:34:17Z`
-- repo last seen: `2026-06-30T18:03:31Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **8**
-- snapshot authored PRs/issues: **8 PRs / 0 issues**
-- snapshot discussion activity: **22 comments / 65 reviews / 65 review comments**
-- account age: **1648 days**
-- recent public PR activity: **11 PRs** (9 merged / 2 closed-unmerged / 0 open; merged rate **82%**, closed-unmerged rate **18%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #46011: [new model] Add zaya1 vl](https://github.com/huggingface/transformers/pull/46011) — open, draft
-- [PR #45862: [new model] Add Zyphra/ZAYA1-8B](https://github.com/huggingface/transformers/pull/45862) — closed, merged
-- [PR #45173: [misc] fix qwen35 tests: correct the text model type and skip reverse_mapping](https://github.com/huggingface/transformers/pull/45173) — closed, merged
-
 ### `ydshieh2`
 
 - profile: [github.com/ydshieh2](https://github.com/ydshieh2)
@@ -4301,12 +4276,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajanbernloehr)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajanbernloehr)
 - repo first seen: `2026-03-10T09:22:21Z`
-- repo last seen: `2026-07-10T14:17:21Z`
+- repo last seen: `2026-07-16T10:02:48Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **1 PRs / 2 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - account age: **5413 days**
 - recent public PR activity: **8 PRs** (6 merged / 0 closed-unmerged / 2 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
 - public orgs: none visible
@@ -4779,7 +4754,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46465: fix: T5 decoder error message uses wrong field names](https://github.com/huggingface/transformers/pull/46465) — closed
-- [Issue #46463: [Bug] Incorrect error message for T5 model family's decoder input validation](https://github.com/huggingface/transformers/issues/46463) — open
+- [Issue #46463: [Bug] Incorrect error message for T5 model family's decoder input validation](https://github.com/huggingface/transformers/issues/46463) — closed
 
 ### `shubhammr21`
 
@@ -5067,7 +5042,7 @@ Example artifacts:
 - repo first seen: `2026-07-15T17:16:49Z`
 - repo last seen: `2026-07-15T17:48:53Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
@@ -5078,7 +5053,7 @@ Example artifacts:
 - heuristic read: **young account; no visible non-self stars**
 
 Example artifacts:
-- [PR #47346: fix: correct dict comprehension syntax in save_pretrained to prevent ValueError](https://github.com/huggingface/transformers/pull/47346) — open
+- [PR #47346: fix: correct dict comprehension syntax in save_pretrained to prevent ValueError](https://github.com/huggingface/transformers/pull/47346) — closed
 
 ### `akoumpa`
 
@@ -5884,12 +5859,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adelock)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adelock)
 - repo first seen: `2026-07-15T09:02:42Z`
-- repo last seen: `2026-07-15T09:02:42Z`
+- repo last seen: `2026-07-16T07:22:17Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 - account age: **3712 days**
 - recent public PR activity: **6 PRs** (3 merged / 1 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **17%**, open rate **33%**)
 - public orgs: none visible
@@ -6095,7 +6070,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeslam-ahmed43)
 - repo first seen: `2026-07-16T05:51:42Z`
 - repo last seen: `2026-07-16T05:51:42Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIMER**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -6262,12 +6237,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharryjulian)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharryjulian)
 - repo first seen: `2026-07-07T15:04:12Z`
-- repo last seen: `2026-07-15T09:35:06Z`
+- repo last seen: `2026-07-16T10:22:53Z`
 - 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 / 4 reviews / 4 review comments**
+- snapshot discussion activity: **0 comments / 9 reviews / 9 review comments**
 - account age: **1554 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
@@ -6787,12 +6762,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALevelVoid)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALevelVoid)
 - repo first seen: `2026-07-09T15:16:26Z`
-- repo last seen: `2026-07-15T17:45:44Z`
+- repo last seen: `2026-07-16T06:38:55Z`
 - 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: **7 comments / 2 reviews / 2 review comments**
+- snapshot discussion activity: **8 comments / 2 reviews / 2 review comments**
 - account age: **983 days**
 - recent public PR activity: **7 PRs** (6 merged / 0 closed-unmerged / 1 open; merged rate **86%**, closed-unmerged rate **0%**, open rate **14%**)
 - public orgs: none visible
@@ -7642,27 +7617,6 @@ Example artifacts:
 Example artifacts:
 - [PR #47028: Fix MoonshineStreaming right-window off-by-one in sliding_window_mask_function](https://github.com/huggingface/transformers/pull/47028) — closed
 
-### `saadkhaleeq610`
-
-- profile: [github.com/saadkhaleeq610](https://github.com/saadkhaleeq610)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asaadkhaleeq610)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asaadkhaleeq610)
-- repo first seen: `2026-05-17T07:52:23Z`
-- repo last seen: `2026-05-17T16:48:00Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **2359 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: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46010: fix(cache): StaticCache.get_seq_length() now returns int instead of Tensor](https://github.com/huggingface/transformers/pull/46010) — closed
-
 ### `sagnikai`
 
 - profile: [github.com/sagnikai](https://github.com/sagnikai)
@@ -8257,12 +8211,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ated-mosi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ated-mosi)
 - repo first seen: `2026-06-05T13:30:42Z`
-- repo last seen: `2026-07-05T13:53:54Z`
+- repo last seen: `2026-07-16T11:40:08Z`
 - 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: **5 comments / 8 reviews / 8 review comments**
+- snapshot discussion activity: **6 comments / 11 reviews / 11 review comments**
 - account age: **3 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
@@ -8427,7 +8381,7 @@ Example artifacts:
 - repo first seen: `2026-07-15T15:49:19Z`
 - repo last seen: `2026-07-16T05:55:43Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
@@ -8438,7 +8392,7 @@ Example artifacts:
 - heuristic read: **broad repo spread; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #47343: docs: fix typo 'succesful' -> 'successful' in modeling_utils.py](https://github.com/huggingface/transformers/pull/47343) — open
+- [PR #47343: docs: fix typo 'succesful' -> 'successful' in modeling_utils.py](https://github.com/huggingface/transformers/pull/47343) — closed
 
 ### `Yooniel`
 

new_contributors.parquet

@@ -1,3 +1,3 @@
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-size 66224
+oid sha256:0a241e64067438dd9cc068f459794ccb5317f0698e96e6afeb0329a22cb5cdb2
+size 65779

pr-scope-clusters.json

@@ -1,7 +1,7 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260716T060036Z",
-  "generated_at": "2026-07-16T06:01:35Z",
+  "snapshot_id": "20260716T120054Z",
+  "generated_at": "2026-07-16T12:02:45Z",
   "cluster_count": 84,
   "pr_scope_clusters": [
     {
@@ -48,7 +48,7 @@
         {
           "left_pr_number": 43663,
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+          "similarity": 0.629,
           "content_similarity": 0.469,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
@@ -113,7 +113,7 @@
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           "right_pr_number": 44660,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -145,7 +145,7 @@
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           "right_pr_number": 43663,
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           "concentration_similarity": 1.0,
@@ -369,7 +369,7 @@
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           "right_pr_number": 45055,
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@@ -401,7 +401,7 @@
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -544,7 +544,7 @@
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           "breadth_similarity": 1.0,
@@ -577,7 +577,7 @@
           "left_pr_number": 43663,
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           "concentration_similarity": 1.0,
@@ -651,378 +651,18 @@
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+      "summary": "5 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
+      "shared_filenames": [
+        "src/transformers/modeling_utils.py"
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+            "src"
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           "shared_filenames": [
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@@ -3130,7 +2952,7 @@
         47208
       ],
       "representative_pr_number": 47208,
-      "average_similarity": 0.564,
+      "average_similarity": 0.563,
       "summary": "4 open PRs share weighted file overlap around `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`, `.github/workflows/build-past-ci-docker-images.yml`; representative PR #47208.",
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@@ -3150,8 +2972,8 @@
         {
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@@ -3175,8 +2997,8 @@
         {
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@@ -3200,8 +3022,8 @@
         {
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@@ -3222,8 +3044,8 @@
         {
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@@ -3247,8 +3069,8 @@
         {
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@@ -3267,8 +3089,8 @@
         {
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@@ -3374,7 +3196,7 @@
         {
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-          "similarity": 0.401,
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           "breadth_similarity": 0.5,
@@ -3524,7 +3346,7 @@
         {
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-          "similarity": 0.343,
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@@ -3572,7 +3394,7 @@
         47017
       ],
       "representative_pr_number": 45293,
-      "average_similarity": 0.468,
+      "average_similarity": 0.467,
       "summary": "4 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`, `src/transformers/models/auto/tokenization_auto.py`; representative PR #45293.",
       "shared_filenames": [
         "tests/models/auto/test_tokenization_auto.py",
@@ -3592,7 +3414,7 @@
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@@ -3846,7 +3668,7 @@
         {
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           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
@@ -4378,6 +4200,86 @@
         }
       ]
     },
+    {
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+      "pr_numbers": [
+        46834,
+        46942,
+        47363
+      ],
+      "representative_pr_number": 46834,
+      "average_similarity": 0.604,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/timesfm2_5/modular_timesfm2_5.py`, `src/transformers/models/timesfm2_5/modeling_timesfm2_5.py`; representative PR #46834.",
+      "shared_filenames": [
+        "src/transformers/models/timesfm2_5/modular_timesfm2_5.py",
+        "src/transformers/models/timesfm2_5/modeling_timesfm2_5.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/timesfm2_5",
+        "src/transformers/models",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
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+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/models/timesfm2_5/modeling_timesfm2_5.py",
+            "src/transformers/models/timesfm2_5/modular_timesfm2_5.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/timesfm2_5",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
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+            "src/transformers/models/timesfm2_5/modular_timesfm2_5.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/timesfm2_5",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
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+          "right_pr_number": 47363,
+          "similarity": 0.511,
+          "content_similarity": 0.454,
+          "size_similarity": 0.286,
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+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/models/timesfm2_5/modeling_timesfm2_5.py",
+            "src/transformers/models/timesfm2_5/modular_timesfm2_5.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/timesfm2_5",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-45570-3",
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@@ -4955,7 +4857,7 @@
         47341
       ],
       "representative_pr_number": 47153,
-      "average_similarity": 0.431,
+      "average_similarity": 0.432,
       "summary": "3 open PRs share weighted file overlap around `tests/generation/test_utils.py`, `src/transformers/generation/utils.py`; representative PR #47153.",
       "shared_filenames": [
         "tests/generation/test_utils.py",
@@ -4992,8 +4894,8 @@
         {
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.837,
@@ -5009,8 +4911,8 @@
         {
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-          "similarity": 0.34,
-          "content_similarity": 0.104,
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@@ -5184,7 +5086,7 @@
         46917
       ],
       "representative_pr_number": 46917,
-      "average_similarity": 0.412,
+      "average_similarity": 0.411,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/image_processing_backends.py`; representative PR #46917.",
       "shared_filenames": [
         "src/transformers/image_processing_backends.py"
@@ -5214,7 +5116,7 @@
           "left_pr_number": 46771,
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@@ -5229,8 +5131,8 @@
         {
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@@ -5245,80 +5147,84 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-44228-3",
+      "cluster_id": "pr-scope-43532-3",
       "pr_numbers": [
-        44228,
-        46324,
-        47323
+        43532,
+        43649,
+        47360
       ],
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-      "average_similarity": 0.407,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/quantizers/quantizers_utils.py`, `tests/quantization/finegrained_fp8/test_fp8.py`, `src/transformers/modeling_utils.py`; representative PR #46324.",
+      "representative_pr_number": 43649,
+      "average_similarity": 0.406,
+      "summary": "3 open PRs share weighted file overlap around `.github/workflows/self-scheduled-caller.yml`, `utils/notification_service.py`, `.github/workflows/self-comment-ci.yml`; representative PR #43649.",
       "shared_filenames": [
-        "src/transformers/quantizers/quantizers_utils.py",
-        "tests/quantization/finegrained_fp8/test_fp8.py",
-        "src/transformers/modeling_utils.py"
+        ".github/workflows/self-scheduled-caller.yml",
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+      "pr_numbers": [
+        44228,
+        46324
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+      "summary": "2 open PRs share weighted file overlap around `src/transformers/quantizers/quantizers_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44228.",
+      "shared_filenames": [
+        "src/transformers/quantizers/quantizers_utils.py",
+        "src/transformers/modeling_utils.py"
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+      "shared_directories": [
+        "src/transformers/quantizers",
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+            "src/transformers/quantizers",
+            "src/transformers",
+            "src"
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-        43649
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+        45233
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-      "summary": "2 open PRs share weighted file overlap around `utils/notification_service.py`, `.github/workflows/self-comment-ci.yml`, `.github/workflows/self-scheduled.yml`; representative PR #43532.",
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+      "summary": "2 open PRs share weighted file overlap around `tests/models/timesfm/test_modeling_timesfm.py`, `src/transformers/models/timesfm/modeling_timesfm.py`, `src/transformers/models/timesfm/modular_timesfm.py`; representative PR #40755.",
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-        ".github/workflows/self-comment-ci.yml",
-        ".github/workflows/self-scheduled.yml",
-        "tests/models/vit/test_modeling_vit.py"
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+        "src/transformers/models/timesfm/modeling_timesfm.py",
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       ],
       "shared_directories": [
-        "tests/models/vit",
-        ".github/workflows",
+        "src/transformers/models/timesfm",
+        "tests/models/timesfm",
+        "src/transformers/models",
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           ],
           "shared_directories": [
-            "tests/models/vit",
-            ".github/workflows",
+            "src/transformers/models/timesfm",
+            "src/transformers/models",
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       "summary": "2 open PRs share weighted file overlap around `.github/workflows/build_pr_documentation.yml`; representative PR #44965.",
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+      "summary": "2 open PRs share weighted file overlap around `.github/workflows/build-ci-docker-images.yml`; representative PR #46887.",
+      "shared_filenames": [
+        ".github/workflows/build-ci-docker-images.yml"
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           "left_pr_number": 45513,
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+    "archived_pr_scope_clusters_json": "snapshots/20260716T120054Z/pr-scope-clusters.json",
+    "new_contributors_json": "new-contributors-report.json",
+    "new_contributors_markdown": "new-contributors-report.md",
+    "new_contributors_parquet": "new_contributors.parquet",
+    "pr_scope_clusters_json": "pr-scope-clusters.json"
+  },
+  "counts": {
+    "comments": 17921,
+    "issues": 1010,
+    "links": 6512,
+    "new_contributors": 368,
+    "pr_diffs": 3435,
+    "pr_files": 41397,
+    "pull_requests": 3435,
+    "review_comments": 20590,
+    "reviews": 12027,
+    "timeline_events": 67071
+  },
+  "crawl_started_at": "2026-07-16T12:00:54Z",
+  "delta_counts": {
+    "comments": 69,
+    "issue_stubs": 38,
+    "issues": 3,
+    "links": 30,
+    "pr_diffs": 35,
+    "pr_files": 265,
+    "pull_requests": 35,
+    "review_comments": 493,
+    "reviews": 222,
+    "timeline_events": 1085
+  },
+  "extracted_at": "2026-07-16T12:00:54Z",
+  "repo": "huggingface/transformers",
+  "snapshot_id": "20260716T120054Z",
+  "watermark": {
+    "effective_since": "2026-07-16T06:00:36Z",
+    "next_since": "2026-07-16T12:00:54Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260716T060036Z/manifest.json",
-  "latest_snapshot_id": "20260716T060036Z",
+  "archived_manifest_path": "snapshots/20260716T120054Z/manifest.json",
+  "latest_snapshot_id": "20260716T120054Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-07-16T06:00:36Z",
+  "next_since": "2026-07-16T12:00:54Z",
   "repo": "huggingface/transformers",
-  "snapshot_dir": "snapshots/20260716T060036Z"
+  "snapshot_dir": "snapshots/20260716T120054Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-07-16T00:00:31Z",
-  "last_successful_snapshot_id": "20260716T060036Z",
-  "next_since": "2026-07-16T06:00:36Z",
+  "effective_since": "2026-07-16T06:00:36Z",
+  "last_successful_snapshot_id": "20260716T120054Z",
+  "next_since": "2026-07-16T12:00:54Z",
   "repo": "huggingface/transformers",
-  "updated_at": "2026-07-16T06:00:36Z"
+  "updated_at": "2026-07-16T12:00:54Z"
 }