Datasets:

evalstate
/

transformers-pr

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 - eval set creation
 Notes:
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 # New Contributor Report: huggingface/transformers
-- Snapshot: `20260612T180035Z`
-- Generated: `2026-06-12T18:02:10Z`
 - Activity window: `60d`
-- Contributors: `347`
 ## 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 | `2025-03-31T13:54:54Z` | 113 | 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` | 102 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 96 | 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` | 95 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
@@ -112,6 +112,7 @@
 | `jonghwanhyeon` | [profile](https://github.com/jonghwanhyeon) | no | CONTRIBUTOR | 5135d | `2026-04-21T11:42:03Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `JulietChinenyeDuru` | [profile](https://github.com/JulietChinenyeDuru) | no | NONE | 357d | `2026-06-05T04:17:33Z` | 2 | 0 | weak | low | low | young account; high open PR share |
 | `Kaz-scr` | [profile](https://github.com/Kaz-scr) | no | FIRST_TIME_CONTRIBUTOR | 1941d | `2026-04-30T15:39:40Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `lgeiger` | [profile](https://github.com/lgeiger) | no | CONTRIBUTOR | 3947d | `2026-04-30T12:35:42Z` | 2 | 0 | mixed | moderate | low | — |
 | `louzongzhi` | [profile](https://github.com/louzongzhi) | no | CONTRIBUTOR | 1325d | `2026-04-14T05:14:08Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `Mamiglia` | [profile](https://github.com/Mamiglia) | no | CONTRIBUTOR | 3093d | `2026-05-08T16:06:43Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -171,7 +172,7 @@
 | `dvdimitrov13` | [profile](https://github.com/dvdimitrov13) | no | FIRST_TIME_CONTRIBUTOR | 2296d | `2026-04-24T14:56:28Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `earino` | [profile](https://github.com/earino) | no | CONTRIBUTOR | 6609d | `2026-04-20T10:22:03Z` | 1 | 1 | strong | moderate | low | — |
 | `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
-| `jshn9515` | [profile](https://github.com/jshn9515) | no | FIRST_TIME_CONTRIBUTOR | 214d | `2026-05-29T22:55:56Z` | 1 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `julien-gadonneix` | [profile](https://github.com/julien-gadonneix) | no | NONE | 987d | `2026-06-02T15:31:42Z` | 1 | 1 | mixed | low | low | high open PR share |
 | `karnakarreddi` | [profile](https://github.com/karnakarreddi) | no | NONE | 3847d | `2026-05-20T05:12:29Z` | 1 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share |
 | `kasakh` | [profile](https://github.com/kasakh) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-05-10T06:09:08Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -228,6 +229,7 @@
 | `cheparity` | [profile](https://github.com/cheparity) | no | FIRST_TIME_CONTRIBUTOR | 1517d | `2026-06-03T05:18:26Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Chinmay1220` | [profile](https://github.com/Chinmay1220) | no | FIRST_TIME_CONTRIBUTOR | 999d | `2026-06-11T16:14:03Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
 | `chirag-gupta-07` | [profile](https://github.com/chirag-gupta-07) | no | FIRST_TIMER | 276d | `2026-05-11T05:43:53Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `cloudyun888` | [profile](https://github.com/cloudyun888) | no | NONE | 45d | `2026-04-15T13:18:36Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
 | `csantosbh` | [profile](https://github.com/csantosbh) | no | CONTRIBUTOR | 5103d | `2026-06-04T14:07:37Z` | 1 | 0 | weak | low | low | high open PR share; 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 |
@@ -319,6 +321,7 @@
 | `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 |
 | `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 |
 | `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 |
 | `SAY-5` | [profile](https://github.com/SAY-5) | no | NONE | 172d | `2026-04-20T05:44:53Z` | 1 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
 | `SeaL773` | [profile](https://github.com/SeaL773) | no | FIRST_TIME_CONTRIBUTOR | 3075d | `2026-05-04T06:26:53Z` | 1 | 0 | mixed | moderate | low | — |
 | `sebastianvlad1` | [profile](https://github.com/sebastianvlad1) | no | CONTRIBUTOR | 3207d | `2026-04-30T16:48:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -365,11 +368,11 @@
 - 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: `2025-03-31T13:54:54Z`
-- repo last seen: `2026-06-12T13:48:38Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **113**
-- snapshot authored PRs/issues: **113 PRs / 0 issues**
 - snapshot discussion activity: **137 comments / 239 reviews / 163 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%**)
@@ -378,9 +381,9 @@
 - heuristic read: **high recent PR volume; targets high-star repos**
 Example artifacts:
 - [PR #46594: Fix torchaudio version not tied to torch version in docker file ](https://github.com/huggingface/transformers/pull/46594) — closed, merged
 - [PR #46591: [CI] Enable PR CI for all fork PRs via security gate](https://github.com/huggingface/transformers/pull/46591) — closed, merged
-- [PR #46560: [CI] Catch all shell/process execution issues in security gate via Bandit JSON report](https://github.com/huggingface/transformers/pull/46560) — closed, merged
 ### `Cyrilvallez`
@@ -2772,6 +2775,28 @@ Example artifacts:
 - [PR #45731: Added library_name and library_version to HfApi/Hub calls for proper attribution](https://github.com/huggingface/transformers/pull/45731) — closed
 - [PR #45724: Fix memory leak in T5 by adding opt-out for apex FusedRMSNorm](https://github.com/huggingface/transformers/pull/45724) — closed
 ### `lgeiger`
 - profile: [github.com/lgeiger](https://github.com/lgeiger)
@@ -4113,7 +4138,7 @@ Example artifacts:
 - repo first seen: `2026-05-29T22:55:56Z`
 - repo last seen: `2026-06-01T22:47:11Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
@@ -4124,7 +4149,7 @@ Example artifacts:
 - heuristic read: **young account; high open PR share; targets high-star repos**
 Example artifacts:
-- [PR #46293: Fix hub kernels compatibility with kernels>=0.15.0](https://github.com/huggingface/transformers/pull/46293) — open
 - [Issue #46291: Importing `transformers.pipelines` fails with kernels v0.15: kernels now requires `version` or `revision`](https://github.com/huggingface/transformers/issues/46291) — closed
 ### `julien-gadonneix`
@@ -5317,6 +5342,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45883: Fix Gemma4 inputs_embeds OOM during per-layer lookup](https://github.com/huggingface/transformers/pull/45883) — open
 ### `cloudyun888`
 - profile: [github.com/cloudyun888](https://github.com/cloudyun888)
@@ -7228,6 +7274,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46455: Fix missing _auto_class for trust_remote_code models using local config](https://github.com/huggingface/transformers/pull/46455) — closed
 ### `SAY-5`
 - profile: [github.com/SAY-5](https://github.com/SAY-5)

 # New Contributor Report: huggingface/transformers
+- Snapshot: `20260613T000024Z`
+- Generated: `2026-06-13T00:01:18Z`
 - Activity window: `60d`
+- Contributors: `350`
 ## 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 | `2025-03-31T13:54:54Z` | 114 | 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` | 102 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 96 | 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` | 95 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `jonghwanhyeon` | [profile](https://github.com/jonghwanhyeon) | no | CONTRIBUTOR | 5135d | `2026-04-21T11:42:03Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `JulietChinenyeDuru` | [profile](https://github.com/JulietChinenyeDuru) | no | NONE | 357d | `2026-06-05T04:17:33Z` | 2 | 0 | weak | low | low | young account; high open PR share |
 | `Kaz-scr` | [profile](https://github.com/Kaz-scr) | no | FIRST_TIME_CONTRIBUTOR | 1941d | `2026-04-30T15:39:40Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `ldkhang1201` | [profile](https://github.com/ldkhang1201) | yes | FIRST_TIME_CONTRIBUTOR | 1377d | `2026-06-12T19:30:35Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `lgeiger` | [profile](https://github.com/lgeiger) | no | CONTRIBUTOR | 3947d | `2026-04-30T12:35:42Z` | 2 | 0 | mixed | moderate | low | — |
 | `louzongzhi` | [profile](https://github.com/louzongzhi) | no | CONTRIBUTOR | 1325d | `2026-04-14T05:14:08Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `Mamiglia` | [profile](https://github.com/Mamiglia) | no | CONTRIBUTOR | 3093d | `2026-05-08T16:06:43Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `dvdimitrov13` | [profile](https://github.com/dvdimitrov13) | no | FIRST_TIME_CONTRIBUTOR | 2296d | `2026-04-24T14:56:28Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `earino` | [profile](https://github.com/earino) | no | CONTRIBUTOR | 6609d | `2026-04-20T10:22:03Z` | 1 | 1 | strong | moderate | low | — |
 | `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
+| `jshn9515` | [profile](https://github.com/jshn9515) | no | NONE | 214d | `2026-05-29T22:55:56Z` | 1 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `julien-gadonneix` | [profile](https://github.com/julien-gadonneix) | no | NONE | 987d | `2026-06-02T15:31:42Z` | 1 | 1 | mixed | low | low | high open PR share |
 | `karnakarreddi` | [profile](https://github.com/karnakarreddi) | no | NONE | 3847d | `2026-05-20T05:12:29Z` | 1 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share |
 | `kasakh` | [profile](https://github.com/kasakh) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-05-10T06:09:08Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `cheparity` | [profile](https://github.com/cheparity) | no | FIRST_TIME_CONTRIBUTOR | 1517d | `2026-06-03T05:18:26Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Chinmay1220` | [profile](https://github.com/Chinmay1220) | no | FIRST_TIME_CONTRIBUTOR | 999d | `2026-06-11T16:14:03Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
 | `chirag-gupta-07` | [profile](https://github.com/chirag-gupta-07) | no | FIRST_TIMER | 276d | `2026-05-11T05:43:53Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
+| `cjc0013` | [profile](https://github.com/cjc0013) | yes | FIRST_TIME_CONTRIBUTOR | 209d | `2026-06-12T22:51:55Z` | 1 | 0 | weak | very high | medium | young account; high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `cloudyun888` | [profile](https://github.com/cloudyun888) | no | NONE | 45d | `2026-04-15T13:18:36Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
 | `csantosbh` | [profile](https://github.com/csantosbh) | no | CONTRIBUTOR | 5103d | `2026-06-04T14:07:37Z` | 1 | 0 | weak | low | low | high open PR share; 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 |
 | `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 |
 | `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 |
 | `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) | yes | FIRST_TIME_CONTRIBUTOR | 2041d | `2026-06-12T19:13:53Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars |
 | `SAY-5` | [profile](https://github.com/SAY-5) | no | NONE | 172d | `2026-04-20T05:44:53Z` | 1 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
 | `SeaL773` | [profile](https://github.com/SeaL773) | no | FIRST_TIME_CONTRIBUTOR | 3075d | `2026-05-04T06:26:53Z` | 1 | 0 | mixed | moderate | low | — |
 | `sebastianvlad1` | [profile](https://github.com/sebastianvlad1) | no | CONTRIBUTOR | 3207d | `2026-04-30T16:48:02Z` | 1 | 0 | weak | low | 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: `2025-03-31T13:54:54Z`
+- repo last seen: `2026-06-12T19:02:48Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
+- repo primary artifacts: **114**
+- snapshot authored PRs/issues: **114 PRs / 0 issues**
 - snapshot discussion activity: **137 comments / 239 reviews / 163 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%**)
 - heuristic read: **high recent PR volume; targets high-star repos**
 Example artifacts:
+- [PR #46609: Disable PR CI workflow for PRs from forked repo. during the weekend](https://github.com/huggingface/transformers/pull/46609) — closed, merged
 - [PR #46594: Fix torchaudio version not tied to torch version in docker file ](https://github.com/huggingface/transformers/pull/46594) — closed, merged
 - [PR #46591: [CI] Enable PR CI for all fork PRs via security gate](https://github.com/huggingface/transformers/pull/46591) — closed, merged
 ### `Cyrilvallez`
 - [PR #45731: Added library_name and library_version to HfApi/Hub calls for proper attribution](https://github.com/huggingface/transformers/pull/45731) — closed
 - [PR #45724: Fix memory leak in T5 by adding opt-out for apex FusedRMSNorm](https://github.com/huggingface/transformers/pull/45724) — closed
+### `ldkhang1201`
+- profile: [github.com/ldkhang1201](https://github.com/ldkhang1201)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aldkhang1201)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aldkhang1201)
+- repo first seen: `2026-06-12T19:30:35Z`
+- repo last seen: `2026-06-12T20:46:05Z`
+- 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: **0 comments / 0 reviews / 0 review comments**
+- account age: **1377 days**
+- recent public PR activity: **6 PRs** (1 merged / 2 closed-unmerged / 3 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+Example artifacts:
+- [PR #46613: Fix dynamic module symlinked cache on trust_remote_code models](https://github.com/huggingface/transformers/pull/46613) — open
+- [PR #46611: Fix dynamic module loading from symlinked Hub cache (snapshots -> blobs)](https://github.com/huggingface/transformers/pull/46611) — closed
 ### `lgeiger`
 - profile: [github.com/lgeiger](https://github.com/lgeiger)
 - repo first seen: `2026-05-29T22:55:56Z`
 - repo last seen: `2026-06-01T22:47:11Z`
 - first seen in snapshot: **no**
+- repo association: **NONE**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
 - heuristic read: **young account; high open PR share; targets high-star repos**
 Example artifacts:
+- [PR #46293: Fix hub kernels compatibility with kernels>=0.15.0](https://github.com/huggingface/transformers/pull/46293) — closed
 - [Issue #46291: Importing `transformers.pipelines` fails with kernels v0.15: kernels now requires `version` or `revision`](https://github.com/huggingface/transformers/issues/46291) — closed
 ### `julien-gadonneix`
 Example artifacts:
 - [PR #45883: Fix Gemma4 inputs_embeds OOM during per-layer lookup](https://github.com/huggingface/transformers/pull/45883) — open
+### `cjc0013`
+- profile: [github.com/cjc0013](https://github.com/cjc0013)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acjc0013)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acjc0013)
+- repo first seen: `2026-06-12T22:51:55Z`
+- repo last seen: `2026-06-12T22:51:55Z`
+- 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: **209 days**
+- recent public PR activity: **49 PRs** (12 merged / 12 closed-unmerged / 25 open; merged rate **24%**, closed-unmerged rate **24%**, open rate **51%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
+- heuristic read: **young account; high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos**
+Example artifacts:
+- [PR #46615: Fix beam search cache reorder for non-standard caches](https://github.com/huggingface/transformers/pull/46615) — open
 ### `cloudyun888`
 - profile: [github.com/cloudyun888](https://github.com/cloudyun888)
 Example artifacts:
 - [PR #46455: Fix missing _auto_class for trust_remote_code models using local config](https://github.com/huggingface/transformers/pull/46455) — closed
+### `savirpatil`
+- profile: [github.com/savirpatil](https://github.com/savirpatil)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asavirpatil)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asavirpatil)
+- repo first seen: `2026-06-12T19:13:53Z`
+- repo last seen: `2026-06-12T19:13:53Z`
+- 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: **2041 days**
+- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
+- 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**
+Example artifacts:
+- [PR #46610: Add test for additionalProperties=False in recursive_parse](https://github.com/huggingface/transformers/pull/46610) — open
 ### `SAY-5`
 - profile: [github.com/SAY-5](https://github.com/SAY-5)

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         44682
       ],
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       "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43656.",
       "shared_filenames": [
         "src/transformers/cli/serve.py"
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@@ -3927,7 +3862,7 @@
         45645
       ],
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       "summary": "2 open PRs share weighted file overlap around `tests/utils/test_testing_utils.py`, `src/transformers/testing_utils.py`; representative PR #45639.",
       "shared_filenames": [
         "tests/utils/test_testing_utils.py",
@@ -3943,7 +3878,7 @@
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@@ -4558,7 +4493,7 @@
         46207
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       "summary": "2 open PRs share weighted file overlap around `tests/utils/test_modeling_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44940.",
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         "tests/utils/test_modeling_utils.py",
@@ -4574,8 +4509,8 @@
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       "pr_numbers": [
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-      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/deepseek_v4/modeling_deepseek_v4.py`; representative PR #46127.",
       "shared_filenames": [
-        "src/transformers/models/deepseek_v4/modeling_deepseek_v4.py"
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       "shared_directories": [
-        "src/transformers/models/deepseek_v4",
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-      "summary": "2 open PRs share weighted file overlap around `tests/kernels/test_kernels.py`, `src/transformers/integrations/hub_kernels.py`; representative PR #44680.",
       "shared_filenames": [
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       "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
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@@ -5326,8 +5257,8 @@
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       "summary": "2 open PRs share weighted file overlap around `tests/utils/test_cache_utils.py`, `src/transformers/cache_utils.py`; representative PR #43875.",
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@@ -5393,7 +5324,7 @@
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       "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #44606.",
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         "src/transformers/tokenization_utils_tokenizers.py"
@@ -5406,7 +5337,7 @@
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       "summary": "2 open PRs cluster in `.github/workflows`, `.github` with similar change breadth; representative PR #46501.",
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+  "latest_snapshot_id": "20260613T000024Z",
   "manifest_path": "manifest.json",
+  "next_since": "2026-06-13T00:00:24Z",
   "repo": "huggingface/transformers",
+  "snapshot_dir": "snapshots/20260613T000024Z"
 }

state/watermark.json CHANGED Viewed

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-06-12T12:00:34Z",
-  "last_successful_snapshot_id": "20260612T180035Z",
-  "next_since": "2026-06-12T18:00:35Z",
   "repo": "huggingface/transformers",
-  "updated_at": "2026-06-12T18:00:35Z"
 }

 {
+  "effective_since": "2026-06-12T18:00:35Z",
+  "last_successful_snapshot_id": "20260613T000024Z",
+  "next_since": "2026-06-13T00:00:24Z",
   "repo": "huggingface/transformers",
+  "updated_at": "2026-06-13T00:00:24Z"
 }