Refresh transformers dataset snapshot 20260507T000029Z

README.md

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 - eval set creation
 
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@@ -17316,12 +17249,12 @@
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@@ -18273,65 +18206,6 @@
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-      "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos",
-      "public_orgs": [
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-            "url": "https://github.com/huggingface/transformers/pull/44516",
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@@ -22517,12 +22391,12 @@
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       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asebastianvlad1",
       "repo_first_seen_at": "2026-04-30T16:48:02Z",
-      "repo_last_seen_at": "2026-04-30T17:42:44Z",
+      "repo_last_seen_at": "2026-05-06T19:43:50Z",
       "repo_primary_artifact_count": 1,
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@@ -22756,7 +22630,7 @@
       "repo_association": "CONTRIBUTOR",
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       "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
+      "known_via_prior_merged_pr": true,
       "report_reason": null,
       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,
@@ -23315,21 +23189,21 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ATuringTux",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ATuringTux",
       "repo_first_seen_at": "2026-05-06T16:55:33Z",
-      "repo_last_seen_at": "2026-05-06T16:55:33Z",
+      "repo_last_seen_at": "2026-05-06T20:34:33Z",
       "repo_primary_artifact_count": 1,
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       "known_via_prior_merged_pr": false,
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+      "enrichment_source": "previous_report",
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       "account_age_days": 2477,
       "young_account": false,
       "follow_through_score": "mixed",

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260506T180045Z`
-- Generated: `2026-05-06T18:02:11Z`
+- Snapshot: `20260507T000029Z`
+- Generated: `2026-05-07T00:01:19Z`
 - Activity window: `60d`
-- Contributors: `362`
+- Contributors: `360`
 
 ## Summary
 
@@ -37,6 +37,7 @@
 | `Sai-Suraj-27` | [profile](https://github.com/Sai-Suraj-27) | no | CONTRIBUTOR | 1745d | `2026-01-23T17:10:04Z` | 14 | 0 | strong | low | low | targets high-star repos |
 | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 13 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `LincolnBurrows2017` | [profile](https://github.com/LincolnBurrows2017) | no | FIRST_TIME_CONTRIBUTOR | 3349d | `2026-03-13T04:48:06Z` | 13 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 9 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 8 | 2 | strong | moderate | low | targets high-star repos |
 | `gambletan` | [profile](https://github.com/gambletan) | no | NONE | 40d | `2026-03-13T05:22:03Z` | 8 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 8 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
@@ -73,7 +74,6 @@
 | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 3 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `NielsRogge` | [profile](https://github.com/NielsRogge) | no | MEMBER | 2598d | `2022-02-21T10:02:38Z` | 15 | 3 | mixed | moderate | low | high recent PR volume |
 | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1466d | `2025-12-24T11:54:53Z` | 10 | 0 | mixed | moderate | low | targets high-star repos |
-| `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 8 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 5 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 4 | 3 | weak | low | low | targets high-star repos |
@@ -145,7 +145,6 @@
 | `burtenshaw` | [profile](https://github.com/burtenshaw) | no | MEMBER | 3611d | `2026-03-03T11:35:13Z` | 2 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `excepshenal` | [profile](https://github.com/excepshenal) | no | FIRST_TIME_CONTRIBUTOR | 2481d | `2026-02-21T00:06:16Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `jackcook` | [profile](https://github.com/jackcook) | no | CONTRIBUTOR | 4658d | `2026-02-13T05:15:44Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `KartikPawade` | [profile](https://github.com/KartikPawade) | no | CONTRIBUTOR | 1843d | `2026-03-06T18:49:59Z` | 2 | 0 | mixed | moderate | low | targets high-star repos |
 | `mitre88` | [profile](https://github.com/mitre88) | no | CONTRIBUTOR | 3202d | `2026-03-04T00:42:43Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `nuxlear` | [profile](https://github.com/nuxlear) | no | CONTRIBUTOR | 3757d | `2026-01-02T07:29:46Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `tyler-romero` | [profile](https://github.com/tyler-romero) | no | CONTRIBUTOR | 3479d | `2026-02-10T18:34:03Z` | 2 | 0 | mixed | high | low | broad repo spread |
@@ -183,6 +182,7 @@
 | `jesperschlegel` | [profile](https://github.com/jesperschlegel) | no | FIRST_TIME_CONTRIBUTOR | 3705d | `2026-04-07T17:51:38Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `josh-kean` | [profile](https://github.com/josh-kean) | no | FIRST_TIME_CONTRIBUTOR | 2847d | `2026-03-22T17:57:33Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `KeitaW` | [profile](https://github.com/KeitaW) | no | CONTRIBUTOR | 4241d | `2026-04-20T02:00:45Z` | 1 | 1 | mixed | moderate | low | high open PR share |
+| `kndtran` | [profile](https://github.com/kndtran) | yes | FIRST_TIME_CONTRIBUTOR | 3650d | `2026-05-06T18:23:26Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `mango766` | [profile](https://github.com/mango766) | no | CONTRIBUTOR | 1772d | `2026-03-16T04:08:09Z` | 1 | 1 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `masoudpz` | [profile](https://github.com/masoudpz) | no | FIRST_TIME_CONTRIBUTOR | 4678d | `2026-04-02T00:31:07Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `michalrzak` | [profile](https://github.com/michalrzak) | no | FIRST_TIME_CONTRIBUTOR | 2142d | `2026-03-11T16:42:30Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -191,7 +191,6 @@
 | `Regata3010` | [profile](https://github.com/Regata3010) | no | CONTRIBUTOR | 1431d | `2026-04-08T04:07:37Z` | 1 | 1 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `ronansgd` | [profile](https://github.com/ronansgd) | no | FIRST_TIME_CONTRIBUTOR | 2195d | `2026-04-22T08:50:02Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `rpathade` | [profile](https://github.com/rpathade) | no | FIRST_TIME_CONTRIBUTOR | 2005d | `2026-03-29T22:46:13Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
-| `ShahVandit` | [profile](https://github.com/ShahVandit) | no | FIRST_TIME_CONTRIBUTOR | 1886d | `2026-02-02T02:33:32Z` | 1 | 1 | mixed | low | low | no visible non-self stars |
 | `syncdoth` | [profile](https://github.com/syncdoth) | no | FIRST_TIME_CONTRIBUTOR | 2690d | `2026-03-21T06:05:36Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `Tokarak` | [profile](https://github.com/Tokarak) | no | CONTRIBUTOR | 2200d | `2026-04-19T17:22:36Z` | 1 | 1 | weak | low | low | high open PR share |
 | `zhulinchng` | [profile](https://github.com/zhulinchng) | no | CONTRIBUTOR | 3429d | `2026-03-19T01:40:58Z` | 1 | 1 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -249,7 +248,7 @@
 | `fm1320` | [profile](https://github.com/fm1320) | no | FIRST_TIME_CONTRIBUTOR | 2016d | `2026-05-02T02:04:46Z` | 1 | 0 | strong | high | low | high recent PR volume; broad repo spread |
 | `fyhon` | [profile](https://github.com/fyhon) | no | NONE | 1467d | `2026-05-06T09:12:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `gagandhakrey` | [profile](https://github.com/gagandhakrey) | no | NONE | 2285d | `2026-04-05T03:45:23Z` | 1 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `GANESH-NADKARNI` | [profile](https://github.com/GANESH-NADKARNI) | yes | FIRST_TIME_CONTRIBUTOR | 631d | `2026-05-06T16:10:59Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `GANESH-NADKARNI` | [profile](https://github.com/GANESH-NADKARNI) | no | FIRST_TIME_CONTRIBUTOR | 631d | `2026-05-06T16:10:59Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `garybadwal` | [profile](https://github.com/garybadwal) | no | FIRST_TIME_CONTRIBUTOR | 1178d | `2026-04-21T04:38:14Z` | 1 | 0 | weak | low | low | targets high-star repos |
 | `gaurav0107` | [profile](https://github.com/gaurav0107) | no | CONTRIBUTOR | 3970d | `2026-04-23T19:12:43Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `glegendre01` | [profile](https://github.com/glegendre01) | no | MEMBER | 1282d | `2026-04-21T12:37:31Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
@@ -266,7 +265,6 @@
 | `i3hz` | [profile](https://github.com/i3hz) | no | CONTRIBUTOR | 961d | `2026-02-18T04:04:37Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `IgnazioDS` | [profile](https://github.com/IgnazioDS) | no | NONE | 1078d | `2026-03-30T19:13:52Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
 | `jagwar` | [profile](https://github.com/jagwar) | no | MEMBER | 3691d | `2026-04-07T21:35:38Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `JasonCZMeng` | [profile](https://github.com/JasonCZMeng) | no | NONE | 3598d | `2026-03-07T18:33:40Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Jeevang1-epic` | [profile](https://github.com/Jeevang1-epic) | no | CONTRIBUTOR | 207d | `2026-04-24T19:22:05Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `Jess-Co-Del` | [profile](https://github.com/Jess-Co-Del) | no | FIRST_TIME_CONTRIBUTOR | 2201d | `2026-03-23T17:02:50Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `jIab-b` | [profile](https://github.com/jIab-b) | no | NONE | 580d | `2026-04-07T09:11:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -354,7 +352,7 @@
 | `Talhax55z` | [profile](https://github.com/Talhax55z) | no | NONE | 79d | `2026-04-03T16:36:25Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars |
 | `tejasae-afk` | [profile](https://github.com/tejasae-afk) | no | NONE | 408d | `2026-03-13T21:22:07Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
 | `tianhaocui` | [profile](https://github.com/tianhaocui) | no | FIRST_TIME_CONTRIBUTOR | 2442d | `2026-04-19T10:27:36Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
-| `TuringTux` | [profile](https://github.com/TuringTux) | yes | FIRST_TIME_CONTRIBUTOR | 2477d | `2026-05-06T16:55:33Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `TuringTux` | [profile](https://github.com/TuringTux) | no | FIRST_TIME_CONTRIBUTOR | 2477d | `2026-05-06T16:55:33Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `vai-minzhou` | [profile](https://github.com/vai-minzhou) | no | CONTRIBUTOR | 723d | `2026-04-23T01:47:23Z` | 1 | 0 | mixed | low | low | high open PR share |
 | `VanshikaSohal` | [profile](https://github.com/VanshikaSohal) | no | CONTRIBUTOR | 564d | `2026-03-22T18:45:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `vimal-crypto` | [profile](https://github.com/vimal-crypto) | no | FIRST_TIME_CONTRIBUTOR | 981d | `2026-03-11T12:37:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -526,12 +524,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
 - repo first seen: `2025-01-06T17:52:26Z`
-- repo last seen: `2026-05-06T00:56:22Z`
+- repo last seen: `2026-05-06T21:42:41Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **45**
 - snapshot authored PRs/issues: **44 PRs / 1 issues**
-- snapshot discussion activity: **26 comments / 120 reviews / 198 review comments**
+- snapshot discussion activity: **26 comments / 123 reviews / 211 review comments**
 - account age: **2296 days**
 - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
 - public orgs: `huggingface`
@@ -575,12 +573,12 @@ 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: `2026-05-06T17:17:24Z`
+- repo last seen: `2026-05-06T19:04:02Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **44**
 - snapshot authored PRs/issues: **43 PRs / 1 issues**
-- snapshot discussion activity: **512 comments / 875 reviews / 3701 review comments**
+- snapshot discussion activity: **514 comments / 875 reviews / 3701 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
@@ -671,12 +669,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayonigozlan)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayonigozlan)
 - repo first seen: `2025-10-03T15:26:01Z`
-- repo last seen: `2026-05-06T18:01:42Z`
+- repo last seen: `2026-05-06T19:30:58Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **26**
 - snapshot authored PRs/issues: **26 PRs / 0 issues**
-- snapshot discussion activity: **51 comments / 184 reviews / 348 review comments**
+- snapshot discussion activity: **51 comments / 187 reviews / 351 review comments**
 - account age: **1978 days**
 - recent public PR activity: **15 PRs** (11 merged / 0 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
 - public orgs: `huggingface`
@@ -1048,6 +1046,29 @@ Example artifacts:
 - [PR #44778: fix: correct logic error in is_tiktoken_available function](https://github.com/huggingface/transformers/pull/44778) — closed
 - [PR #44769: Fix: Handle empty lists in video_utils functions](https://github.com/huggingface/transformers/pull/44769) — closed
 
+### `winglian`
+
+- profile: [github.com/winglian](https://github.com/winglian)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Awinglian)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Awinglian)
+- repo first seen: `2024-10-17T15:17:05Z`
+- repo last seen: `2026-05-06T23:46:35Z`
+- first seen in snapshot: **no**
+- repo association: **COLLABORATOR**
+- repo primary artifacts: **9**
+- snapshot authored PRs/issues: **9 PRs / 0 issues**
+- snapshot discussion activity: **11 comments / 31 reviews / 18 review comments**
+- account age: **5708 days**
+- recent public PR activity: **102 PRs** (85 merged / 5 closed-unmerged / 12 open; merged rate **83%**, closed-unmerged rate **5%**, open rate **12%**)
+- public orgs: none visible
+- 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 #45814: Add pretrained model-family distributed smoke matrix](https://github.com/huggingface/transformers/pull/45814) — open
+- [PR #45577: Allow for registered experts from kernels hub](https://github.com/huggingface/transformers/pull/45577) — closed, merged
+- [PR #45354: fix gemma4 gradient accumulation loss and last token incorrect labels](https://github.com/huggingface/transformers/pull/45354) — closed, merged
+
 ### `casinca`
 
 - profile: [github.com/casinca](https://github.com/casinca)
@@ -1894,29 +1915,6 @@ Example artifacts:
 - [PR #44536: Supplement skip logic for XPU in the CPU-only tp tests](https://github.com/huggingface/transformers/pull/44536) — closed, merged
 - [PR #43905: XPU now supports backward for the FA2 fixed path](https://github.com/huggingface/transformers/pull/43905) — closed, merged
 
-### `winglian`
-
-- profile: [github.com/winglian](https://github.com/winglian)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Awinglian)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Awinglian)
-- repo first seen: `2024-10-17T15:17:05Z`
-- repo last seen: `2026-04-22T13:41:37Z`
-- first seen in snapshot: **no**
-- repo association: **COLLABORATOR**
-- repo primary artifacts: **8**
-- snapshot authored PRs/issues: **8 PRs / 0 issues**
-- snapshot discussion activity: **11 comments / 31 reviews / 18 review comments**
-- account age: **5708 days**
-- recent public PR activity: **102 PRs** (85 merged / 5 closed-unmerged / 12 open; merged rate **83%**, closed-unmerged rate **5%**, open rate **12%**)
-- public orgs: none visible
-- 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 #45577: Allow for registered experts from kernels hub](https://github.com/huggingface/transformers/pull/45577) — closed, merged
-- [PR #45354: fix gemma4 gradient accumulation loss and last token incorrect labels](https://github.com/huggingface/transformers/pull/45354) — closed, merged
-- [PR #44473: fix FSDP loading with meta devices](https://github.com/huggingface/transformers/pull/44473) — closed, merged
-
 ### `albertvillanova`
 
 - profile: [github.com/albertvillanova](https://github.com/albertvillanova)
@@ -2047,12 +2045,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aw4nderlust)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aw4nderlust)
 - repo first seen: `2026-04-03T04:55:51Z`
-- repo last seen: `2026-04-09T21:51:04Z`
+- repo last seen: `2026-05-06T22:00:37Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **2 PRs / 2 issues**
-- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
 - account age: **5740 days**
 - recent public PR activity: **79 PRs** (57 merged / 2 closed-unmerged / 20 open; merged rate **72%**, closed-unmerged rate **3%**, open rate **25%**)
 - public orgs: none visible
@@ -2976,12 +2974,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arigen1048)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arigen1048)
 - repo first seen: `2026-04-28T15:23:48Z`
-- repo last seen: `2026-05-05T15:46:09Z`
+- repo last seen: `2026-05-06T18:40:16Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **9 comments / 0 reviews / 0 review comments**
 - account age: **92 days**
 - recent public PR activity: **5 PRs** (0 merged / 3 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **60%**, open rate **40%**)
 - public orgs: none visible
@@ -3510,28 +3508,6 @@ Example artifacts:
 - [PR #45367: Add dtype config options for Four Over Six](https://github.com/huggingface/transformers/pull/45367) — closed, merged
 - [PR #43970: Add Four Over Six quantization integration](https://github.com/huggingface/transformers/pull/43970) — closed, merged
 
-### `KartikPawade`
-
-- profile: [github.com/KartikPawade](https://github.com/KartikPawade)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKartikPawade)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKartikPawade)
-- repo first seen: `2026-03-06T18:49:59Z`
-- repo last seen: `2026-03-18T16:22:25Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
-- account age: **1843 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
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #44518: fix: Qwen2_5_VLProcessor crashes on batched input when padding=False …](https://github.com/huggingface/transformers/pull/44518) — closed
-- [PR #44508: Fix unexpected `position_ids` keys when loading OwlViT models](https://github.com/huggingface/transformers/pull/44508) — closed, merged
-
 ### `mitre88`
 
 - profile: [github.com/mitre88](https://github.com/mitre88)
@@ -4098,12 +4074,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Advdimitrov13)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Advdimitrov13)
 - repo first seen: `2026-04-24T14:56:28Z`
-- repo last seen: `2026-05-05T18:31:30Z`
+- repo last seen: `2026-05-06T18:53:20Z`
 - 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: **3 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
 - account age: **2296 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
@@ -4356,6 +4332,28 @@ Example artifacts:
 - [PR #45519: [Trainer] Add ddp_static_graph option](https://github.com/huggingface/transformers/pull/45519) — closed, merged
 - [Issue #45518: Expose static_graph DDP flag via TrainingArguments](https://github.com/huggingface/transformers/issues/45518) — closed
 
+### `kndtran`
+
+- profile: [github.com/kndtran](https://github.com/kndtran)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akndtran)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akndtran)
+- repo first seen: `2026-05-06T18:23:26Z`
+- repo last seen: `2026-05-06T18:53:38Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **1 PRs / 1 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **3650 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 #45813: fix: route Granite models to TokenizersBackend to preserve tokenizer.json pre-tokenizer](https://github.com/huggingface/transformers/pull/45813) — open
+- [Issue #45812: `AutoTokenizer` produces wrong token IDs for all Granite models (silent v4→v5 regression)](https://github.com/huggingface/transformers/issues/45812) — open
+
 ### `mango766`
 
 - profile: [github.com/mango766](https://github.com/mango766)
@@ -4532,28 +4530,6 @@ Example artifacts:
 - [PR #45105: Fix @auto_docstring crash with from __future__ import annotations in _process_kwargs_parameters](https://github.com/huggingface/transformers/pull/45105) — open
 - [Issue #45103: [auto_docstring] _process_kwargs_parameters crashes with AttributeError when   module uses from __future__ import annotations](https://github.com/huggingface/transformers/issues/45103) — open
 
-### `ShahVandit`
-
-- profile: [github.com/ShahVandit](https://github.com/ShahVandit)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AShahVandit)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AShahVandit)
-- repo first seen: `2026-02-02T02:33:32Z`
-- repo last seen: `2026-03-24T20:18:59Z`
-- 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: **3 comments / 1 reviews / 1 review comments**
-- account age: **1886 days**
-- recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **no visible non-self stars**
-
-Example artifacts:
-- [PR #44517: Add qwen3 tts](https://github.com/huggingface/transformers/pull/44517) — open
-- [Issue #43671: Proposal to add Qwen3-TTS support](https://github.com/huggingface/transformers/issues/43671) — open
-
 ### `syncdoth`
 
 - profile: [github.com/syncdoth](https://github.com/syncdoth)
@@ -5763,7 +5739,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AGANESH-NADKARNI)
 - repo first seen: `2026-05-06T16:10:59Z`
 - repo last seen: `2026-05-06T16:10:59Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -6113,27 +6089,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45302: fix(security): prevent untrusted users from triggering TRL CI dispatch](https://github.com/huggingface/transformers/pull/45302) — closed, merged
 
-### `JasonCZMeng`
-
-- profile: [github.com/JasonCZMeng](https://github.com/JasonCZMeng)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJasonCZMeng)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJasonCZMeng)
-- repo first seen: `2026-03-07T18:33:40Z`
-- repo last seen: `2026-03-07T18:33:40Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **3598 days**
-- recent public PR activity: **22 PRs** (5 merged / 12 closed-unmerged / 5 open; merged rate **23%**, closed-unmerged rate **55%**, open rate **23%**)
-- public orgs: `plumenetwork`
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #44516: fix(qwen2_5_vl): handle ragged batched input in apply_chat_template](https://github.com/huggingface/transformers/pull/44516) — closed
-
 ### `Jeevang1-epic`
 
 - profile: [github.com/Jeevang1-epic](https://github.com/Jeevang1-epic)
@@ -7673,12 +7628,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asebastianvlad1)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asebastianvlad1)
 - repo first seen: `2026-04-30T16:48:02Z`
-- repo last seen: `2026-04-30T17:42:44Z`
+- repo last seen: `2026-05-06T19:43:50Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
 - account age: **3207 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
@@ -7967,12 +7922,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ATuringTux)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ATuringTux)
 - repo first seen: `2026-05-06T16:55:33Z`
-- repo last seen: `2026-05-06T16:55:33Z`
-- first seen in snapshot: **yes**
+- repo last seen: `2026-05-06T20:34:33Z`
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
 - account age: **2477 days**
 - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: none visible

new_contributors.parquet

@@ -1,3 +1,3 @@
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-oid sha256:8374fea17e31938571e746c1d7cc4ab878c6eecaf25ff5effb90e9e89c31f970
-size 63994
+oid sha256:4938e71051286aac7c47a667419cf88c7043748a37edd9021f28478ae1e7324b
+size 63674

pr-scope-clusters.json

@@ -1,8 +1,8 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260506T180045Z",
-  "generated_at": "2026-05-06T18:02:03Z",
-  "cluster_count": 49,
+  "snapshot_id": "20260507T000029Z",
+  "generated_at": "2026-05-07T00:01:15Z",
+  "cluster_count": 48,
   "pr_scope_clusters": [
     {
       "cluster_id": "pr-scope-43636-11",
@@ -82,7 +82,7 @@
           "left_pr_number": 43651,
           "right_pr_number": 43663,
           "similarity": 0.554,
-          "content_similarity": 0.422,
+          "content_similarity": 0.423,
           "size_similarity": 0.72,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -114,7 +114,7 @@
           "left_pr_number": 43663,
           "right_pr_number": 44123,
           "similarity": 0.501,
-          "content_similarity": 0.404,
+          "content_similarity": 0.405,
           "size_similarity": 0.455,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -129,7 +129,7 @@
         {
           "left_pr_number": 44257,
           "right_pr_number": 44660,
-          "similarity": 0.49,
+          "similarity": 0.491,
           "content_similarity": 0.272,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
@@ -177,7 +177,7 @@
         {
           "left_pr_number": 44189,
           "right_pr_number": 44660,
-          "similarity": 0.464,
+          "similarity": 0.465,
           "content_similarity": 0.306,
           "size_similarity": 0.667,
           "breadth_similarity": 1.0,
@@ -257,7 +257,7 @@
         {
           "left_pr_number": 44660,
           "right_pr_number": 45067,
-          "similarity": 0.438,
+          "similarity": 0.439,
           "content_similarity": 0.361,
           "size_similarity": 0.24,
           "breadth_similarity": 1.0,
@@ -273,8 +273,8 @@
         {
           "left_pr_number": 43636,
           "right_pr_number": 45067,
-          "similarity": 0.437,
-          "content_similarity": 0.316,
+          "similarity": 0.438,
+          "content_similarity": 0.317,
           "size_similarity": 0.44,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -289,7 +289,7 @@
         {
           "left_pr_number": 43651,
           "right_pr_number": 44123,
-          "similarity": 0.436,
+          "similarity": 0.437,
           "content_similarity": 0.339,
           "size_similarity": 0.327,
           "breadth_similarity": 1.0,
@@ -418,7 +418,7 @@
           "left_pr_number": 43651,
           "right_pr_number": 44189,
           "similarity": 0.41,
-          "content_similarity": 0.323,
+          "content_similarity": 0.324,
           "size_similarity": 0.222,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -431,11 +431,11 @@
           ]
         },
         {
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snapshots/20260507T000029Z/manifest.json

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+{
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+    "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"
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+}

snapshots/latest.json

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 {
-  "archived_manifest_path": "snapshots/20260506T180045Z/manifest.json",
-  "latest_snapshot_id": "20260506T180045Z",
+  "archived_manifest_path": "snapshots/20260507T000029Z/manifest.json",
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   "manifest_path": "manifest.json",
-  "next_since": "2026-05-06T18:00:45Z",
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   "repo": "huggingface/transformers",
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 }

state/watermark.json

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   "repo": "huggingface/transformers",
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 }