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+            "number": 46508,
+            "title": "Fix CPU/CUDA inconsistency in _cached_generate_anchors boundary masking (PPDocLayoutV3)",
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       "author_login": "harryfrzz",
       "name": "Harikrishna C",
       },
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       "name": null,
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       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,
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       "new_to_repo": false,
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+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AShylin26",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AShylin26",
+      "repo_first_seen_at": "2026-06-08T23:29:09Z",
+      "repo_last_seen_at": "2026-06-08T23:31:08Z",
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+      "account_age_days": 170,
+      "young_account": true,
+      "follow_through_score": "weak",
+      "breadth_score": "moderate",
+      "automation_risk_signal": "medium",
+      "heuristic_note": "young account; high open PR share",
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+        "merged_pr_count": 2,
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+        "closed_unmerged_pr_rate": 0.0909,
+        "still_open_pr_rate": 0.7273,
+        "distinct_repos_with_authored_prs": 6,
+        "distinct_repos_with_open_prs": 5
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+      "examples": {
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+          {
+            "kind": "pull_request",
+            "number": 46513,
+            "title": "fix(rt-detr): use float32 on MPS in build_2d_sinusoidal_position_embedding",
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+            "state": "open",
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       "name": null,
       "repo_association": "CONTRIBUTOR",
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       "report_reason": null,
       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,

new-contributors-report.md CHANGED Viewed

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
-- Snapshot: `20260608T180018Z`
-- Generated: `2026-06-08T18:02:51Z`
 - Activity window: `60d`
-- Contributors: `348`
 ## Summary
@@ -15,7 +15,7 @@
 | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 92 | 6 | 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 | `2024-09-26T09:23:39Z` | 85 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 65 | 3 | 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` | 60 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 48 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 47 | 2 | mixed | low | low | targets high-star repos |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 46 | 0 | strong | low | low | targets high-star repos |
@@ -63,10 +63,10 @@
 | `kpal002` | [profile](https://github.com/kpal002) | no | CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
 | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 4 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4939d | `2026-04-15T08:26:45Z` | 4 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
-| `RudrenduPaul` | [profile](https://github.com/RudrenduPaul) | no | CONTRIBUTOR | 2913d | `2026-04-09T09:34:42Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `SebTardif` | [profile](https://github.com/SebTardif) | no | CONTRIBUTOR | 5216d | `2026-05-19T17:17:53Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `Sriniketh24` | [profile](https://github.com/Sriniketh24) | no | CONTRIBUTOR | 609d | `2026-05-18T14:39:34Z` | 4 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `TheShreyanshiDwivedi` | [profile](https://github.com/TheShreyanshiDwivedi) | no | NONE | 87d | `2026-05-15T10:01:57Z` | 4 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Abineshabee` | [profile](https://github.com/Abineshabee) | no | CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 3 | 2 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Chao1Han` | [profile](https://github.com/Chao1Han) | no | FIRST_TIME_CONTRIBUTOR | 1422d | `2026-05-14T09:13:18Z` | 3 | 0 | mixed | moderate | low | high open PR share |
 | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | FIRST_TIME_CONTRIBUTOR | 1556d | `2026-03-07T22:12:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -83,7 +83,6 @@
 | `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | CONTRIBUTOR | 1082d | `2026-03-28T12:13:57Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5127d | `2026-01-28T15:04:44Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
 | `nurpax` | [profile](https://github.com/nurpax) | no | CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 2 | 3 | weak | low | low | high open PR share; targets high-star repos |
-| `qflen` | [profile](https://github.com/qflen) | no | CONTRIBUTOR | 479d | `2026-04-25T02:09:42Z` | 2 | 2 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `J3r3myPerera` | [profile](https://github.com/J3r3myPerera) | no | CONTRIBUTOR | 1323d | `2026-05-20T14:37:39Z` | 2 | 1 | mixed | moderate | low | no visible non-self stars |
 | `Milan-Bhimani` | [profile](https://github.com/Milan-Bhimani) | no | FIRST_TIME_CONTRIBUTOR | 823d | `2026-04-30T06:10:00Z` | 2 | 1 | mixed | low | low | many recent closed-unmerged PRs |
 | `pcuenca` | [profile](https://github.com/pcuenca) | no | MEMBER | 5316d | `2024-04-23T13:23:10Z` | 2 | 1 | mixed | high | low | high recent PR volume; broad repo spread |
@@ -116,6 +115,7 @@
 | `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 |
 | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-11-10T16:50:33Z` | 2 | 0 | strong | moderate | low | high recent PR volume |
 | `moonbogi` | [profile](https://github.com/moonbogi) | no | CONTRIBUTOR | 3943d | `2026-04-27T22:45:13Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `nileshpatil6` | [profile](https://github.com/nileshpatil6) | no | CONTRIBUTOR | 1148d | `2026-05-16T14:53:41Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `otjdiepluong` | [profile](https://github.com/otjdiepluong) | no | NONE | 32d | `2026-05-14T03:52:29Z` | 2 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
@@ -140,6 +140,7 @@
 | `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
 | `ghost` | [profile](https://github.com/ghost) | no | NONE | 6553d | `2024-05-09T10:45:25Z` | 4 | 2 | weak | low | low | high open PR share; no visible non-self stars |
 | `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 508d | `2026-03-22T17:27:20Z` | 4 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `bhargav-patel-29` | [profile](https://github.com/bhargav-patel-29) | no | FIRST_TIME_CONTRIBUTOR | 267d | `2026-02-05T02:43:45Z` | 3 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4226d | `2025-11-26T16:41:09Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3380d | `2026-03-09T09:03:10Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -157,7 +158,6 @@
 | `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | CONTRIBUTOR | 1796d | `2026-04-06T18:01:42Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `saslifat-gif` | [profile](https://github.com/saslifat-gif) | no | CONTRIBUTOR | 229d | `2026-04-02T14:08:15Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `UsamaKenway` | [profile](https://github.com/UsamaKenway) | no | CONTRIBUTOR | 2385d | `2026-04-07T18:39:33Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `wilnn` | [profile](https://github.com/wilnn) | no | CONTRIBUTOR | 1758d | `2026-03-10T22:37:36Z` | 2 | 0 | strong | low | low | targets high-star repos |
 | `zRzRzRzRzRzRzR` | [profile](https://github.com/zRzRzRzRzRzRzR) | no | CONTRIBUTOR | 1671d | `2026-01-21T13:37:27Z` | 2 | 0 | strong | moderate | low | targets high-star repos |
 | `zvik` | [profile](https://github.com/zvik) | no | FIRST_TIME_CONTRIBUTOR | 4383d | `2026-03-03T07:50:39Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
 | `artem-spector` | [profile](https://github.com/artem-spector) | no | CONTRIBUTOR | 4093d | `2026-04-13T13:31:01Z` | 1 | 2 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -166,6 +166,7 @@
 | `oleksii-tumanov` | [profile](https://github.com/oleksii-tumanov) | no | FIRST_TIME_CONTRIBUTOR | 4519d | `2026-04-22T03:12:11Z` | 1 | 2 | mixed | moderate | low | high recent PR volume |
 | `pasta-paul` | [profile](https://github.com/pasta-paul) | no | FIRST_TIME_CONTRIBUTOR | 932d | `2026-05-20T20:41:45Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 | `softguy777` | [profile](https://github.com/softguy777) | no | FIRST_TIMER | 955d | `2026-04-28T08:23:48Z` | 1 | 2 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `ambroiseodt` | [profile](https://github.com/ambroiseodt) | no | CONTRIBUTOR | 2181d | `2026-04-14T13:45:51Z` | 1 | 1 | strong | low | low | targets high-star repos |
 | `ananyajoshi0203-cpu` | [profile](https://github.com/ananyajoshi0203-cpu) | no | FIRST_TIMER | 55d | `2026-06-02T22:09:56Z` | 1 | 1 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `AnkitAhlawat7742` | [profile](https://github.com/AnkitAhlawat7742) | no | CONTRIBUTOR | 432d | `2026-04-27T13:28:53Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -256,6 +257,7 @@
 | `HamzaDogann` | [profile](https://github.com/HamzaDogann) | no | NONE | 1672d | `2026-05-21T15:32:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Hannan-Komari` | [profile](https://github.com/Hannan-Komari) | no | NONE | 1308d | `2026-06-03T10:28:04Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs; no visible non-self stars |
 | `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 2974d | `2026-04-10T11:59:37Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
 | `harryfrzz` | [profile](https://github.com/harryfrzz) | no | NONE | 735d | `2026-05-09T15:53:39Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `HelloAnner` | [profile](https://github.com/HelloAnner) | no | NONE | 1658d | `2026-04-11T06:22:52Z` | 1 | 0 | mixed | low | low | — |
 | `henloworldowo` | [profile](https://github.com/henloworldowo) | no | FIRST_TIMER | 2d | `2026-05-04T05:53:33Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -287,7 +289,6 @@
 | `manavmax` | [profile](https://github.com/manavmax) | no | NONE | 1226d | `2026-06-03T07:57:11Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `massimilianoviola` | [profile](https://github.com/massimilianoviola) | no | CONTRIBUTOR | 2120d | `2026-05-11T07:00:47Z` | 1 | 0 | mixed | low | low | high open PR share |
 | `mathceo` | [profile](https://github.com/mathceo) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-04-16T09:30:36Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `meatybobby` | [profile](https://github.com/meatybobby) | no | NONE | 4220d | `2026-06-04T18:30:50Z` | 1 | 0 | weak | low | low | high open PR share |
 | `Melnuno` | [profile](https://github.com/Melnuno) | no | NONE | 2376d | `2026-05-05T17:30:41Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Mi-Jiazhi` | [profile](https://github.com/Mi-Jiazhi) | no | FIRST_TIME_CONTRIBUTOR | 2414d | `2026-06-04T14:08:08Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `MinuriRajapakse` | [profile](https://github.com/MinuriRajapakse) | no | FIRST_TIME_CONTRIBUTOR | 1037d | `2026-04-29T06:12:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -328,6 +329,7 @@
 | `Shanmuk4622` | [profile](https://github.com/Shanmuk4622) | no | NONE | 948d | `2026-05-28T06:31:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Shashank-Tripathi-07` | [profile](https://github.com/Shashank-Tripathi-07) | no | NONE | 644d | `2026-05-20T15:18:30Z` | 1 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `Shikhar-S` | [profile](https://github.com/Shikhar-S) | no | FIRST_TIME_CONTRIBUTOR | 3763d | `2026-04-10T04:26:05Z` | 1 | 0 | weak | low | low | high open PR share |
 | `silencelamb` | [profile](https://github.com/silencelamb) | no | CONTRIBUTOR | 4218d | `2026-05-05T09:41:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `simon-testaccount` | [profile](https://github.com/simon-testaccount) | no | NONE | 545d | `2026-05-05T09:01:04Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
 | `skshmjn` | [profile](https://github.com/skshmjn) | no | CONTRIBUTOR | 2609d | `2026-05-31T07:49:22Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
@@ -513,12 +515,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
 - repo first seen: `2024-02-08T22:19:09Z`
-- repo last seen: `2026-06-04T16:04:36Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **62**
-- snapshot authored PRs/issues: **60 PRs / 2 issues**
-- snapshot discussion activity: **35 comments / 165 reviews / 290 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`
@@ -526,9 +528,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
 Example artifacts:
 - [PR #46387: [docs] remove sparsity from compressed-tensors](https://github.com/huggingface/transformers/pull/46387) — closed, merged
-- [PR #46361: [docs] deepgemm](https://github.com/huggingface/transformers/pull/46361) — open
-- [PR #46357: [docs] gguf mps](https://github.com/huggingface/transformers/pull/46357) — open
 - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
 - [Issue #28936: [i18n-es] Translating docs to Spanish](https://github.com/huggingface/transformers/issues/28936) — open
@@ -829,12 +831,12 @@ 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: `2026-06-08T15:06:02Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **25**
 - snapshot authored PRs/issues: **21 PRs / 4 issues**
-- snapshot discussion activity: **68 comments / 291 reviews / 258 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`
@@ -915,7 +917,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 Example artifacts:
-- [PR #46500: Fix `{image/video/audio}_token_ids` in `ProcessorMixin`](https://github.com/huggingface/transformers/pull/46500) — open
 - [PR #46383: Add vLLM smoke test to CI](https://github.com/huggingface/transformers/pull/46383) — closed, merged
 - [PR #46087: Remove accidentally added `tmp.py`](https://github.com/huggingface/transformers/pull/46087) — closed, merged
 - [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
@@ -1646,29 +1648,6 @@ Example artifacts:
 - [PR #45547: Add disable_mmap kwarg to from_pretrained with hf-mount auto-detection](https://github.com/huggingface/transformers/pull/45547) — closed, merged
 - [PR #45474: chore: bump doc-builder SHA for main doc build workflow](https://github.com/huggingface/transformers/pull/45474) — closed, draft
-### `RudrenduPaul`
-- profile: [github.com/RudrenduPaul](https://github.com/RudrenduPaul)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARudrenduPaul)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARudrenduPaul)
-- repo first seen: `2026-04-09T09:34:42Z`
-- repo last seen: `2026-05-10T01:23:02Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
-- account age: **2913 days**
-- recent public PR activity: **23 PRs** (6 merged / 7 closed-unmerged / 10 open; merged rate **26%**, closed-unmerged rate **30%**, open rate **43%**)
-- 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 #45370: docs: fix 5 docstring errors in Gemma3nTextConfig (typos, grammar, formatting)](https://github.com/huggingface/transformers/pull/45370) — closed, merged
-- [PR #45352: fix(qwen3_moe): correct return type annotation on Qwen3MoeSparseMoeBlock.forward](https://github.com/huggingface/transformers/pull/45352) — closed, merged
-- [PR #45351: fix(testing_utils): guard get_device_capability with torch.cuda.is_available()](https://github.com/huggingface/transformers/pull/45351) — closed, merged
 ### `SebTardif`
 - profile: [github.com/SebTardif](https://github.com/SebTardif)
@@ -1738,6 +1717,32 @@ Example artifacts:
 - [PR #45992: perf: replace degenerate Conv3d with Linear in Qwen VL patch embedding](https://github.com/huggingface/transformers/pull/45992) — closed
 - [PR #45991: feat: enable Flash Attention 2 for T5Gemma2](https://github.com/huggingface/transformers/pull/45991) — closed
 ### `Abineshabee`
 - profile: [github.com/Abineshabee](https://github.com/Abineshabee)
@@ -2115,30 +2120,6 @@ Example artifacts:
 - [Issue #45684: save_pretrained` (with `register_for_auto_class`) propagates read-only permissions from custom-model source files](https://github.com/huggingface/transformers/issues/45684) — closed
 - [Issue #45632: `trust_remote_code` cache path collides for local models sharing a leaf directory name](https://github.com/huggingface/transformers/issues/45632) — closed
-### `qflen`
-- profile: [github.com/qflen](https://github.com/qflen)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqflen)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqflen)
-- repo first seen: `2026-04-25T02:09:42Z`
-- repo last seen: `2026-06-06T07:27:18Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **2 PRs / 2 issues**
-- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
-- account age: **479 days**
-- recent public PR activity: **49 PRs** (12 merged / 6 closed-unmerged / 31 open; merged rate **24%**, closed-unmerged rate **12%**, open rate **63%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
-- heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
-Example artifacts:
-- [PR #45852: Fix slow Trainer path with 4D attention mask](https://github.com/huggingface/transformers/pull/45852) — closed, merged
-- [PR #45822: Fix added-token prefix space in SentencePiece fast tokenizers](https://github.com/huggingface/transformers/pull/45822) — open
-- [Issue #46459: `dtype` is silently ignored when loading composite (multimodal) checkpoints through AutoModelForCausalLM (affects all Qwen3.5 repos)](https://github.com/huggingface/transformers/issues/46459) — open
-- [Issue #45644: mps: test_eager_matches_sdpa_inference tests fail with PyTorch MPS backend](https://github.com/huggingface/transformers/issues/45644) — closed
 ### `J3r3myPerera`
 - profile: [github.com/J3r3myPerera](https://github.com/J3r3myPerera)
@@ -2847,6 +2828,28 @@ Example artifacts:
 - [PR #46239: fix: cache warmup `RuntimeError` on mps](https://github.com/huggingface/transformers/pull/46239) — closed, merged
 - [PR #45439: feat: bump min safetensors version to `0.8.0-rc.0`](https://github.com/huggingface/transformers/pull/45439) — closed
 ### `moonbogi`
 - profile: [github.com/moonbogi](https://github.com/moonbogi)
@@ -3400,6 +3403,29 @@ Example artifacts:
 - [PR #45079: Fix resized LM head weights being overwritten by post_init](https://github.com/huggingface/transformers/pull/45079) — closed, merged
 - [PR #45019: Fix GraniteConfig type hints to accept int for multiplier fields](https://github.com/huggingface/transformers/pull/45019) — closed, merged
 ### `bhargav-patel-29`
 - profile: [github.com/bhargav-patel-29](https://github.com/bhargav-patel-29)
@@ -3429,12 +3455,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akhushali9)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akhushali9)
 - repo first seen: `2025-11-26T16:41:09Z`
-- repo last seen: `2026-05-14T19:54:29Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **28 comments / 15 reviews / 15 review comments**
 - account age: **4226 days**
 - recent public PR activity: **9 PRs** (1 merged / 5 closed-unmerged / 3 open; merged rate **11%**, closed-unmerged rate **56%**, open rate **33%**)
 - public orgs: `systers`, `crowdresearch`
@@ -3782,28 +3808,6 @@ Example artifacts:
 - [PR #45386: [GGUF] Reduce peak RAM usage by casting dequantized tensors early during load](https://github.com/huggingface/transformers/pull/45386) — closed, merged
 - [PR #45296: Add GGUF support to Gemma4 (31B & 26B-A4B) text ](https://github.com/huggingface/transformers/pull/45296) — open
-### `wilnn`
-- profile: [github.com/wilnn](https://github.com/wilnn)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Awilnn)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Awilnn)
-- repo first seen: `2026-03-10T22:37:36Z`
-- repo last seen: `2026-04-09T23:14:20Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **1758 days**
-- recent public PR activity: **2 PRs** (2 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-Example artifacts:
-- [PR #45353: add kwargs to all methods in the CallbackHandler class](https://github.com/huggingface/transformers/pull/45353) — closed, merged
-- [PR #44583: fix load_best_model_checkpoint_at_end do not load the best model chec…](https://github.com/huggingface/transformers/pull/44583) — closed, merged
 ### `zRzRzRzRzRzRzR`
 - profile: [github.com/zRzRzRzRzRzRzR](https://github.com/zRzRzRzRzRzRzR)
@@ -3986,6 +3990,28 @@ Example artifacts:
 - [Issue #45674: [BitsAndBytesConfig] Providing llm_int8_skip_modules clears the default lm_head exclusion, causing AssertionError in 4-bit inference](https://github.com/huggingface/transformers/issues/45674) — closed
 - [Issue #45672: [Gemma4] torch.finfo() TypeError on uint8 weights in audio modules during 4-bit (NF4) inference](https://github.com/huggingface/transformers/issues/45672) — closed
 ### `ambroiseodt`
 - profile: [github.com/ambroiseodt](https://github.com/ambroiseodt)
@@ -5901,6 +5927,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45360: Replace deprecated `huggingface-cli` references with `hf`](https://github.com/huggingface/transformers/pull/45360) — open
 ### `harryfrzz`
 - profile: [github.com/harryfrzz](https://github.com/harryfrzz)
@@ -6552,27 +6599,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45607: Add regression test for Gemma4 audio relative positional range](https://github.com/huggingface/transformers/pull/45607) — open
-### `meatybobby`
-- profile: [github.com/meatybobby](https://github.com/meatybobby)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ameatybobby)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ameatybobby)
-- repo first seen: `2026-06-04T18:30:50Z`
-- repo last seen: `2026-06-04T18:30:50Z`
-- 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: **4220 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**
-Example artifacts:
-- [PR #46425: Add support for RADIO models](https://github.com/huggingface/transformers/pull/46425) — closed
 ### `Melnuno`
 - profile: [github.com/Melnuno](https://github.com/Melnuno)
@@ -7413,6 +7439,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45355: Add universal phone recognition model - PhoneticXeus](https://github.com/huggingface/transformers/pull/45355) — open
 ### `silencelamb`
 - profile: [github.com/silencelamb](https://github.com/silencelamb)

 # New Contributor Report: huggingface/transformers
+- Snapshot: `20260609T000018Z`
+- Generated: `2026-06-09T00:01:08Z`
 - Activity window: `60d`
+- Contributors: `350`
 ## Summary
 | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 92 | 6 | 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 | `2024-09-26T09:23:39Z` | 85 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 65 | 3 | 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` | 61 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 48 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 47 | 2 | mixed | low | low | targets high-star repos |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 46 | 0 | strong | low | low | targets high-star repos |
 | `kpal002` | [profile](https://github.com/kpal002) | no | CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
 | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 4 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4939d | `2026-04-15T08:26:45Z` | 4 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
 | `SebTardif` | [profile](https://github.com/SebTardif) | no | CONTRIBUTOR | 5216d | `2026-05-19T17:17:53Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `Sriniketh24` | [profile](https://github.com/Sriniketh24) | no | CONTRIBUTOR | 609d | `2026-05-18T14:39:34Z` | 4 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `TheShreyanshiDwivedi` | [profile](https://github.com/TheShreyanshiDwivedi) | no | NONE | 87d | `2026-05-15T10:01:57Z` | 4 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
+| `qflen` | [profile](https://github.com/qflen) | no | CONTRIBUTOR | 479d | `2026-04-25T02:09:42Z` | 3 | 3 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `Abineshabee` | [profile](https://github.com/Abineshabee) | no | CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 3 | 2 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Chao1Han` | [profile](https://github.com/Chao1Han) | no | FIRST_TIME_CONTRIBUTOR | 1422d | `2026-05-14T09:13:18Z` | 3 | 0 | mixed | moderate | low | high open PR share |
 | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | FIRST_TIME_CONTRIBUTOR | 1556d | `2026-03-07T22:12:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | CONTRIBUTOR | 1082d | `2026-03-28T12:13:57Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5127d | `2026-01-28T15:04:44Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
 | `nurpax` | [profile](https://github.com/nurpax) | no | CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 2 | 3 | weak | low | low | high open PR share; targets high-star repos |
 | `J3r3myPerera` | [profile](https://github.com/J3r3myPerera) | no | CONTRIBUTOR | 1323d | `2026-05-20T14:37:39Z` | 2 | 1 | mixed | moderate | low | no visible non-self stars |
 | `Milan-Bhimani` | [profile](https://github.com/Milan-Bhimani) | no | FIRST_TIME_CONTRIBUTOR | 823d | `2026-04-30T06:10:00Z` | 2 | 1 | mixed | low | low | many recent closed-unmerged PRs |
 | `pcuenca` | [profile](https://github.com/pcuenca) | no | MEMBER | 5316d | `2024-04-23T13:23:10Z` | 2 | 1 | mixed | high | low | high recent PR volume; broad repo spread |
 | `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 |
 | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-11-10T16:50:33Z` | 2 | 0 | strong | moderate | low | high recent PR volume |
+| `meatybobby` | [profile](https://github.com/meatybobby) | no | FIRST_TIME_CONTRIBUTOR | 4220d | `2026-06-04T18:30:50Z` | 2 | 0 | weak | low | low | high open PR share |
 | `moonbogi` | [profile](https://github.com/moonbogi) | no | CONTRIBUTOR | 3943d | `2026-04-27T22:45:13Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `nileshpatil6` | [profile](https://github.com/nileshpatil6) | no | CONTRIBUTOR | 1148d | `2026-05-16T14:53:41Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `otjdiepluong` | [profile](https://github.com/otjdiepluong) | no | NONE | 32d | `2026-05-14T03:52:29Z` | 2 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
 | `ghost` | [profile](https://github.com/ghost) | no | NONE | 6553d | `2024-05-09T10:45:25Z` | 4 | 2 | weak | low | low | high open PR share; no visible non-self stars |
 | `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 508d | `2026-03-22T17:27:20Z` | 4 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
+| `RudrenduPaul` | [profile](https://github.com/RudrenduPaul) | no | CONTRIBUTOR | 2913d | `2026-04-09T09:34:42Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `bhargav-patel-29` | [profile](https://github.com/bhargav-patel-29) | no | FIRST_TIME_CONTRIBUTOR | 267d | `2026-02-05T02:43:45Z` | 3 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4226d | `2025-11-26T16:41:09Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3380d | `2026-03-09T09:03:10Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | CONTRIBUTOR | 1796d | `2026-04-06T18:01:42Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `saslifat-gif` | [profile](https://github.com/saslifat-gif) | no | CONTRIBUTOR | 229d | `2026-04-02T14:08:15Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `UsamaKenway` | [profile](https://github.com/UsamaKenway) | no | CONTRIBUTOR | 2385d | `2026-04-07T18:39:33Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `zRzRzRzRzRzRzR` | [profile](https://github.com/zRzRzRzRzRzRzR) | no | CONTRIBUTOR | 1671d | `2026-01-21T13:37:27Z` | 2 | 0 | strong | moderate | low | targets high-star repos |
 | `zvik` | [profile](https://github.com/zvik) | no | FIRST_TIME_CONTRIBUTOR | 4383d | `2026-03-03T07:50:39Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
 | `artem-spector` | [profile](https://github.com/artem-spector) | no | CONTRIBUTOR | 4093d | `2026-04-13T13:31:01Z` | 1 | 2 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `oleksii-tumanov` | [profile](https://github.com/oleksii-tumanov) | no | FIRST_TIME_CONTRIBUTOR | 4519d | `2026-04-22T03:12:11Z` | 1 | 2 | mixed | moderate | low | high recent PR volume |
 | `pasta-paul` | [profile](https://github.com/pasta-paul) | no | FIRST_TIME_CONTRIBUTOR | 932d | `2026-05-20T20:41:45Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 | `softguy777` | [profile](https://github.com/softguy777) | no | FIRST_TIMER | 955d | `2026-04-28T08:23:48Z` | 1 | 2 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `agiulucom42-del` | [profile](https://github.com/agiulucom42-del) | yes | FIRST_TIME_CONTRIBUTOR | 194d | `2026-06-08T21:16:27Z` | 1 | 1 | strong | high | low | young account; high recent PR volume; broad repo spread |
 | `ambroiseodt` | [profile](https://github.com/ambroiseodt) | no | CONTRIBUTOR | 2181d | `2026-04-14T13:45:51Z` | 1 | 1 | strong | low | low | targets high-star repos |
 | `ananyajoshi0203-cpu` | [profile](https://github.com/ananyajoshi0203-cpu) | no | FIRST_TIMER | 55d | `2026-06-02T22:09:56Z` | 1 | 1 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `AnkitAhlawat7742` | [profile](https://github.com/AnkitAhlawat7742) | no | CONTRIBUTOR | 432d | `2026-04-27T13:28:53Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `HamzaDogann` | [profile](https://github.com/HamzaDogann) | no | NONE | 1672d | `2026-05-21T15:32:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Hannan-Komari` | [profile](https://github.com/Hannan-Komari) | no | NONE | 1308d | `2026-06-03T10:28:04Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs; no visible non-self stars |
 | `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 2974d | `2026-04-10T11:59:37Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
+| `Haris-bin-shakeel` | [profile](https://github.com/Haris-bin-shakeel) | yes | NONE | 589d | `2026-06-08T18:36:43Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `harryfrzz` | [profile](https://github.com/harryfrzz) | no | NONE | 735d | `2026-05-09T15:53:39Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `HelloAnner` | [profile](https://github.com/HelloAnner) | no | NONE | 1658d | `2026-04-11T06:22:52Z` | 1 | 0 | mixed | low | low | — |
 | `henloworldowo` | [profile](https://github.com/henloworldowo) | no | FIRST_TIMER | 2d | `2026-05-04T05:53:33Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `manavmax` | [profile](https://github.com/manavmax) | no | NONE | 1226d | `2026-06-03T07:57:11Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `massimilianoviola` | [profile](https://github.com/massimilianoviola) | no | CONTRIBUTOR | 2120d | `2026-05-11T07:00:47Z` | 1 | 0 | mixed | low | low | high open PR share |
 | `mathceo` | [profile](https://github.com/mathceo) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-04-16T09:30:36Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Melnuno` | [profile](https://github.com/Melnuno) | no | NONE | 2376d | `2026-05-05T17:30:41Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Mi-Jiazhi` | [profile](https://github.com/Mi-Jiazhi) | no | FIRST_TIME_CONTRIBUTOR | 2414d | `2026-06-04T14:08:08Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `MinuriRajapakse` | [profile](https://github.com/MinuriRajapakse) | no | FIRST_TIME_CONTRIBUTOR | 1037d | `2026-04-29T06:12:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Shanmuk4622` | [profile](https://github.com/Shanmuk4622) | no | NONE | 948d | `2026-05-28T06:31:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Shashank-Tripathi-07` | [profile](https://github.com/Shashank-Tripathi-07) | no | NONE | 644d | `2026-05-20T15:18:30Z` | 1 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `Shikhar-S` | [profile](https://github.com/Shikhar-S) | no | FIRST_TIME_CONTRIBUTOR | 3763d | `2026-04-10T04:26:05Z` | 1 | 0 | weak | low | low | high open PR share |
+| `Shylin26` | [profile](https://github.com/Shylin26) | yes | FIRST_TIME_CONTRIBUTOR | 170d | `2026-06-08T23:29:09Z` | 1 | 0 | weak | moderate | medium | young account; high open PR share |
 | `silencelamb` | [profile](https://github.com/silencelamb) | no | CONTRIBUTOR | 4218d | `2026-05-05T09:41:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `simon-testaccount` | [profile](https://github.com/simon-testaccount) | no | NONE | 545d | `2026-05-05T09:01:04Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
 | `skshmjn` | [profile](https://github.com/skshmjn) | no | CONTRIBUTOR | 2609d | `2026-05-31T07:49:22Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
 - repo first seen: `2024-02-08T22:19:09Z`
+- repo last seen: `2026-06-08T20:37:56Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
+- repo primary artifacts: **63**
+- snapshot authored PRs/issues: **61 PRs / 2 issues**
+- snapshot discussion activity: **36 comments / 166 reviews / 290 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`
 - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
 Example artifacts:
+- [PR #46507: [docs] 4D attention masks](https://github.com/huggingface/transformers/pull/46507) — open
 - [PR #46387: [docs] remove sparsity from compressed-tensors](https://github.com/huggingface/transformers/pull/46387) — closed, merged
+- [PR #46361: [docs] deepgemm](https://github.com/huggingface/transformers/pull/46361) — closed, merged
 - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
 - [Issue #28936: [i18n-es] Translating docs to Spanish](https://github.com/huggingface/transformers/issues/28936) — open
 - 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: `2026-06-08T21:48:23Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **25**
 - snapshot authored PRs/issues: **21 PRs / 4 issues**
+- snapshot discussion activity: **68 comments / 292 reviews / 258 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`
 - heuristic read: **high recent PR volume; targets high-star repos**
 Example artifacts:
+- [PR #46500: Fix `{image/video/audio}_token_ids` in `ProcessorMixin`](https://github.com/huggingface/transformers/pull/46500) — closed, merged
 - [PR #46383: Add vLLM smoke test to CI](https://github.com/huggingface/transformers/pull/46383) — closed, merged
 - [PR #46087: Remove accidentally added `tmp.py`](https://github.com/huggingface/transformers/pull/46087) — closed, merged
 - [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
 - [PR #45547: Add disable_mmap kwarg to from_pretrained with hf-mount auto-detection](https://github.com/huggingface/transformers/pull/45547) — closed, merged
 - [PR #45474: chore: bump doc-builder SHA for main doc build workflow](https://github.com/huggingface/transformers/pull/45474) — closed, draft
 ### `SebTardif`
 - profile: [github.com/SebTardif](https://github.com/SebTardif)
 - [PR #45992: perf: replace degenerate Conv3d with Linear in Qwen VL patch embedding](https://github.com/huggingface/transformers/pull/45992) — closed
 - [PR #45991: feat: enable Flash Attention 2 for T5Gemma2](https://github.com/huggingface/transformers/pull/45991) — closed
+### `qflen`
+- profile: [github.com/qflen](https://github.com/qflen)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqflen)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqflen)
+- repo first seen: `2026-04-25T02:09:42Z`
+- repo last seen: `2026-06-08T23:35:31Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **3 PRs / 3 issues**
+- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
+- account age: **479 days**
+- recent public PR activity: **49 PRs** (12 merged / 6 closed-unmerged / 31 open; merged rate **24%**, closed-unmerged rate **12%**, open rate **63%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
+- heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
+Example artifacts:
+- [PR #46514: Honor a concrete dtype in AutoModel for composite checkpoints](https://github.com/huggingface/transformers/pull/46514) — open
+- [PR #45852: Fix slow Trainer path with 4D attention mask](https://github.com/huggingface/transformers/pull/45852) — closed, merged
+- [PR #45822: Fix added-token prefix space in SentencePiece fast tokenizers](https://github.com/huggingface/transformers/pull/45822) — open
+- [Issue #46512: from_config(dtype=...) builds weights in the requested dtype but leaves model.config.dtype stale](https://github.com/huggingface/transformers/issues/46512) — open
+- [Issue #46459: `dtype` is silently ignored when loading composite (multimodal) checkpoints through AutoModelForCausalLM (affects all Qwen3.5 repos)](https://github.com/huggingface/transformers/issues/46459) — open
+- [Issue #45644: mps: test_eager_matches_sdpa_inference tests fail with PyTorch MPS backend](https://github.com/huggingface/transformers/issues/45644) — closed
 ### `Abineshabee`
 - profile: [github.com/Abineshabee](https://github.com/Abineshabee)
 - [Issue #45684: save_pretrained` (with `register_for_auto_class`) propagates read-only permissions from custom-model source files](https://github.com/huggingface/transformers/issues/45684) — closed
 - [Issue #45632: `trust_remote_code` cache path collides for local models sharing a leaf directory name](https://github.com/huggingface/transformers/issues/45632) — closed
 ### `J3r3myPerera`
 - profile: [github.com/J3r3myPerera](https://github.com/J3r3myPerera)
 - [PR #46239: fix: cache warmup `RuntimeError` on mps](https://github.com/huggingface/transformers/pull/46239) — closed, merged
 - [PR #45439: feat: bump min safetensors version to `0.8.0-rc.0`](https://github.com/huggingface/transformers/pull/45439) — closed
+### `meatybobby`
+- profile: [github.com/meatybobby](https://github.com/meatybobby)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ameatybobby)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ameatybobby)
+- repo first seen: `2026-06-04T18:30:50Z`
+- repo last seen: `2026-06-08T20:33:15Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **4220 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**
+Example artifacts:
+- [PR #46509: Add support for Nemotron Omni](https://github.com/huggingface/transformers/pull/46509) — open
+- [PR #46425: Add support for RADIO models](https://github.com/huggingface/transformers/pull/46425) — closed
 ### `moonbogi`
 - profile: [github.com/moonbogi](https://github.com/moonbogi)
 - [PR #45079: Fix resized LM head weights being overwritten by post_init](https://github.com/huggingface/transformers/pull/45079) — closed, merged
 - [PR #45019: Fix GraniteConfig type hints to accept int for multiplier fields](https://github.com/huggingface/transformers/pull/45019) — closed, merged
+### `RudrenduPaul`
+- profile: [github.com/RudrenduPaul](https://github.com/RudrenduPaul)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARudrenduPaul)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARudrenduPaul)
+- repo first seen: `2026-04-09T09:34:42Z`
+- repo last seen: `2026-05-10T01:23:02Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
+- account age: **2913 days**
+- recent public PR activity: **23 PRs** (6 merged / 7 closed-unmerged / 10 open; merged rate **26%**, closed-unmerged rate **30%**, open rate **43%**)
+- 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 #45370: docs: fix 5 docstring errors in Gemma3nTextConfig (typos, grammar, formatting)](https://github.com/huggingface/transformers/pull/45370) — closed, merged
+- [PR #45352: fix(qwen3_moe): correct return type annotation on Qwen3MoeSparseMoeBlock.forward](https://github.com/huggingface/transformers/pull/45352) — closed, merged
+- [PR #45351: fix(testing_utils): guard get_device_capability with torch.cuda.is_available()](https://github.com/huggingface/transformers/pull/45351) — closed, merged
 ### `bhargav-patel-29`
 - profile: [github.com/bhargav-patel-29](https://github.com/bhargav-patel-29)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akhushali9)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akhushali9)
 - repo first seen: `2025-11-26T16:41:09Z`
+- repo last seen: `2026-06-08T22:39:46Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **29 comments / 15 reviews / 15 review comments**
 - account age: **4226 days**
 - recent public PR activity: **9 PRs** (1 merged / 5 closed-unmerged / 3 open; merged rate **11%**, closed-unmerged rate **56%**, open rate **33%**)
 - public orgs: `systers`, `crowdresearch`
 - [PR #45386: [GGUF] Reduce peak RAM usage by casting dequantized tensors early during load](https://github.com/huggingface/transformers/pull/45386) — closed, merged
 - [PR #45296: Add GGUF support to Gemma4 (31B & 26B-A4B) text ](https://github.com/huggingface/transformers/pull/45296) — open
 ### `zRzRzRzRzRzRzR`
 - profile: [github.com/zRzRzRzRzRzRzR](https://github.com/zRzRzRzRzRzRzR)
 - [Issue #45674: [BitsAndBytesConfig] Providing llm_int8_skip_modules clears the default lm_head exclusion, causing AssertionError in 4-bit inference](https://github.com/huggingface/transformers/issues/45674) — closed
 - [Issue #45672: [Gemma4] torch.finfo() TypeError on uint8 weights in audio modules during 4-bit (NF4) inference](https://github.com/huggingface/transformers/issues/45672) — closed
+### `agiulucom42-del`
+- profile: [github.com/agiulucom42-del](https://github.com/agiulucom42-del)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aagiulucom42-del)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aagiulucom42-del)
+- repo first seen: `2026-06-08T21:16:27Z`
+- repo last seen: `2026-06-08T22:39:29Z`
+- 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: **0 comments / 0 reviews / 0 review comments**
+- account age: **194 days**
+- recent public PR activity: **54 PRs** (40 merged / 2 closed-unmerged / 12 open; merged rate **74%**, closed-unmerged rate **4%**, open rate **22%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
+- heuristic read: **young account; high recent PR volume; broad repo spread**
+Example artifacts:
+- [PR #46511: docs: add badges and contributing section](https://github.com/huggingface/transformers/pull/46511) — open
+- [Issue #46510: Your docs show how to use models but not what they cost](https://github.com/huggingface/transformers/issues/46510) — open
 ### `ambroiseodt`
 - profile: [github.com/ambroiseodt](https://github.com/ambroiseodt)
 Example artifacts:
 - [PR #45360: Replace deprecated `huggingface-cli` references with `hf`](https://github.com/huggingface/transformers/pull/45360) — open
+### `Haris-bin-shakeel`
+- profile: [github.com/Haris-bin-shakeel](https://github.com/Haris-bin-shakeel)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AHaris-bin-shakeel)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AHaris-bin-shakeel)
+- repo first seen: `2026-06-08T18:36:43Z`
+- repo last seen: `2026-06-08T21:48:58Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- account age: **589 days**
+- recent public PR activity: **13 PRs** (4 merged / 3 closed-unmerged / 6 open; merged rate **31%**, closed-unmerged rate **23%**, open rate **46%**)
+- 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 #46508: Fix CPU/CUDA inconsistency in _cached_generate_anchors boundary masking (PPDocLayoutV3)](https://github.com/huggingface/transformers/pull/46508) — closed
 ### `harryfrzz`
 - profile: [github.com/harryfrzz](https://github.com/harryfrzz)
 Example artifacts:
 - [PR #45607: Add regression test for Gemma4 audio relative positional range](https://github.com/huggingface/transformers/pull/45607) — open
 ### `Melnuno`
 - profile: [github.com/Melnuno](https://github.com/Melnuno)
 Example artifacts:
 - [PR #45355: Add universal phone recognition model - PhoneticXeus](https://github.com/huggingface/transformers/pull/45355) — open
+### `Shylin26`
+- profile: [github.com/Shylin26](https://github.com/Shylin26)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AShylin26)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AShylin26)
+- repo first seen: `2026-06-08T23:29:09Z`
+- repo last seen: `2026-06-08T23:31:08Z`
+- 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: **1 comments / 0 reviews / 0 review comments**
+- account age: **170 days**
+- recent public PR activity: **11 PRs** (2 merged / 1 closed-unmerged / 8 open; merged rate **18%**, closed-unmerged rate **9%**, open rate **73%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
+- heuristic read: **young account; high open PR share**
+Example artifacts:
+- [PR #46513: fix(rt-detr): use float32 on MPS in build_2d_sinusoidal_position_embedding](https://github.com/huggingface/transformers/pull/46513) — open
 ### `silencelamb`
 - profile: [github.com/silencelamb](https://github.com/silencelamb)

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