evalstate HF Staff commited on
Commit
570ea5a
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1 Parent(s): 709e59b

Refresh transformers dataset snapshot 20260602T060026Z

Browse files
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  - eval set creation
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  Notes:
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  - raw data only; no labels or moderation decisions
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new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260602T000030Z`
4
- - Generated: `2026-06-02T00:01:17Z`
5
  - Activity window: `60d`
6
- - Contributors: `342`
7
 
8
  ## Summary
9
 
@@ -80,7 +80,6 @@
80
  | `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 |
81
  | `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5127d | `2026-01-28T15:04:44Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
82
  | `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 |
83
- | `w4nderlust` | [profile](https://github.com/w4nderlust) | no | CONTRIBUTOR | 5740d | `2026-04-03T04:55:51Z` | 2 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
84
  | `J3r3myPerera` | [profile](https://github.com/J3r3myPerera) | no | CONTRIBUTOR | 1323d | `2026-05-20T14:37:39Z` | 2 | 1 | mixed | moderate | low | no visible non-self stars |
85
  | `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 |
86
  | `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 |
@@ -143,6 +142,7 @@
143
  | `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2909d | `2026-03-14T18:33:53Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
144
  | `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 |
145
  | `oliverholworthy` | [profile](https://github.com/oliverholworthy) | no | CONTRIBUTOR | 5290d | `2026-01-26T21:42:45Z` | 2 | 2 | weak | moderate | low | high open PR share |
 
146
  | `bzantium` | [profile](https://github.com/bzantium) | no | CONTRIBUTOR | 3641d | `2025-09-24T07:07:47Z` | 2 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
147
  | `ionut-anghelina` | [profile](https://github.com/ionut-anghelina) | no | FIRST_TIME_CONTRIBUTOR | 556d | `2026-03-30T08:23:07Z` | 2 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
148
  | `Wauplin` | [profile](https://github.com/Wauplin) | no | MEMBER | 4075d | `2025-12-02T12:54:40Z` | 2 | 1 | strong | moderate | low | high recent PR volume |
@@ -223,6 +223,7 @@
223
  | `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 1 | 0 | mixed | low | low | — |
224
  | `blut-agent` | [profile](https://github.com/blut-agent) | no | FIRST_TIME_CONTRIBUTOR | 23d | `2026-05-16T06:31:21Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
225
  | `butterwecksolutions` | [profile](https://github.com/butterwecksolutions) | no | NONE | 4479d | `2026-05-03T23:41:12Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 
226
  | `Caromisc` | [profile](https://github.com/Caromisc) | no | CONTRIBUTOR | 2207d | `2026-05-07T11:04:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
227
  | `chirag-gupta-07` | [profile](https://github.com/chirag-gupta-07) | no | FIRST_TIMER | 276d | `2026-05-11T05:43:53Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
228
  | `cloudyun888` | [profile](https://github.com/cloudyun888) | no | NONE | 45d | `2026-04-15T13:18:36Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
@@ -432,12 +433,12 @@ Example artifacts:
432
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
433
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
434
  - repo first seen: `2025-06-20T09:58:55Z`
435
- - repo last seen: `2026-06-01T14:15:59Z`
436
  - first seen in snapshot: **no**
437
  - repo association: **CONTRIBUTOR**
438
  - repo primary artifacts: **91**
439
  - snapshot authored PRs/issues: **87 PRs / 4 issues**
440
- - snapshot discussion activity: **76 comments / 89 reviews / 88 review comments**
441
  - account age: **3934 days**
442
  - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
443
  - public orgs: none visible
@@ -629,12 +630,12 @@ Example artifacts:
629
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
630
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
631
  - repo first seen: `2026-01-13T09:15:18Z`
632
- - repo last seen: `2026-06-01T03:31:10Z`
633
  - first seen in snapshot: **no**
634
  - repo association: **MEMBER**
635
  - repo primary artifacts: **32**
636
  - snapshot authored PRs/issues: **32 PRs / 0 issues**
637
- - snapshot discussion activity: **52 comments / 149 reviews / 159 review comments**
638
  - account age: **1813 days**
639
  - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
640
  - public orgs: none visible
@@ -698,12 +699,12 @@ Example artifacts:
698
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
699
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
700
  - repo first seen: `2024-03-21T04:37:45Z`
701
- - repo last seen: `2026-05-22T02:13:37Z`
702
  - first seen in snapshot: **no**
703
  - repo association: **CONTRIBUTOR**
704
  - repo primary artifacts: **29**
705
  - snapshot authored PRs/issues: **25 PRs / 4 issues**
706
- - snapshot discussion activity: **49 comments / 36 reviews / 36 review comments**
707
  - account age: **1396 days**
708
  - recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
709
  - public orgs: none visible
@@ -820,12 +821,12 @@ Example artifacts:
820
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYangKai0616)
821
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYangKai0616)
822
  - repo first seen: `2025-12-24T11:54:53Z`
823
- - repo last seen: `2026-06-01T12:37:43Z`
824
  - first seen in snapshot: **no**
825
  - repo association: **CONTRIBUTOR**
826
  - repo primary artifacts: **19**
827
  - snapshot authored PRs/issues: **19 PRs / 0 issues**
828
- - snapshot discussion activity: **17 comments / 55 reviews / 55 review comments**
829
  - account age: **1497 days**
830
  - recent public PR activity: **17 PRs** (8 merged / 3 closed-unmerged / 6 open; merged rate **47%**, closed-unmerged rate **18%**, open rate **35%**)
831
  - public orgs: none visible
@@ -2044,30 +2045,6 @@ Example artifacts:
2044
  - [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
2045
  - [Issue #45632: `trust_remote_code` cache path collides for local models sharing a leaf directory name](https://github.com/huggingface/transformers/issues/45632) — closed
2046
 
2047
- ### `w4nderlust`
2048
-
2049
- - profile: [github.com/w4nderlust](https://github.com/w4nderlust)
2050
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aw4nderlust)
2051
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aw4nderlust)
2052
- - repo first seen: `2026-04-03T04:55:51Z`
2053
- - repo last seen: `2026-05-06T22:00:37Z`
2054
- - first seen in snapshot: **no**
2055
- - repo association: **CONTRIBUTOR**
2056
- - repo primary artifacts: **4**
2057
- - snapshot authored PRs/issues: **2 PRs / 2 issues**
2058
- - snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
2059
- - account age: **5740 days**
2060
- - recent public PR activity: **79 PRs** (57 merged / 2 closed-unmerged / 20 open; merged rate **72%**, closed-unmerged rate **3%**, open rate **25%**)
2061
- - public orgs: none visible
2062
- - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
2063
- - heuristic read: **high recent PR volume; targets high-star repos**
2064
-
2065
- Example artifacts:
2066
- - [PR #45300: Fix Nemotron-H: add mlp layer type support](https://github.com/huggingface/transformers/pull/45300) — open
2067
- - [PR #45207: [Gemma4] Add docstrings for Per-Layer Embeddings (PLE) pipeline](https://github.com/huggingface/transformers/pull/45207) — closed, merged
2068
- - [Issue #45206: Gemma4: PLE (Per-Layer Embeddings) implementation is underdocumented and config is misleading](https://github.com/huggingface/transformers/issues/45206) — closed
2069
- - [Issue #45205: Gemma4: chat_template missing from tokenizer_config.json, requires manual loading from separate file](https://github.com/huggingface/transformers/issues/45205) — open
2070
-
2071
  ### `J3r3myPerera`
2072
 
2073
  - profile: [github.com/J3r3myPerera](https://github.com/J3r3myPerera)
@@ -3462,6 +3439,30 @@ Example artifacts:
3462
  - [Issue #46077: Gemma4 `use_bidirectional_attention="all"` still builds causal attention masks](https://github.com/huggingface/transformers/issues/46077) — closed
3463
  - [Issue #43508: Transformers 5.0.0 calls torch.is_autocast_enabled(device_type) breaking compatibility with torch<2.4](https://github.com/huggingface/transformers/issues/43508) — closed
3464
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3465
  ### `bzantium`
3466
 
3467
  - profile: [github.com/bzantium](https://github.com/bzantium)
@@ -5196,6 +5197,27 @@ Example artifacts:
5196
  Example artifacts:
5197
  - [PR #45769: feat: add bf16_loss training argument for VRAM-efficient QLoRA by keeping loss in BF16 during training to save ~1.4 GB VRAM](https://github.com/huggingface/transformers/pull/45769) — closed
5198
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5199
  ### `Caromisc`
5200
 
5201
  - profile: [github.com/Caromisc](https://github.com/Caromisc)
@@ -6988,12 +7010,12 @@ Example artifacts:
6988
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARamshankar07)
6989
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARamshankar07)
6990
  - repo first seen: `2026-05-19T19:06:02Z`
6991
- - repo last seen: `2026-06-01T17:54:15Z`
6992
  - first seen in snapshot: **no**
6993
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6994
  - repo primary artifacts: **1**
6995
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6996
- - snapshot discussion activity: **5 comments / 2 reviews / 2 review comments**
6997
  - account age: **1761 days**
6998
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
6999
  - public orgs: none visible
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260602T060026Z`
4
+ - Generated: `2026-06-02T06:01:15Z`
5
  - Activity window: `60d`
6
+ - Contributors: `343`
7
 
8
  ## Summary
9
 
 
80
  | `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 |
81
  | `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5127d | `2026-01-28T15:04:44Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
82
  | `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 |
 
83
  | `J3r3myPerera` | [profile](https://github.com/J3r3myPerera) | no | CONTRIBUTOR | 1323d | `2026-05-20T14:37:39Z` | 2 | 1 | mixed | moderate | low | no visible non-self stars |
84
  | `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 |
85
  | `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 |
 
142
  | `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2909d | `2026-03-14T18:33:53Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
143
  | `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 |
144
  | `oliverholworthy` | [profile](https://github.com/oliverholworthy) | no | CONTRIBUTOR | 5290d | `2026-01-26T21:42:45Z` | 2 | 2 | weak | moderate | low | high open PR share |
145
+ | `w4nderlust` | [profile](https://github.com/w4nderlust) | no | CONTRIBUTOR | 5740d | `2026-04-03T04:55:51Z` | 2 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
146
  | `bzantium` | [profile](https://github.com/bzantium) | no | CONTRIBUTOR | 3641d | `2025-09-24T07:07:47Z` | 2 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
147
  | `ionut-anghelina` | [profile](https://github.com/ionut-anghelina) | no | FIRST_TIME_CONTRIBUTOR | 556d | `2026-03-30T08:23:07Z` | 2 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
148
  | `Wauplin` | [profile](https://github.com/Wauplin) | no | MEMBER | 4075d | `2025-12-02T12:54:40Z` | 2 | 1 | strong | moderate | low | high recent PR volume |
 
223
  | `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 1 | 0 | mixed | low | low | — |
224
  | `blut-agent` | [profile](https://github.com/blut-agent) | no | FIRST_TIME_CONTRIBUTOR | 23d | `2026-05-16T06:31:21Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
225
  | `butterwecksolutions` | [profile](https://github.com/butterwecksolutions) | no | NONE | 4479d | `2026-05-03T23:41:12Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
226
+ | `calliec-1223` | [profile](https://github.com/calliec-1223) | yes | FIRST_TIME_CONTRIBUTOR | 68d | `2026-06-02T02:20:39Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
227
  | `Caromisc` | [profile](https://github.com/Caromisc) | no | CONTRIBUTOR | 2207d | `2026-05-07T11:04:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
228
  | `chirag-gupta-07` | [profile](https://github.com/chirag-gupta-07) | no | FIRST_TIMER | 276d | `2026-05-11T05:43:53Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
229
  | `cloudyun888` | [profile](https://github.com/cloudyun888) | no | NONE | 45d | `2026-04-15T13:18:36Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
 
433
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
434
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
435
  - repo first seen: `2025-06-20T09:58:55Z`
436
+ - repo last seen: `2026-06-02T05:56:38Z`
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  - first seen in snapshot: **no**
438
  - repo association: **CONTRIBUTOR**
439
  - repo primary artifacts: **91**
440
  - snapshot authored PRs/issues: **87 PRs / 4 issues**
441
+ - snapshot discussion activity: **76 comments / 91 reviews / 90 review comments**
442
  - account age: **3934 days**
443
  - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
444
  - public orgs: none visible
 
630
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
631
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
632
  - repo first seen: `2026-01-13T09:15:18Z`
633
+ - repo last seen: `2026-06-02T03:23:28Z`
634
  - first seen in snapshot: **no**
635
  - repo association: **MEMBER**
636
  - repo primary artifacts: **32**
637
  - snapshot authored PRs/issues: **32 PRs / 0 issues**
638
+ - snapshot discussion activity: **52 comments / 154 reviews / 164 review comments**
639
  - account age: **1813 days**
640
  - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
641
  - public orgs: none visible
 
699
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
700
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
701
  - repo first seen: `2024-03-21T04:37:45Z`
702
+ - repo last seen: `2026-06-02T01:35:02Z`
703
  - first seen in snapshot: **no**
704
  - repo association: **CONTRIBUTOR**
705
  - repo primary artifacts: **29**
706
  - snapshot authored PRs/issues: **25 PRs / 4 issues**
707
+ - snapshot discussion activity: **50 comments / 38 reviews / 38 review comments**
708
  - account age: **1396 days**
709
  - recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
710
  - public orgs: none visible
 
821
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYangKai0616)
822
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYangKai0616)
823
  - repo first seen: `2025-12-24T11:54:53Z`
824
+ - repo last seen: `2026-06-02T06:01:00Z`
825
  - first seen in snapshot: **no**
826
  - repo association: **CONTRIBUTOR**
827
  - repo primary artifacts: **19**
828
  - snapshot authored PRs/issues: **19 PRs / 0 issues**
829
+ - snapshot discussion activity: **17 comments / 56 reviews / 56 review comments**
830
  - account age: **1497 days**
831
  - recent public PR activity: **17 PRs** (8 merged / 3 closed-unmerged / 6 open; merged rate **47%**, closed-unmerged rate **18%**, open rate **35%**)
832
  - public orgs: none visible
 
2045
  - [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
2046
  - [Issue #45632: `trust_remote_code` cache path collides for local models sharing a leaf directory name](https://github.com/huggingface/transformers/issues/45632) — closed
2047
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2048
  ### `J3r3myPerera`
2049
 
2050
  - profile: [github.com/J3r3myPerera](https://github.com/J3r3myPerera)
 
3439
  - [Issue #46077: Gemma4 `use_bidirectional_attention="all"` still builds causal attention masks](https://github.com/huggingface/transformers/issues/46077) — closed
3440
  - [Issue #43508: Transformers 5.0.0 calls torch.is_autocast_enabled(device_type) breaking compatibility with torch<2.4](https://github.com/huggingface/transformers/issues/43508) — closed
3441
 
3442
+ ### `w4nderlust`
3443
+
3444
+ - profile: [github.com/w4nderlust](https://github.com/w4nderlust)
3445
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aw4nderlust)
3446
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aw4nderlust)
3447
+ - repo first seen: `2026-04-03T04:55:51Z`
3448
+ - repo last seen: `2026-05-06T22:00:37Z`
3449
+ - first seen in snapshot: **no**
3450
+ - repo association: **CONTRIBUTOR**
3451
+ - repo primary artifacts: **4**
3452
+ - snapshot authored PRs/issues: **2 PRs / 2 issues**
3453
+ - snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
3454
+ - account age: **5740 days**
3455
+ - recent public PR activity: **79 PRs** (57 merged / 2 closed-unmerged / 20 open; merged rate **72%**, closed-unmerged rate **3%**, open rate **25%**)
3456
+ - public orgs: none visible
3457
+ - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
3458
+ - heuristic read: **high recent PR volume; targets high-star repos**
3459
+
3460
+ Example artifacts:
3461
+ - [PR #45300: Fix Nemotron-H: add mlp layer type support](https://github.com/huggingface/transformers/pull/45300) — open
3462
+ - [PR #45207: [Gemma4] Add docstrings for Per-Layer Embeddings (PLE) pipeline](https://github.com/huggingface/transformers/pull/45207) — closed, merged
3463
+ - [Issue #45206: Gemma4: PLE (Per-Layer Embeddings) implementation is underdocumented and config is misleading](https://github.com/huggingface/transformers/issues/45206) — closed
3464
+ - [Issue #45205: Gemma4: chat_template missing from tokenizer_config.json, requires manual loading from separate file](https://github.com/huggingface/transformers/issues/45205) — open
3465
+
3466
  ### `bzantium`
3467
 
3468
  - profile: [github.com/bzantium](https://github.com/bzantium)
 
5197
  Example artifacts:
5198
  - [PR #45769: feat: add bf16_loss training argument for VRAM-efficient QLoRA by keeping loss in BF16 during training to save ~1.4 GB VRAM](https://github.com/huggingface/transformers/pull/45769) — closed
5199
 
5200
+ ### `calliec-1223`
5201
+
5202
+ - profile: [github.com/calliec-1223](https://github.com/calliec-1223)
5203
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acalliec-1223)
5204
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acalliec-1223)
5205
+ - repo first seen: `2026-06-02T02:20:39Z`
5206
+ - repo last seen: `2026-06-02T02:20:39Z`
5207
+ - first seen in snapshot: **yes**
5208
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
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+ - repo primary artifacts: **1**
5210
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
5211
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
5212
+ - account age: **68 days**
5213
+ - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
5214
+ - public orgs: none visible
5215
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
5216
+ - heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
5217
+
5218
+ Example artifacts:
5219
+ - [PR #46336: Fix grammar typos in Whisper documentation](https://github.com/huggingface/transformers/pull/46336) — open
5220
+
5221
  ### `Caromisc`
5222
 
5223
  - profile: [github.com/Caromisc](https://github.com/Caromisc)
 
7010
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARamshankar07)
7011
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARamshankar07)
7012
  - repo first seen: `2026-05-19T19:06:02Z`
7013
+ - repo last seen: `2026-06-02T04:49:12Z`
7014
  - first seen in snapshot: **no**
7015
  - repo association: **FIRST_TIME_CONTRIBUTOR**
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  - repo primary artifacts: **1**
7017
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7018
+ - snapshot discussion activity: **7 comments / 2 reviews / 2 review comments**
7019
  - account age: **1761 days**
7020
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
7021
  - public orgs: none visible
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