evalstate HF Staff commited on
Commit
00a2019
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1 Parent(s): 59ecc02

Refresh transformers dataset snapshot 20260605T000034Z

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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  - PR metadata, file-level patch hunks, and full unified diffs are included
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24026
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24029
  }
24030
  ]
24031
  }
new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260604T180024Z`
4
- - Generated: `2026-06-04T18:03:16Z`
5
  - Activity window: `60d`
6
- - Contributors: `354`
7
 
8
  ## Summary
9
 
@@ -114,7 +114,6 @@
114
  | `kpal002` | [profile](https://github.com/kpal002) | no | CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 2 | 0 | strong | moderate | low | high recent PR volume |
115
  | `lgeiger` | [profile](https://github.com/lgeiger) | no | CONTRIBUTOR | 3947d | `2026-04-30T12:35:42Z` | 2 | 0 | mixed | moderate | low | — |
116
  | `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 |
117
- | `lucianommartins` | [profile](https://github.com/lucianommartins) | no | CONTRIBUTOR | 3503d | `2026-04-05T22:07:53Z` | 2 | 0 | weak | low | low | no visible non-self stars; targets high-star repos |
118
  | `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 |
119
  | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-11-10T16:50:33Z` | 2 | 0 | strong | moderate | low | high recent PR volume |
120
  | `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 |
@@ -156,6 +155,7 @@
156
  | `ezylopx5` | [profile](https://github.com/ezylopx5) | no | FIRST_TIME_CONTRIBUTOR | 606d | `2026-04-01T19:25:12Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
157
  | `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 |
158
  | `Kash6` | [profile](https://github.com/Kash6) | no | CONTRIBUTOR | 2226d | `2026-04-01T18:07:49Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 
159
  | `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 |
160
  | `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 |
161
  | `orbisai0security` | [profile](https://github.com/orbisai0security) | no | NONE | 160d | `2026-03-30T15:02:06Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -187,6 +187,7 @@
187
  | `KeitaW` | [profile](https://github.com/KeitaW) | no | CONTRIBUTOR | 4241d | `2026-04-20T02:00:45Z` | 1 | 1 | mixed | moderate | low | high open PR share |
188
  | `kratos0718` | [profile](https://github.com/kratos0718) | no | NONE | 427d | `2026-05-27T07:20:35Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
189
  | `LauraGPT` | [profile](https://github.com/LauraGPT) | no | FIRST_TIME_CONTRIBUTOR | 3699d | `2026-05-24T11:07:04Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 
190
  | `nealwu` | [profile](https://github.com/nealwu) | no | CONTRIBUTOR | 5508d | `2026-05-12T03:11:36Z` | 1 | 1 | strong | low | low | — |
191
  | `nunq` | [profile](https://github.com/nunq) | no | CONTRIBUTOR | 2694d | `2026-05-08T00:29:00Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
192
  | `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 |
@@ -224,7 +225,7 @@
224
  | `Ashutosh-177` | [profile](https://github.com/Ashutosh-177) | no | NONE | 978d | `2026-05-19T06:28:43Z` | 1 | 0 | mixed | moderate | low | high open PR share |
225
  | `avarga1` | [profile](https://github.com/avarga1) | no | NONE | 2176d | `2026-04-07T02:22:26Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
226
  | `avasis-ai` | [profile](https://github.com/avasis-ai) | no | CONTRIBUTOR | 30d | `2026-04-18T21:48:22Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share |
227
- | `AzeezIsh` | [profile](https://github.com/AzeezIsh) | yes | FIRST_TIME_CONTRIBUTOR | 1650d | `2026-06-04T16:46:37Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
228
  | `Beichen-Ma` | [profile](https://github.com/Beichen-Ma) | no | FIRST_TIME_CONTRIBUTOR | 1684d | `2026-04-20T23:21:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
229
  | `belamaran96-coder` | [profile](https://github.com/belamaran96-coder) | no | NONE | 288d | `2026-05-03T16:53:02Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
230
  | `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 1 | 0 | mixed | low | low | — |
@@ -235,7 +236,7 @@
235
  | `cheparity` | [profile](https://github.com/cheparity) | no | FIRST_TIME_CONTRIBUTOR | 1517d | `2026-06-03T05:18:26Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
236
  | `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 |
237
  | `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 |
238
- | `csantosbh` | [profile](https://github.com/csantosbh) | yes | FIRST_TIME_CONTRIBUTOR | 5103d | `2026-06-04T14:07:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
239
  | `damodharg6` | [profile](https://github.com/damodharg6) | no | FIRST_TIME_CONTRIBUTOR | 407d | `2026-05-15T03:01:55Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
240
  | `Danish08654` | [profile](https://github.com/Danish08654) | no | NONE | 561d | `2026-05-28T09:15:36Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
241
  | `danyalahmed1995` | [profile](https://github.com/danyalahmed1995) | no | CONTRIBUTOR | 2355d | `2026-05-26T00:41:01Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
@@ -289,7 +290,7 @@
289
  | `kiwigitops` | [profile](https://github.com/kiwigitops) | no | CONTRIBUTOR | 81d | `2026-05-18T23:18:34Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
290
  | `kuishou68` | [profile](https://github.com/kuishou68) | no | NONE | 2457d | `2026-05-05T02:27:41Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
291
  | `lalitha2410` | [profile](https://github.com/lalitha2410) | no | FIRST_TIMER | 1043d | `2026-05-17T13:42:37Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
292
- | `lanxuejin` | [profile](https://github.com/lanxuejin) | yes | FIRST_TIME_CONTRIBUTOR | 2869d | `2026-06-04T12:32:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
293
  | `lianakoleva` | [profile](https://github.com/lianakoleva) | no | NONE | 2780d | `2026-05-13T17:04:37Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
294
  | `lowzhao` | [profile](https://github.com/lowzhao) | no | CONTRIBUTOR | 3244d | `2026-04-06T08:41:40Z` | 1 | 0 | strong | low | low | targets high-star repos |
295
  | `lucaspirola` | [profile](https://github.com/lucaspirola) | no | FIRST_TIME_CONTRIBUTOR | 4682d | `2026-04-27T23:02:07Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -300,8 +301,9 @@
300
  | `marvinzh` | [profile](https://github.com/marvinzh) | no | CONTRIBUTOR | 4429d | `2026-04-07T06:49:34Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
301
  | `massimilianoviola` | [profile](https://github.com/massimilianoviola) | no | CONTRIBUTOR | 2120d | `2026-05-11T07:00:47Z` | 1 | 0 | mixed | low | low | high open PR share |
302
  | `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 |
 
303
  | `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 |
304
- | `Mi-Jiazhi` | [profile](https://github.com/Mi-Jiazhi) | yes | FIRST_TIME_CONTRIBUTOR | 2414d | `2026-06-04T14:08:08Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
305
  | `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 |
306
  | `mohamad-tohidi` | [profile](https://github.com/mohamad-tohidi) | no | NONE | 1013d | `2026-04-11T10:00:07Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
307
  | `mohdfaour03` | [profile](https://github.com/mohdfaour03) | no | FIRST_TIME_CONTRIBUTOR | 1152d | `2026-04-08T13:38:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -362,7 +364,6 @@
362
  | `ZappD0S` | [profile](https://github.com/ZappD0S) | no | FIRST_TIMER | 4066d | `2026-05-19T19:36:52Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
363
  | `zeoses` | [profile](https://github.com/zeoses) | no | CONTRIBUTOR | 3843d | `2026-04-27T20:58:17Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
364
  | `zFlux` | [profile](https://github.com/zFlux) | no | FIRST_TIME_CONTRIBUTOR | 4241d | `2026-04-12T03:38:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
365
- | `zozo123` | [profile](https://github.com/zozo123) | no | NONE | 5577d | `2026-04-05T19:00:26Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
366
 
367
  ## Contributors
368
 
@@ -2807,28 +2808,6 @@ Example artifacts:
2807
  - [PR #45595: Add unified Cache-layer management for GLM-5 DSA Indexer keys](https://github.com/huggingface/transformers/pull/45595) — closed
2808
  - [PR #45424: Add IndexCache support for GLM5 DSA](https://github.com/huggingface/transformers/pull/45424) — closed, merged
2809
 
2810
- ### `lucianommartins`
2811
-
2812
- - profile: [github.com/lucianommartins](https://github.com/lucianommartins)
2813
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alucianommartins)
2814
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alucianommartins)
2815
- - repo first seen: `2026-04-05T22:07:53Z`
2816
- - repo last seen: `2026-05-29T01:17:06Z`
2817
- - first seen in snapshot: **no**
2818
- - repo association: **CONTRIBUTOR**
2819
- - repo primary artifacts: **2**
2820
- - snapshot authored PRs/issues: **2 PRs / 0 issues**
2821
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
2822
- - account age: **3503 days**
2823
- - recent public PR activity: **6 PRs** (2 merged / 2 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
2824
- - public orgs: none visible
2825
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
2826
- - heuristic read: **no visible non-self stars; targets high-star repos**
2827
-
2828
- Example artifacts:
2829
- - [PR #46274: Fix StopIteration crash in ProcessorMixin.get_text_with_replacements for unmatched multimodal tokens](https://github.com/huggingface/transformers/pull/46274) — closed
2830
- - [PR #45257: [Gemma4] Fix chat template and stop tokens for OpenAI tool calling compatibility](https://github.com/huggingface/transformers/pull/45257) — closed, draft
2831
-
2832
  ### `Mamiglia`
2833
 
2834
  - profile: [github.com/Mamiglia](https://github.com/Mamiglia)
@@ -3766,6 +3745,28 @@ Example artifacts:
3766
  - [PR #45330: Fix Qwen2.5-VL temporal RoPE scaling applied to still images](https://github.com/huggingface/transformers/pull/45330) — closed, merged
3767
  - [PR #45171: Fix Sam3Processor missing input_boxes_labels for padded None entries](https://github.com/huggingface/transformers/pull/45171) — closed, merged
3768
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3769
  ### `mitre88`
3770
 
3771
  - profile: [github.com/mitre88](https://github.com/mitre88)
@@ -4454,6 +4455,28 @@ Example artifacts:
4454
  - [PR #46180: Add Fun-ASR-Nano model](https://github.com/huggingface/transformers/pull/46180) — open
4455
  - [Issue #46179: [New model] Add Fun-ASR-Nano (FunAudioLLM/Fun-ASR-Nano-2512)](https://github.com/huggingface/transformers/issues/46179) — open
4456
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4457
  ### `nealwu`
4458
 
4459
  - profile: [github.com/nealwu](https://github.com/nealwu)
@@ -5245,7 +5268,7 @@ Example artifacts:
5245
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAzeezIsh)
5246
  - repo first seen: `2026-06-04T16:46:37Z`
5247
  - repo last seen: `2026-06-04T16:46:37Z`
5248
- - first seen in snapshot: **yes**
5249
  - repo association: **FIRST_TIME_CONTRIBUTOR**
5250
  - repo primary artifacts: **1**
5251
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -5476,7 +5499,7 @@ Example artifacts:
5476
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acsantosbh)
5477
  - repo first seen: `2026-06-04T14:07:37Z`
5478
  - repo last seen: `2026-06-04T14:07:37Z`
5479
- - first seen in snapshot: **yes**
5480
  - repo association: **FIRST_TIME_CONTRIBUTOR**
5481
  - repo primary artifacts: **1**
5482
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -6611,7 +6634,7 @@ Example artifacts:
6611
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alanxuejin)
6612
  - repo first seen: `2026-06-04T12:32:43Z`
6613
  - repo last seen: `2026-06-04T12:32:43Z`
6614
- - first seen in snapshot: **yes**
6615
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6616
  - repo primary artifacts: **1**
6617
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -6835,6 +6858,27 @@ Example artifacts:
6835
  Example artifacts:
6836
  - [PR #45607: Add regression test for Gemma4 audio relative positional range](https://github.com/huggingface/transformers/pull/45607) — open
6837
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6838
  ### `Melnuno`
6839
 
6840
  - profile: [github.com/Melnuno](https://github.com/Melnuno)
@@ -6863,7 +6907,7 @@ Example artifacts:
6863
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMi-Jiazhi)
6864
  - repo first seen: `2026-06-04T14:08:08Z`
6865
  - repo last seen: `2026-06-04T14:08:08Z`
6866
- - first seen in snapshot: **yes**
6867
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6868
  - repo primary artifacts: **1**
6869
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -7177,12 +7221,12 @@ Example artifacts:
7177
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aprofessoralbay)
7178
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aprofessoralbay)
7179
  - repo first seen: `2026-06-03T20:51:18Z`
7180
- - repo last seen: `2026-06-03T21:30:23Z`
7181
  - first seen in snapshot: **no**
7182
  - repo association: **FIRST_TIMER**
7183
  - repo primary artifacts: **1**
7184
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7185
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
7186
  - account age: **780 days**
7187
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
7188
  - public orgs: none visible
@@ -8136,24 +8180,3 @@ Example artifacts:
8136
 
8137
  Example artifacts:
8138
  - [PR #45382: Add AudioGen (AudioCraft) to MusicGen conversion scripts](https://github.com/huggingface/transformers/pull/45382) — open, draft
8139
-
8140
- ### `zozo123`
8141
-
8142
- - profile: [github.com/zozo123](https://github.com/zozo123)
8143
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azozo123)
8144
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azozo123)
8145
- - repo first seen: `2026-04-05T19:00:26Z`
8146
- - repo last seen: `2026-04-05T19:00:26Z`
8147
- - first seen in snapshot: **no**
8148
- - repo association: **NONE**
8149
- - repo primary artifacts: **1**
8150
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
8151
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
8152
- - account age: **5577 days**
8153
- - recent public PR activity: **87 PRs** (14 merged / 56 closed-unmerged / 17 open; merged rate **16%**, closed-unmerged rate **64%**, open rate **20%**)
8154
- - public orgs: none visible
8155
- - compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
8156
- - heuristic read: **high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
8157
-
8158
- Example artifacts:
8159
- - [PR #45256: fix: skip qwen3_5_text checkpoint remap for nested VL language_model](https://github.com/huggingface/transformers/pull/45256) — closed
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260605T000034Z`
4
+ - Generated: `2026-06-05T00:01:09Z`
5
  - Activity window: `60d`
6
+ - Contributors: `355`
7
 
8
  ## Summary
9
 
 
114
  | `kpal002` | [profile](https://github.com/kpal002) | no | CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 2 | 0 | strong | moderate | low | high recent PR volume |
115
  | `lgeiger` | [profile](https://github.com/lgeiger) | no | CONTRIBUTOR | 3947d | `2026-04-30T12:35:42Z` | 2 | 0 | mixed | moderate | low | — |
116
  | `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 |
 
117
  | `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 |
118
  | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-11-10T16:50:33Z` | 2 | 0 | strong | moderate | low | high recent PR volume |
119
  | `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 |
 
155
  | `ezylopx5` | [profile](https://github.com/ezylopx5) | no | FIRST_TIME_CONTRIBUTOR | 606d | `2026-04-01T19:25:12Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
156
  | `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 |
157
  | `Kash6` | [profile](https://github.com/Kash6) | no | CONTRIBUTOR | 2226d | `2026-04-01T18:07:49Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
158
+ | `lucianommartins` | [profile](https://github.com/lucianommartins) | no | CONTRIBUTOR | 3503d | `2026-04-05T22:07:53Z` | 2 | 0 | weak | low | low | no visible non-self stars; targets high-star repos |
159
  | `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 |
160
  | `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 |
161
  | `orbisai0security` | [profile](https://github.com/orbisai0security) | no | NONE | 160d | `2026-03-30T15:02:06Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 
187
  | `KeitaW` | [profile](https://github.com/KeitaW) | no | CONTRIBUTOR | 4241d | `2026-04-20T02:00:45Z` | 1 | 1 | mixed | moderate | low | high open PR share |
188
  | `kratos0718` | [profile](https://github.com/kratos0718) | no | NONE | 427d | `2026-05-27T07:20:35Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
189
  | `LauraGPT` | [profile](https://github.com/LauraGPT) | no | FIRST_TIME_CONTRIBUTOR | 3699d | `2026-05-24T11:07:04Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
190
+ | `mjkmain` | [profile](https://github.com/mjkmain) | yes | FIRST_TIME_CONTRIBUTOR | 2071d | `2026-06-04T22:13:07Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
191
  | `nealwu` | [profile](https://github.com/nealwu) | no | CONTRIBUTOR | 5508d | `2026-05-12T03:11:36Z` | 1 | 1 | strong | low | low | — |
192
  | `nunq` | [profile](https://github.com/nunq) | no | CONTRIBUTOR | 2694d | `2026-05-08T00:29:00Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
193
  | `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 |
 
225
  | `Ashutosh-177` | [profile](https://github.com/Ashutosh-177) | no | NONE | 978d | `2026-05-19T06:28:43Z` | 1 | 0 | mixed | moderate | low | high open PR share |
226
  | `avarga1` | [profile](https://github.com/avarga1) | no | NONE | 2176d | `2026-04-07T02:22:26Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
227
  | `avasis-ai` | [profile](https://github.com/avasis-ai) | no | CONTRIBUTOR | 30d | `2026-04-18T21:48:22Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share |
228
+ | `AzeezIsh` | [profile](https://github.com/AzeezIsh) | no | FIRST_TIME_CONTRIBUTOR | 1650d | `2026-06-04T16:46:37Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
229
  | `Beichen-Ma` | [profile](https://github.com/Beichen-Ma) | no | FIRST_TIME_CONTRIBUTOR | 1684d | `2026-04-20T23:21:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
230
  | `belamaran96-coder` | [profile](https://github.com/belamaran96-coder) | no | NONE | 288d | `2026-05-03T16:53:02Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
231
  | `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 1 | 0 | mixed | low | low | — |
 
236
  | `cheparity` | [profile](https://github.com/cheparity) | no | FIRST_TIME_CONTRIBUTOR | 1517d | `2026-06-03T05:18:26Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
237
  | `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 |
238
  | `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 |
239
+ | `csantosbh` | [profile](https://github.com/csantosbh) | no | FIRST_TIME_CONTRIBUTOR | 5103d | `2026-06-04T14:07:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
240
  | `damodharg6` | [profile](https://github.com/damodharg6) | no | FIRST_TIME_CONTRIBUTOR | 407d | `2026-05-15T03:01:55Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
241
  | `Danish08654` | [profile](https://github.com/Danish08654) | no | NONE | 561d | `2026-05-28T09:15:36Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
242
  | `danyalahmed1995` | [profile](https://github.com/danyalahmed1995) | no | CONTRIBUTOR | 2355d | `2026-05-26T00:41:01Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 
290
  | `kiwigitops` | [profile](https://github.com/kiwigitops) | no | CONTRIBUTOR | 81d | `2026-05-18T23:18:34Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
291
  | `kuishou68` | [profile](https://github.com/kuishou68) | no | NONE | 2457d | `2026-05-05T02:27:41Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
292
  | `lalitha2410` | [profile](https://github.com/lalitha2410) | no | FIRST_TIMER | 1043d | `2026-05-17T13:42:37Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
293
+ | `lanxuejin` | [profile](https://github.com/lanxuejin) | no | FIRST_TIME_CONTRIBUTOR | 2869d | `2026-06-04T12:32:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
294
  | `lianakoleva` | [profile](https://github.com/lianakoleva) | no | NONE | 2780d | `2026-05-13T17:04:37Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
295
  | `lowzhao` | [profile](https://github.com/lowzhao) | no | CONTRIBUTOR | 3244d | `2026-04-06T08:41:40Z` | 1 | 0 | strong | low | low | targets high-star repos |
296
  | `lucaspirola` | [profile](https://github.com/lucaspirola) | no | FIRST_TIME_CONTRIBUTOR | 4682d | `2026-04-27T23:02:07Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 
301
  | `marvinzh` | [profile](https://github.com/marvinzh) | no | CONTRIBUTOR | 4429d | `2026-04-07T06:49:34Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
302
  | `massimilianoviola` | [profile](https://github.com/massimilianoviola) | no | CONTRIBUTOR | 2120d | `2026-05-11T07:00:47Z` | 1 | 0 | mixed | low | low | high open PR share |
303
  | `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 |
304
+ | `meatybobby` | [profile](https://github.com/meatybobby) | yes | FIRST_TIME_CONTRIBUTOR | 4220d | `2026-06-04T18:30:50Z` | 1 | 0 | weak | low | low | high open PR share |
305
  | `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 |
306
+ | `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 |
307
  | `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 |
308
  | `mohamad-tohidi` | [profile](https://github.com/mohamad-tohidi) | no | NONE | 1013d | `2026-04-11T10:00:07Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
309
  | `mohdfaour03` | [profile](https://github.com/mohdfaour03) | no | FIRST_TIME_CONTRIBUTOR | 1152d | `2026-04-08T13:38:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
364
  | `ZappD0S` | [profile](https://github.com/ZappD0S) | no | FIRST_TIMER | 4066d | `2026-05-19T19:36:52Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
365
  | `zeoses` | [profile](https://github.com/zeoses) | no | CONTRIBUTOR | 3843d | `2026-04-27T20:58:17Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
366
  | `zFlux` | [profile](https://github.com/zFlux) | no | FIRST_TIME_CONTRIBUTOR | 4241d | `2026-04-12T03:38:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 
367
 
368
  ## Contributors
369
 
 
2808
  - [PR #45595: Add unified Cache-layer management for GLM-5 DSA Indexer keys](https://github.com/huggingface/transformers/pull/45595) — closed
2809
  - [PR #45424: Add IndexCache support for GLM5 DSA](https://github.com/huggingface/transformers/pull/45424) — closed, merged
2810
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2811
  ### `Mamiglia`
2812
 
2813
  - profile: [github.com/Mamiglia](https://github.com/Mamiglia)
 
3745
  - [PR #45330: Fix Qwen2.5-VL temporal RoPE scaling applied to still images](https://github.com/huggingface/transformers/pull/45330) — closed, merged
3746
  - [PR #45171: Fix Sam3Processor missing input_boxes_labels for padded None entries](https://github.com/huggingface/transformers/pull/45171) — closed, merged
3747
 
3748
+ ### `lucianommartins`
3749
+
3750
+ - profile: [github.com/lucianommartins](https://github.com/lucianommartins)
3751
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alucianommartins)
3752
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alucianommartins)
3753
+ - repo first seen: `2026-04-05T22:07:53Z`
3754
+ - repo last seen: `2026-05-29T01:17:06Z`
3755
+ - first seen in snapshot: **no**
3756
+ - repo association: **CONTRIBUTOR**
3757
+ - repo primary artifacts: **2**
3758
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
3759
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
3760
+ - account age: **3503 days**
3761
+ - recent public PR activity: **6 PRs** (2 merged / 2 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
3762
+ - public orgs: none visible
3763
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
3764
+ - heuristic read: **no visible non-self stars; targets high-star repos**
3765
+
3766
+ Example artifacts:
3767
+ - [PR #46274: Fix StopIteration crash in ProcessorMixin.get_text_with_replacements for unmatched multimodal tokens](https://github.com/huggingface/transformers/pull/46274) — closed
3768
+ - [PR #45257: [Gemma4] Fix chat template and stop tokens for OpenAI tool calling compatibility](https://github.com/huggingface/transformers/pull/45257) — closed, draft
3769
+
3770
  ### `mitre88`
3771
 
3772
  - profile: [github.com/mitre88](https://github.com/mitre88)
 
4455
  - [PR #46180: Add Fun-ASR-Nano model](https://github.com/huggingface/transformers/pull/46180) — open
4456
  - [Issue #46179: [New model] Add Fun-ASR-Nano (FunAudioLLM/Fun-ASR-Nano-2512)](https://github.com/huggingface/transformers/issues/46179) — open
4457
 
4458
+ ### `mjkmain`
4459
+
4460
+ - profile: [github.com/mjkmain](https://github.com/mjkmain)
4461
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amjkmain)
4462
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amjkmain)
4463
+ - repo first seen: `2026-06-04T22:13:07Z`
4464
+ - repo last seen: `2026-06-04T22:16:59Z`
4465
+ - first seen in snapshot: **yes**
4466
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
4467
+ - repo primary artifacts: **2**
4468
+ - snapshot authored PRs/issues: **1 PRs / 1 issues**
4469
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
4470
+ - account age: **2071 days**
4471
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
4472
+ - public orgs: none visible
4473
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
4474
+ - heuristic read: **high open PR share; targets high-star repos**
4475
+
4476
+ Example artifacts:
4477
+ - [PR #46427: Add KORMo model](https://github.com/huggingface/transformers/pull/46427) — open
4478
+ - [Issue #46426: Add KORMo model](https://github.com/huggingface/transformers/issues/46426) — open
4479
+
4480
  ### `nealwu`
4481
 
4482
  - profile: [github.com/nealwu](https://github.com/nealwu)
 
5268
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAzeezIsh)
5269
  - repo first seen: `2026-06-04T16:46:37Z`
5270
  - repo last seen: `2026-06-04T16:46:37Z`
5271
+ - first seen in snapshot: **no**
5272
  - repo association: **FIRST_TIME_CONTRIBUTOR**
5273
  - repo primary artifacts: **1**
5274
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
5499
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acsantosbh)
5500
  - repo first seen: `2026-06-04T14:07:37Z`
5501
  - repo last seen: `2026-06-04T14:07:37Z`
5502
+ - first seen in snapshot: **no**
5503
  - repo association: **FIRST_TIME_CONTRIBUTOR**
5504
  - repo primary artifacts: **1**
5505
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
6634
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alanxuejin)
6635
  - repo first seen: `2026-06-04T12:32:43Z`
6636
  - repo last seen: `2026-06-04T12:32:43Z`
6637
+ - first seen in snapshot: **no**
6638
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6639
  - repo primary artifacts: **1**
6640
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
6858
  Example artifacts:
6859
  - [PR #45607: Add regression test for Gemma4 audio relative positional range](https://github.com/huggingface/transformers/pull/45607) — open
6860
 
6861
+ ### `meatybobby`
6862
+
6863
+ - profile: [github.com/meatybobby](https://github.com/meatybobby)
6864
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ameatybobby)
6865
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ameatybobby)
6866
+ - repo first seen: `2026-06-04T18:30:50Z`
6867
+ - repo last seen: `2026-06-04T18:30:50Z`
6868
+ - first seen in snapshot: **yes**
6869
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
6870
+ - repo primary artifacts: **1**
6871
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
6872
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
6873
+ - account age: **4220 days**
6874
+ - recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
6875
+ - public orgs: none visible
6876
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
6877
+ - heuristic read: **high open PR share**
6878
+
6879
+ Example artifacts:
6880
+ - [PR #46425: Add support for RADIO models](https://github.com/huggingface/transformers/pull/46425) — open
6881
+
6882
  ### `Melnuno`
6883
 
6884
  - profile: [github.com/Melnuno](https://github.com/Melnuno)
 
6907
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMi-Jiazhi)
6908
  - repo first seen: `2026-06-04T14:08:08Z`
6909
  - repo last seen: `2026-06-04T14:08:08Z`
6910
+ - first seen in snapshot: **no**
6911
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6912
  - repo primary artifacts: **1**
6913
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
7221
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aprofessoralbay)
7222
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aprofessoralbay)
7223
  - repo first seen: `2026-06-03T20:51:18Z`
7224
+ - repo last seen: `2026-06-04T21:05:43Z`
7225
  - first seen in snapshot: **no**
7226
  - repo association: **FIRST_TIMER**
7227
  - repo primary artifacts: **1**
7228
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7229
+ - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
7230
  - account age: **780 days**
7231
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
7232
  - public orgs: none visible
 
8180
 
8181
  Example artifacts:
8182
  - [PR #45382: Add AudioGen (AudioCraft) to MusicGen conversion scripts](https://github.com/huggingface/transformers/pull/45382) — open, draft
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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3095
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3096
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4944
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4945
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  "breadth_similarity": 1.0,
 
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678
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1642
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1643
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1669
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3090
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3091
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3222
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3236
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3267
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3433
  "left_pr_number": 41116,
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4939
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4940
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4941
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4942
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4944
  "shared_filenames": [
4945
  "src/transformers/tokenization_utils_tokenizers.py"
 
4952
  {
4953
  "left_pr_number": 44606,
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5140
  46357
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5142
  "representative_pr_number": 46019,
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  "summary": "2 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #46019.",
5145
  "shared_filenames": [],
5146
  "shared_directories": [
 
5152
  {
5153
  "left_pr_number": 46019,
5154
  "right_pr_number": 46357,
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  "content_similarity": 0.102,
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  "size_similarity": 0.915,
5158
  "breadth_similarity": 1.0,
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