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evalstate HF Staff commited on
Commit
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Add snapshot 20260324T215331Z

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Files changed (16) hide show
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  Notes:
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  - updated daily
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  - raw data only; no labels or moderation decisions
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77
 
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  Notes:
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  - updated daily
80
+ - latest snapshot: `20260324T215331Z`
81
  - raw data only; no labels or moderation decisions
82
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83
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The diff for this file is too large to render. See raw diff
 
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@@ -1,62 +1,320 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260324T150154Z`
4
- - Generated: `2026-03-24T15:05:16Z`
5
  - Activity window: `42d`
6
- - Max primary artifacts for inclusion: `3`
7
  - Contributors: `25`
8
 
9
  ## Summary
10
 
11
- | Author | Profile | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
12
- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
13
- | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | 2330d | `2025-11-03T14:20:21Z` | 3 | 0 | mixed | low | low | targets high-star repos |
14
- | `SunMarc` | [profile](https://github.com/SunMarc) | 2336d | `2026-02-20T17:11:25Z` | 3 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
15
- | `stas00` | [profile](https://github.com/stas00) | 4077d | `2021-11-17T01:57:38Z` | 2 | 0 | mixed | low | low | large open PR backlog; targets high-star repos |
16
- | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | 3694d | `2026-03-19T10:22:40Z` | 2 | 0 | mixed | moderate | low | targets high-star repos |
17
- | `guoyangzhen` | [profile](https://github.com/guoyangzhen) | 2566d | `2026-03-20T13:03:54Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; large open PR backlog; targets high-star repos |
18
- | `kashif` | [profile](https://github.com/kashif) | 6545d | `2026-03-20T13:46:43Z` | 2 | 0 | mixed | high | low | broad repo spread; large open PR backlog; targets high-star repos |
19
- | `r266-tech` | [profile](https://github.com/r266-tech) | 182d | `2026-03-22T17:28:57Z` | 2 | 0 | weak | very high | medium | young account; extremely high recent PR volume; very broad repo spread; large open PR backlog; targets high-star repos |
20
- | `Sai-Suraj-27` | [profile](https://github.com/Sai-Suraj-27) | 1720d | `2026-03-19T07:30:39Z` | 2 | 0 | strong | low | low | targets high-star repos |
21
- | `lashahub` | [profile](https://github.com/lashahub) | 3314d | `2026-01-27T17:37:34Z` | 2 | 0 | mixed | low | low | large open PR backlog; no visible non-self stars; targets high-star repos |
22
- | `remi-or` | [profile](https://github.com/remi-or) | 1789d | `2026-03-18T17:48:15Z` | 2 | 0 | strong | low | low | targets high-star repos |
23
- | `maxsloef-goodfire` | [profile](https://github.com/maxsloef-goodfire) | 290d | `2026-03-21T20:25:51Z` | 2 | 0 | mixed | low | low | young account; large open PR backlog; no visible non-self stars; targets high-star repos |
24
- | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | 1372d | `2026-03-11T01:42:33Z` | 2 | 0 | mixed | moderate | low | — |
25
- | `he-yufeng` | [profile](https://github.com/he-yufeng) | 2845d | `2026-03-14T18:33:53Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; large open PR backlog; targets high-star repos |
26
- | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | 3937d | `2025-10-06T12:23:44Z` | 2 | 0 | strong | low | low | targets high-star repos |
27
- | `3outeille` | [profile](https://github.com/3outeille) | 2601d | `2026-02-17T10:57:06Z` | 2 | 0 | weak | low | low | large open PR backlog; targets high-star repos |
28
- | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | 2566d | `2025-03-31T13:54:19Z` | 2 | 0 | mixed | low | low | large open PR backlog; targets high-star repos |
29
- | `ouroborosscr` | [profile](https://github.com/ouroborosscr) | 1944d | `2026-03-21T15:38:54Z` | 1 | 2 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
30
- | `dacorvo` | [profile](https://github.com/dacorvo) | 5014d | `2026-03-13T14:45:22Z` | 1 | 1 | mixed | low | low | — |
31
- | `gh-wf` | [profile](https://github.com/gh-wf) | 1312d | `2026-03-19T15:13:12Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
32
- | `IvanFan-Van` | [profile](https://github.com/IvanFan-Van) | 1523d | `2026-03-20T04:29:57Z` | 1 | 1 | strong | low | low | — |
33
- | `syncdoth` | [profile](https://github.com/syncdoth) | 2667d | `2026-03-21T06:05:36Z` | 1 | 1 | weak | low | low | large open PR backlog; targets high-star repos |
34
- | `BSchilperoort` | [profile](https://github.com/BSchilperoort) | 3985d | `2026-03-18T11:08:09Z` | 1 | 1 | strong | low | low | — |
35
- | `josh-kean` | [profile](https://github.com/josh-kean) | 2823d | `2026-03-22T17:57:33Z` | 1 | 1 | weak | low | low | large open PR backlog; targets high-star repos |
36
- | `bigshanedogg` | [profile](https://github.com/bigshanedogg) | 3650d | `2026-03-23T19:34:30Z` | 1 | 1 | weak | low | low | large open PR backlog; targets high-star repos |
37
- | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | 3910d | `2026-03-13T07:14:25Z` | 1 | 1 | strong | moderate | low | targets high-star repos |
38
 
39
  ## Contributors
40
 
41
- ### `IlyasMoutawwakil`
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
42
 
43
- - profile: [github.com/IlyasMoutawwakil](https://github.com/IlyasMoutawwakil)
44
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
45
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
46
- - repo first seen: `2025-11-03T14:20:21Z`
47
- - repo last seen: `2026-03-24T13:49:21Z`
48
- - repo primary artifacts: **3**
49
- - snapshot authored PRs/issues: **3 PRs / 0 issues**
50
- - snapshot discussion activity: **0 comments / 23 reviews / 24 review comments**
51
- - account age: **2330 days**
52
- - public orgs: `huggingface`, `Chouafa`
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
53
  - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
54
  - heuristic read: **targets high-star repos**
55
 
56
  Example artifacts:
57
- - [PR #44970: Fix CPU 16 bytes alignment issue using equivalent fallback](https://github.com/huggingface/transformers/pull/44970) — open
58
- - [PR #44832: DeepGEMM](https://github.com/huggingface/transformers/pull/44832) — open
59
- - [PR #41992: [PoC] HF exporters](https://github.com/huggingface/transformers/pull/41992) — open
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
60
 
61
  ### `SunMarc`
62
 
@@ -64,11 +322,14 @@ Example artifacts:
64
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc)
65
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc)
66
  - repo first seen: `2026-02-20T17:11:25Z`
67
- - repo last seen: `2026-03-24T14:42:22Z`
 
 
68
  - repo primary artifacts: **3**
69
  - snapshot authored PRs/issues: **3 PRs / 0 issues**
70
- - snapshot discussion activity: **3 comments / 12 reviews / 20 review comments**
71
- - account age: **2336 days**
 
72
  - public orgs: `huggingface`
73
  - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
74
  - heuristic read: **high recent PR volume; targets high-star repos**
@@ -78,43 +339,50 @@ Example artifacts:
78
  - [PR #44864: Switch FP8 per tensor quant to use `torch._scaled_mm`](https://github.com/huggingface/transformers/pull/44864) — closed
79
  - [PR #44796: [refactor] Serving into proper modules](https://github.com/huggingface/transformers/pull/44796) — open
80
 
81
- ### `stas00`
82
 
83
- - profile: [github.com/stas00](https://github.com/stas00)
84
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astas00)
85
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astas00)
86
- - repo first seen: `2021-11-17T01:57:38Z`
87
- - repo last seen: `2022-01-21T01:36:49Z`
88
- - repo primary artifacts: **2**
89
- - snapshot authored PRs/issues: **2 PRs / 0 issues**
90
- - snapshot discussion activity: **0 comments / 3 reviews / 3 review comments**
91
- - account age: **4077 days**
92
- - public orgs: none visible
 
 
 
93
  - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
94
- - heuristic read: **large open PR backlog; targets high-star repos**
95
 
96
  Example artifacts:
97
- - [PR #14708: [WIP] [performance doc] faster/leaner optimizers](https://github.com/huggingface/transformers/pull/14708) — open, draft
98
- - [PR #14426: [Deepspeed Inference] HF Integration](https://github.com/huggingface/transformers/pull/14426) — closed, draft
 
99
 
100
- ### `sergiopaniego`
101
 
102
- - profile: [github.com/sergiopaniego](https://github.com/sergiopaniego)
103
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergiopaniego)
104
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergiopaniego)
105
- - repo first seen: `2026-03-19T10:22:40Z`
106
- - repo last seen: `2026-03-20T08:38:03Z`
 
 
107
  - repo primary artifacts: **2**
108
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
109
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
110
- - account age: **3694 days**
111
- - public orgs: `JdeRobot`, `TheRoboticsClub`, `huggingface`
112
- - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
113
- - heuristic read: **targets high-star repos**
 
114
 
115
  Example artifacts:
116
- - [PR #44873: Fix VL model rope_deltas batch size mismatch in online RL training](https://github.com/huggingface/transformers/pull/44873) — closed, merged
117
- - [PR #44853: Fix Zamba2MambaMixer ignoring use_mamba_kernels=False](https://github.com/huggingface/transformers/pull/44853) — open
118
 
119
  ### `guoyangzhen`
120
 
@@ -123,18 +391,65 @@ Example artifacts:
123
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguoyangzhen)
124
  - repo first seen: `2026-03-20T13:03:54Z`
125
  - repo last seen: `2026-03-20T22:08:49Z`
 
 
126
  - repo primary artifacts: **2**
127
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
128
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
129
  - account age: **2566 days**
 
130
  - public orgs: none visible
131
  - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
132
- - heuristic read: **extremely high recent PR volume; very broad repo spread; large open PR backlog; targets high-star repos**
133
 
134
  Example artifacts:
135
  - [PR #44902: fix: Whisper word timestamp OOB access on trailing replacement char](https://github.com/huggingface/transformers/pull/44902) — closed
136
  - [PR #44885: fix: prevent IndexError in Whisper word timestamp decode](https://github.com/huggingface/transformers/pull/44885) — closed
137
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
138
  ### `kashif`
139
 
140
  - profile: [github.com/kashif](https://github.com/kashif)
@@ -142,18 +457,43 @@ Example artifacts:
142
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akashif)
143
  - repo first seen: `2026-03-20T13:46:43Z`
144
  - repo last seen: `2026-03-22T14:04:40Z`
 
 
145
  - repo primary artifacts: **2**
146
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
147
  - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
148
- - account age: **6545 days**
 
149
  - public orgs: none visible
150
  - compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
151
- - heuristic read: **broad repo spread; large open PR backlog; targets high-star repos**
152
 
153
  Example artifacts:
154
  - [PR #44925: [MOE] MoE routing capture and replay support](https://github.com/huggingface/transformers/pull/44925) — open
155
  - [PR #44891: [Trainer] add MoERouterHealthCallback Callback](https://github.com/huggingface/transformers/pull/44891) — open
156
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
157
  ### `r266-tech`
158
 
159
  - profile: [github.com/r266-tech](https://github.com/r266-tech)
@@ -161,56 +501,21 @@ Example artifacts:
161
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ar266-tech)
162
  - repo first seen: `2026-03-22T17:28:57Z`
163
  - repo last seen: `2026-03-22T17:31:03Z`
 
 
164
  - repo primary artifacts: **2**
165
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
166
  - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
167
  - account age: **182 days**
 
168
  - public orgs: none visible
169
  - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
170
- - heuristic read: **young account; extremely high recent PR volume; very broad repo spread; large open PR backlog; targets high-star repos**
171
 
172
  Example artifacts:
173
  - [PR #44932: Fix: Pass scheduler_specific_kwargs to inverse_sqrt scheduler](https://github.com/huggingface/transformers/pull/44932) — closed
174
  - [PR #44931: fix(camembert): add tie_word_embeddings=True to CamembertConfig](https://github.com/huggingface/transformers/pull/44931) — closed, merged
175
 
176
- ### `Sai-Suraj-27`
177
-
178
- - profile: [github.com/Sai-Suraj-27](https://github.com/Sai-Suraj-27)
179
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASai-Suraj-27)
180
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASai-Suraj-27)
181
- - repo first seen: `2026-03-19T07:30:39Z`
182
- - repo last seen: `2026-03-22T18:03:34Z`
183
- - repo primary artifacts: **2**
184
- - snapshot authored PRs/issues: **2 PRs / 0 issues**
185
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
186
- - account age: **1720 days**
187
- - public orgs: none visible
188
- - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
189
- - heuristic read: **targets high-star repos**
190
-
191
- Example artifacts:
192
- - [PR #44934: Fix failing `T5ModelIntegrationTest`](https://github.com/huggingface/transformers/pull/44934) — closed, merged
193
- - [PR #44848: Fix failing `Qwen3OmniModelIntegrationTests`](https://github.com/huggingface/transformers/pull/44848) — open
194
-
195
- ### `lashahub`
196
-
197
- - profile: [github.com/lashahub](https://github.com/lashahub)
198
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alashahub)
199
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alashahub)
200
- - repo first seen: `2026-01-27T17:37:34Z`
201
- - repo last seen: `2026-03-23T04:25:41Z`
202
- - repo primary artifacts: **2**
203
- - snapshot authored PRs/issues: **2 PRs / 0 issues**
204
- - snapshot discussion activity: **1 comments / 6 reviews / 6 review comments**
205
- - account age: **3314 days**
206
- - public orgs: none visible
207
- - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
208
- - heuristic read: **large open PR backlog; no visible non-self stars; targets high-star repos**
209
-
210
- Example artifacts:
211
- - [PR #44830: Add AudioFlamingoNext model](https://github.com/huggingface/transformers/pull/44830) — open
212
- - [PR #43538: Add Music Flamingo](https://github.com/huggingface/transformers/pull/43538) — open
213
-
214
  ### `remi-or`
215
 
216
  - profile: [github.com/remi-or](https://github.com/remi-or)
@@ -218,10 +523,13 @@ Example artifacts:
218
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
219
  - repo first seen: `2026-03-18T17:48:15Z`
220
  - repo last seen: `2026-03-23T15:44:45Z`
 
 
221
  - repo primary artifacts: **2**
222
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
223
  - snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
224
  - account age: **1789 days**
 
225
  - public orgs: none visible
226
  - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
227
  - heuristic read: **targets high-star repos**
@@ -230,74 +538,20 @@ Example artifacts:
230
  - [PR #44858: [CB] [Minor] Simplify test suite](https://github.com/huggingface/transformers/pull/44858) — closed, merged
231
  - [PR #44835: [CB] Add an option to return logprobs](https://github.com/huggingface/transformers/pull/44835) — closed, merged
232
 
233
- ### `maxsloef-goodfire`
234
-
235
- - profile: [github.com/maxsloef-goodfire](https://github.com/maxsloef-goodfire)
236
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amaxsloef-goodfire)
237
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amaxsloef-goodfire)
238
- - repo first seen: `2026-03-21T20:25:51Z`
239
- - repo last seen: `2026-03-23T18:45:51Z`
240
- - repo primary artifacts: **2**
241
- - snapshot authored PRs/issues: **2 PRs / 0 issues**
242
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
243
- - account age: **290 days**
244
- - public orgs: none visible
245
- - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
246
- - heuristic read: **young account; large open PR backlog; no visible non-self stars; targets high-star repos**
247
-
248
- Example artifacts:
249
- - [PR #44915: fix: skip `clean_up_tokenization` for BPE tokenizers in `PreTrainedTokenizerFast`](https://github.com/huggingface/transformers/pull/44915) — open
250
- - [PR #44914: fix: set `clean_up_tokenization_spaces=False` in Llama 3 tokenizer conversion](https://github.com/huggingface/transformers/pull/44914) — closed, merged
251
-
252
- ### `jiqing-feng`
253
-
254
- - profile: [github.com/jiqing-feng](https://github.com/jiqing-feng)
255
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
256
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
257
- - repo first seen: `2026-03-11T01:42:33Z`
258
- - repo last seen: `2026-03-24T05:25:35Z`
259
- - repo primary artifacts: **2**
260
- - snapshot authored PRs/issues: **2 PRs / 0 issues**
261
- - snapshot discussion activity: **4 comments / 1 reviews / 1 review comments**
262
- - account age: **1372 days**
263
- - public orgs: none visible
264
- - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
265
- - heuristic read: **—**
266
-
267
- Example artifacts:
268
- - [PR #44845: Fix Mllama torch.compile failure caused by new attention mask logic](https://github.com/huggingface/transformers/pull/44845) — open
269
- - [PR #44588: Fix llama4 bnb mode](https://github.com/huggingface/transformers/pull/44588) — open
270
-
271
- ### `he-yufeng`
272
-
273
- - profile: [github.com/he-yufeng](https://github.com/he-yufeng)
274
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahe-yufeng)
275
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahe-yufeng)
276
- - repo first seen: `2026-03-14T18:33:53Z`
277
- - repo last seen: `2026-03-24T13:30:38Z`
278
- - repo primary artifacts: **2**
279
- - snapshot authored PRs/issues: **2 PRs / 0 issues**
280
- - snapshot discussion activity: **4 comments / 2 reviews / 2 review comments**
281
- - account age: **2845 days**
282
- - public orgs: none visible
283
- - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
284
- - heuristic read: **high recent PR volume; very broad repo spread; large open PR backlog; targets high-star repos**
285
-
286
- Example artifacts:
287
- - [PR #44892: Fix AutoImageProcessor.from_pretrained failing on URL input](https://github.com/huggingface/transformers/pull/44892) — closed
288
- - [PR #44710: Fix AutoProcessor.from_pretrained silently dropping hub kwargs](https://github.com/huggingface/transformers/pull/44710) — open
289
-
290
  ### `Rocketknight1`
291
 
292
  - profile: [github.com/Rocketknight1](https://github.com/Rocketknight1)
293
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
294
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
295
  - repo first seen: `2025-10-06T12:23:44Z`
296
- - repo last seen: `2026-03-24T14:27:47Z`
 
 
297
  - repo primary artifacts: **2**
298
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
299
- - snapshot discussion activity: **24 comments / 18 reviews / 16 review comments**
300
  - account age: **3937 days**
 
301
  - public orgs: `huggingface`
302
  - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
303
  - heuristic read: **targets high-star repos**
@@ -306,212 +560,46 @@ Example artifacts:
306
  - [PR #44890: Add big angry code agent warnings!](https://github.com/huggingface/transformers/pull/44890) — closed, merged
307
  - [PR #44674: Officially launch parse_response](https://github.com/huggingface/transformers/pull/44674) — open
308
 
309
- ### `3outeille`
310
-
311
- - profile: [github.com/3outeille](https://github.com/3outeille)
312
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
313
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
314
- - repo first seen: `2026-02-17T10:57:06Z`
315
- - repo last seen: `2026-03-24T14:58:12Z`
316
- - repo primary artifacts: **2**
317
- - snapshot authored PRs/issues: **2 PRs / 0 issues**
318
- - snapshot discussion activity: **0 comments / 7 reviews / 7 review comments**
319
- - account age: **2601 days**
320
- - public orgs: `huggingface`
321
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
322
- - heuristic read: **large open PR backlog; targets high-star repos**
323
-
324
- Example artifacts:
325
- - [PR #44827: Fix Mistral4 tests](https://github.com/huggingface/transformers/pull/44827) — open
326
- - [PR #44083: FSDP2 native support in transformers ](https://github.com/huggingface/transformers/pull/44083) — open
327
-
328
- ### `ArthurZucker`
329
 
330
- - profile: [github.com/ArthurZucker](https://github.com/ArthurZucker)
331
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
332
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
333
- - repo first seen: `2025-03-31T13:54:19Z`
334
- - repo last seen: `2026-03-24T14:59:36Z`
 
 
335
  - repo primary artifacts: **2**
336
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
337
- - snapshot discussion activity: **4 comments / 44 reviews / 140 review comments**
338
- - account age: **2566 days**
339
- - public orgs: none visible
340
- - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
341
- - heuristic read: **large open PR backlog; targets high-star repos**
342
-
343
- Example artifacts:
344
- - [PR #44971: [ `vllm x v5`] nit](https://github.com/huggingface/transformers/pull/44971) — open
345
- - [PR #44815: Dequant fix](https://github.com/huggingface/transformers/pull/44815) — open, draft
346
-
347
- ### `ouroborosscr`
348
-
349
- - profile: [github.com/ouroborosscr](https://github.com/ouroborosscr)
350
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aouroborosscr)
351
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aouroborosscr)
352
- - repo first seen: `2026-03-21T15:38:54Z`
353
- - repo last seen: `2026-03-24T07:57:07Z`
354
- - repo primary artifacts: **3**
355
- - snapshot authored PRs/issues: **1 PRs / 2 issues**
356
- - snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
357
- - account age: **1944 days**
358
- - public orgs: none visible
359
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
360
- - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
361
-
362
- Example artifacts:
363
- - [PR #44911: Fix flash attention crash with 3D position_ids (Qwen3.5)](https://github.com/huggingface/transformers/pull/44911) — closed
364
- - [Issue #44928: [Bug] Catastrophic gradient explosion (NaN) in RLHF with Qwen3.5 due to 3D position_ids forcing SDPA Math fallback and BF16 collapse](https://github.com/huggingface/transformers/issues/44928) — open
365
- - [Issue #44910: [Bug] Flash Attention crashes with illegal memory access on Qwen3.5 due to 3D position_ids being misinterpreted as packed sequence](https://github.com/huggingface/transformers/issues/44910) — closed
366
-
367
- ### `dacorvo`
368
-
369
- - profile: [github.com/dacorvo](https://github.com/dacorvo)
370
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adacorvo)
371
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adacorvo)
372
- - repo first seen: `2026-03-13T14:45:22Z`
373
- - repo last seen: `2026-03-16T10:38:15Z`
374
- - repo primary artifacts: **2**
375
- - snapshot authored PRs/issues: **1 PRs / 1 issues**
376
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
377
- - account age: **5014 days**
378
- - public orgs: none visible
379
- - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
380
- - heuristic read: **—**
381
-
382
- Example artifacts:
383
- - [PR #44668: Add `base_model_tp_plan` to `OlmoeConfig`](https://github.com/huggingface/transformers/pull/44668) — open
384
- - [Issue #44748: [Neuron] Auto-select StaticCache when device is Neuron](https://github.com/huggingface/transformers/issues/44748) — open
385
-
386
- ### `gh-wf`
387
-
388
- - profile: [github.com/gh-wf](https://github.com/gh-wf)
389
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agh-wf)
390
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agh-wf)
391
- - repo first seen: `2026-03-19T15:13:12Z`
392
- - repo last seen: `2026-03-19T15:14:12Z`
393
- - repo primary artifacts: **2**
394
- - snapshot authored PRs/issues: **1 PRs / 1 issues**
395
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
396
- - account age: **1312 days**
397
- - public orgs: none visible
398
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
399
- - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
400
-
401
- Example artifacts:
402
- - [PR #44862: fix: handle list-type _tied_weights_keys in _get_tied_weight_keys](https://github.com/huggingface/transformers/pull/44862) — closed
403
- - [Issue #44861: _get_tied_weight_keys crashes with AttributeError when _tied_weights_keys is a list](https://github.com/huggingface/transformers/issues/44861) — closed
404
-
405
- ### `IvanFan-Van`
406
-
407
- - profile: [github.com/IvanFan-Van](https://github.com/IvanFan-Van)
408
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIvanFan-Van)
409
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIvanFan-Van)
410
- - repo first seen: `2026-03-20T04:29:57Z`
411
- - repo last seen: `2026-03-20T05:45:46Z`
412
- - repo primary artifacts: **2**
413
- - snapshot authored PRs/issues: **1 PRs / 1 issues**
414
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
415
- - account age: **1523 days**
416
  - public orgs: none visible
417
  - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
418
- - heuristic read: **—**
419
 
420
  Example artifacts:
421
- - [PR #44872: Fix: Update outdated sampler comment in generation/utils.py](https://github.com/huggingface/transformers/pull/44872) — open
422
- - [Issue #44871: [Gemma-3] Inconsistent eos_token_id configuration: tokenizer has single value (1) but model.config has list [1, 106]](https://github.com/huggingface/transformers/issues/44871) — closed
423
 
424
- ### `syncdoth`
425
 
426
- - profile: [github.com/syncdoth](https://github.com/syncdoth)
427
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asyncdoth)
428
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asyncdoth)
429
- - repo first seen: `2026-03-21T06:05:36Z`
430
- - repo last seen: `2026-03-21T06:07:35Z`
 
 
431
  - repo primary artifacts: **2**
432
- - snapshot authored PRs/issues: **1 PRs / 1 issues**
433
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
434
- - account age: **2667 days**
435
- - public orgs: none visible
436
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
437
- - heuristic read: **large open PR backlog; targets high-star repos**
438
-
439
- Example artifacts:
440
- - [PR #44907: Remove unnecessary expand_as in get_placeholder_mask across VLMs](https://github.com/huggingface/transformers/pull/44907) — open
441
- - [Issue #44906: Remove unnecessary `expand_as` in `get_placeholder_mask` across VLMs](https://github.com/huggingface/transformers/issues/44906) — open
442
-
443
- ### `BSchilperoort`
444
-
445
- - profile: [github.com/BSchilperoort](https://github.com/BSchilperoort)
446
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABSchilperoort)
447
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABSchilperoort)
448
- - repo first seen: `2026-03-18T11:08:09Z`
449
- - repo last seen: `2026-03-23T12:27:25Z`
450
- - repo primary artifacts: **2**
451
- - snapshot authored PRs/issues: **1 PRs / 1 issues**
452
- - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
453
- - account age: **3985 days**
454
- - public orgs: `eWaterCycle`
455
- - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
456
- - heuristic read: **—**
457
-
458
- Example artifacts:
459
- - [PR #44946: Correct docstrings for `from_pretrained` (url input deprecated)](https://github.com/huggingface/transformers/pull/44946) — closed, merged
460
- - [Issue #44821: Unable to load `AutoImageProcessor` from URL](https://github.com/huggingface/transformers/issues/44821) — closed
461
-
462
- ### `josh-kean`
463
-
464
- - profile: [github.com/josh-kean](https://github.com/josh-kean)
465
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajosh-kean)
466
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajosh-kean)
467
- - repo first seen: `2026-03-22T17:57:33Z`
468
- - repo last seen: `2026-03-23T20:07:09Z`
469
- - repo primary artifacts: **2**
470
- - snapshot authored PRs/issues: **1 PRs / 1 issues**
471
- - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
472
- - account age: **2823 days**
473
- - public orgs: none visible
474
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
475
- - heuristic read: **large open PR backlog; targets high-star repos**
476
-
477
- Example artifacts:
478
- - [PR #44958: fixed import error with PILImageResampling](https://github.com/huggingface/transformers/pull/44958) — open
479
- - [Issue #44933: Nonexistant import from image_utils](https://github.com/huggingface/transformers/issues/44933) — open
480
-
481
- ### `bigshanedogg`
482
-
483
- - profile: [github.com/bigshanedogg](https://github.com/bigshanedogg)
484
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abigshanedogg)
485
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abigshanedogg)
486
- - repo first seen: `2026-03-23T19:34:30Z`
487
- - repo last seen: `2026-03-23T20:14:51Z`
488
- - repo primary artifacts: **2**
489
- - snapshot authored PRs/issues: **1 PRs / 1 issues**
490
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
491
- - account age: **3650 days**
492
- - public orgs: none visible
493
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
494
- - heuristic read: **large open PR backlog; targets high-star repos**
495
-
496
- Example artifacts:
497
- - [PR #44956: [WIP] Add HyperCLOVAX model](https://github.com/huggingface/transformers/pull/44956) — open, draft
498
- - [Issue #44957: Add HyperCLOVA X SEED Think 14B](https://github.com/huggingface/transformers/issues/44957) — open
499
-
500
- ### `kaixuanliu`
501
-
502
- - profile: [github.com/kaixuanliu](https://github.com/kaixuanliu)
503
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
504
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
505
- - repo first seen: `2026-03-13T07:14:25Z`
506
- - repo last seen: `2026-03-24T12:03:51Z`
507
- - repo primary artifacts: **2**
508
- - snapshot authored PRs/issues: **1 PRs / 1 issues**
509
- - snapshot discussion activity: **3 comments / 3 reviews / 3 review comments**
510
- - account age: **3910 days**
511
- - public orgs: none visible
512
- - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
513
  - heuristic read: **targets high-star repos**
514
 
515
  Example artifacts:
516
- - [PR #44653: Fix `AutoImageProcessor` to correctly detect local implementation whe…](https://github.com/huggingface/transformers/pull/44653) — closed
517
- - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260324T215331Z`
4
+ - Generated: `2026-03-24T21:57:05Z`
5
  - Activity window: `42d`
 
6
  - Contributors: `25`
7
 
8
  ## Summary
9
 
10
+ | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
11
+ | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
12
+ | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5815d | `2026-03-10T10:40:13Z` | 8 | 2 | strong | moderate | low | high recent PR volume |
13
+ | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1484d | `2025-03-31T13:48:19Z` | 8 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
14
+ | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2012d | `2025-12-08T12:48:08Z` | 7 | 0 | mixed | low | low | high recent PR volume; targets high-star repos |
15
+ | `s-zx` | [profile](https://github.com/s-zx) | no | NONE | 1997d | `2026-03-21T23:34:07Z` | 6 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
16
+ | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4914d | `2025-03-31T13:54:54Z` | 6 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
17
+ | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3568d | `2026-03-14T11:44:24Z` | 5 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
18
+ | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2272d | `2026-01-23T01:35:55Z` | 5 | 0 | mixed | low | low | high recent PR volume; high open PR share; no visible non-self stars; targets high-star repos |
19
+ | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1954d | `2025-10-17T15:05:33Z` | 5 | 0 | strong | low | low | targets high-star repos |
20
+ | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1937d | `2026-02-27T18:08:53Z` | 4 | 1 | strong | low | low | targets high-star repos |
21
+ | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3115d | `2026-02-04T17:01:41Z` | 4 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
22
+ | `Qubitium` | [profile](https://github.com/Qubitium) | no | CONTRIBUTOR | 5657d | `2025-10-03T18:23:49Z` | 4 | 0 | strong | moderate | low | extremely high recent PR volume |
23
+ | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2601d | `2026-02-17T10:57:06Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
24
+ | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2337d | `2026-02-20T17:11:25Z` | 3 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
25
+ | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2330d | `2025-11-03T14:20:21Z` | 3 | 0 | mixed | low | low | targets high-star repos |
26
+ | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2566d | `2025-03-31T13:54:19Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
27
+ | `guoyangzhen` | [profile](https://github.com/guoyangzhen) | no | NONE | 2566d | `2026-03-20T13:03:54Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
28
+ | `he-yufeng` | [profile](https://github.com/he-yufeng) | no | FIRST_TIME_CONTRIBUTOR | 2845d | `2026-03-14T18:33:53Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
29
+ | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1372d | `2026-03-11T01:42:33Z` | 2 | 0 | mixed | moderate | low | — |
30
+ | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6546d | `2026-03-20T13:46:43Z` | 2 | 0 | mixed | high | low | broad repo spread; high open PR share; targets high-star repos |
31
+ | `maxsloef-goodfire` | [profile](https://github.com/maxsloef-goodfire) | no | CONTRIBUTOR | 291d | `2026-03-21T20:25:51Z` | 2 | 0 | mixed | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
32
+ | `r266-tech` | [profile](https://github.com/r266-tech) | no | CONTRIBUTOR | 182d | `2026-03-22T17:28:57Z` | 2 | 0 | weak | very high | medium | young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
33
+ | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1789d | `2026-03-18T17:48:15Z` | 2 | 0 | strong | low | low | targets high-star repos |
34
+ | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3937d | `2025-10-06T12:23:44Z` | 2 | 0 | strong | low | low | targets high-star repos |
35
+ | `Sai-Suraj-27` | [profile](https://github.com/Sai-Suraj-27) | no | CONTRIBUTOR | 1721d | `2026-03-19T07:30:39Z` | 2 | 0 | strong | low | low | targets high-star repos |
36
+ | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3694d | `2026-03-19T10:22:40Z` | 2 | 0 | mixed | moderate | low | targets high-star repos |
37
 
38
  ## Contributors
39
 
40
+ ### `tarekziade`
41
+
42
+ - profile: [github.com/tarekziade](https://github.com/tarekziade)
43
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
44
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
45
+ - repo first seen: `2026-03-10T10:40:13Z`
46
+ - repo last seen: `2026-03-24T16:04:30Z`
47
+ - first seen in snapshot: **no**
48
+ - repo association: **MEMBER**
49
+ - repo primary artifacts: **10**
50
+ - snapshot authored PRs/issues: **8 PRs / 2 issues**
51
+ - snapshot discussion activity: **10 comments / 18 reviews / 16 review comments**
52
+ - account age: **5815 days**
53
+ - recent public PR activity: **81 PRs** (74 merged / 2 closed-unmerged / 5 open; merged rate **91%**, closed-unmerged rate **2%**, open rate **6%**)
54
+ - public orgs: `AFPy`, `faitmain`, `circus-tent`
55
+ - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
56
+ - heuristic read: **high recent PR volume**
57
 
58
+ Example artifacts:
59
+ - [PR #44968: Added Make to the docker and `tomli` to `.[quality]`](https://github.com/huggingface/transformers/pull/44968) — closed
60
+ - [PR #44939: refactor: mlinter as its own package](https://github.com/huggingface/transformers/pull/44939) — closed, merged
61
+ - [PR #44879: refactor: unify QA calls](https://github.com/huggingface/transformers/pull/44879) — open
62
+ - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — open
63
+ - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — open
64
+
65
+ ### `zucchini-nlp`
66
+
67
+ - profile: [github.com/zucchini-nlp](https://github.com/zucchini-nlp)
68
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
69
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
70
+ - repo first seen: `2025-03-31T13:48:19Z`
71
+ - repo last seen: `2026-03-24T16:03:10Z`
72
+ - first seen in snapshot: **no**
73
+ - repo association: **MEMBER**
74
+ - repo primary artifacts: **8**
75
+ - snapshot authored PRs/issues: **8 PRs / 0 issues**
76
+ - snapshot discussion activity: **37 comments / 80 reviews / 421 review comments**
77
+ - account age: **1484 days**
78
+ - recent public PR activity: **34 PRs** (24 merged / 3 closed-unmerged / 7 open; merged rate **71%**, closed-unmerged rate **9%**, open rate **21%**)
79
+ - public orgs: `huggingface`, `deeppavlov`
80
+ - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
81
+ - heuristic read: **high recent PR volume; targets high-star repos**
82
+
83
+ Example artifacts:
84
+ - [PR #44953: Config kwargs](https://github.com/huggingface/transformers/pull/44953) — closed, merged
85
+ - [PR #44947: Add doc page for capturing outputs](https://github.com/huggingface/transformers/pull/44947) — open
86
+ - [PR #44943: Clearer type hints and fix rope validation in configs](https://github.com/huggingface/transformers/pull/44943) — closed, merged
87
+
88
+ ### `Cyrilvallez`
89
+
90
+ - profile: [github.com/Cyrilvallez](https://github.com/Cyrilvallez)
91
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
92
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
93
+ - repo first seen: `2025-12-08T12:48:08Z`
94
+ - repo last seen: `2026-03-24T21:12:41Z`
95
+ - first seen in snapshot: **no**
96
+ - repo association: **MEMBER**
97
+ - repo primary artifacts: **7**
98
+ - snapshot authored PRs/issues: **7 PRs / 0 issues**
99
+ - snapshot discussion activity: **13 comments / 20 reviews / 27 review comments**
100
+ - account age: **2012 days**
101
+ - recent public PR activity: **46 PRs** (39 merged / 5 closed-unmerged / 2 open; merged rate **85%**, closed-unmerged rate **11%**, open rate **4%**)
102
+ - public orgs: `huggingface`
103
  - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
104
+ - heuristic read: **high recent PR volume; targets high-star repos**
105
+
106
+ Example artifacts:
107
+ - [PR #44950: [Cache] Native mamba & hybrid cache](https://github.com/huggingface/transformers/pull/44950) — open
108
+ - [PR #44888: Remove explicit cuda stream in nemotron_h](https://github.com/huggingface/transformers/pull/44888) — open
109
+ - [PR #44887: Bump kernels version dependency to avoid crashes](https://github.com/huggingface/transformers/pull/44887) — closed, merged
110
+
111
+ ### `s-zx`
112
+
113
+ - profile: [github.com/s-zx](https://github.com/s-zx)
114
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3As-zx)
115
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3As-zx)
116
+ - repo first seen: `2026-03-21T23:34:07Z`
117
+ - repo last seen: `2026-03-22T01:21:22Z`
118
+ - first seen in snapshot: **no**
119
+ - repo association: **NONE**
120
+ - repo primary artifacts: **6**
121
+ - snapshot authored PRs/issues: **6 PRs / 0 issues**
122
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
123
+ - account age: **1997 days**
124
+ - recent public PR activity: **87 PRs** (6 merged / 36 closed-unmerged / 45 open; merged rate **7%**, closed-unmerged rate **41%**, open rate **52%**)
125
+ - public orgs: none visible
126
+ - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
127
+ - heuristic read: **high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
128
+
129
+ Example artifacts:
130
+ - [PR #44922: fix: pop output_* flags from kwargs in capture_outputs to prevent submodule leakage](https://github.com/huggingface/transformers/pull/44922) — closed
131
+ - [PR #44921: fix: use shape index access in compute_3d_position_ids for Qwen VL models](https://github.com/huggingface/transformers/pull/44921) — closed
132
+ - [PR #44920: fix: propagate num_labels/id2label to text_config in Qwen3_5Config](https://github.com/huggingface/transformers/pull/44920) — closed
133
+
134
+ ### `ydshieh`
135
+
136
+ - profile: [github.com/ydshieh](https://github.com/ydshieh)
137
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
138
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
139
+ - repo first seen: `2025-03-31T13:54:54Z`
140
+ - repo last seen: `2026-03-24T16:06:44Z`
141
+ - first seen in snapshot: **no**
142
+ - repo association: **MEMBER**
143
+ - repo primary artifacts: **6**
144
+ - snapshot authored PRs/issues: **6 PRs / 0 issues**
145
+ - snapshot discussion activity: **4 comments / 21 reviews / 17 review comments**
146
+ - account age: **4914 days**
147
+ - recent public PR activity: **30 PRs** (24 merged / 3 closed-unmerged / 3 open; merged rate **80%**, closed-unmerged rate **10%**, open rate **10%**)
148
+ - public orgs: none visible
149
+ - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
150
+ - heuristic read: **high recent PR volume; targets high-star repos**
151
+
152
+ Example artifacts:
153
+ - [PR #44965: try](https://github.com/huggingface/transformers/pull/44965) — open
154
+ - [PR #44941: Fix failing job `Update Transformers metadata` after #43514](https://github.com/huggingface/transformers/pull/44941) — closed, merged
155
+ - [PR #44927: fix: improve processor loading performance by avoiding redundant tokenizer parsing](https://github.com/huggingface/transformers/pull/44927) — closed, merged
156
+
157
+ ### `hmellor`
158
+
159
+ - profile: [github.com/hmellor](https://github.com/hmellor)
160
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahmellor)
161
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahmellor)
162
+ - repo first seen: `2026-03-14T11:44:24Z`
163
+ - repo last seen: `2026-03-24T19:26:33Z`
164
+ - first seen in snapshot: **no**
165
+ - repo association: **MEMBER**
166
+ - repo primary artifacts: **5**
167
+ - snapshot authored PRs/issues: **5 PRs / 0 issues**
168
+ - snapshot discussion activity: **2 comments / 13 reviews / 5 review comments**
169
+ - account age: **3568 days**
170
+ - recent public PR activity: **74 PRs** (64 merged / 3 closed-unmerged / 7 open; merged rate **86%**, closed-unmerged rate **4%**, open rate **9%**)
171
+ - public orgs: `huggingface`, `vllm-project`
172
+ - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
173
+ - heuristic read: **high recent PR volume; targets high-star repos**
174
+
175
+ Example artifacts:
176
+ - [PR #44976: Fix tie_word_embedding issues with `Qwen2VL`](https://github.com/huggingface/transformers/pull/44976) — closed, merged
177
+ - [PR #44942: Add inference time layer fusion optimisations via `PreTrainedModel.from_pretrained(fuse_layers=True)`](https://github.com/huggingface/transformers/pull/44942) — open, draft
178
+ - [PR #44884: Add missing dunder methods to `SizeDict`](https://github.com/huggingface/transformers/pull/44884) — closed, merged
179
+
180
+ ### `stevhliu`
181
+
182
+ - profile: [github.com/stevhliu](https://github.com/stevhliu)
183
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
184
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
185
+ - repo first seen: `2026-01-23T01:35:55Z`
186
+ - repo last seen: `2026-03-23T17:20:37Z`
187
+ - first seen in snapshot: **no**
188
+ - repo association: **MEMBER**
189
+ - repo primary artifacts: **5**
190
+ - snapshot authored PRs/issues: **5 PRs / 0 issues**
191
+ - snapshot discussion activity: **1 comments / 14 reviews / 26 review comments**
192
+ - account age: **2272 days**
193
+ - recent public PR activity: **25 PRs** (14 merged / 0 closed-unmerged / 11 open; merged rate **56%**, closed-unmerged rate **0%**, open rate **44%**)
194
+ - public orgs: `huggingface`
195
+ - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
196
+ - heuristic read: **high recent PR volume; high open PR share; no visible non-self stars; targets high-star repos**
197
+
198
+ Example artifacts:
199
+ - [PR #44954: [docs] pipeline cleanup](https://github.com/huggingface/transformers/pull/44954) — open
200
+ - [PR #44896: [docs] continuous batching](https://github.com/huggingface/transformers/pull/44896) — open
201
+ - [PR #44837: [docs] model cards](https://github.com/huggingface/transformers/pull/44837) — closed, merged
202
+
203
+ ### `yonigozlan`
204
+
205
+ - profile: [github.com/yonigozlan](https://github.com/yonigozlan)
206
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayonigozlan)
207
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayonigozlan)
208
+ - repo first seen: `2025-10-17T15:05:33Z`
209
+ - repo last seen: `2026-03-24T21:45:54Z`
210
+ - first seen in snapshot: **no**
211
+ - repo association: **MEMBER**
212
+ - repo primary artifacts: **5**
213
+ - snapshot authored PRs/issues: **5 PRs / 0 issues**
214
+ - snapshot discussion activity: **6 comments / 22 reviews / 100 review comments**
215
+ - account age: **1954 days**
216
+ - recent public PR activity: **11 PRs** (10 merged / 0 closed-unmerged / 1 open; merged rate **91%**, closed-unmerged rate **0%**, open rate **9%**)
217
+ - public orgs: `huggingface`
218
+ - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
219
  - heuristic read: **targets high-star repos**
220
 
221
  Example artifacts:
222
+ - [PR #44926: Fix backward compatibility for full path imports of Fast Image Processors](https://github.com/huggingface/transformers/pull/44926) — closed, merged
223
+ - [PR #44903: Support SizeDict import in get_size_dict](https://github.com/huggingface/transformers/pull/44903) — closed, merged
224
+ - [PR #44897: Add backward compatibility for direct imports from legacy `image_processing_utils_fast`](https://github.com/huggingface/transformers/pull/44897) — closed, merged
225
+
226
+ ### `harshaljanjani`
227
+
228
+ - profile: [github.com/harshaljanjani](https://github.com/harshaljanjani)
229
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshaljanjani)
230
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshaljanjani)
231
+ - repo first seen: `2026-02-27T18:08:53Z`
232
+ - repo last seen: `2026-03-24T10:00:07Z`
233
+ - first seen in snapshot: **no**
234
+ - repo association: **CONTRIBUTOR**
235
+ - repo primary artifacts: **5**
236
+ - snapshot authored PRs/issues: **4 PRs / 1 issues**
237
+ - snapshot discussion activity: **4 comments / 20 reviews / 20 review comments**
238
+ - account age: **1937 days**
239
+ - recent public PR activity: **15 PRs** (11 merged / 0 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
240
+ - public orgs: none visible
241
+ - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
242
+ - heuristic read: **targets high-star repos**
243
+
244
+ Example artifacts:
245
+ - [PR #44899: fix(models): Fix Perceiver interpolate_pos_encoding interpolating to the source size](https://github.com/huggingface/transformers/pull/44899) — open
246
+ - [PR #44765: fix(testing): Fix PaliGemma 2 and PaddleOCR-VL test failures on main](https://github.com/huggingface/transformers/pull/44765) — closed, merged
247
+ - [PR #44695: fix(testing): Fix Kyutai Speech-To-Text, LLaVA-OneVision, and LongCatFlash test failures on main CI ](https://github.com/huggingface/transformers/pull/44695) — open
248
+ - [Issue #44898: [BUG] Perceiver image classification (non-default res) fails even with interpolate_pos_encoding=True](https://github.com/huggingface/transformers/issues/44898) — open
249
+
250
+ ### `itazap`
251
+
252
+ - profile: [github.com/itazap](https://github.com/itazap)
253
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
254
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
255
+ - repo first seen: `2026-02-04T17:01:41Z`
256
+ - repo last seen: `2026-03-24T09:25:11Z`
257
+ - first seen in snapshot: **no**
258
+ - repo association: **MEMBER**
259
+ - repo primary artifacts: **4**
260
+ - snapshot authored PRs/issues: **4 PRs / 0 issues**
261
+ - snapshot discussion activity: **4 comments / 7 reviews / 6 review comments**
262
+ - account age: **3115 days**
263
+ - recent public PR activity: **15 PRs** (11 merged / 2 closed-unmerged / 2 open; merged rate **73%**, closed-unmerged rate **13%**, open rate **13%**)
264
+ - public orgs: none visible
265
+ - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
266
+ - heuristic read: **no visible non-self stars; targets high-star repos**
267
+
268
+ Example artifacts:
269
+ - [PR #44882: fix config type](https://github.com/huggingface/transformers/pull/44882) — closed
270
+ - [PR #44880: incorrect model list update](https://github.com/huggingface/transformers/pull/44880) — closed, merged
271
+ - [PR #44255: [vllm + v5 fix] handle TokenizersBackend fallback properly for v5](https://github.com/huggingface/transformers/pull/44255) — closed, merged
272
+
273
+ ### `Qubitium`
274
+
275
+ - profile: [github.com/Qubitium](https://github.com/Qubitium)
276
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AQubitium)
277
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AQubitium)
278
+ - repo first seen: `2025-10-03T18:23:49Z`
279
+ - repo last seen: `2026-03-24T11:33:45Z`
280
+ - first seen in snapshot: **no**
281
+ - repo association: **CONTRIBUTOR**
282
+ - repo primary artifacts: **4**
283
+ - snapshot authored PRs/issues: **4 PRs / 0 issues**
284
+ - snapshot discussion activity: **11 comments / 6 reviews / 6 review comments**
285
+ - account age: **5657 days**
286
+ - recent public PR activity: **120 PRs** (116 merged / 2 closed-unmerged / 2 open; merged rate **97%**, closed-unmerged rate **2%**, open rate **2%**)
287
+ - public orgs: none visible
288
+ - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
289
+ - heuristic read: **extremely high recent PR volume**
290
+
291
+ Example artifacts:
292
+ - [PR #44967: Fix FA kernel launch needs correct cuda device ctx in multi-gpu env](https://github.com/huggingface/transformers/pull/44967) — open
293
+ - [PR #44940: fix tie_weights skipping logic is not tied to model thread scope](https://github.com/huggingface/transformers/pull/44940) — open
294
+ - [PR #44924: Continuous batching thread safety](https://github.com/huggingface/transformers/pull/44924) — closed, merged
295
+
296
+ ### `3outeille`
297
+
298
+ - profile: [github.com/3outeille](https://github.com/3outeille)
299
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
300
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
301
+ - repo first seen: `2026-02-17T10:57:06Z`
302
+ - repo last seen: `2026-03-24T16:13:25Z`
303
+ - first seen in snapshot: **no**
304
+ - repo association: **MEMBER**
305
+ - repo primary artifacts: **3**
306
+ - snapshot authored PRs/issues: **3 PRs / 0 issues**
307
+ - snapshot discussion activity: **0 comments / 7 reviews / 7 review comments**
308
+ - account age: **2601 days**
309
+ - recent public PR activity: **4 PRs** (1 merged / 0 closed-unmerged / 3 open; merged rate **25%**, closed-unmerged rate **0%**, open rate **75%**)
310
+ - public orgs: `huggingface`
311
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
312
+ - heuristic read: **high open PR share; targets high-star repos**
313
+
314
+ Example artifacts:
315
+ - [PR #44974: Refactor core_model_loading to support FSDP shard-on-read loading](https://github.com/huggingface/transformers/pull/44974) — open
316
+ - [PR #44827: Fix Mistral4 tests](https://github.com/huggingface/transformers/pull/44827) — open
317
+ - [PR #44083: FSDP2 native support in transformers ](https://github.com/huggingface/transformers/pull/44083) — open
318
 
319
  ### `SunMarc`
320
 
 
322
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc)
323
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc)
324
  - repo first seen: `2026-02-20T17:11:25Z`
325
+ - repo last seen: `2026-03-24T15:12:22Z`
326
+ - first seen in snapshot: **no**
327
+ - repo association: **MEMBER**
328
  - repo primary artifacts: **3**
329
  - snapshot authored PRs/issues: **3 PRs / 0 issues**
330
+ - snapshot discussion activity: **5 comments / 13 reviews / 20 review comments**
331
+ - account age: **2337 days**
332
+ - recent public PR activity: **30 PRs** (24 merged / 3 closed-unmerged / 3 open; merged rate **80%**, closed-unmerged rate **10%**, open rate **10%**)
333
  - public orgs: `huggingface`
334
  - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
335
  - heuristic read: **high recent PR volume; targets high-star repos**
 
339
  - [PR #44864: Switch FP8 per tensor quant to use `torch._scaled_mm`](https://github.com/huggingface/transformers/pull/44864) — closed
340
  - [PR #44796: [refactor] Serving into proper modules](https://github.com/huggingface/transformers/pull/44796) — open
341
 
342
+ ### `IlyasMoutawwakil`
343
 
344
+ - profile: [github.com/IlyasMoutawwakil](https://github.com/IlyasMoutawwakil)
345
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
346
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
347
+ - repo first seen: `2025-11-03T14:20:21Z`
348
+ - repo last seen: `2026-03-24T13:49:21Z`
349
+ - first seen in snapshot: **no**
350
+ - repo association: **MEMBER**
351
+ - repo primary artifacts: **3**
352
+ - snapshot authored PRs/issues: **3 PRs / 0 issues**
353
+ - snapshot discussion activity: **0 comments / 23 reviews / 24 review comments**
354
+ - account age: **2330 days**
355
+ - recent public PR activity: **18 PRs** (13 merged / 2 closed-unmerged / 3 open; merged rate **72%**, closed-unmerged rate **11%**, open rate **17%**)
356
+ - public orgs: `huggingface`, `Chouafa`
357
  - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
358
+ - heuristic read: **targets high-star repos**
359
 
360
  Example artifacts:
361
+ - [PR #44970: Fix CPU 16 bytes alignment issue using equivalent fallback](https://github.com/huggingface/transformers/pull/44970) — open
362
+ - [PR #44832: DeepGEMM](https://github.com/huggingface/transformers/pull/44832) — open
363
+ - [PR #41992: [PoC] HF exporters](https://github.com/huggingface/transformers/pull/41992) — open
364
 
365
+ ### `ArthurZucker`
366
 
367
+ - profile: [github.com/ArthurZucker](https://github.com/ArthurZucker)
368
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
369
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
370
+ - repo first seen: `2025-03-31T13:54:19Z`
371
+ - repo last seen: `2026-03-24T20:41:33Z`
372
+ - first seen in snapshot: **no**
373
+ - repo association: **MEMBER**
374
  - repo primary artifacts: **2**
375
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
376
+ - snapshot discussion activity: **4 comments / 46 reviews / 143 review comments**
377
+ - account age: **2566 days**
378
+ - recent public PR activity: **19 PRs** (9 merged / 2 closed-unmerged / 8 open; merged rate **47%**, closed-unmerged rate **11%**, open rate **42%**)
379
+ - public orgs: none visible
380
+ - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
381
+ - heuristic read: **high open PR share; targets high-star repos**
382
 
383
  Example artifacts:
384
+ - [PR #44971: [ `vllm x v5`] nit](https://github.com/huggingface/transformers/pull/44971) — closed, merged
385
+ - [PR #44815: Dequant fix](https://github.com/huggingface/transformers/pull/44815) — open, draft
386
 
387
  ### `guoyangzhen`
388
 
 
391
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguoyangzhen)
392
  - repo first seen: `2026-03-20T13:03:54Z`
393
  - repo last seen: `2026-03-20T22:08:49Z`
394
+ - first seen in snapshot: **no**
395
+ - repo association: **NONE**
396
  - repo primary artifacts: **2**
397
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
398
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
399
  - account age: **2566 days**
400
+ - recent public PR activity: **103 PRs** (6 merged / 24 closed-unmerged / 73 open; merged rate **6%**, closed-unmerged rate **23%**, open rate **71%**)
401
  - public orgs: none visible
402
  - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
403
+ - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
404
 
405
  Example artifacts:
406
  - [PR #44902: fix: Whisper word timestamp OOB access on trailing replacement char](https://github.com/huggingface/transformers/pull/44902) — closed
407
  - [PR #44885: fix: prevent IndexError in Whisper word timestamp decode](https://github.com/huggingface/transformers/pull/44885) — closed
408
 
409
+ ### `he-yufeng`
410
+
411
+ - profile: [github.com/he-yufeng](https://github.com/he-yufeng)
412
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahe-yufeng)
413
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahe-yufeng)
414
+ - repo first seen: `2026-03-14T18:33:53Z`
415
+ - repo last seen: `2026-03-24T13:30:38Z`
416
+ - first seen in snapshot: **no**
417
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
418
+ - repo primary artifacts: **2**
419
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
420
+ - snapshot discussion activity: **4 comments / 2 reviews / 2 review comments**
421
+ - account age: **2845 days**
422
+ - recent public PR activity: **84 PRs** (23 merged / 13 closed-unmerged / 48 open; merged rate **27%**, closed-unmerged rate **15%**, open rate **57%**)
423
+ - public orgs: none visible
424
+ - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
425
+ - heuristic read: **high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
426
+
427
+ Example artifacts:
428
+ - [PR #44892: Fix AutoImageProcessor.from_pretrained failing on URL input](https://github.com/huggingface/transformers/pull/44892) — closed
429
+ - [PR #44710: Fix AutoProcessor.from_pretrained silently dropping hub kwargs](https://github.com/huggingface/transformers/pull/44710) — open
430
+
431
+ ### `jiqing-feng`
432
+
433
+ - profile: [github.com/jiqing-feng](https://github.com/jiqing-feng)
434
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
435
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
436
+ - repo first seen: `2026-03-11T01:42:33Z`
437
+ - repo last seen: `2026-03-24T05:25:35Z`
438
+ - first seen in snapshot: **no**
439
+ - repo association: **CONTRIBUTOR**
440
+ - repo primary artifacts: **2**
441
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
442
+ - snapshot discussion activity: **4 comments / 1 reviews / 1 review comments**
443
+ - account age: **1372 days**
444
+ - recent public PR activity: **14 PRs** (9 merged / 1 closed-unmerged / 4 open; merged rate **64%**, closed-unmerged rate **7%**, open rate **29%**)
445
+ - public orgs: none visible
446
+ - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
447
+ - heuristic read: **—**
448
+
449
+ Example artifacts:
450
+ - [PR #44845: Fix Mllama torch.compile failure caused by new attention mask logic](https://github.com/huggingface/transformers/pull/44845) — open
451
+ - [PR #44588: Fix llama4 bnb mode](https://github.com/huggingface/transformers/pull/44588) — open
452
+
453
  ### `kashif`
454
 
455
  - profile: [github.com/kashif](https://github.com/kashif)
 
457
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akashif)
458
  - repo first seen: `2026-03-20T13:46:43Z`
459
  - repo last seen: `2026-03-22T14:04:40Z`
460
+ - first seen in snapshot: **no**
461
+ - repo association: **MEMBER**
462
  - repo primary artifacts: **2**
463
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
464
  - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
465
+ - account age: **6546 days**
466
+ - recent public PR activity: **21 PRs** (12 merged / 0 closed-unmerged / 9 open; merged rate **57%**, closed-unmerged rate **0%**, open rate **43%**)
467
  - public orgs: none visible
468
  - compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
469
+ - heuristic read: **broad repo spread; high open PR share; targets high-star repos**
470
 
471
  Example artifacts:
472
  - [PR #44925: [MOE] MoE routing capture and replay support](https://github.com/huggingface/transformers/pull/44925) — open
473
  - [PR #44891: [Trainer] add MoERouterHealthCallback Callback](https://github.com/huggingface/transformers/pull/44891) — open
474
 
475
+ ### `maxsloef-goodfire`
476
+
477
+ - profile: [github.com/maxsloef-goodfire](https://github.com/maxsloef-goodfire)
478
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amaxsloef-goodfire)
479
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amaxsloef-goodfire)
480
+ - repo first seen: `2026-03-21T20:25:51Z`
481
+ - repo last seen: `2026-03-23T18:45:51Z`
482
+ - first seen in snapshot: **no**
483
+ - repo association: **CONTRIBUTOR**
484
+ - repo primary artifacts: **2**
485
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
486
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
487
+ - account age: **291 days**
488
+ - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
489
+ - public orgs: none visible
490
+ - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
491
+ - heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**
492
+
493
+ Example artifacts:
494
+ - [PR #44915: fix: skip `clean_up_tokenization` for BPE tokenizers in `PreTrainedTokenizerFast`](https://github.com/huggingface/transformers/pull/44915) — open
495
+ - [PR #44914: fix: set `clean_up_tokenization_spaces=False` in Llama 3 tokenizer conversion](https://github.com/huggingface/transformers/pull/44914) — closed, merged
496
+
497
  ### `r266-tech`
498
 
499
  - profile: [github.com/r266-tech](https://github.com/r266-tech)
 
501
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ar266-tech)
502
  - repo first seen: `2026-03-22T17:28:57Z`
503
  - repo last seen: `2026-03-22T17:31:03Z`
504
+ - first seen in snapshot: **no**
505
+ - repo association: **CONTRIBUTOR**
506
  - repo primary artifacts: **2**
507
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
508
  - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
509
  - account age: **182 days**
510
+ - recent public PR activity: **137 PRs** (21 merged / 45 closed-unmerged / 71 open; merged rate **15%**, closed-unmerged rate **33%**, open rate **52%**)
511
  - public orgs: none visible
512
  - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
513
+ - heuristic read: **young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
514
 
515
  Example artifacts:
516
  - [PR #44932: Fix: Pass scheduler_specific_kwargs to inverse_sqrt scheduler](https://github.com/huggingface/transformers/pull/44932) — closed
517
  - [PR #44931: fix(camembert): add tie_word_embeddings=True to CamembertConfig](https://github.com/huggingface/transformers/pull/44931) — closed, merged
518
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
519
  ### `remi-or`
520
 
521
  - profile: [github.com/remi-or](https://github.com/remi-or)
 
523
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
524
  - repo first seen: `2026-03-18T17:48:15Z`
525
  - repo last seen: `2026-03-23T15:44:45Z`
526
+ - first seen in snapshot: **no**
527
+ - repo association: **MEMBER**
528
  - repo primary artifacts: **2**
529
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
530
  - snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
531
  - account age: **1789 days**
532
+ - recent public PR activity: **9 PRs** (8 merged / 0 closed-unmerged / 1 open; merged rate **89%**, closed-unmerged rate **0%**, open rate **11%**)
533
  - public orgs: none visible
534
  - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
535
  - heuristic read: **targets high-star repos**
 
538
  - [PR #44858: [CB] [Minor] Simplify test suite](https://github.com/huggingface/transformers/pull/44858) — closed, merged
539
  - [PR #44835: [CB] Add an option to return logprobs](https://github.com/huggingface/transformers/pull/44835) — closed, merged
540
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
541
  ### `Rocketknight1`
542
 
543
  - profile: [github.com/Rocketknight1](https://github.com/Rocketknight1)
544
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
545
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
546
  - repo first seen: `2025-10-06T12:23:44Z`
547
+ - repo last seen: `2026-03-24T15:37:01Z`
548
+ - first seen in snapshot: **no**
549
+ - repo association: **MEMBER**
550
  - repo primary artifacts: **2**
551
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
552
+ - snapshot discussion activity: **25 comments / 18 reviews / 16 review comments**
553
  - account age: **3937 days**
554
+ - recent public PR activity: **16 PRs** (16 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
555
  - public orgs: `huggingface`
556
  - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
557
  - heuristic read: **targets high-star repos**
 
560
  - [PR #44890: Add big angry code agent warnings!](https://github.com/huggingface/transformers/pull/44890) — closed, merged
561
  - [PR #44674: Officially launch parse_response](https://github.com/huggingface/transformers/pull/44674) — open
562
 
563
+ ### `Sai-Suraj-27`
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
564
 
565
+ - profile: [github.com/Sai-Suraj-27](https://github.com/Sai-Suraj-27)
566
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASai-Suraj-27)
567
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASai-Suraj-27)
568
+ - repo first seen: `2026-03-19T07:30:39Z`
569
+ - repo last seen: `2026-03-22T18:03:34Z`
570
+ - first seen in snapshot: **no**
571
+ - repo association: **CONTRIBUTOR**
572
  - repo primary artifacts: **2**
573
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
574
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
575
+ - account age: **1721 days**
576
+ - recent public PR activity: **8 PRs** (7 merged / 0 closed-unmerged / 1 open; merged rate **88%**, closed-unmerged rate **0%**, open rate **12%**)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
577
  - public orgs: none visible
578
  - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
579
+ - heuristic read: **targets high-star repos**
580
 
581
  Example artifacts:
582
+ - [PR #44934: Fix failing `T5ModelIntegrationTest`](https://github.com/huggingface/transformers/pull/44934) — closed, merged
583
+ - [PR #44848: Fix failing `Qwen3OmniModelIntegrationTests`](https://github.com/huggingface/transformers/pull/44848) — open
584
 
585
+ ### `sergiopaniego`
586
 
587
+ - profile: [github.com/sergiopaniego](https://github.com/sergiopaniego)
588
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergiopaniego)
589
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergiopaniego)
590
+ - repo first seen: `2026-03-19T10:22:40Z`
591
+ - repo last seen: `2026-03-20T08:38:03Z`
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+ - first seen in snapshot: **no**
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+ - repo association: **MEMBER**
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  - repo primary artifacts: **2**
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+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
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  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
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+ - account age: **3694 days**
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+ - recent public PR activity: **13 PRs** (8 merged / 0 closed-unmerged / 5 open; merged rate **62%**, closed-unmerged rate **0%**, open rate **38%**)
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+ - public orgs: `JdeRobot`, `TheRoboticsClub`, `huggingface`
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+ - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  - heuristic read: **targets high-star repos**
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  Example artifacts:
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+ - [PR #44873: Fix VL model rope_deltas batch size mismatch in online RL training](https://github.com/huggingface/transformers/pull/44873) — closed, merged
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+ - [PR #44853: Fix Zamba2MambaMixer ignoring use_mamba_kernels=False](https://github.com/huggingface/transformers/pull/44853) — open
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