evalstate HF Staff commited on
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Refresh transformers dataset snapshot 20260506T000041Z

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+ "live_refetch_skipped": true,
21698
  "account_age_days": 1911,
21699
  "young_account": false,
21700
  "follow_through_score": "weak",
 
22831
  "snapshot_review_count": 0,
22832
  "snapshot_review_comment_count": 0,
22833
  "repo_association": "CONTRIBUTOR",
22834
+ "new_to_repo": false,
22835
+ "first_seen_in_snapshot": false,
22836
+ "known_via_prior_merged_pr": true,
22837
+ "report_reason": null,
22838
+ "enrichment_source": "previous_report",
22839
+ "live_refetch_skipped": true,
22840
  "account_age_days": 1319,
22841
  "young_account": false,
22842
  "follow_through_score": "strong",
new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260505T180037Z`
4
- - Generated: `2026-05-05T18:02:54Z`
5
  - Activity window: `60d`
6
- - Contributors: `361`
7
 
8
  ## Summary
9
 
@@ -16,7 +16,7 @@
16
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 65 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
17
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 50 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos |
18
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 43 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
19
- | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 42 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
20
  | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 42 | 1 | mixed | low | low | targets high-star repos |
21
  | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 39 | 0 | strong | low | low | targets high-star repos |
22
  | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 32 | 20 | strong | low | low | targets high-star repos |
@@ -28,9 +28,9 @@
28
  | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2949d | `2025-12-02T16:00:11Z` | 18 | 6 | strong | moderate | low | high recent PR volume; targets high-star repos |
29
  | `BillionClaw` | [profile](https://github.com/BillionClaw) | no | FIRST_TIME_CONTRIBUTOR | 35d | `2026-03-16T16:17:54Z` | 18 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
30
  | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 17 | 3 | strong | low | low | — |
 
31
  | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 16 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
32
  | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-12-16T08:22:52Z` | 16 | 1 | strong | moderate | low | targets high-star repos |
33
- | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 15 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
34
  | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 15 | 0 | strong | moderate | low | — |
35
  | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 15 | 0 | strong | moderate | low | targets high-star repos |
36
  | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 14 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
@@ -49,7 +49,7 @@
49
  | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 6 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
50
  | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 6 | 0 | mixed | moderate | low | targets high-star repos |
51
  | `kchpp940` | [profile](https://github.com/kchpp940) | no | NONE | 375d | `2026-04-18T01:12:45Z` | 6 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
52
- | `CharlieKerfoot` | [profile](https://github.com/CharlieKerfoot) | no | FIRST_TIME_CONTRIBUTOR | 1583d | `2026-05-03T18:22:43Z` | 5 | 0 | weak | moderate | low | high recent PR volume; targets high-star repos |
53
  | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 5 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
54
  | `Krishnachaitanyakc` | [profile](https://github.com/Krishnachaitanyakc) | no | CONTRIBUTOR | 3498d | `2026-03-25T02:14:38Z` | 5 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
55
  | `mvanhorn` | [profile](https://github.com/mvanhorn) | no | CONTRIBUTOR | 5652d | `2026-03-09T14:59:27Z` | 5 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
@@ -76,7 +76,6 @@
76
  | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 8 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
77
  | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 5 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
78
  | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
79
- | `math-hiyoko` | [profile](https://github.com/math-hiyoko) | no | CONTRIBUTOR | 2390d | `2026-02-08T01:31:10Z` | 4 | 7 | strong | low | low | targets high-star repos |
80
  | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 4 | 3 | weak | low | low | targets high-star repos |
81
  | `xenova` | [profile](https://github.com/xenova) | no | MEMBER | 3317d | `2025-11-18T16:26:23Z` | 3 | 3 | strong | moderate | low | high recent PR volume; targets high-star repos |
82
  | `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5127d | `2026-01-28T15:04:44Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
@@ -105,7 +104,6 @@
105
  | `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | CONTRIBUTOR | 1082d | `2026-03-28T12:13:57Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
106
  | `jonghwanhyeon` | [profile](https://github.com/jonghwanhyeon) | no | CONTRIBUTOR | 5135d | `2026-04-21T11:42:03Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
107
  | `kallewoof` | [profile](https://github.com/kallewoof) | no | CONTRIBUTOR | 5838d | `2026-03-24T23:50:07Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
108
- | `KartikPawade` | [profile](https://github.com/KartikPawade) | no | CONTRIBUTOR | 1843d | `2026-03-06T18:49:59Z` | 2 | 0 | mixed | moderate | low | targets high-star repos |
109
  | `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 |
110
  | `Kaz-scr` | [profile](https://github.com/Kaz-scr) | no | FIRST_TIME_CONTRIBUTOR | 1941d | `2026-04-30T15:39:40Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
111
  | `KetanP1618` | [profile](https://github.com/KetanP1618) | no | FIRST_TIME_CONTRIBUTOR | 1632d | `2026-04-06T17:41:14Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
@@ -134,6 +132,7 @@
134
  | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3697d | `2025-08-10T08:43:09Z` | 24 | 0 | mixed | moderate | low | extremely high recent PR volume |
135
  | `CodersAcademy006` | [profile](https://github.com/CodersAcademy006) | no | CONTRIBUTOR | 1448d | `2025-10-15T09:44:53Z` | 6 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
136
  | `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 563d | `2025-06-12T08:51:40Z` | 6 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 
137
  | `JaredforReal` | [profile](https://github.com/JaredforReal) | no | CONTRIBUTOR | 977d | `2026-01-19T05:05:55Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
138
  | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
139
  | `gabe-l-hart` | [profile](https://github.com/gabe-l-hart) | no | CONTRIBUTOR | 5242d | `2026-02-04T17:55:19Z` | 3 | 1 | strong | high | low | broad repo spread |
@@ -145,6 +144,7 @@
145
  | `burtenshaw` | [profile](https://github.com/burtenshaw) | no | MEMBER | 3611d | `2026-03-03T11:35:13Z` | 2 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
146
  | `excepshenal` | [profile](https://github.com/excepshenal) | no | FIRST_TIME_CONTRIBUTOR | 2481d | `2026-02-21T00:06:16Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
147
  | `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 |
 
148
  | `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 |
149
  | `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 |
150
  | `tyler-romero` | [profile](https://github.com/tyler-romero) | no | CONTRIBUTOR | 3479d | `2026-02-10T18:34:03Z` | 2 | 0 | mixed | high | low | broad repo spread |
@@ -196,7 +196,6 @@
196
  | `zhulinchng` | [profile](https://github.com/zhulinchng) | no | CONTRIBUTOR | 3429d | `2026-03-19T01:40:58Z` | 1 | 1 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
197
  | `ZSLsherly` | [profile](https://github.com/ZSLsherly) | no | FIRST_TIMER | 975d | `2026-04-15T03:09:38Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
198
  | `04cb` | [profile](https://github.com/04cb) | no | NONE | 1334d | `2026-03-07T05:36:25Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
199
- | `0xDELUXA` | [profile](https://github.com/0xDELUXA) | no | CONTRIBUTOR | 341d | `2026-03-06T18:03:49Z` | 1 | 0 | mixed | high | low | young account; high recent PR volume; broad repo spread |
200
  | `aarushisingh04` | [profile](https://github.com/aarushisingh04) | no | CONTRIBUTOR | 1351d | `2026-03-27T18:26:03Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share |
201
  | `aashay-sarvam` | [profile](https://github.com/aashay-sarvam) | no | FIRST_TIME_CONTRIBUTOR | 883d | `2026-03-10T11:55:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
202
  | `aashirpersonal` | [profile](https://github.com/aashirpersonal) | no | NONE | 957d | `2026-03-15T16:52:03Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -211,7 +210,7 @@
211
  | `ajmeese7` | [profile](https://github.com/ajmeese7) | no | NONE | 3686d | `2026-03-15T19:56:44Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share |
212
  | `AkshajKashyap` | [profile](https://github.com/AkshajKashyap) | no | FIRST_TIME_CONTRIBUTOR | 873d | `2026-03-25T00:11:43Z` | 1 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
213
  | `Akshay404error` | [profile](https://github.com/Akshay404error) | no | FIRST_TIMER | 592d | `2026-03-27T08:33:01Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
214
- | `Aktharnvdv` | [profile](https://github.com/Aktharnvdv) | yes | NONE | 1965d | `2026-05-05T15:06:46Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
215
  | `aliyevaladddin` | [profile](https://github.com/aliyevaladddin) | no | FIRST_TIME_CONTRIBUTOR | 334d | `2026-04-23T20:22:49Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; targets high-star repos |
216
  | `AlrIsmail` | [profile](https://github.com/AlrIsmail) | no | FIRST_TIME_CONTRIBUTOR | 1299d | `2026-04-26T14:26:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
217
  | `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | NONE | 9d | `2026-04-22T13:14:19Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
@@ -298,7 +297,7 @@
298
  | `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 |
299
  | `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 |
300
  | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-11-10T16:50:33Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
301
- | `Melnuno` | [profile](https://github.com/Melnuno) | yes | FIRST_TIME_CONTRIBUTOR | 2376d | `2026-05-05T17:30:41Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
302
  | `milesial` | [profile](https://github.com/milesial) | no | CONTRIBUTOR | 3196d | `2026-03-31T01:59:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
303
  | `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 |
304
  | `mobicham` | [profile](https://github.com/mobicham) | no | CONTRIBUTOR | 2961d | `2026-03-18T20:18:41Z` | 1 | 0 | strong | moderate | low | — |
@@ -326,7 +325,7 @@
326
  | `pratapyash` | [profile](https://github.com/pratapyash) | no | NONE | 3227d | `2026-04-24T07:14:52Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
327
  | `pritishyuvraj` | [profile](https://github.com/pritishyuvraj) | no | FIRST_TIME_CONTRIBUTOR | 3913d | `2026-04-30T04:36:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
328
  | `rain-1` | [profile](https://github.com/rain-1) | no | CONTRIBUTOR | 3706d | `2026-03-10T07:09:07Z` | 1 | 0 | weak | low | low | high open PR share |
329
- | `ranjithchinnanan` | [profile](https://github.com/ranjithchinnanan) | yes | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-05-05T12:03:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
330
  | `RicardoLee510520` | [profile](https://github.com/RicardoLee510520) | no | FIRST_TIMER | 168d | `2026-03-19T06:30:53Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
331
  | `RobTand` | [profile](https://github.com/RobTand) | no | NONE | 3405d | `2026-05-02T19:12:41Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
332
  | `roycho96` | [profile](https://github.com/roycho96) | no | FIRST_TIME_CONTRIBUTOR | 2160d | `2026-03-20T15:08:32Z` | 1 | 0 | mixed | moderate | low | high open PR share |
@@ -346,7 +345,7 @@
346
  | `Shikhar-S` | [profile](https://github.com/Shikhar-S) | no | FIRST_TIME_CONTRIBUTOR | 3763d | `2026-04-10T04:26:05Z` | 1 | 0 | weak | low | low | high open PR share |
347
  | `silencelamb` | [profile](https://github.com/silencelamb) | no | FIRST_TIME_CONTRIBUTOR | 4218d | `2026-05-05T09:41:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
348
  | `simon-testaccount` | [profile](https://github.com/simon-testaccount) | no | NONE | 545d | `2026-05-05T09:01:04Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
349
- | `SindhuRaghuram97` | [profile](https://github.com/SindhuRaghuram97) | yes | CONTRIBUTOR | 1319d | `2026-05-05T14:47:02Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
350
  | `songyuc` | [profile](https://github.com/songyuc) | no | NONE | 3292d | `2026-04-12T12:53:49Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
351
  | `Spectual` | [profile](https://github.com/Spectual) | no | NONE | 1537d | `2026-04-16T06:54:56Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
352
  | `stargazerwh` | [profile](https://github.com/stargazerwh) | no | NONE | 2935d | `2026-02-21T14:34:30Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -550,11 +549,11 @@ Example artifacts:
550
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
551
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
552
  - repo first seen: `2025-01-06T17:52:26Z`
553
- - repo last seen: `2026-05-05T15:57:26Z`
554
  - first seen in snapshot: **no**
555
  - repo association: **MEMBER**
556
- - repo primary artifacts: **43**
557
- - snapshot authored PRs/issues: **42 PRs / 1 issues**
558
  - snapshot discussion activity: **26 comments / 120 reviews / 198 review comments**
559
  - account age: **2296 days**
560
  - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
@@ -563,9 +562,9 @@ Example artifacts:
563
  - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
564
 
565
  Example artifacts:
 
566
  - [PR #45732: [skills] fine-tuning](https://github.com/huggingface/transformers/pull/45732) — open, draft
567
  - [PR #45705: [skills] model doc](https://github.com/huggingface/transformers/pull/45705) — open, draft
568
- - [PR #45660: [docs] cpu offloading](https://github.com/huggingface/transformers/pull/45660) — closed, merged
569
  - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
570
 
571
  ### `vasqu`
@@ -834,6 +833,32 @@ Example artifacts:
834
  - [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
835
  - [Issue #43317: device_map=auto fails to load the dequantized model on gpu+cpu offload](https://github.com/huggingface/transformers/issues/43317) — closed
836
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
837
  ### `hmellor`
838
 
839
  - profile: [github.com/hmellor](https://github.com/hmellor)
@@ -883,32 +908,6 @@ Example artifacts:
883
  - [PR #45219: Add MoE to Gemma4 TP plan](https://github.com/huggingface/transformers/pull/45219) — closed, merged
884
  - [Issue #42890: tests/models/sam_hq/test_modeling_sam_hq.py::SamHQModelIntegrationTest may fail since a lot of cases are lack of set_seed()](https://github.com/huggingface/transformers/issues/42890) — closed
885
 
886
- ### `qgallouedec`
887
-
888
- - profile: [github.com/qgallouedec](https://github.com/qgallouedec)
889
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqgallouedec)
890
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqgallouedec)
891
- - repo first seen: `2024-12-13T13:39:10Z`
892
- - repo last seen: `2026-05-05T16:00:53Z`
893
- - first seen in snapshot: **no**
894
- - repo association: **MEMBER**
895
- - repo primary artifacts: **28**
896
- - snapshot authored PRs/issues: **15 PRs / 13 issues**
897
- - snapshot discussion activity: **34 comments / 47 reviews / 47 review comments**
898
- - account age: **2692 days**
899
- - recent public PR activity: **128 PRs** (102 merged / 5 closed-unmerged / 21 open; merged rate **80%**, closed-unmerged rate **4%**, open rate **16%**)
900
- - public orgs: `huggingface`
901
- - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
902
- - heuristic read: **extremely high recent PR volume; targets high-star repos**
903
-
904
- Example artifacts:
905
- - [PR #45443: Raise 400 on model mismatch when `transformers serve` is pinned](https://github.com/huggingface/transformers/pull/45443) — closed, merged
906
- - [PR #45422: Drop `content=None` from messages in `apply_chat_template`](https://github.com/huggingface/transformers/pull/45422) — open
907
- - [PR #45418: [serve] Forward `tool_calls`/`tool_call_id` in processor inputs](https://github.com/huggingface/transformers/pull/45418) — closed, merged
908
- - [Issue #45419: Chat template inconsistencies in tool-calling support](https://github.com/huggingface/transformers/issues/45419) — open
909
- - [Issue #45290: `apply_chat_template(tokenize=True)` crashes on assistant messages with tool calls and no content](https://github.com/huggingface/transformers/issues/45290) — closed
910
- - [Issue #44514: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`](https://github.com/huggingface/transformers/issues/44514) — closed
911
-
912
  ### `Abdennacer-Badaoui`
913
 
914
  - profile: [github.com/Abdennacer-Badaoui](https://github.com/Abdennacer-Badaoui)
@@ -1335,7 +1334,7 @@ Example artifacts:
1335
  - repo first seen: `2026-05-03T18:22:43Z`
1336
  - repo last seen: `2026-05-05T17:24:06Z`
1337
  - first seen in snapshot: **no**
1338
- - repo association: **FIRST_TIME_CONTRIBUTOR**
1339
  - repo primary artifacts: **5**
1340
  - snapshot authored PRs/issues: **5 PRs / 0 issues**
1341
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -1346,7 +1345,7 @@ Example artifacts:
1346
  - heuristic read: **high recent PR volume; targets high-star repos**
1347
 
1348
  Example artifacts:
1349
- - [PR #45792: fix: forward use_cache kwarg to attention mixer in nemotron_h](https://github.com/huggingface/transformers/pull/45792) — open
1350
  - [PR #45791: fix: validate special token ids against attribute values](https://github.com/huggingface/transformers/pull/45791) — open
1351
  - [PR #45757: fix: align attention_mask padding with appended eos token in clvp](https://github.com/huggingface/transformers/pull/45757) — closed
1352
 
@@ -1965,32 +1964,6 @@ Example artifacts:
1965
  - [PR #44830: Add AudioFlamingoNext model](https://github.com/huggingface/transformers/pull/44830) — open
1966
  - [PR #43538: Add Music Flamingo](https://github.com/huggingface/transformers/pull/43538) — closed, merged
1967
 
1968
- ### `math-hiyoko`
1969
-
1970
- - profile: [github.com/math-hiyoko](https://github.com/math-hiyoko)
1971
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amath-hiyoko)
1972
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amath-hiyoko)
1973
- - repo first seen: `2026-02-08T01:31:10Z`
1974
- - repo last seen: `2026-03-14T04:24:20Z`
1975
- - first seen in snapshot: **no**
1976
- - repo association: **CONTRIBUTOR**
1977
- - repo primary artifacts: **11**
1978
- - snapshot authored PRs/issues: **4 PRs / 7 issues**
1979
- - snapshot discussion activity: **5 comments / 1 reviews / 1 review comments**
1980
- - account age: **2390 days**
1981
- - recent public PR activity: **4 PRs** (3 merged / 0 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
1982
- - public orgs: none visible
1983
- - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
1984
- - heuristic read: **targets high-star repos**
1985
-
1986
- Example artifacts:
1987
- - [PR #44513: Fix: Remove references to transformers run command](https://github.com/huggingface/transformers/pull/44513) — closed, merged
1988
- - [PR #44510: Fix: Remove references to `text2text-generation`, `summarization` and `translation` pipeline tasks](https://github.com/huggingface/transformers/pull/44510) — closed, merged
1989
- - [PR #43903: fix: TextClassificationPipeline docs mentioning deprecated return_all_scores](https://github.com/huggingface/transformers/pull/43903) — closed, merged
1990
- - [Issue #44671: CamemBERT produces incorrect masked LM predictions in v5](https://github.com/huggingface/transformers/issues/44671) — closed
1991
- - [Issue #44512: Docs still mention transformers run command which was removed in v5](https://github.com/huggingface/transformers/issues/44512) — closed
1992
- - [Issue #44509: Docs still mention text2text-generation / summarization / translation pipeline tasks which were removed in v5](https://github.com/huggingface/transformers/issues/44509) — closed
1993
-
1994
  ### `jw9603`
1995
 
1996
  - profile: [github.com/jw9603](https://github.com/jw9603)
@@ -2620,28 +2593,6 @@ Example artifacts:
2620
  - [PR #45235: feat/rfc/poc: Agnostic GPU](https://github.com/huggingface/transformers/pull/45235) — closed, draft
2621
  - [PR #44980: bug-fix: do not assume torch.cuda is available when setting up norm values, even if flash linear attention is available](https://github.com/huggingface/transformers/pull/44980) — closed
2622
 
2623
- ### `KartikPawade`
2624
-
2625
- - profile: [github.com/KartikPawade](https://github.com/KartikPawade)
2626
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKartikPawade)
2627
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKartikPawade)
2628
- - repo first seen: `2026-03-06T18:49:59Z`
2629
- - repo last seen: `2026-03-18T16:22:25Z`
2630
- - first seen in snapshot: **no**
2631
- - repo association: **CONTRIBUTOR**
2632
- - repo primary artifacts: **2**
2633
- - snapshot authored PRs/issues: **2 PRs / 0 issues**
2634
- - snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
2635
- - account age: **1843 days**
2636
- - recent public PR activity: **6 PRs** (3 merged / 1 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **17%**, open rate **33%**)
2637
- - public orgs: none visible
2638
- - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
2639
- - heuristic read: **targets high-star repos**
2640
-
2641
- Example artifacts:
2642
- - [PR #44518: fix: Qwen2_5_VLProcessor crashes on batched input when padding=False …](https://github.com/huggingface/transformers/pull/44518) — closed
2643
- - [PR #44508: Fix unexpected `position_ids` keys when loading OwlViT models](https://github.com/huggingface/transformers/pull/44508) — closed, merged
2644
-
2645
  ### `Kash6`
2646
 
2647
  - profile: [github.com/Kash6](https://github.com/Kash6)
@@ -3044,12 +2995,12 @@ Example artifacts:
3044
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asdharani91)
3045
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asdharani91)
3046
  - repo first seen: `2026-03-18T05:45:40Z`
3047
- - repo last seen: `2026-05-02T00:02:50Z`
3048
  - first seen in snapshot: **no**
3049
  - repo association: **FIRST_TIME_CONTRIBUTOR**
3050
  - repo primary artifacts: **2**
3051
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
3052
- - snapshot discussion activity: **17 comments / 21 reviews / 21 review comments**
3053
  - account age: **3365 days**
3054
  - recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
3055
  - public orgs: none visible
@@ -3261,6 +3212,32 @@ Example artifacts:
3261
  - [PR #43665: fix](https://github.com/huggingface/transformers/pull/43665) — open
3262
  - [PR #43648: check](https://github.com/huggingface/transformers/pull/43648) — closed
3263
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3264
  ### `JaredforReal`
3265
 
3266
  - profile: [github.com/JaredforReal](https://github.com/JaredforReal)
@@ -3512,6 +3489,28 @@ Example artifacts:
3512
  - [PR #45367: Add dtype config options for Four Over Six](https://github.com/huggingface/transformers/pull/45367) — closed, merged
3513
  - [PR #43970: Add Four Over Six quantization integration](https://github.com/huggingface/transformers/pull/43970) — closed, merged
3514
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3515
  ### `mitre88`
3516
 
3517
  - profile: [github.com/mitre88](https://github.com/mitre88)
@@ -3968,12 +3967,12 @@ Example artifacts:
3968
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acaiovicentino)
3969
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acaiovicentino)
3970
  - repo first seen: `2026-04-03T01:52:14Z`
3971
- - repo last seen: `2026-04-11T12:45:36Z`
3972
  - first seen in snapshot: **no**
3973
  - repo association: **NONE**
3974
  - repo primary artifacts: **2**
3975
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
3976
- - snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
3977
  - account age: **470 days**
3978
  - recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
3979
  - public orgs: none visible
@@ -4078,12 +4077,12 @@ Example artifacts:
4078
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Advdimitrov13)
4079
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Advdimitrov13)
4080
  - repo first seen: `2026-04-24T14:56:28Z`
4081
- - repo last seen: `2026-05-04T18:42:22Z`
4082
  - first seen in snapshot: **no**
4083
  - repo association: **FIRST_TIME_CONTRIBUTOR**
4084
  - repo primary artifacts: **2**
4085
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
4086
- - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
4087
  - account age: **2296 days**
4088
  - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
4089
  - public orgs: none visible
@@ -4643,27 +4642,6 @@ Example artifacts:
4643
  Example artifacts:
4644
  - [PR #44511: Fix get_docstring_indentation_level to handle compiled functions](https://github.com/huggingface/transformers/pull/44511) — closed
4645
 
4646
- ### `0xDELUXA`
4647
-
4648
- - profile: [github.com/0xDELUXA](https://github.com/0xDELUXA)
4649
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A0xDELUXA)
4650
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A0xDELUXA)
4651
- - repo first seen: `2026-03-06T18:03:49Z`
4652
- - repo last seen: `2026-03-06T18:03:49Z`
4653
- - first seen in snapshot: **no**
4654
- - repo association: **CONTRIBUTOR**
4655
- - repo primary artifacts: **1**
4656
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
4657
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
4658
- - account age: **341 days**
4659
- - recent public PR activity: **34 PRs** (14 merged / 12 closed-unmerged / 8 open; merged rate **41%**, closed-unmerged rate **35%**, open rate **24%**)
4660
- - public orgs: none visible
4661
- - compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
4662
- - heuristic read: **young account; high recent PR volume; broad repo spread**
4663
-
4664
- Example artifacts:
4665
- - [PR #44507: Fix: Conditionally import `torch.distributed.fsdp` in `trainer_seq2seq.py`](https://github.com/huggingface/transformers/pull/44507) — closed, merged
4666
-
4667
  ### `aarushisingh04`
4668
 
4669
  - profile: [github.com/aarushisingh04](https://github.com/aarushisingh04)
@@ -4965,7 +4943,7 @@ Example artifacts:
4965
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAktharnvdv)
4966
  - repo first seen: `2026-05-05T15:06:46Z`
4967
  - repo last seen: `2026-05-05T15:06:46Z`
4968
- - first seen in snapshot: **yes**
4969
  - repo association: **NONE**
4970
  - repo primary artifacts: **1**
4971
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -5342,12 +5320,12 @@ Example artifacts:
5342
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abutterwecksolutions)
5343
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abutterwecksolutions)
5344
  - repo first seen: `2026-05-03T23:41:12Z`
5345
- - repo last seen: `2026-05-03T23:41:12Z`
5346
  - first seen in snapshot: **no**
5347
  - repo association: **FIRST_TIME_CONTRIBUTOR**
5348
  - repo primary artifacts: **1**
5349
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5350
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
5351
  - account age: **4479 days**
5352
  - recent public PR activity: **8 PRs** (1 merged / 4 closed-unmerged / 3 open; merged rate **12%**, closed-unmerged rate **50%**, open rate **38%**)
5353
  - public orgs: none visible
@@ -6793,8 +6771,8 @@ Example artifacts:
6793
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMelnuno)
6794
  - repo first seen: `2026-05-05T17:30:41Z`
6795
  - repo last seen: `2026-05-05T17:30:41Z`
6796
- - first seen in snapshot: **yes**
6797
- - repo association: **FIRST_TIME_CONTRIBUTOR**
6798
  - repo primary artifacts: **1**
6799
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6800
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -6805,7 +6783,7 @@ Example artifacts:
6805
  - heuristic read: **high open PR share; targets high-star repos**
6806
 
6807
  Example artifacts:
6808
- - [PR #45793: [codex] save codebase deep dive audio progress](https://github.com/huggingface/transformers/pull/45793) — open, draft
6809
 
6810
  ### `milesial`
6811
 
@@ -7381,7 +7359,7 @@ Example artifacts:
7381
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aranjithchinnanan)
7382
  - repo first seen: `2026-05-05T12:03:53Z`
7383
  - repo last seen: `2026-05-05T12:03:53Z`
7384
- - first seen in snapshot: **yes**
7385
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7386
  - repo primary artifacts: **1**
7387
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -7801,7 +7779,7 @@ Example artifacts:
7801
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASindhuRaghuram97)
7802
  - repo first seen: `2026-05-05T14:47:02Z`
7803
  - repo last seen: `2026-05-05T14:47:02Z`
7804
- - first seen in snapshot: **yes**
7805
  - repo association: **CONTRIBUTOR**
7806
  - repo primary artifacts: **1**
7807
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260506T000041Z`
4
+ - Generated: `2026-05-06T00:01:37Z`
5
  - Activity window: `60d`
6
+ - Contributors: `360`
7
 
8
  ## Summary
9
 
 
16
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 65 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
17
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 50 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos |
18
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 43 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
19
+ | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 43 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
20
  | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 42 | 1 | mixed | low | low | targets high-star repos |
21
  | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 39 | 0 | strong | low | low | targets high-star repos |
22
  | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 32 | 20 | strong | low | low | targets high-star repos |
 
28
  | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2949d | `2025-12-02T16:00:11Z` | 18 | 6 | strong | moderate | low | high recent PR volume; targets high-star repos |
29
  | `BillionClaw` | [profile](https://github.com/BillionClaw) | no | FIRST_TIME_CONTRIBUTOR | 35d | `2026-03-16T16:17:54Z` | 18 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
30
  | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 17 | 3 | strong | low | low | — |
31
+ | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 16 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
32
  | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 16 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
33
  | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-12-16T08:22:52Z` | 16 | 1 | strong | moderate | low | targets high-star repos |
 
34
  | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 15 | 0 | strong | moderate | low | — |
35
  | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 15 | 0 | strong | moderate | low | targets high-star repos |
36
  | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 14 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 
49
  | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 6 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
50
  | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 6 | 0 | mixed | moderate | low | targets high-star repos |
51
  | `kchpp940` | [profile](https://github.com/kchpp940) | no | NONE | 375d | `2026-04-18T01:12:45Z` | 6 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
52
+ | `CharlieKerfoot` | [profile](https://github.com/CharlieKerfoot) | no | CONTRIBUTOR | 1583d | `2026-05-03T18:22:43Z` | 5 | 0 | weak | moderate | low | high recent PR volume; targets high-star repos |
53
  | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 5 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
54
  | `Krishnachaitanyakc` | [profile](https://github.com/Krishnachaitanyakc) | no | CONTRIBUTOR | 3498d | `2026-03-25T02:14:38Z` | 5 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
55
  | `mvanhorn` | [profile](https://github.com/mvanhorn) | no | CONTRIBUTOR | 5652d | `2026-03-09T14:59:27Z` | 5 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
 
76
  | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 8 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
77
  | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 5 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
78
  | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 
79
  | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 4 | 3 | weak | low | low | targets high-star repos |
80
  | `xenova` | [profile](https://github.com/xenova) | no | MEMBER | 3317d | `2025-11-18T16:26:23Z` | 3 | 3 | strong | moderate | low | high recent PR volume; targets high-star repos |
81
  | `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5127d | `2026-01-28T15:04:44Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
 
104
  | `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | CONTRIBUTOR | 1082d | `2026-03-28T12:13:57Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
105
  | `jonghwanhyeon` | [profile](https://github.com/jonghwanhyeon) | no | CONTRIBUTOR | 5135d | `2026-04-21T11:42:03Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
106
  | `kallewoof` | [profile](https://github.com/kallewoof) | no | CONTRIBUTOR | 5838d | `2026-03-24T23:50:07Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 
107
  | `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 |
108
  | `Kaz-scr` | [profile](https://github.com/Kaz-scr) | no | FIRST_TIME_CONTRIBUTOR | 1941d | `2026-04-30T15:39:40Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
109
  | `KetanP1618` | [profile](https://github.com/KetanP1618) | no | FIRST_TIME_CONTRIBUTOR | 1632d | `2026-04-06T17:41:14Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 
132
  | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3697d | `2025-08-10T08:43:09Z` | 24 | 0 | mixed | moderate | low | extremely high recent PR volume |
133
  | `CodersAcademy006` | [profile](https://github.com/CodersAcademy006) | no | CONTRIBUTOR | 1448d | `2025-10-15T09:44:53Z` | 6 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
134
  | `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 563d | `2025-06-12T08:51:40Z` | 6 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
135
+ | `math-hiyoko` | [profile](https://github.com/math-hiyoko) | no | CONTRIBUTOR | 2390d | `2026-02-08T01:31:10Z` | 4 | 7 | strong | low | low | targets high-star repos |
136
  | `JaredforReal` | [profile](https://github.com/JaredforReal) | no | CONTRIBUTOR | 977d | `2026-01-19T05:05:55Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
137
  | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
138
  | `gabe-l-hart` | [profile](https://github.com/gabe-l-hart) | no | CONTRIBUTOR | 5242d | `2026-02-04T17:55:19Z` | 3 | 1 | strong | high | low | broad repo spread |
 
144
  | `burtenshaw` | [profile](https://github.com/burtenshaw) | no | MEMBER | 3611d | `2026-03-03T11:35:13Z` | 2 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
145
  | `excepshenal` | [profile](https://github.com/excepshenal) | no | FIRST_TIME_CONTRIBUTOR | 2481d | `2026-02-21T00:06:16Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
146
  | `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 |
147
+ | `KartikPawade` | [profile](https://github.com/KartikPawade) | no | CONTRIBUTOR | 1843d | `2026-03-06T18:49:59Z` | 2 | 0 | mixed | moderate | low | targets high-star repos |
148
  | `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 |
149
  | `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 |
150
  | `tyler-romero` | [profile](https://github.com/tyler-romero) | no | CONTRIBUTOR | 3479d | `2026-02-10T18:34:03Z` | 2 | 0 | mixed | high | low | broad repo spread |
 
196
  | `zhulinchng` | [profile](https://github.com/zhulinchng) | no | CONTRIBUTOR | 3429d | `2026-03-19T01:40:58Z` | 1 | 1 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
197
  | `ZSLsherly` | [profile](https://github.com/ZSLsherly) | no | FIRST_TIMER | 975d | `2026-04-15T03:09:38Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
198
  | `04cb` | [profile](https://github.com/04cb) | no | NONE | 1334d | `2026-03-07T05:36:25Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
 
199
  | `aarushisingh04` | [profile](https://github.com/aarushisingh04) | no | CONTRIBUTOR | 1351d | `2026-03-27T18:26:03Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share |
200
  | `aashay-sarvam` | [profile](https://github.com/aashay-sarvam) | no | FIRST_TIME_CONTRIBUTOR | 883d | `2026-03-10T11:55:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
201
  | `aashirpersonal` | [profile](https://github.com/aashirpersonal) | no | NONE | 957d | `2026-03-15T16:52:03Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 
210
  | `ajmeese7` | [profile](https://github.com/ajmeese7) | no | NONE | 3686d | `2026-03-15T19:56:44Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share |
211
  | `AkshajKashyap` | [profile](https://github.com/AkshajKashyap) | no | FIRST_TIME_CONTRIBUTOR | 873d | `2026-03-25T00:11:43Z` | 1 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
212
  | `Akshay404error` | [profile](https://github.com/Akshay404error) | no | FIRST_TIMER | 592d | `2026-03-27T08:33:01Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
213
+ | `Aktharnvdv` | [profile](https://github.com/Aktharnvdv) | no | NONE | 1965d | `2026-05-05T15:06:46Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
214
  | `aliyevaladddin` | [profile](https://github.com/aliyevaladddin) | no | FIRST_TIME_CONTRIBUTOR | 334d | `2026-04-23T20:22:49Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; targets high-star repos |
215
  | `AlrIsmail` | [profile](https://github.com/AlrIsmail) | no | FIRST_TIME_CONTRIBUTOR | 1299d | `2026-04-26T14:26:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
216
  | `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | NONE | 9d | `2026-04-22T13:14:19Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 
297
  | `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 |
298
  | `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 |
299
  | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-11-10T16:50:33Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
300
+ | `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 |
301
  | `milesial` | [profile](https://github.com/milesial) | no | CONTRIBUTOR | 3196d | `2026-03-31T01:59:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
302
  | `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 |
303
  | `mobicham` | [profile](https://github.com/mobicham) | no | CONTRIBUTOR | 2961d | `2026-03-18T20:18:41Z` | 1 | 0 | strong | moderate | low | — |
 
325
  | `pratapyash` | [profile](https://github.com/pratapyash) | no | NONE | 3227d | `2026-04-24T07:14:52Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
326
  | `pritishyuvraj` | [profile](https://github.com/pritishyuvraj) | no | FIRST_TIME_CONTRIBUTOR | 3913d | `2026-04-30T04:36:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
327
  | `rain-1` | [profile](https://github.com/rain-1) | no | CONTRIBUTOR | 3706d | `2026-03-10T07:09:07Z` | 1 | 0 | weak | low | low | high open PR share |
328
+ | `ranjithchinnanan` | [profile](https://github.com/ranjithchinnanan) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-05-05T12:03:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
329
  | `RicardoLee510520` | [profile](https://github.com/RicardoLee510520) | no | FIRST_TIMER | 168d | `2026-03-19T06:30:53Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
330
  | `RobTand` | [profile](https://github.com/RobTand) | no | NONE | 3405d | `2026-05-02T19:12:41Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
331
  | `roycho96` | [profile](https://github.com/roycho96) | no | FIRST_TIME_CONTRIBUTOR | 2160d | `2026-03-20T15:08:32Z` | 1 | 0 | mixed | moderate | low | high open PR share |
 
345
  | `Shikhar-S` | [profile](https://github.com/Shikhar-S) | no | FIRST_TIME_CONTRIBUTOR | 3763d | `2026-04-10T04:26:05Z` | 1 | 0 | weak | low | low | high open PR share |
346
  | `silencelamb` | [profile](https://github.com/silencelamb) | no | FIRST_TIME_CONTRIBUTOR | 4218d | `2026-05-05T09:41:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
347
  | `simon-testaccount` | [profile](https://github.com/simon-testaccount) | no | NONE | 545d | `2026-05-05T09:01:04Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
348
+ | `SindhuRaghuram97` | [profile](https://github.com/SindhuRaghuram97) | no | CONTRIBUTOR | 1319d | `2026-05-05T14:47:02Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
349
  | `songyuc` | [profile](https://github.com/songyuc) | no | NONE | 3292d | `2026-04-12T12:53:49Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
350
  | `Spectual` | [profile](https://github.com/Spectual) | no | NONE | 1537d | `2026-04-16T06:54:56Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
351
  | `stargazerwh` | [profile](https://github.com/stargazerwh) | no | NONE | 2935d | `2026-02-21T14:34:30Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
549
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
550
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
551
  - repo first seen: `2025-01-06T17:52:26Z`
552
+ - repo last seen: `2026-05-05T21:03:24Z`
553
  - first seen in snapshot: **no**
554
  - repo association: **MEMBER**
555
+ - repo primary artifacts: **44**
556
+ - snapshot authored PRs/issues: **43 PRs / 1 issues**
557
  - snapshot discussion activity: **26 comments / 120 reviews / 198 review comments**
558
  - account age: **2296 days**
559
  - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
 
562
  - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
563
 
564
  Example artifacts:
565
+ - [PR #45795: [docs] adding audio/video processors](https://github.com/huggingface/transformers/pull/45795) — open
566
  - [PR #45732: [skills] fine-tuning](https://github.com/huggingface/transformers/pull/45732) — open, draft
567
  - [PR #45705: [skills] model doc](https://github.com/huggingface/transformers/pull/45705) — open, draft
 
568
  - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
569
 
570
  ### `vasqu`
 
833
  - [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
834
  - [Issue #43317: device_map=auto fails to load the dequantized model on gpu+cpu offload](https://github.com/huggingface/transformers/issues/43317) — closed
835
 
836
+ ### `qgallouedec`
837
+
838
+ - profile: [github.com/qgallouedec](https://github.com/qgallouedec)
839
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqgallouedec)
840
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqgallouedec)
841
+ - repo first seen: `2024-12-13T13:39:10Z`
842
+ - repo last seen: `2026-05-05T20:05:33Z`
843
+ - first seen in snapshot: **no**
844
+ - repo association: **MEMBER**
845
+ - repo primary artifacts: **29**
846
+ - snapshot authored PRs/issues: **16 PRs / 13 issues**
847
+ - snapshot discussion activity: **34 comments / 47 reviews / 47 review comments**
848
+ - account age: **2692 days**
849
+ - recent public PR activity: **128 PRs** (102 merged / 5 closed-unmerged / 21 open; merged rate **80%**, closed-unmerged rate **4%**, open rate **16%**)
850
+ - public orgs: `huggingface`
851
+ - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
852
+ - heuristic read: **extremely high recent PR volume; targets high-star repos**
853
+
854
+ Example artifacts:
855
+ - [PR #45794: Fix WeightConverter substring match on leaf-style source patterns](https://github.com/huggingface/transformers/pull/45794) — open
856
+ - [PR #45443: Raise 400 on model mismatch when `transformers serve` is pinned](https://github.com/huggingface/transformers/pull/45443) — closed, merged
857
+ - [PR #45422: Drop `content=None` from messages in `apply_chat_template`](https://github.com/huggingface/transformers/pull/45422) — open
858
+ - [Issue #45419: Chat template inconsistencies in tool-calling support](https://github.com/huggingface/transformers/issues/45419) — open
859
+ - [Issue #45290: `apply_chat_template(tokenize=True)` crashes on assistant messages with tool calls and no content](https://github.com/huggingface/transformers/issues/45290) — closed
860
+ - [Issue #44514: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`](https://github.com/huggingface/transformers/issues/44514) — closed
861
+
862
  ### `hmellor`
863
 
864
  - profile: [github.com/hmellor](https://github.com/hmellor)
 
908
  - [PR #45219: Add MoE to Gemma4 TP plan](https://github.com/huggingface/transformers/pull/45219) — closed, merged
909
  - [Issue #42890: tests/models/sam_hq/test_modeling_sam_hq.py::SamHQModelIntegrationTest may fail since a lot of cases are lack of set_seed()](https://github.com/huggingface/transformers/issues/42890) — closed
910
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
911
  ### `Abdennacer-Badaoui`
912
 
913
  - profile: [github.com/Abdennacer-Badaoui](https://github.com/Abdennacer-Badaoui)
 
1334
  - repo first seen: `2026-05-03T18:22:43Z`
1335
  - repo last seen: `2026-05-05T17:24:06Z`
1336
  - first seen in snapshot: **no**
1337
+ - repo association: **CONTRIBUTOR**
1338
  - repo primary artifacts: **5**
1339
  - snapshot authored PRs/issues: **5 PRs / 0 issues**
1340
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
 
1345
  - heuristic read: **high recent PR volume; targets high-star repos**
1346
 
1347
  Example artifacts:
1348
+ - [PR #45792: fix: forward use_cache kwarg to attention mixer in nemotron_h](https://github.com/huggingface/transformers/pull/45792) — closed, merged
1349
  - [PR #45791: fix: validate special token ids against attribute values](https://github.com/huggingface/transformers/pull/45791) — open
1350
  - [PR #45757: fix: align attention_mask padding with appended eos token in clvp](https://github.com/huggingface/transformers/pull/45757) — closed
1351
 
 
1964
  - [PR #44830: Add AudioFlamingoNext model](https://github.com/huggingface/transformers/pull/44830) — open
1965
  - [PR #43538: Add Music Flamingo](https://github.com/huggingface/transformers/pull/43538) — closed, merged
1966
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1967
  ### `jw9603`
1968
 
1969
  - profile: [github.com/jw9603](https://github.com/jw9603)
 
2593
  - [PR #45235: feat/rfc/poc: Agnostic GPU](https://github.com/huggingface/transformers/pull/45235) — closed, draft
2594
  - [PR #44980: bug-fix: do not assume torch.cuda is available when setting up norm values, even if flash linear attention is available](https://github.com/huggingface/transformers/pull/44980) — closed
2595
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2596
  ### `Kash6`
2597
 
2598
  - profile: [github.com/Kash6](https://github.com/Kash6)
 
2995
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asdharani91)
2996
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asdharani91)
2997
  - repo first seen: `2026-03-18T05:45:40Z`
2998
+ - repo last seen: `2026-05-05T19:07:44Z`
2999
  - first seen in snapshot: **no**
3000
  - repo association: **FIRST_TIME_CONTRIBUTOR**
3001
  - repo primary artifacts: **2**
3002
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
3003
+ - snapshot discussion activity: **18 comments / 22 reviews / 22 review comments**
3004
  - account age: **3365 days**
3005
  - recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
3006
  - public orgs: none visible
 
3212
  - [PR #43665: fix](https://github.com/huggingface/transformers/pull/43665) — open
3213
  - [PR #43648: check](https://github.com/huggingface/transformers/pull/43648) — closed
3214
 
3215
+ ### `math-hiyoko`
3216
+
3217
+ - profile: [github.com/math-hiyoko](https://github.com/math-hiyoko)
3218
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amath-hiyoko)
3219
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amath-hiyoko)
3220
+ - repo first seen: `2026-02-08T01:31:10Z`
3221
+ - repo last seen: `2026-03-14T04:24:20Z`
3222
+ - first seen in snapshot: **no**
3223
+ - repo association: **CONTRIBUTOR**
3224
+ - repo primary artifacts: **11**
3225
+ - snapshot authored PRs/issues: **4 PRs / 7 issues**
3226
+ - snapshot discussion activity: **5 comments / 1 reviews / 1 review comments**
3227
+ - account age: **2390 days**
3228
+ - recent public PR activity: **4 PRs** (3 merged / 0 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
3229
+ - public orgs: none visible
3230
+ - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
3231
+ - heuristic read: **targets high-star repos**
3232
+
3233
+ Example artifacts:
3234
+ - [PR #44513: Fix: Remove references to transformers run command](https://github.com/huggingface/transformers/pull/44513) — closed, merged
3235
+ - [PR #44510: Fix: Remove references to `text2text-generation`, `summarization` and `translation` pipeline tasks](https://github.com/huggingface/transformers/pull/44510) — closed, merged
3236
+ - [PR #43903: fix: TextClassificationPipeline docs mentioning deprecated return_all_scores](https://github.com/huggingface/transformers/pull/43903) — closed, merged
3237
+ - [Issue #44671: CamemBERT produces incorrect masked LM predictions in v5](https://github.com/huggingface/transformers/issues/44671) — closed
3238
+ - [Issue #44512: Docs still mention transformers run command which was removed in v5](https://github.com/huggingface/transformers/issues/44512) — closed
3239
+ - [Issue #44509: Docs still mention text2text-generation / summarization / translation pipeline tasks which were removed in v5](https://github.com/huggingface/transformers/issues/44509) — closed
3240
+
3241
  ### `JaredforReal`
3242
 
3243
  - profile: [github.com/JaredforReal](https://github.com/JaredforReal)
 
3489
  - [PR #45367: Add dtype config options for Four Over Six](https://github.com/huggingface/transformers/pull/45367) — closed, merged
3490
  - [PR #43970: Add Four Over Six quantization integration](https://github.com/huggingface/transformers/pull/43970) — closed, merged
3491
 
3492
+ ### `KartikPawade`
3493
+
3494
+ - profile: [github.com/KartikPawade](https://github.com/KartikPawade)
3495
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKartikPawade)
3496
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKartikPawade)
3497
+ - repo first seen: `2026-03-06T18:49:59Z`
3498
+ - repo last seen: `2026-03-18T16:22:25Z`
3499
+ - first seen in snapshot: **no**
3500
+ - repo association: **CONTRIBUTOR**
3501
+ - repo primary artifacts: **2**
3502
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
3503
+ - snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
3504
+ - account age: **1843 days**
3505
+ - recent public PR activity: **6 PRs** (3 merged / 1 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **17%**, open rate **33%**)
3506
+ - public orgs: none visible
3507
+ - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
3508
+ - heuristic read: **targets high-star repos**
3509
+
3510
+ Example artifacts:
3511
+ - [PR #44518: fix: Qwen2_5_VLProcessor crashes on batched input when padding=False …](https://github.com/huggingface/transformers/pull/44518) — closed
3512
+ - [PR #44508: Fix unexpected `position_ids` keys when loading OwlViT models](https://github.com/huggingface/transformers/pull/44508) — closed, merged
3513
+
3514
  ### `mitre88`
3515
 
3516
  - profile: [github.com/mitre88](https://github.com/mitre88)
 
3967
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acaiovicentino)
3968
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acaiovicentino)
3969
  - repo first seen: `2026-04-03T01:52:14Z`
3970
+ - repo last seen: `2026-05-05T23:36:12Z`
3971
  - first seen in snapshot: **no**
3972
  - repo association: **NONE**
3973
  - repo primary artifacts: **2**
3974
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
3975
+ - snapshot discussion activity: **10 comments / 0 reviews / 0 review comments**
3976
  - account age: **470 days**
3977
  - recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
3978
  - public orgs: none visible
 
4077
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Advdimitrov13)
4078
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Advdimitrov13)
4079
  - repo first seen: `2026-04-24T14:56:28Z`
4080
+ - repo last seen: `2026-05-05T18:31:30Z`
4081
  - first seen in snapshot: **no**
4082
  - repo association: **FIRST_TIME_CONTRIBUTOR**
4083
  - repo primary artifacts: **2**
4084
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
4085
+ - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
4086
  - account age: **2296 days**
4087
  - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
4088
  - public orgs: none visible
 
4642
  Example artifacts:
4643
  - [PR #44511: Fix get_docstring_indentation_level to handle compiled functions](https://github.com/huggingface/transformers/pull/44511) — closed
4644
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4645
  ### `aarushisingh04`
4646
 
4647
  - profile: [github.com/aarushisingh04](https://github.com/aarushisingh04)
 
4943
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAktharnvdv)
4944
  - repo first seen: `2026-05-05T15:06:46Z`
4945
  - repo last seen: `2026-05-05T15:06:46Z`
4946
+ - first seen in snapshot: **no**
4947
  - repo association: **NONE**
4948
  - repo primary artifacts: **1**
4949
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
5320
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abutterwecksolutions)
5321
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abutterwecksolutions)
5322
  - repo first seen: `2026-05-03T23:41:12Z`
5323
+ - repo last seen: `2026-05-05T21:26:59Z`
5324
  - first seen in snapshot: **no**
5325
  - repo association: **FIRST_TIME_CONTRIBUTOR**
5326
  - repo primary artifacts: **1**
5327
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5328
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
5329
  - account age: **4479 days**
5330
  - recent public PR activity: **8 PRs** (1 merged / 4 closed-unmerged / 3 open; merged rate **12%**, closed-unmerged rate **50%**, open rate **38%**)
5331
  - public orgs: none visible
 
6771
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMelnuno)
6772
  - repo first seen: `2026-05-05T17:30:41Z`
6773
  - repo last seen: `2026-05-05T17:30:41Z`
6774
+ - first seen in snapshot: **no**
6775
+ - repo association: **NONE**
6776
  - repo primary artifacts: **1**
6777
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6778
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
 
6783
  - heuristic read: **high open PR share; targets high-star repos**
6784
 
6785
  Example artifacts:
6786
+ - [PR #45793: [codex] save codebase deep dive audio progress](https://github.com/huggingface/transformers/pull/45793) — closed, draft
6787
 
6788
  ### `milesial`
6789
 
 
7359
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aranjithchinnanan)
7360
  - repo first seen: `2026-05-05T12:03:53Z`
7361
  - repo last seen: `2026-05-05T12:03:53Z`
7362
+ - first seen in snapshot: **no**
7363
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7364
  - repo primary artifacts: **1**
7365
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
7779
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASindhuRaghuram97)
7780
  - repo first seen: `2026-05-05T14:47:02Z`
7781
  - repo last seen: `2026-05-05T14:47:02Z`
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  - repo association: **CONTRIBUTOR**
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  - repo primary artifacts: **1**
7785
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
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  "summary": "3 open PRs share weighted file overlap around `tests/test_processing_common.py`, `src/transformers/processing_utils.py`; representative PR #41606.",
2106
  "shared_filenames": [
2107
  "tests/test_processing_common.py",
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  44872
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  ],
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  "representative_pr_number": 34667,
2435
- "average_similarity": 0.463,
2436
  "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #34667.",
2437
  "shared_filenames": [
2438
  "src/transformers/generation/utils.py"
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  {
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  "breadth_similarity": 0.667,
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  {
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2746
  44550
2747
  ],
2748
  "representative_pr_number": 44550,
2749
- "average_similarity": 0.373,
2750
  "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
2751
  "shared_filenames": [],
2752
  "shared_directories": [
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2775
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2791
  "left_pr_number": 33686,
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  "concentration_similarity": 1.0,
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  "concentration_similarity": 0.507,
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3693
  "left_pr_number": 45056,
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  "breadth_similarity": 0.875,
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  "concentration_similarity": 0.724,
@@ -4098,6 +4079,51 @@
4098
  ]
4099
  }
4100
  ]
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4101
  }
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  ]
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  }
 
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  ]
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  },
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  "left_pr_number": 44189,
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  "concentration_similarity": 1.0,
 
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  {
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  ]
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  },
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  "shared_filenames": [
 
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  "left_pr_number": 44123,
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897
  {
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946
  "left_pr_number": 45294,
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  {
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1042
  {
1043
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+ "similarity": 0.399,
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1108
  "left_pr_number": 45202,
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  "right_pr_number": 45716,
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+ "content_similarity": 0.306,
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  "breadth_similarity": 0.583,
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  "concentration_similarity": 0.8,
 
1484
  {
1485
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+ "similarity": 0.475,
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  "breadth_similarity": 1.0,
 
1516
  {
1517
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1518
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1519
+ "similarity": 0.371,
1520
  "content_similarity": 0.328,
1521
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1522
  "breadth_similarity": 0.75,
 
1563
  }
1564
  ]
1565
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1566
  {
1567
  "cluster_id": "pr-scope-41992-4",
1568
  "pr_numbers": [
 
1631
  {
1632
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+ "similarity": 0.514,
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  "content_similarity": 0.473,
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  "size_similarity": 0.565,
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  "breadth_similarity": 0.546,
 
1795
  }
1796
  ]
1797
  },
1798
+ {
1799
+ "cluster_id": "pr-scope-44974-4",
1800
+ "pr_numbers": [
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1804
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+ ],
1806
+ "representative_pr_number": 45635,
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+ "average_similarity": 0.421,
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+ "summary": "4 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `tests/utils/test_core_model_loading.py`; representative PR #45635.",
1809
+ "shared_filenames": [
1810
+ "src/transformers/core_model_loading.py",
1811
+ "tests/utils/test_core_model_loading.py"
1812
+ ],
1813
+ "shared_directories": [
1814
+ "src/transformers",
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+ "src",
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+ "tests/utils",
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+ "tests"
1818
+ ],
1819
+ "pairwise": [
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+ {
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+ "left_pr_number": 44974,
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+ "right_pr_number": 45635,
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+ "content_similarity": 0.726,
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+ "size_similarity": 0.59,
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+ "breadth_similarity": 0.8,
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+ "concentration_similarity": 0.929,
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+ "shared_filenames": [
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+ "src/transformers/core_model_loading.py",
1830
+ "tests/utils/test_core_model_loading.py"
1831
+ ],
1832
+ "shared_directories": [
1833
+ "src/transformers",
1834
+ "tests/utils",
1835
+ "src",
1836
+ "tests"
1837
+ ]
1838
+ },
1839
+ {
1840
+ "left_pr_number": 45635,
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+ "right_pr_number": 45794,
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+ "size_similarity": 0.02,
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+ "breadth_similarity": 0.333,
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+ "concentration_similarity": 0.814,
1847
+ "shared_filenames": [
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+ "src/transformers/core_model_loading.py"
1849
+ ],
1850
+ "shared_directories": [
1851
+ "src/transformers",
1852
+ "src"
1853
+ ]
1854
+ },
1855
+ {
1856
+ "left_pr_number": 45756,
1857
+ "right_pr_number": 45794,
1858
+ "similarity": 0.411,
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+ "content_similarity": 0.301,
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+ "size_similarity": 0.333,
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+ "breadth_similarity": 1.0,
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+ "concentration_similarity": 1.0,
1863
+ "shared_filenames": [
1864
+ "src/transformers/core_model_loading.py"
1865
+ ],
1866
+ "shared_directories": [
1867
+ "src/transformers",
1868
+ "src"
1869
+ ]
1870
+ },
1871
+ {
1872
+ "left_pr_number": 44974,
1873
+ "right_pr_number": 45794,
1874
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1875
+ "content_similarity": 0.377,
1876
+ "size_similarity": 0.012,
1877
+ "breadth_similarity": 0.267,
1878
+ "concentration_similarity": 0.743,
1879
+ "shared_filenames": [
1880
+ "src/transformers/core_model_loading.py"
1881
+ ],
1882
+ "shared_directories": [
1883
+ "src/transformers",
1884
+ "src"
1885
+ ]
1886
+ },
1887
+ {
1888
+ "left_pr_number": 44974,
1889
+ "right_pr_number": 45756,
1890
+ "similarity": 0.316,
1891
+ "content_similarity": 0.359,
1892
+ "size_similarity": 0.004,
1893
+ "breadth_similarity": 0.267,
1894
+ "concentration_similarity": 0.743,
1895
+ "shared_filenames": [
1896
+ "src/transformers/core_model_loading.py"
1897
+ ],
1898
+ "shared_directories": [
1899
+ "src/transformers",
1900
+ "src"
1901
+ ]
1902
+ },
1903
+ {
1904
+ "left_pr_number": 45635,
1905
+ "right_pr_number": 45756,
1906
+ "similarity": 0.286,
1907
+ "content_similarity": 0.301,
1908
+ "size_similarity": 0.007,
1909
+ "breadth_similarity": 0.333,
1910
+ "concentration_similarity": 0.814,
1911
+ "shared_filenames": [
1912
+ "src/transformers/core_model_loading.py"
1913
+ ],
1914
+ "shared_directories": [
1915
+ "src/transformers",
1916
+ "src"
1917
+ ]
1918
+ }
1919
+ ]
1920
+ },
1921
  {
1922
  "cluster_id": "pr-scope-44066-3",
1923
  "pr_numbers": [
 
2082
  45422
2083
  ],
2084
  "representative_pr_number": 41606,
2085
+ "average_similarity": 0.559,
2086
  "summary": "3 open PRs share weighted file overlap around `tests/test_processing_common.py`, `src/transformers/processing_utils.py`; representative PR #41606.",
2087
  "shared_filenames": [
2088
  "tests/test_processing_common.py",
 
2365
  {
2366
  "left_pr_number": 45293,
2367
  "right_pr_number": 45681,
2368
+ "similarity": 0.507,
2369
  "content_similarity": 0.407,
2370
  "size_similarity": 0.513,
2371
  "breadth_similarity": 1.0,
 
2413
  44872
2414
  ],
2415
  "representative_pr_number": 34667,
2416
+ "average_similarity": 0.464,
2417
  "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #34667.",
2418
  "shared_filenames": [
2419
  "src/transformers/generation/utils.py"
 
2584
  {
2585
  "left_pr_number": 44385,
2586
  "right_pr_number": 44615,
2587
+ "similarity": 0.413,
2588
  "content_similarity": 0.343,
2589
  "size_similarity": 0.371,
2590
  "breadth_similarity": 0.667,
 
2674
  {
2675
  "left_pr_number": 44664,
2676
  "right_pr_number": 45513,
2677
+ "similarity": 0.367,
2678
  "content_similarity": 0.163,
2679
  "size_similarity": 0.854,
2680
  "breadth_similarity": 0.95,
 
2727
  44550
2728
  ],
2729
  "representative_pr_number": 44550,
2730
+ "average_similarity": 0.372,
2731
  "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
2732
  "shared_filenames": [],
2733
  "shared_directories": [
 
2756
  {
2757
  "left_pr_number": 44407,
2758
  "right_pr_number": 44550,
2759
+ "similarity": 0.367,
2760
+ "content_similarity": 0.105,
2761
  "size_similarity": 0.957,
2762
  "breadth_similarity": 1.0,
2763
  "concentration_similarity": 1.0,
 
2772
  "left_pr_number": 33686,
2773
  "right_pr_number": 44407,
2774
  "similarity": 0.355,
2775
+ "content_similarity": 0.087,
2776
  "size_similarity": 0.957,
2777
  "breadth_similarity": 1.0,
2778
  "concentration_similarity": 1.0,
 
3285
  "left_pr_number": 43020,
3286
  "right_pr_number": 45144,
3287
  "similarity": 0.712,
3288
+ "content_similarity": 0.715,
3289
  "size_similarity": 0.694,
3290
  "breadth_similarity": 0.607,
3291
  "concentration_similarity": 0.937,
 
3487
  "left_pr_number": 44101,
3488
  "right_pr_number": 44116,
3489
  "similarity": 0.553,
3490
+ "content_similarity": 0.615,
3491
  "size_similarity": 0.319,
3492
  "breadth_similarity": 0.5,
3493
  "concentration_similarity": 0.507,
 
3674
  "left_pr_number": 45056,
3675
  "right_pr_number": 45128,
3676
  "similarity": 0.502,
3677
+ "content_similarity": 0.398,
3678
  "size_similarity": 0.669,
3679
  "breadth_similarity": 0.875,
3680
  "concentration_similarity": 0.724,
 
4079
  ]
4080
  }
4081
  ]
4082
+ },
4083
+ {
4084
+ "cluster_id": "pr-scope-45097-2",
4085
+ "pr_numbers": [
4086
+ 45097,
4087
+ 45661
4088
+ ],
4089
+ "representative_pr_number": 45097,
4090
+ "average_similarity": 0.352,
4091
+ "summary": "2 open PRs share weighted file overlap around `tests/utils/test_core_model_loading.py`, `src/transformers/core_model_loading.py`, `src/transformers/conversion_mapping.py`; representative PR #45097.",
4092
+ "shared_filenames": [
4093
+ "tests/utils/test_core_model_loading.py",
4094
+ "src/transformers/core_model_loading.py",
4095
+ "src/transformers/conversion_mapping.py"
4096
+ ],
4097
+ "shared_directories": [
4098
+ "tests/utils",
4099
+ "tests/models",
4100
+ "src/transformers",
4101
+ "tests",
4102
+ "src"
4103
+ ],
4104
+ "pairwise": [
4105
+ {
4106
+ "left_pr_number": 45097,
4107
+ "right_pr_number": 45661,
4108
+ "similarity": 0.352,
4109
+ "content_similarity": 0.226,
4110
+ "size_similarity": 0.797,
4111
+ "breadth_similarity": 0.378,
4112
+ "concentration_similarity": 0.726,
4113
+ "shared_filenames": [
4114
+ "src/transformers/conversion_mapping.py",
4115
+ "src/transformers/core_model_loading.py",
4116
+ "tests/utils/test_core_model_loading.py"
4117
+ ],
4118
+ "shared_directories": [
4119
+ "src/transformers",
4120
+ "tests/models",
4121
+ "tests/utils",
4122
+ "src",
4123
+ "tests"
4124
+ ]
4125
+ }
4126
+ ]
4127
  }
4128
  ]
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