evalstate HF Staff commited on
Commit
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1 Parent(s): 5dbe03c

Refresh transformers dataset snapshot 20260505T180037Z

Browse files
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  Notes:
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+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASindhuRaghuram97",
22881
+ "repo_first_seen_at": "2026-05-05T14:47:02Z",
22882
+ "repo_last_seen_at": "2026-05-05T14:47:02Z",
22883
+ "repo_primary_artifact_count": 1,
22884
+ "repo_artifact_count": 1,
22885
+ "snapshot_issue_count": 0,
22886
+ "snapshot_pr_count": 1,
22887
+ "snapshot_comment_count": 0,
22888
+ "snapshot_review_count": 0,
22889
+ "snapshot_review_comment_count": 0,
22890
+ "repo_association": "CONTRIBUTOR",
22891
+ "new_to_repo": true,
22892
+ "first_seen_in_snapshot": true,
22893
+ "known_via_prior_merged_pr": false,
22894
+ "report_reason": "first_seen_in_snapshot",
22895
+ "enrichment_source": "live",
22896
+ "live_refetch_skipped": false,
22897
+ "account_age_days": 1319,
22898
+ "young_account": false,
22899
+ "follow_through_score": "strong",
22900
+ "breadth_score": "low",
22901
+ "automation_risk_signal": "low",
22902
+ "heuristic_note": "no visible non-self stars; targets high-star repos",
22903
+ "public_orgs": [],
22904
+ "activity": {
22905
+ "visible_authored_pr_count": 1,
22906
+ "merged_pr_count": 1,
22907
+ "closed_unmerged_pr_count": 0,
22908
+ "open_pr_count": 0,
22909
+ "merged_pr_rate": 1.0,
22910
+ "closed_unmerged_pr_rate": 0.0,
22911
+ "still_open_pr_rate": 0.0,
22912
+ "distinct_repos_with_authored_prs": 1,
22913
+ "distinct_repos_with_open_prs": 0
22914
+ },
22915
+ "examples": {
22916
+ "pull_requests": [
22917
+ {
22918
+ "kind": "pull_request",
22919
+ "number": 45788,
22920
+ "title": "First model",
22921
+ "url": "https://github.com/huggingface/transformers/pull/45788",
22922
+ "state": "closed",
22923
+ "merged": true,
22924
+ "draft": false,
22925
+ "created_at": "2026-05-05T14:47:02Z"
22926
+ }
22927
+ ],
22928
+ "issues": []
22929
+ },
22930
+ "fetch_error": null
22931
+ },
22932
  {
22933
  "author_login": "songyuc",
22934
  "name": "Song Yucheng",
new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260505T120036Z`
4
- - Generated: `2026-05-05T12:01:50Z`
5
  - Activity window: `60d`
6
- - Contributors: `359`
7
 
8
  ## Summary
9
 
@@ -11,14 +11,14 @@
11
  | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
12
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 85 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
13
  | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 85 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
14
- | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 75 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
15
  | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 72 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
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` | 38 | 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 |
23
  | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 29 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
24
  | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-10-03T15:26:01Z` | 26 | 0 | strong | low | low | targets high-star repos |
@@ -49,6 +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
  | `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 |
53
  | `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 |
54
  | `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 |
@@ -64,7 +65,6 @@
64
  | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 4 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
65
  | `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 3 | 3 | strong | moderate | low | high recent PR volume |
66
  | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 3 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
67
- | `CharlieKerfoot` | [profile](https://github.com/CharlieKerfoot) | no | FIRST_TIME_CONTRIBUTOR | 1583d | `2026-05-03T18:22:43Z` | 3 | 0 | weak | moderate | low | high recent PR volume; targets high-star repos |
68
  | `Cursx` | [profile](https://github.com/Cursx) | no | NONE | 3073d | `2026-03-31T01:44:52Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
69
  | `jnMetaCode` | [profile](https://github.com/jnMetaCode) | no | CONTRIBUTOR | 4011d | `2026-03-08T09:21:22Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; targets high-star repos |
70
  | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3380d | `2026-03-09T09:03:10Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -111,7 +111,6 @@
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 |
112
  | `kmbhattt-aws` | [profile](https://github.com/kmbhattt-aws) | no | FIRST_TIME_CONTRIBUTOR | 37d | `2026-03-11T01:01:18Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
113
  | `knQzx` | [profile](https://github.com/knQzx) | no | FIRST_TIME_CONTRIBUTOR | 1956d | `2026-03-28T16:37:49Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
114
- | `kushalkkb` | [profile](https://github.com/kushalkkb) | no | NONE | 1041d | `2026-03-06T17:24:10Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
115
  | `louzongzhi` | [profile](https://github.com/louzongzhi) | no | CONTRIBUTOR | 1325d | `2026-04-14T05:14:08Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
116
  | `matdou` | [profile](https://github.com/matdou) | no | FIRST_TIME_CONTRIBUTOR | 1502d | `2026-03-26T23:00:35Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
117
  | `maxsloef-goodfire` | [profile](https://github.com/maxsloef-goodfire) | no | CONTRIBUTOR | 315d | `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 |
@@ -122,6 +121,7 @@
122
  | `osman-akkawi` | [profile](https://github.com/osman-akkawi) | no | NONE | 825d | `2026-03-27T17:04:14Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
123
  | `philippguevorguian` | [profile](https://github.com/philippguevorguian) | no | NONE | 1996d | `2025-10-10T14:52:07Z` | 2 | 0 | mixed | low | low | — |
124
  | `r266-tech` | [profile](https://github.com/r266-tech) | no | CONTRIBUTOR | 206d | `2026-03-22T17:28:57Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 
125
  | `saiganesh47` | [profile](https://github.com/saiganesh47) | no | NONE | 633d | `2026-04-22T15:13:44Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
126
  | `saslifat-gif` | [profile](https://github.com/saslifat-gif) | no | CONTRIBUTOR | 229d | `2026-04-02T14:08:15Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
127
  | `sdharani91` | [profile](https://github.com/sdharani91) | no | FIRST_TIME_CONTRIBUTOR | 3365d | `2026-03-18T05:45:40Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -151,7 +151,7 @@
151
  | `vasanthrpjan1-boop` | [profile](https://github.com/vasanthrpjan1-boop) | no | CONTRIBUTOR | 254d | `2026-02-08T14:25:35Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
152
  | `zvik` | [profile](https://github.com/zvik) | no | FIRST_TIME_CONTRIBUTOR | 4383d | `2026-03-03T07:50:39Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
153
  | `nurpax` | [profile](https://github.com/nurpax) | no | CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 1 | 3 | weak | low | low | high open PR share; targets high-star repos |
154
- | `artem-spector` | [profile](https://github.com/artem-spector) | no | FIRST_TIME_CONTRIBUTOR | 4093d | `2026-04-13T13:31:01Z` | 1 | 2 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
155
  | `baonudesifeizhai` | [profile](https://github.com/baonudesifeizhai) | no | FIRST_TIME_CONTRIBUTOR | 1781d | `2026-02-10T01:32:32Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
156
  | `bigshanedogg` | [profile](https://github.com/bigshanedogg) | no | FIRST_TIME_CONTRIBUTOR | 3673d | `2026-03-23T19:34:30Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
157
  | `ghost` | [profile](https://github.com/ghost) | no | NONE | 6553d | `2024-05-09T10:45:25Z` | 1 | 2 | weak | low | low | high open PR share; no visible non-self stars |
@@ -211,6 +211,7 @@
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
  | `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 |
@@ -237,7 +238,7 @@
237
  | `ddreeselogs` | [profile](https://github.com/ddreeselogs) | no | FIRST_TIMER | 42d | `2026-04-20T23:59:40Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
238
  | `Defalt-Meh` | [profile](https://github.com/Defalt-Meh) | no | FIRST_TIME_CONTRIBUTOR | 662d | `2026-03-15T23:26:31Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
239
  | `Desel72` | [profile](https://github.com/Desel72) | no | NONE | 4470d | `2026-03-11T13:03:19Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
240
- | `Dhruv908615` | [profile](https://github.com/Dhruv908615) | no | FIRST_TIME_CONTRIBUTOR | 300d | `2026-05-03T06:02:43Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
241
  | `Dippp10` | [profile](https://github.com/Dippp10) | no | FIRST_TIME_CONTRIBUTOR | ?d | `2026-04-11T14:17:32Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
242
  | `divyanks` | [profile](https://github.com/divyanks) | no | NONE | 4327d | `2026-03-17T16:51:46Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
243
  | `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3526d | `2026-04-02T19:05:35Z` | 1 | 0 | mixed | low | low | targets high-star repos |
@@ -248,7 +249,6 @@
248
  | `evalstate` | [profile](https://github.com/evalstate) | no | MEMBER | 5042d | `2026-04-23T11:41:51Z` | 1 | 0 | n/a | low | low | — |
249
  | `Exile333` | [profile](https://github.com/Exile333) | no | FIRST_TIME_CONTRIBUTOR | 3582d | `2026-04-30T16:23:49Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
250
  | `fm1320` | [profile](https://github.com/fm1320) | no | FIRST_TIME_CONTRIBUTOR | 2016d | `2026-05-02T02:04:46Z` | 1 | 0 | strong | high | low | high recent PR volume; broad repo spread |
251
- | `frogNotToad` | [profile](https://github.com/frogNotToad) | no | CONTRIBUTOR | 588d | `2026-03-06T16:58:14Z` | 1 | 0 | mixed | low | low | — |
252
  | `gagandhakrey` | [profile](https://github.com/gagandhakrey) | no | NONE | 2285d | `2026-04-05T03:45:23Z` | 1 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
253
  | `garybadwal` | [profile](https://github.com/garybadwal) | no | FIRST_TIME_CONTRIBUTOR | 1178d | `2026-04-21T04:38:14Z` | 1 | 0 | weak | low | low | targets high-star repos |
254
  | `gaurav0107` | [profile](https://github.com/gaurav0107) | no | CONTRIBUTOR | 3970d | `2026-04-23T19:12:43Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -284,7 +284,7 @@
284
  | `kamalrajkannan78` | [profile](https://github.com/kamalrajkannan78) | no | CONTRIBUTOR | 814d | `2026-04-07T05:24:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume; no visible non-self stars |
285
  | `Ker102` | [profile](https://github.com/Ker102) | no | NONE | 211d | `2026-03-13T13:13:58Z` | 1 | 0 | mixed | moderate | low | young account; high recent PR volume |
286
  | `kevinmalana` | [profile](https://github.com/kevinmalana) | no | NONE | 2248d | `2026-04-16T10:03:07Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
287
- | `kuishou68` | [profile](https://github.com/kuishou68) | no | FIRST_TIME_CONTRIBUTOR | 2457d | `2026-05-05T02:27:41Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
288
  | `kulkarni-rohan` | [profile](https://github.com/kulkarni-rohan) | no | FIRST_TIME_CONTRIBUTOR | 3161d | `2026-03-14T20:01:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
289
  | `layla1824` | [profile](https://github.com/layla1824) | no | FIRST_TIMER | 2241d | `2026-03-26T16:48:53Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
290
  | `lgeiger` | [profile](https://github.com/lgeiger) | no | CONTRIBUTOR | 3947d | `2026-04-30T12:35:42Z` | 1 | 0 | mixed | moderate | low | — |
@@ -298,6 +298,7 @@
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
  | `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 | — |
@@ -318,16 +319,16 @@
318
  | `PHclaw` | [profile](https://github.com/PHclaw) | no | NONE | 26d | `2026-04-29T02:08:23Z` | 1 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
319
  | `pnehete23` | [profile](https://github.com/pnehete23) | no | NONE | 867d | `2026-03-26T08:52:10Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
320
  | `popotest` | [profile](https://github.com/popotest) | no | NONE | 78d | `2026-03-26T15:33:19Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
321
- | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | FIRST_TIME_CONTRIBUTOR | 1556d | `2026-03-07T22:12:58Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
322
  | `prakhar-agarwal` | [profile](https://github.com/prakhar-agarwal) | no | FIRST_TIME_CONTRIBUTOR | 4776d | `2026-03-22T05:20:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
323
  | `pramilajangid` | [profile](https://github.com/pramilajangid) | no | NONE | 3043d | `2026-03-24T09:57:20Z` | 1 | 0 | mixed | moderate | low | — |
324
  | `pranay-3108` | [profile](https://github.com/pranay-3108) | no | NONE | 350d | `2026-03-11T05:13:57Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
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
  | `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 |
329
- | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 1 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
330
- | `RobTand` | [profile](https://github.com/RobTand) | no | FIRST_TIME_CONTRIBUTOR | 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 |
332
  | `rsmed31` | [profile](https://github.com/rsmed31) | no | NONE | 1321d | `2026-03-14T23:57:14Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
333
  | `ruben-aghayan` | [profile](https://github.com/ruben-aghayan) | no | FIRST_TIME_CONTRIBUTOR | 3216d | `2026-04-13T03:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -343,8 +344,9 @@
343
  | `shaealh` | [profile](https://github.com/shaealh) | no | FIRST_TIME_CONTRIBUTOR | 70d | `2026-03-13T05:05:01Z` | 1 | 0 | mixed | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
344
  | `shhKnight30` | [profile](https://github.com/shhKnight30) | no | CONTRIBUTOR | 931d | `2026-04-04T10:29:57Z` | 1 | 0 | strong | low | low | targets high-star repos |
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) | yes | 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) | yes | NONE | 545d | `2026-05-05T09:01:04Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
 
348
  | `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 |
349
  | `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 |
350
  | `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 |
@@ -426,12 +428,12 @@ Example artifacts:
426
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
427
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
428
  - repo first seen: `2025-03-31T13:54:54Z`
429
- - repo last seen: `2026-05-04T13:35:35Z`
430
  - first seen in snapshot: **no**
431
  - repo association: **MEMBER**
432
- - repo primary artifacts: **75**
433
- - snapshot authored PRs/issues: **75 PRs / 0 issues**
434
- - snapshot discussion activity: **106 comments / 189 reviews / 142 review comments**
435
  - account age: **4938 days**
436
  - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
437
  - public orgs: none visible
@@ -439,9 +441,9 @@ Example artifacts:
439
  - heuristic read: **high recent PR volume; targets high-star repos**
440
 
441
  Example artifacts:
 
 
442
  - [PR #45677: No serving in quality docker image](https://github.com/huggingface/transformers/pull/45677) — closed, merged
443
- - [PR #45633: CircleCI with torch 2.11](https://github.com/huggingface/transformers/pull/45633) — closed, merged
444
- - [PR #45629: Allow more artifacts to be download in CI](https://github.com/huggingface/transformers/pull/45629) — closed, merged
445
 
446
  ### `zucchini-nlp`
447
 
@@ -449,12 +451,12 @@ Example artifacts:
449
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
450
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
451
  - repo first seen: `2024-09-26T09:23:39Z`
452
- - repo last seen: `2026-05-05T11:49:30Z`
453
  - first seen in snapshot: **no**
454
  - repo association: **MEMBER**
455
  - repo primary artifacts: **72**
456
  - snapshot authored PRs/issues: **72 PRs / 0 issues**
457
- - snapshot discussion activity: **499 comments / 731 reviews / 1754 review comments**
458
  - account age: **1508 days**
459
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
460
  - public orgs: `huggingface`, `deeppavlov`
@@ -548,12 +550,12 @@ Example artifacts:
548
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
549
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
550
  - repo first seen: `2025-01-06T17:52:26Z`
551
- - repo last seen: `2026-04-30T23:09:05Z`
552
  - first seen in snapshot: **no**
553
  - repo association: **MEMBER**
554
  - repo primary artifacts: **43**
555
  - snapshot authored PRs/issues: **42 PRs / 1 issues**
556
- - snapshot discussion activity: **26 comments / 118 reviews / 198 review comments**
557
  - account age: **2296 days**
558
  - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
559
  - public orgs: `huggingface`
@@ -572,12 +574,12 @@ Example artifacts:
572
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
573
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
574
  - repo first seen: `2025-08-26T12:13:50Z`
575
- - repo last seen: `2026-05-04T18:58:38Z`
576
  - first seen in snapshot: **no**
577
  - repo association: **MEMBER**
578
  - repo primary artifacts: **43**
579
  - snapshot authored PRs/issues: **42 PRs / 1 issues**
580
- - snapshot discussion activity: **503 comments / 855 reviews / 3637 review comments**
581
  - account age: **1991 days**
582
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
583
  - public orgs: none visible
@@ -596,12 +598,12 @@ Example artifacts:
596
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
597
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
598
  - repo first seen: `2023-02-27T14:00:41Z`
599
- - repo last seen: `2026-05-01T13:37:21Z`
600
  - first seen in snapshot: **no**
601
  - repo association: **MEMBER**
602
- - repo primary artifacts: **38**
603
- - snapshot authored PRs/issues: **38 PRs / 0 issues**
604
- - snapshot discussion activity: **576 comments / 214 reviews / 121 review comments**
605
  - account age: **3961 days**
606
  - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
607
  - public orgs: `huggingface`
@@ -609,9 +611,9 @@ Example artifacts:
609
  - heuristic read: **targets high-star repos**
610
 
611
  Example artifacts:
 
612
  - [PR #45723: 🚨 Get rid of most Apex references](https://github.com/huggingface/transformers/pull/45723) — closed, merged
613
  - [PR #45411: Fix the response schema for the gemma4 converter](https://github.com/huggingface/transformers/pull/45411) — closed, merged
614
- - [PR #45315: Fix softmaxing router logits](https://github.com/huggingface/transformers/pull/45315) — closed
615
 
616
  ### `harshaljanjani`
617
 
@@ -812,12 +814,12 @@ Example artifacts:
812
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
813
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
814
  - repo first seen: `2025-07-04T08:41:29Z`
815
- - repo last seen: `2026-05-05T11:05:47Z`
816
  - first seen in snapshot: **no**
817
  - repo association: **MEMBER**
818
  - repo primary artifacts: **20**
819
  - snapshot authored PRs/issues: **17 PRs / 3 issues**
820
- - snapshot discussion activity: **54 comments / 200 reviews / 176 review comments**
821
  - account age: **2354 days**
822
  - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
823
  - public orgs: `huggingface`, `Chouafa`
@@ -887,12 +889,12 @@ Example artifacts:
887
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqgallouedec)
888
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqgallouedec)
889
  - repo first seen: `2024-12-13T13:39:10Z`
890
- - repo last seen: `2026-04-28T17:32:03Z`
891
  - first seen in snapshot: **no**
892
  - repo association: **MEMBER**
893
  - repo primary artifacts: **28**
894
  - snapshot authored PRs/issues: **15 PRs / 13 issues**
895
- - snapshot discussion activity: **33 comments / 46 reviews / 44 review comments**
896
  - account age: **2692 days**
897
  - recent public PR activity: **128 PRs** (102 merged / 5 closed-unmerged / 21 open; merged rate **80%**, closed-unmerged rate **4%**, open rate **16%**)
898
  - public orgs: `huggingface`
@@ -1051,12 +1053,12 @@ Example artifacts:
1051
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acasinca)
1052
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acasinca)
1053
  - repo first seen: `2025-12-10T12:31:18Z`
1054
- - repo last seen: `2026-05-05T10:29:16Z`
1055
  - first seen in snapshot: **no**
1056
  - repo association: **CONTRIBUTOR**
1057
  - repo primary artifacts: **10**
1058
  - snapshot authored PRs/issues: **8 PRs / 2 issues**
1059
- - snapshot discussion activity: **18 comments / 30 reviews / 30 review comments**
1060
  - account age: **2626 days**
1061
  - recent public PR activity: **22 PRs** (17 merged / 1 closed-unmerged / 4 open; merged rate **77%**, closed-unmerged rate **5%**, open rate **18%**)
1062
  - public orgs: none visible
@@ -1112,7 +1114,7 @@ Example artifacts:
1112
  - heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
1113
 
1114
  Example artifacts:
1115
- - [PR #45780: fix: per-instance cache in compile_compatible_method_lru_cache to prevent memory leak](https://github.com/huggingface/transformers/pull/45780) — open
1116
  - [PR #45771: perf(qwen3_vl): replace Conv3d with F.linear in patch embed forward](https://github.com/huggingface/transformers/pull/45771) — closed
1117
  - [PR #45222: fix(gemma3, gemma4): default token_type_ids to zeros for text-only training](https://github.com/huggingface/transformers/pull/45222) — closed
1118
 
@@ -1325,6 +1327,29 @@ Example artifacts:
1325
  - [PR #45503: .4021378118068288:aafb9167aaa6b321205f754209b0cbcb_69e2f25642c82e665fe0407f.69e2f43542c82e665fe04083.69e2f435d18af355a624eac1:Trae CN.T(2026/4/18 11:02:13)](https://github.com/huggingface/transformers/pull/45503) — closed
1326
  - [PR #45502: .4021378118068288:4da7ed27ccaa5f974fe4a552e2b67bb6_69e2eea842c82e665fe04002.69e2eec142c82e665fe04006.69e2eec18b8bd167e2faa241:Trae CN.T(2026/4/18 10:38:57)](https://github.com/huggingface/transformers/pull/45502) — closed
1327
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1328
  ### `juliendenize`
1329
 
1330
  - profile: [github.com/juliendenize](https://github.com/juliendenize)
@@ -1475,12 +1500,12 @@ Example artifacts:
1475
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
1476
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
1477
  - repo first seen: `2024-10-17T11:56:32Z`
1478
- - repo last seen: `2026-04-28T11:23:26Z`
1479
  - first seen in snapshot: **no**
1480
  - repo association: **MEMBER**
1481
  - repo primary artifacts: **4**
1482
  - snapshot authored PRs/issues: **4 PRs / 0 issues**
1483
- - snapshot discussion activity: **18 comments / 6 reviews / 6 review comments**
1484
  - account age: **4501 days**
1485
  - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
1486
  - public orgs: `huggingface`
@@ -1681,29 +1706,6 @@ Example artifacts:
1681
  - [PR #45180: 🔒 Pin GitHub Actions to commit SHAs](https://github.com/huggingface/transformers/pull/45180) — closed, merged
1682
  - [Issue #45182: 🔒 Track: Pin GitHub Actions to commit SHAs](https://github.com/huggingface/transformers/issues/45182) — closed
1683
 
1684
- ### `CharlieKerfoot`
1685
-
1686
- - profile: [github.com/CharlieKerfoot](https://github.com/CharlieKerfoot)
1687
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACharlieKerfoot)
1688
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACharlieKerfoot)
1689
- - repo first seen: `2026-05-03T18:22:43Z`
1690
- - repo last seen: `2026-05-03T18:36:20Z`
1691
- - first seen in snapshot: **no**
1692
- - repo association: **FIRST_TIME_CONTRIBUTOR**
1693
- - repo primary artifacts: **3**
1694
- - snapshot authored PRs/issues: **3 PRs / 0 issues**
1695
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
1696
- - account age: **1583 days**
1697
- - recent public PR activity: **37 PRs** (12 merged / 13 closed-unmerged / 12 open; merged rate **32%**, closed-unmerged rate **35%**, open rate **32%**)
1698
- - public orgs: none visible
1699
- - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
1700
- - heuristic read: **high recent PR volume; targets high-star repos**
1701
-
1702
- Example artifacts:
1703
- - [PR #45757: fix: align attention_mask padding with appended eos token in clvp](https://github.com/huggingface/transformers/pull/45757) — open
1704
- - [PR #45756: fix attribute access in PermuteForRope._apply](https://github.com/huggingface/transformers/pull/45756) — open
1705
- - [PR #45755: fix: return correct forward output in AriaTextForCausalLM](https://github.com/huggingface/transformers/pull/45755) — open
1706
-
1707
  ### `Cursx`
1708
 
1709
  - profile: [github.com/Cursx](https://github.com/Cursx)
@@ -2750,28 +2752,6 @@ Example artifacts:
2750
  - [PR #45088: fix audio encoder output length formula in qwen3_omni_moe](https://github.com/huggingface/transformers/pull/45088) — closed
2751
  - [PR #45086: fix AttributeError in _patch_mistral_regex](https://github.com/huggingface/transformers/pull/45086) — open
2752
 
2753
- ### `kushalkkb`
2754
-
2755
- - profile: [github.com/kushalkkb](https://github.com/kushalkkb)
2756
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akushalkkb)
2757
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akushalkkb)
2758
- - repo first seen: `2026-03-06T17:24:10Z`
2759
- - repo last seen: `2026-03-06T17:47:37Z`
2760
- - first seen in snapshot: **no**
2761
- - repo association: **NONE**
2762
- - repo primary artifacts: **2**
2763
- - snapshot authored PRs/issues: **2 PRs / 0 issues**
2764
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
2765
- - account age: **1041 days**
2766
- - recent public PR activity: **3 PRs** (1 merged / 2 closed-unmerged / 0 open; merged rate **33%**, closed-unmerged rate **67%**, open rate **0%**)
2767
- - public orgs: none visible
2768
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
2769
- - heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
2770
-
2771
- Example artifacts:
2772
- - [PR #44505: Improve error handling in load_vocab for invalid vocabulary path](https://github.com/huggingface/transformers/pull/44505) — closed
2773
- - [PR #44504: Improve error handling in load_vocab for invalid vocabulary path](https://github.com/huggingface/transformers/pull/44504) — closed
2774
-
2775
  ### `louzongzhi`
2776
 
2777
  - profile: [github.com/louzongzhi](https://github.com/louzongzhi)
@@ -2992,6 +2972,28 @@ Example artifacts:
2992
  - [PR #44932: Fix: Pass scheduler_specific_kwargs to inverse_sqrt scheduler](https://github.com/huggingface/transformers/pull/44932) — closed
2993
  - [PR #44931: fix(camembert): add tie_word_embeddings=True to CamembertConfig](https://github.com/huggingface/transformers/pull/44931) — closed, merged
2994
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2995
  ### `saiganesh47`
2996
 
2997
  - profile: [github.com/saiganesh47](https://github.com/saiganesh47)
@@ -3301,7 +3303,7 @@ Example artifacts:
3301
  - heuristic read: **high open PR share; targets high-star repos**
3302
 
3303
  Example artifacts:
3304
- - [PR #45746: Fix link to modular transformers documentation](https://github.com/huggingface/transformers/pull/45746) — open
3305
  - [PR #43451: Add Molmo2](https://github.com/huggingface/transformers/pull/43451) — open
3306
  - [PR #43448: Add Molmo](https://github.com/huggingface/transformers/pull/43448) — open
3307
 
@@ -3529,7 +3531,7 @@ Example artifacts:
3529
  - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
3530
 
3531
  Example artifacts:
3532
- - [PR #45740: Fix IndexError in sdpa_mask and flex_attention_mask for 0D tensors during ONNX export](https://github.com/huggingface/transformers/pull/45740) — open
3533
  - [PR #44422: docs: add Spanish translation for conversations.md (chat basics)](https://github.com/huggingface/transformers/pull/44422) — closed, merged
3534
 
3535
  ### `nuxlear`
@@ -3650,12 +3652,12 @@ Example artifacts:
3650
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aartem-spector)
3651
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aartem-spector)
3652
  - repo first seen: `2026-04-13T13:31:01Z`
3653
- - repo last seen: `2026-05-05T11:05:06Z`
3654
  - first seen in snapshot: **no**
3655
- - repo association: **FIRST_TIME_CONTRIBUTOR**
3656
  - repo primary artifacts: **3**
3657
  - snapshot authored PRs/issues: **1 PRs / 2 issues**
3658
- - snapshot discussion activity: **12 comments / 74 reviews / 74 review comments**
3659
  - account age: **4093 days**
3660
  - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
3661
  - public orgs: none visible
@@ -3663,7 +3665,7 @@ Example artifacts:
3663
  - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
3664
 
3665
  Example artifacts:
3666
- - [PR #45597: Add Granite 4.1 Vision (granite4_vision)](https://github.com/huggingface/transformers/pull/45597) — open
3667
  - [Issue #45600: auto_mappings.py references removed Sam3LiteText configs, breaking CI](https://github.com/huggingface/transformers/issues/45600) — closed
3668
  - [Issue #45405: `MIN_PEFT_VERSION` bumped to 0.18.2 which is not yet released on PyPI](https://github.com/huggingface/transformers/issues/45405) — closed
3669
 
@@ -4956,6 +4958,27 @@ Example artifacts:
4956
  Example artifacts:
4957
  - [PR #45047: fix: restore add_special_tokens behavior for mDeBERTa tokenizer and n…](https://github.com/huggingface/transformers/pull/45047) — closed
4958
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4959
  ### `aliyevaladddin`
4960
 
4961
  - profile: [github.com/aliyevaladddin](https://github.com/aliyevaladddin)
@@ -5510,7 +5533,7 @@ Example artifacts:
5510
  - repo first seen: `2026-05-03T06:02:43Z`
5511
  - repo last seen: `2026-05-03T08:47:02Z`
5512
  - first seen in snapshot: **no**
5513
- - repo association: **FIRST_TIME_CONTRIBUTOR**
5514
  - repo primary artifacts: **1**
5515
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5516
  - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
@@ -5521,7 +5544,7 @@ Example artifacts:
5521
  - heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**
5522
 
5523
  Example artifacts:
5524
- - [PR #45749: fix: correct spelling in continuous_api docstring](https://github.com/huggingface/transformers/pull/45749) — open
5525
 
5526
  ### `Dippp10`
5527
 
@@ -5719,12 +5742,12 @@ Example artifacts:
5719
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Afm1320)
5720
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Afm1320)
5721
  - repo first seen: `2026-05-02T02:04:46Z`
5722
- - repo last seen: `2026-05-02T13:28:35Z`
5723
  - first seen in snapshot: **no**
5724
  - repo association: **FIRST_TIME_CONTRIBUTOR**
5725
  - repo primary artifacts: **1**
5726
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5727
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
5728
  - account age: **2016 days**
5729
  - recent public PR activity: **25 PRs** (18 merged / 2 closed-unmerged / 5 open; merged rate **72%**, closed-unmerged rate **8%**, open rate **20%**)
5730
  - public orgs: none visible
@@ -5734,27 +5757,6 @@ Example artifacts:
5734
  Example artifacts:
5735
  - [PR #45742: feat(llama): add has_weight parameter to LlamaRMSNorm for FlashNorm-folded checkpoints (+12.77% e2e on Llama-3.2-1B at bf16/A100)](https://github.com/huggingface/transformers/pull/45742) — open
5736
 
5737
- ### `frogNotToad`
5738
-
5739
- - profile: [github.com/frogNotToad](https://github.com/frogNotToad)
5740
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AfrogNotToad)
5741
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AfrogNotToad)
5742
- - repo first seen: `2026-03-06T16:58:14Z`
5743
- - repo last seen: `2026-03-06T16:58:14Z`
5744
- - first seen in snapshot: **no**
5745
- - repo association: **CONTRIBUTOR**
5746
- - repo primary artifacts: **1**
5747
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
5748
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
5749
- - account age: **588 days**
5750
- - recent public PR activity: **6 PRs** (5 merged / 1 closed-unmerged / 0 open; merged rate **83%**, closed-unmerged rate **17%**, open rate **0%**)
5751
- - public orgs: none visible
5752
- - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
5753
- - heuristic read: **—**
5754
-
5755
- Example artifacts:
5756
- - [PR #44501: Fixed typo in docs/source/en/kv_cache.md](https://github.com/huggingface/transformers/pull/44501) — closed, merged
5757
-
5758
  ### `gagandhakrey`
5759
 
5760
  - profile: [github.com/gagandhakrey](https://github.com/gagandhakrey)
@@ -6498,7 +6500,7 @@ Example artifacts:
6498
  - repo first seen: `2026-05-05T02:27:41Z`
6499
  - repo last seen: `2026-05-05T02:27:41Z`
6500
  - first seen in snapshot: **no**
6501
- - repo association: **FIRST_TIME_CONTRIBUTOR**
6502
  - repo primary artifacts: **1**
6503
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6504
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -6509,7 +6511,7 @@ Example artifacts:
6509
  - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
6510
 
6511
  Example artifacts:
6512
- - [PR #45778: fix(testing): use worker-specific captured_info files for pytest-xdist compatibility](https://github.com/huggingface/transformers/pull/45778) — open
6513
 
6514
  ### `kulkarni-rohan`
6515
 
@@ -6784,6 +6786,27 @@ Example artifacts:
6784
  Example artifacts:
6785
  - [PR #45439: feat: bump min safetensors version to `0.8.0-rc.0`](https://github.com/huggingface/transformers/pull/45439) — closed
6786
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6787
  ### `milesial`
6788
 
6789
  - profile: [github.com/milesial](https://github.com/milesial)
@@ -7212,7 +7235,7 @@ Example artifacts:
7212
  - repo first seen: `2026-03-07T22:12:58Z`
7213
  - repo last seen: `2026-05-02T19:06:12Z`
7214
  - first seen in snapshot: **no**
7215
- - repo association: **FIRST_TIME_CONTRIBUTOR**
7216
  - repo primary artifacts: **1**
7217
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7218
  - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
@@ -7223,7 +7246,7 @@ Example artifacts:
7223
  - heuristic read: **high open PR share; targets high-star repos**
7224
 
7225
  Example artifacts:
7226
- - [PR #45747: Fix split batch size](https://github.com/huggingface/transformers/pull/45747) — open
7227
 
7228
  ### `prakhar-agarwal`
7229
 
@@ -7351,6 +7374,27 @@ Example artifacts:
7351
  Example artifacts:
7352
  - [PR #44558: Add /v1/completions endpoint (OpenAI legacy completions API) to `transformers serve`](https://github.com/huggingface/transformers/pull/44558) — closed, merged
7353
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7354
  ### `RicardoLee510520`
7355
 
7356
  - profile: [github.com/RicardoLee510520](https://github.com/RicardoLee510520)
@@ -7372,27 +7416,6 @@ Example artifacts:
7372
  Example artifacts:
7373
  - [PR #44846: [Docs] Update DeiT model card to new format](https://github.com/huggingface/transformers/pull/44846) — closed
7374
 
7375
- ### `rigen1048`
7376
-
7377
- - profile: [github.com/rigen1048](https://github.com/rigen1048)
7378
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arigen1048)
7379
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arigen1048)
7380
- - repo first seen: `2026-04-28T15:23:48Z`
7381
- - repo last seen: `2026-05-04T21:00:13Z`
7382
- - first seen in snapshot: **no**
7383
- - repo association: **CONTRIBUTOR**
7384
- - repo primary artifacts: **1**
7385
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
7386
- - snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
7387
- - account age: **92 days**
7388
- - recent public PR activity: **5 PRs** (0 merged / 3 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **60%**, open rate **40%**)
7389
- - public orgs: none visible
7390
- - compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
7391
- - heuristic read: **young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
7392
-
7393
- Example artifacts:
7394
- - [PR #45687: fix: Added Mps support in float fallback backends list ](https://github.com/huggingface/transformers/pull/45687) — closed, merged
7395
-
7396
  ### `RobTand`
7397
 
7398
  - profile: [github.com/RobTand](https://github.com/RobTand)
@@ -7401,7 +7424,7 @@ Example artifacts:
7401
  - repo first seen: `2026-05-02T19:12:41Z`
7402
  - repo last seen: `2026-05-02T19:12:41Z`
7403
  - first seen in snapshot: **no**
7404
- - repo association: **FIRST_TIME_CONTRIBUTOR**
7405
  - repo primary artifacts: **1**
7406
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7407
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -7412,7 +7435,7 @@ Example artifacts:
7412
  - heuristic read: **many recent closed-unmerged PRs**
7413
 
7414
  Example artifacts:
7415
- - [PR #45748: Optimize Qwen3 RoPE: precompute cos/sin cache for static rope_type](https://github.com/huggingface/transformers/pull/45748) — open, draft
7416
 
7417
  ### `roycho96`
7418
 
@@ -7630,12 +7653,12 @@ Example artifacts:
7630
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASeaL773)
7631
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASeaL773)
7632
  - repo first seen: `2026-05-04T06:26:53Z`
7633
- - repo last seen: `2026-05-04T18:40:52Z`
7634
  - first seen in snapshot: **no**
7635
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7636
  - repo primary artifacts: **1**
7637
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7638
- - snapshot discussion activity: **4 comments / 1 reviews / 1 review comments**
7639
  - account age: **3075 days**
7640
  - recent public PR activity: **14 PRs** (8 merged / 4 closed-unmerged / 2 open; merged rate **57%**, closed-unmerged rate **29%**, open rate **14%**)
7641
  - public orgs: none visible
@@ -7736,7 +7759,7 @@ Example artifacts:
7736
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asilencelamb)
7737
  - repo first seen: `2026-05-05T09:41:39Z`
7738
  - repo last seen: `2026-05-05T09:41:39Z`
7739
- - first seen in snapshot: **yes**
7740
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7741
  - repo primary artifacts: **1**
7742
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -7757,7 +7780,7 @@ Example artifacts:
7757
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asimon-testaccount)
7758
  - repo first seen: `2026-05-05T09:01:04Z`
7759
  - repo last seen: `2026-05-05T09:01:36Z`
7760
- - first seen in snapshot: **yes**
7761
  - repo association: **NONE**
7762
  - repo primary artifacts: **1**
7763
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -7771,6 +7794,27 @@ Example artifacts:
7771
  Example artifacts:
7772
  - [PR #45781: ..](https://github.com/huggingface/transformers/pull/45781) — closed
7773
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7774
  ### `songyuc`
7775
 
7776
  - profile: [github.com/songyuc](https://github.com/songyuc)
 
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
 
 
11
  | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
12
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 85 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
13
  | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 85 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
14
+ | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 77 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
15
  | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 72 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
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 |
23
  | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 29 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
24
  | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-10-03T15:26:01Z` | 26 | 0 | strong | low | low | 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 | 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 |
 
65
  | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 4 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
66
  | `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 3 | 3 | strong | moderate | low | high recent PR volume |
67
  | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 3 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
 
68
  | `Cursx` | [profile](https://github.com/Cursx) | no | NONE | 3073d | `2026-03-31T01:44:52Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
69
  | `jnMetaCode` | [profile](https://github.com/jnMetaCode) | no | CONTRIBUTOR | 4011d | `2026-03-08T09:21:22Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; targets high-star repos |
70
  | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3380d | `2026-03-09T09:03:10Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 
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 |
112
  | `kmbhattt-aws` | [profile](https://github.com/kmbhattt-aws) | no | FIRST_TIME_CONTRIBUTOR | 37d | `2026-03-11T01:01:18Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
113
  | `knQzx` | [profile](https://github.com/knQzx) | no | FIRST_TIME_CONTRIBUTOR | 1956d | `2026-03-28T16:37:49Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
 
114
  | `louzongzhi` | [profile](https://github.com/louzongzhi) | no | CONTRIBUTOR | 1325d | `2026-04-14T05:14:08Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
115
  | `matdou` | [profile](https://github.com/matdou) | no | FIRST_TIME_CONTRIBUTOR | 1502d | `2026-03-26T23:00:35Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
116
  | `maxsloef-goodfire` | [profile](https://github.com/maxsloef-goodfire) | no | CONTRIBUTOR | 315d | `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 |
 
121
  | `osman-akkawi` | [profile](https://github.com/osman-akkawi) | no | NONE | 825d | `2026-03-27T17:04:14Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
122
  | `philippguevorguian` | [profile](https://github.com/philippguevorguian) | no | NONE | 1996d | `2025-10-10T14:52:07Z` | 2 | 0 | mixed | low | low | — |
123
  | `r266-tech` | [profile](https://github.com/r266-tech) | no | CONTRIBUTOR | 206d | `2026-03-22T17:28:57Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
124
+ | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 2 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
125
  | `saiganesh47` | [profile](https://github.com/saiganesh47) | no | NONE | 633d | `2026-04-22T15:13:44Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
126
  | `saslifat-gif` | [profile](https://github.com/saslifat-gif) | no | CONTRIBUTOR | 229d | `2026-04-02T14:08:15Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
127
  | `sdharani91` | [profile](https://github.com/sdharani91) | no | FIRST_TIME_CONTRIBUTOR | 3365d | `2026-03-18T05:45:40Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 
151
  | `vasanthrpjan1-boop` | [profile](https://github.com/vasanthrpjan1-boop) | no | CONTRIBUTOR | 254d | `2026-02-08T14:25:35Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
152
  | `zvik` | [profile](https://github.com/zvik) | no | FIRST_TIME_CONTRIBUTOR | 4383d | `2026-03-03T07:50:39Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
153
  | `nurpax` | [profile](https://github.com/nurpax) | no | CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 1 | 3 | weak | low | low | high open PR share; targets high-star repos |
154
+ | `artem-spector` | [profile](https://github.com/artem-spector) | no | CONTRIBUTOR | 4093d | `2026-04-13T13:31:01Z` | 1 | 2 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
155
  | `baonudesifeizhai` | [profile](https://github.com/baonudesifeizhai) | no | FIRST_TIME_CONTRIBUTOR | 1781d | `2026-02-10T01:32:32Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
156
  | `bigshanedogg` | [profile](https://github.com/bigshanedogg) | no | FIRST_TIME_CONTRIBUTOR | 3673d | `2026-03-23T19:34:30Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
157
  | `ghost` | [profile](https://github.com/ghost) | no | NONE | 6553d | `2024-05-09T10:45:25Z` | 1 | 2 | weak | low | low | high open PR share; no visible non-self stars |
 
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 |
 
238
  | `ddreeselogs` | [profile](https://github.com/ddreeselogs) | no | FIRST_TIMER | 42d | `2026-04-20T23:59:40Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
239
  | `Defalt-Meh` | [profile](https://github.com/Defalt-Meh) | no | FIRST_TIME_CONTRIBUTOR | 662d | `2026-03-15T23:26:31Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
240
  | `Desel72` | [profile](https://github.com/Desel72) | no | NONE | 4470d | `2026-03-11T13:03:19Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
241
+ | `Dhruv908615` | [profile](https://github.com/Dhruv908615) | no | NONE | 300d | `2026-05-03T06:02:43Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
242
  | `Dippp10` | [profile](https://github.com/Dippp10) | no | FIRST_TIME_CONTRIBUTOR | ?d | `2026-04-11T14:17:32Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
243
  | `divyanks` | [profile](https://github.com/divyanks) | no | NONE | 4327d | `2026-03-17T16:51:46Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
244
  | `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3526d | `2026-04-02T19:05:35Z` | 1 | 0 | mixed | low | low | targets high-star repos |
 
249
  | `evalstate` | [profile](https://github.com/evalstate) | no | MEMBER | 5042d | `2026-04-23T11:41:51Z` | 1 | 0 | n/a | low | low | — |
250
  | `Exile333` | [profile](https://github.com/Exile333) | no | FIRST_TIME_CONTRIBUTOR | 3582d | `2026-04-30T16:23:49Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
251
  | `fm1320` | [profile](https://github.com/fm1320) | no | FIRST_TIME_CONTRIBUTOR | 2016d | `2026-05-02T02:04:46Z` | 1 | 0 | strong | high | low | high recent PR volume; broad repo spread |
 
252
  | `gagandhakrey` | [profile](https://github.com/gagandhakrey) | no | NONE | 2285d | `2026-04-05T03:45:23Z` | 1 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
253
  | `garybadwal` | [profile](https://github.com/garybadwal) | no | FIRST_TIME_CONTRIBUTOR | 1178d | `2026-04-21T04:38:14Z` | 1 | 0 | weak | low | low | targets high-star repos |
254
  | `gaurav0107` | [profile](https://github.com/gaurav0107) | no | CONTRIBUTOR | 3970d | `2026-04-23T19:12:43Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 
284
  | `kamalrajkannan78` | [profile](https://github.com/kamalrajkannan78) | no | CONTRIBUTOR | 814d | `2026-04-07T05:24:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume; no visible non-self stars |
285
  | `Ker102` | [profile](https://github.com/Ker102) | no | NONE | 211d | `2026-03-13T13:13:58Z` | 1 | 0 | mixed | moderate | low | young account; high recent PR volume |
286
  | `kevinmalana` | [profile](https://github.com/kevinmalana) | no | NONE | 2248d | `2026-04-16T10:03:07Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
287
+ | `kuishou68` | [profile](https://github.com/kuishou68) | no | NONE | 2457d | `2026-05-05T02:27:41Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
288
  | `kulkarni-rohan` | [profile](https://github.com/kulkarni-rohan) | no | FIRST_TIME_CONTRIBUTOR | 3161d | `2026-03-14T20:01:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
289
  | `layla1824` | [profile](https://github.com/layla1824) | no | FIRST_TIMER | 2241d | `2026-03-26T16:48:53Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
290
  | `lgeiger` | [profile](https://github.com/lgeiger) | no | CONTRIBUTOR | 3947d | `2026-04-30T12:35:42Z` | 1 | 0 | mixed | moderate | low | — |
 
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 | — |
 
319
  | `PHclaw` | [profile](https://github.com/PHclaw) | no | NONE | 26d | `2026-04-29T02:08:23Z` | 1 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
320
  | `pnehete23` | [profile](https://github.com/pnehete23) | no | NONE | 867d | `2026-03-26T08:52:10Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
321
  | `popotest` | [profile](https://github.com/popotest) | no | NONE | 78d | `2026-03-26T15:33:19Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
322
+ | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | NONE | 1556d | `2026-03-07T22:12:58Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
323
  | `prakhar-agarwal` | [profile](https://github.com/prakhar-agarwal) | no | FIRST_TIME_CONTRIBUTOR | 4776d | `2026-03-22T05:20:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
324
  | `pramilajangid` | [profile](https://github.com/pramilajangid) | no | NONE | 3043d | `2026-03-24T09:57:20Z` | 1 | 0 | mixed | moderate | low | — |
325
  | `pranay-3108` | [profile](https://github.com/pranay-3108) | no | NONE | 350d | `2026-03-11T05:13:57Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
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 |
333
  | `rsmed31` | [profile](https://github.com/rsmed31) | no | NONE | 1321d | `2026-03-14T23:57:14Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
334
  | `ruben-aghayan` | [profile](https://github.com/ruben-aghayan) | no | FIRST_TIME_CONTRIBUTOR | 3216d | `2026-04-13T03:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
344
  | `shaealh` | [profile](https://github.com/shaealh) | no | FIRST_TIME_CONTRIBUTOR | 70d | `2026-03-13T05:05:01Z` | 1 | 0 | mixed | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
345
  | `shhKnight30` | [profile](https://github.com/shhKnight30) | no | CONTRIBUTOR | 931d | `2026-04-04T10:29:57Z` | 1 | 0 | strong | low | low | targets high-star repos |
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 |
 
428
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
429
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
430
  - repo first seen: `2025-03-31T13:54:54Z`
431
+ - repo last seen: `2026-05-05T13:50:05Z`
432
  - first seen in snapshot: **no**
433
  - repo association: **MEMBER**
434
+ - repo primary artifacts: **77**
435
+ - snapshot authored PRs/issues: **77 PRs / 0 issues**
436
+ - snapshot discussion activity: **107 comments / 189 reviews / 142 review comments**
437
  - account age: **4938 days**
438
  - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
439
  - public orgs: none visible
 
441
  - heuristic read: **high recent PR volume; targets high-star repos**
442
 
443
  Example artifacts:
444
+ - [PR #45786: Add `concurrency` to `PR CI` workflow file (`pr-ci-caller.yml`)](https://github.com/huggingface/transformers/pull/45786) — closed, merged
445
+ - [PR #45785: Fix CI: Allow more artifacts to be download in CI](https://github.com/huggingface/transformers/pull/45785) — closed, merged
446
  - [PR #45677: No serving in quality docker image](https://github.com/huggingface/transformers/pull/45677) — closed, merged
 
 
447
 
448
  ### `zucchini-nlp`
449
 
 
451
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
452
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
453
  - repo first seen: `2024-09-26T09:23:39Z`
454
+ - repo last seen: `2026-05-05T17:33:42Z`
455
  - first seen in snapshot: **no**
456
  - repo association: **MEMBER**
457
  - repo primary artifacts: **72**
458
  - snapshot authored PRs/issues: **72 PRs / 0 issues**
459
+ - snapshot discussion activity: **502 comments / 738 reviews / 1760 review comments**
460
  - account age: **1508 days**
461
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
462
  - public orgs: `huggingface`, `deeppavlov`
 
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%**)
561
  - public orgs: `huggingface`
 
574
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
575
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
576
  - repo first seen: `2025-08-26T12:13:50Z`
577
+ - repo last seen: `2026-05-05T15:47:53Z`
578
  - first seen in snapshot: **no**
579
  - repo association: **MEMBER**
580
  - repo primary artifacts: **43**
581
  - snapshot authored PRs/issues: **42 PRs / 1 issues**
582
+ - snapshot discussion activity: **508 comments / 864 reviews / 3678 review comments**
583
  - account age: **1991 days**
584
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
585
  - public orgs: none visible
 
598
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
599
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
600
  - repo first seen: `2023-02-27T14:00:41Z`
601
+ - repo last seen: `2026-05-05T15:54:35Z`
602
  - first seen in snapshot: **no**
603
  - repo association: **MEMBER**
604
+ - repo primary artifacts: **39**
605
+ - snapshot authored PRs/issues: **39 PRs / 0 issues**
606
+ - snapshot discussion activity: **588 comments / 214 reviews / 121 review comments**
607
  - account age: **3961 days**
608
  - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
609
  - public orgs: `huggingface`
 
611
  - heuristic read: **targets high-star repos**
612
 
613
  Example artifacts:
614
+ - [PR #45790: No agent PR descriptions](https://github.com/huggingface/transformers/pull/45790) — open
615
  - [PR #45723: 🚨 Get rid of most Apex references](https://github.com/huggingface/transformers/pull/45723) — closed, merged
616
  - [PR #45411: Fix the response schema for the gemma4 converter](https://github.com/huggingface/transformers/pull/45411) — closed, merged
 
617
 
618
  ### `harshaljanjani`
619
 
 
814
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
815
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
816
  - repo first seen: `2025-07-04T08:41:29Z`
817
+ - repo last seen: `2026-05-05T13:23:00Z`
818
  - first seen in snapshot: **no**
819
  - repo association: **MEMBER**
820
  - repo primary artifacts: **20**
821
  - snapshot authored PRs/issues: **17 PRs / 3 issues**
822
+ - snapshot discussion activity: **54 comments / 201 reviews / 176 review comments**
823
  - account age: **2354 days**
824
  - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
825
  - public orgs: `huggingface`, `Chouafa`
 
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`
 
1053
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acasinca)
1054
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acasinca)
1055
  - repo first seen: `2025-12-10T12:31:18Z`
1056
+ - repo last seen: `2026-05-05T16:21:02Z`
1057
  - first seen in snapshot: **no**
1058
  - repo association: **CONTRIBUTOR**
1059
  - repo primary artifacts: **10**
1060
  - snapshot authored PRs/issues: **8 PRs / 2 issues**
1061
+ - snapshot discussion activity: **18 comments / 31 reviews / 31 review comments**
1062
  - account age: **2626 days**
1063
  - recent public PR activity: **22 PRs** (17 merged / 1 closed-unmerged / 4 open; merged rate **77%**, closed-unmerged rate **5%**, open rate **18%**)
1064
  - public orgs: none visible
 
1114
  - heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
1115
 
1116
  Example artifacts:
1117
+ - [PR #45780: fix: per-instance cache in compile_compatible_method_lru_cache to prevent memory leak](https://github.com/huggingface/transformers/pull/45780) — closed
1118
  - [PR #45771: perf(qwen3_vl): replace Conv3d with F.linear in patch embed forward](https://github.com/huggingface/transformers/pull/45771) — closed
1119
  - [PR #45222: fix(gemma3, gemma4): default token_type_ids to zeros for text-only training](https://github.com/huggingface/transformers/pull/45222) — closed
1120
 
 
1327
  - [PR #45503: .4021378118068288:aafb9167aaa6b321205f754209b0cbcb_69e2f25642c82e665fe0407f.69e2f43542c82e665fe04083.69e2f435d18af355a624eac1:Trae CN.T(2026/4/18 11:02:13)](https://github.com/huggingface/transformers/pull/45503) — closed
1328
  - [PR #45502: .4021378118068288:4da7ed27ccaa5f974fe4a552e2b67bb6_69e2eea842c82e665fe04002.69e2eec142c82e665fe04006.69e2eec18b8bd167e2faa241:Trae CN.T(2026/4/18 10:38:57)](https://github.com/huggingface/transformers/pull/45502) — closed
1329
 
1330
+ ### `CharlieKerfoot`
1331
+
1332
+ - profile: [github.com/CharlieKerfoot](https://github.com/CharlieKerfoot)
1333
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACharlieKerfoot)
1334
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACharlieKerfoot)
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**
1342
+ - account age: **1583 days**
1343
+ - recent public PR activity: **37 PRs** (12 merged / 13 closed-unmerged / 12 open; merged rate **32%**, closed-unmerged rate **35%**, open rate **32%**)
1344
+ - public orgs: none visible
1345
+ - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
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
+
1353
  ### `juliendenize`
1354
 
1355
  - profile: [github.com/juliendenize](https://github.com/juliendenize)
 
1500
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
1501
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
1502
  - repo first seen: `2024-10-17T11:56:32Z`
1503
+ - repo last seen: `2026-05-05T14:03:04Z`
1504
  - first seen in snapshot: **no**
1505
  - repo association: **MEMBER**
1506
  - repo primary artifacts: **4**
1507
  - snapshot authored PRs/issues: **4 PRs / 0 issues**
1508
+ - snapshot discussion activity: **19 comments / 6 reviews / 6 review comments**
1509
  - account age: **4501 days**
1510
  - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
1511
  - public orgs: `huggingface`
 
1706
  - [PR #45180: 🔒 Pin GitHub Actions to commit SHAs](https://github.com/huggingface/transformers/pull/45180) — closed, merged
1707
  - [Issue #45182: 🔒 Track: Pin GitHub Actions to commit SHAs](https://github.com/huggingface/transformers/issues/45182) — closed
1708
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1709
  ### `Cursx`
1710
 
1711
  - profile: [github.com/Cursx](https://github.com/Cursx)
 
2752
  - [PR #45088: fix audio encoder output length formula in qwen3_omni_moe](https://github.com/huggingface/transformers/pull/45088) — closed
2753
  - [PR #45086: fix AttributeError in _patch_mistral_regex](https://github.com/huggingface/transformers/pull/45086) — open
2754
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2755
  ### `louzongzhi`
2756
 
2757
  - profile: [github.com/louzongzhi](https://github.com/louzongzhi)
 
2972
  - [PR #44932: Fix: Pass scheduler_specific_kwargs to inverse_sqrt scheduler](https://github.com/huggingface/transformers/pull/44932) — closed
2973
  - [PR #44931: fix(camembert): add tie_word_embeddings=True to CamembertConfig](https://github.com/huggingface/transformers/pull/44931) — closed, merged
2974
 
2975
+ ### `rigen1048`
2976
+
2977
+ - profile: [github.com/rigen1048](https://github.com/rigen1048)
2978
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arigen1048)
2979
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arigen1048)
2980
+ - repo first seen: `2026-04-28T15:23:48Z`
2981
+ - repo last seen: `2026-05-05T15:46:09Z`
2982
+ - first seen in snapshot: **no**
2983
+ - repo association: **CONTRIBUTOR**
2984
+ - repo primary artifacts: **2**
2985
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
2986
+ - snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
2987
+ - account age: **92 days**
2988
+ - recent public PR activity: **5 PRs** (0 merged / 3 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **60%**, open rate **40%**)
2989
+ - public orgs: none visible
2990
+ - compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
2991
+ - heuristic read: **young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
2992
+
2993
+ Example artifacts:
2994
+ - [PR #45787: fix: ModuleNotFoundError caused by distributed race condition in ci/cd test](https://github.com/huggingface/transformers/pull/45787) — open
2995
+ - [PR #45687: fix: Added Mps support in float fallback backends list ](https://github.com/huggingface/transformers/pull/45687) — closed, merged
2996
+
2997
  ### `saiganesh47`
2998
 
2999
  - profile: [github.com/saiganesh47](https://github.com/saiganesh47)
 
3303
  - heuristic read: **high open PR share; targets high-star repos**
3304
 
3305
  Example artifacts:
3306
+ - [PR #45746: Fix link to modular transformers documentation](https://github.com/huggingface/transformers/pull/45746) — closed, merged
3307
  - [PR #43451: Add Molmo2](https://github.com/huggingface/transformers/pull/43451) — open
3308
  - [PR #43448: Add Molmo](https://github.com/huggingface/transformers/pull/43448) — open
3309
 
 
3531
  - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
3532
 
3533
  Example artifacts:
3534
+ - [PR #45740: Fix IndexError in sdpa_mask and flex_attention_mask for 0D tensors during ONNX export](https://github.com/huggingface/transformers/pull/45740) — closed
3535
  - [PR #44422: docs: add Spanish translation for conversations.md (chat basics)](https://github.com/huggingface/transformers/pull/44422) — closed, merged
3536
 
3537
  ### `nuxlear`
 
3652
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aartem-spector)
3653
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aartem-spector)
3654
  - repo first seen: `2026-04-13T13:31:01Z`
3655
+ - repo last seen: `2026-05-05T15:29:24Z`
3656
  - first seen in snapshot: **no**
3657
+ - repo association: **CONTRIBUTOR**
3658
  - repo primary artifacts: **3**
3659
  - snapshot authored PRs/issues: **1 PRs / 2 issues**
3660
+ - snapshot discussion activity: **14 comments / 74 reviews / 74 review comments**
3661
  - account age: **4093 days**
3662
  - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
3663
  - public orgs: none visible
 
3665
  - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
3666
 
3667
  Example artifacts:
3668
+ - [PR #45597: Add Granite 4.1 Vision (granite4_vision)](https://github.com/huggingface/transformers/pull/45597) — closed, merged
3669
  - [Issue #45600: auto_mappings.py references removed Sam3LiteText configs, breaking CI](https://github.com/huggingface/transformers/issues/45600) — closed
3670
  - [Issue #45405: `MIN_PEFT_VERSION` bumped to 0.18.2 which is not yet released on PyPI](https://github.com/huggingface/transformers/issues/45405) — closed
3671
 
 
4958
  Example artifacts:
4959
  - [PR #45047: fix: restore add_special_tokens behavior for mDeBERTa tokenizer and n…](https://github.com/huggingface/transformers/pull/45047) — closed
4960
 
4961
+ ### `Aktharnvdv`
4962
+
4963
+ - profile: [github.com/Aktharnvdv](https://github.com/Aktharnvdv)
4964
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAktharnvdv)
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**
4972
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
4973
+ - account age: **1965 days**
4974
+ - recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
4975
+ - public orgs: none visible
4976
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
4977
+ - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
4978
+
4979
+ Example artifacts:
4980
+ - [PR #45789: docstring](https://github.com/huggingface/transformers/pull/45789) — closed
4981
+
4982
  ### `aliyevaladddin`
4983
 
4984
  - profile: [github.com/aliyevaladddin](https://github.com/aliyevaladddin)
 
5533
  - repo first seen: `2026-05-03T06:02:43Z`
5534
  - repo last seen: `2026-05-03T08:47:02Z`
5535
  - first seen in snapshot: **no**
5536
+ - repo association: **NONE**
5537
  - repo primary artifacts: **1**
5538
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5539
  - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 
5544
  - heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**
5545
 
5546
  Example artifacts:
5547
+ - [PR #45749: fix: correct spelling in continuous_api docstring](https://github.com/huggingface/transformers/pull/45749) — closed, merged
5548
 
5549
  ### `Dippp10`
5550
 
 
5742
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Afm1320)
5743
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Afm1320)
5744
  - repo first seen: `2026-05-02T02:04:46Z`
5745
+ - repo last seen: `2026-05-05T13:05:20Z`
5746
  - first seen in snapshot: **no**
5747
  - repo association: **FIRST_TIME_CONTRIBUTOR**
5748
  - repo primary artifacts: **1**
5749
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5750
+ - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
5751
  - account age: **2016 days**
5752
  - recent public PR activity: **25 PRs** (18 merged / 2 closed-unmerged / 5 open; merged rate **72%**, closed-unmerged rate **8%**, open rate **20%**)
5753
  - public orgs: none visible
 
5757
  Example artifacts:
5758
  - [PR #45742: feat(llama): add has_weight parameter to LlamaRMSNorm for FlashNorm-folded checkpoints (+12.77% e2e on Llama-3.2-1B at bf16/A100)](https://github.com/huggingface/transformers/pull/45742) — open
5759
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5760
  ### `gagandhakrey`
5761
 
5762
  - profile: [github.com/gagandhakrey](https://github.com/gagandhakrey)
 
6500
  - repo first seen: `2026-05-05T02:27:41Z`
6501
  - repo last seen: `2026-05-05T02:27:41Z`
6502
  - first seen in snapshot: **no**
6503
+ - repo association: **NONE**
6504
  - repo primary artifacts: **1**
6505
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6506
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
 
6511
  - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
6512
 
6513
  Example artifacts:
6514
+ - [PR #45778: fix(testing): use worker-specific captured_info files for pytest-xdist compatibility](https://github.com/huggingface/transformers/pull/45778) — closed
6515
 
6516
  ### `kulkarni-rohan`
6517
 
 
6786
  Example artifacts:
6787
  - [PR #45439: feat: bump min safetensors version to `0.8.0-rc.0`](https://github.com/huggingface/transformers/pull/45439) — closed
6788
 
6789
+ ### `Melnuno`
6790
+
6791
+ - profile: [github.com/Melnuno](https://github.com/Melnuno)
6792
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMelnuno)
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**
6801
+ - account age: **2376 days**
6802
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
6803
+ - public orgs: none visible
6804
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
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
 
6812
  - profile: [github.com/milesial](https://github.com/milesial)
 
7235
  - repo first seen: `2026-03-07T22:12:58Z`
7236
  - repo last seen: `2026-05-02T19:06:12Z`
7237
  - first seen in snapshot: **no**
7238
+ - repo association: **NONE**
7239
  - repo primary artifacts: **1**
7240
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7241
  - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 
7246
  - heuristic read: **high open PR share; targets high-star repos**
7247
 
7248
  Example artifacts:
7249
+ - [PR #45747: Fix split batch size](https://github.com/huggingface/transformers/pull/45747) — closed
7250
 
7251
  ### `prakhar-agarwal`
7252
 
 
7374
  Example artifacts:
7375
  - [PR #44558: Add /v1/completions endpoint (OpenAI legacy completions API) to `transformers serve`](https://github.com/huggingface/transformers/pull/44558) — closed, merged
7376
 
7377
+ ### `ranjithchinnanan`
7378
+
7379
+ - profile: [github.com/ranjithchinnanan](https://github.com/ranjithchinnanan)
7380
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aranjithchinnanan)
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**
7388
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
7389
+ - account age: **1911 days**
7390
+ - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
7391
+ - public orgs: none visible
7392
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
7393
+ - heuristic read: **high open PR share; targets high-star repos**
7394
+
7395
+ Example artifacts:
7396
+ - [PR #45784: fix: remove upper bound on tokenizers version constraint](https://github.com/huggingface/transformers/pull/45784) — open
7397
+
7398
  ### `RicardoLee510520`
7399
 
7400
  - profile: [github.com/RicardoLee510520](https://github.com/RicardoLee510520)
 
7416
  Example artifacts:
7417
  - [PR #44846: [Docs] Update DeiT model card to new format](https://github.com/huggingface/transformers/pull/44846) — closed
7418
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7419
  ### `RobTand`
7420
 
7421
  - profile: [github.com/RobTand](https://github.com/RobTand)
 
7424
  - repo first seen: `2026-05-02T19:12:41Z`
7425
  - repo last seen: `2026-05-02T19:12:41Z`
7426
  - first seen in snapshot: **no**
7427
+ - repo association: **NONE**
7428
  - repo primary artifacts: **1**
7429
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7430
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
 
7435
  - heuristic read: **many recent closed-unmerged PRs**
7436
 
7437
  Example artifacts:
7438
+ - [PR #45748: Optimize Qwen3 RoPE: precompute cos/sin cache for static rope_type](https://github.com/huggingface/transformers/pull/45748) — closed, draft
7439
 
7440
  ### `roycho96`
7441
 
 
7653
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASeaL773)
7654
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASeaL773)
7655
  - repo first seen: `2026-05-04T06:26:53Z`
7656
+ - repo last seen: `2026-05-05T17:35:27Z`
7657
  - first seen in snapshot: **no**
7658
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7659
  - repo primary artifacts: **1**
7660
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7661
+ - snapshot discussion activity: **4 comments / 3 reviews / 3 review comments**
7662
  - account age: **3075 days**
7663
  - recent public PR activity: **14 PRs** (8 merged / 4 closed-unmerged / 2 open; merged rate **57%**, closed-unmerged rate **29%**, open rate **14%**)
7664
  - public orgs: none visible
 
7759
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asilencelamb)
7760
  - repo first seen: `2026-05-05T09:41:39Z`
7761
  - repo last seen: `2026-05-05T09:41:39Z`
7762
+ - first seen in snapshot: **no**
7763
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7764
  - repo primary artifacts: **1**
7765
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
7780
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asimon-testaccount)
7781
  - repo first seen: `2026-05-05T09:01:04Z`
7782
  - repo last seen: `2026-05-05T09:01:36Z`
7783
+ - first seen in snapshot: **no**
7784
  - repo association: **NONE**
7785
  - repo primary artifacts: **1**
7786
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
7794
  Example artifacts:
7795
  - [PR #45781: ..](https://github.com/huggingface/transformers/pull/45781) — closed
7796
 
7797
+ ### `SindhuRaghuram97`
7798
+
7799
+ - profile: [github.com/SindhuRaghuram97](https://github.com/SindhuRaghuram97)
7800
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASindhuRaghuram97)
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**
7808
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
7809
+ - account age: **1319 days**
7810
+ - recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
7811
+ - public orgs: none visible
7812
+ - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
7813
+ - heuristic read: **no visible non-self stars; targets high-star repos**
7814
+
7815
+ Example artifacts:
7816
+ - [PR #45788: First model](https://github.com/huggingface/transformers/pull/45788) — closed, merged
7817
+
7818
  ### `songyuc`
7819
 
7820
  - profile: [github.com/songyuc](https://github.com/songyuc)
new_contributors.parquet CHANGED
@@ -1,3 +1,3 @@
1
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  "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
1680
  "src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py",
@@ -1704,10 +1807,10 @@
1704
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1707
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1709
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1710
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1711
  "shared_filenames": [
1712
  "src/transformers/models/aria/modeling_aria.py",
1713
  "src/transformers/models/aya_vision/modeling_aya_vision.py",
@@ -1737,10 +1840,10 @@
1737
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1738
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1739
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1740
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1741
- "size_similarity": 0.707,
1742
  "breadth_similarity": 0.879,
1743
- "concentration_similarity": 0.779,
1744
  "shared_filenames": [
1745
  "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
1746
  "src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py",
@@ -1771,9 +1874,9 @@
1771
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1772
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1773
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1774
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1775
- "breadth_similarity": 0.552,
1776
- "concentration_similarity": 0.901,
1777
  "shared_filenames": [
1778
  "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
1779
  "src/transformers/models/glm46v/modeling_glm46v.py",
@@ -1998,7 +2101,7 @@
1998
  45422
1999
  ],
2000
  "representative_pr_number": 41606,
2001
- "average_similarity": 0.559,
2002
  "summary": "3 open PRs share weighted file overlap around `tests/test_processing_common.py`, `src/transformers/processing_utils.py`; representative PR #41606.",
2003
  "shared_filenames": [
2004
  "tests/test_processing_common.py",
@@ -2019,49 +2122,124 @@
2019
  "breadth_similarity": 1.0,
2020
  "concentration_similarity": 0.683,
2021
  "shared_filenames": [
2022
- "src/transformers/processing_utils.py",
2023
- "tests/test_processing_common.py"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2024
  ],
2025
  "shared_directories": [
 
 
2026
  "src/transformers",
2027
- "src",
2028
- "tests"
2029
  ]
2030
  },
2031
  {
2032
- "left_pr_number": 41606,
2033
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2034
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2035
- "content_similarity": 0.424,
2036
- "size_similarity": 0.569,
2037
- "breadth_similarity": 0.75,
2038
- "concentration_similarity": 0.881,
2039
  "shared_filenames": [
2040
- "src/transformers/processing_utils.py",
2041
- "tests/test_processing_common.py"
2042
  ],
2043
  "shared_directories": [
 
 
2044
  "src/transformers",
2045
- "src",
2046
- "tests"
2047
  ]
2048
  },
2049
  {
2050
- "left_pr_number": 44543,
2051
- "right_pr_number": 45422,
2052
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- "content_similarity": 0.461,
2054
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2055
- "breadth_similarity": 0.75,
2056
- "concentration_similarity": 0.802,
2057
- "shared_filenames": [
2058
- "src/transformers/processing_utils.py",
2059
- "tests/test_processing_common.py"
2060
- ],
2061
  "shared_directories": [
 
2062
  "src/transformers",
2063
- "src",
2064
- "tests"
2065
  ]
2066
  }
2067
  ]
@@ -2074,7 +2252,7 @@
2074
  45077
2075
  ],
2076
  "representative_pr_number": 45077,
2077
- "average_similarity": 0.53,
2078
  "summary": "3 open PRs share weighted file overlap around `.github/workflows/build-ci-docker-images.yml`, `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`; representative PR #45077.",
2079
  "shared_filenames": [
2080
  ".github/workflows/build-ci-docker-images.yml",
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2094
  {
2095
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2096
  "right_pr_number": 45077,
2097
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2098
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2099
  "size_similarity": 0.731,
2100
  "breadth_similarity": 0.833,
2101
  "concentration_similarity": 1.0,
@@ -2119,8 +2297,8 @@
2119
  {
2120
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2121
  "right_pr_number": 45077,
2122
- "similarity": 0.493,
2123
- "content_similarity": 0.523,
2124
  "size_similarity": 0.074,
2125
  "breadth_similarity": 0.659,
2126
  "concentration_similarity": 1.0,
@@ -2139,8 +2317,8 @@
2139
  {
2140
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2141
  "right_pr_number": 42976,
2142
- "similarity": 0.415,
2143
- "content_similarity": 0.413,
2144
  "size_similarity": 0.101,
2145
  "breadth_similarity": 0.606,
2146
  "concentration_similarity": 1.0,
@@ -2160,81 +2338,6 @@
2160
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2161
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2162
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2163
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2164
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2165
- "pr_numbers": [
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- 43997,
2167
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2170
- "representative_pr_number": 44007,
2171
- "average_similarity": 0.529,
2172
- "summary": "3 open PRs share weighted file overlap around `src/transformers/models/regnet/modeling_regnet.py`, `src/transformers/models/resnet/modeling_resnet.py`; representative PR #44007.",
2173
- "shared_filenames": [
2174
- "src/transformers/models/regnet/modeling_regnet.py",
2175
- "src/transformers/models/resnet/modeling_resnet.py"
2176
- ],
2177
- "shared_directories": [
2178
- "src/transformers/models",
2179
- "src/transformers",
2180
- "src",
2181
- "src/transformers/models/regnet",
2182
- "src/transformers/models/resnet"
2183
- ],
2184
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- {
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2188
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2189
- "content_similarity": 0.699,
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- "size_similarity": 0.94,
2191
- "breadth_similarity": 0.333,
2192
- "concentration_similarity": 0.548,
2193
- "shared_filenames": [
2194
- "src/transformers/models/resnet/modeling_resnet.py"
2195
- ],
2196
- "shared_directories": [
2197
- "src/transformers/models/resnet",
2198
- "src/transformers/models",
2199
- "src/transformers",
2200
- "src"
2201
- ]
2202
- },
2203
- {
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- "left_pr_number": 43997,
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2210
- "concentration_similarity": 0.548,
2211
- "shared_filenames": [
2212
- "src/transformers/models/regnet/modeling_regnet.py"
2213
- ],
2214
- "shared_directories": [
2215
- "src/transformers/models/regnet",
2216
- "src/transformers/models",
2217
- "src/transformers",
2218
- "src"
2219
- ]
2220
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2221
- {
2222
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2223
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2224
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2225
- "content_similarity": 0.025,
2226
- "size_similarity": 0.722,
2227
- "breadth_similarity": 1.0,
2228
- "concentration_similarity": 1.0,
2229
- "shared_filenames": [],
2230
- "shared_directories": [
2231
- "src/transformers/models",
2232
- "src/transformers",
2233
- "src"
2234
- ]
2235
- }
2236
- ]
2237
- },
2238
  {
2239
  "cluster_id": "pr-scope-45293-3",
2240
  "pr_numbers": [
@@ -2263,7 +2366,7 @@
2263
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2264
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2265
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2266
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2267
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2268
  "breadth_similarity": 1.0,
2269
  "concentration_similarity": 0.863,
@@ -2281,8 +2384,8 @@
2281
  {
2282
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2283
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2284
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2285
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2286
  "size_similarity": 0.513,
2287
  "breadth_similarity": 1.0,
2288
  "concentration_similarity": 0.891,
@@ -2304,7 +2407,7 @@
2304
  "left_pr_number": 45293,
2305
  "right_pr_number": 45317,
2306
  "similarity": 0.5,
2307
- "content_similarity": 0.343,
2308
  "size_similarity": 0.741,
2309
  "breadth_similarity": 1.0,
2310
  "concentration_similarity": 0.972,
@@ -2321,102 +2424,6 @@
2321
  }
2322
  ]
2323
  },
2324
- {
2325
- "cluster_id": "pr-scope-45202-3",
2326
- "pr_numbers": [
2327
- 45202,
2328
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2329
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2330
- ],
2331
- "representative_pr_number": 45438,
2332
- "average_similarity": 0.487,
2333
- "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`, `docs/source/en/model_doc/gemma4.md`; representative PR #45438.",
2334
- "shared_filenames": [
2335
- "src/transformers/models/gemma4/modular_gemma4.py",
2336
- "src/transformers/models/gemma4/modeling_gemma4.py",
2337
- "docs/source/en/model_doc/gemma4.md",
2338
- "tests/models/gemma4/test_modeling_gemma4.py",
2339
- "src/transformers/models/auto/modeling_auto.py"
2340
- ],
2341
- "shared_directories": [
2342
- "src/transformers/models/gemma4",
2343
- "src/transformers/models",
2344
- "src/transformers",
2345
- "src",
2346
- "docs/source/en/model_doc",
2347
- "src/transformers/models/auto",
2348
- "tests/models/gemma4",
2349
- "docs/source/en"
2350
- ],
2351
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- {
2353
- "left_pr_number": 45294,
2354
- "right_pr_number": 45438,
2355
- "similarity": 0.759,
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- "content_similarity": 0.781,
2357
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- "breadth_similarity": 1.0,
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- "concentration_similarity": 0.989,
2360
- "shared_filenames": [
2361
- "docs/source/en/model_doc/gemma4.md",
2362
- "src/transformers/models/auto/modeling_auto.py",
2363
- "src/transformers/models/gemma4/modeling_gemma4.py",
2364
- "src/transformers/models/gemma4/modular_gemma4.py",
2365
- "tests/models/gemma4/test_modeling_gemma4.py"
2366
- ],
2367
- "shared_directories": [
2368
- "docs/source/en/model_doc",
2369
- "src/transformers/models/auto",
2370
- "src/transformers/models/gemma4",
2371
- "docs/source/en",
2372
- "src/transformers/models",
2373
- "tests/models/gemma4",
2374
- "docs/source",
2375
- "src/transformers",
2376
- "tests/models",
2377
- "docs"
2378
- ]
2379
- },
2380
- {
2381
- "left_pr_number": 45202,
2382
- "right_pr_number": 45438,
2383
- "similarity": 0.394,
2384
- "content_similarity": 0.448,
2385
- "size_similarity": 0.01,
2386
- "breadth_similarity": 0.325,
2387
- "concentration_similarity": 0.92,
2388
- "shared_filenames": [
2389
- "src/transformers/models/gemma4/modeling_gemma4.py",
2390
- "src/transformers/models/gemma4/modular_gemma4.py"
2391
- ],
2392
- "shared_directories": [
2393
- "src/transformers/models/gemma4",
2394
- "src/transformers/models",
2395
- "src/transformers",
2396
- "src"
2397
- ]
2398
- },
2399
- {
2400
- "left_pr_number": 45202,
2401
- "right_pr_number": 45294,
2402
- "similarity": 0.308,
2403
- "content_similarity": 0.324,
2404
- "size_similarity": 0.025,
2405
- "breadth_similarity": 0.325,
2406
- "concentration_similarity": 0.908,
2407
- "shared_filenames": [
2408
- "src/transformers/models/gemma4/modeling_gemma4.py",
2409
- "src/transformers/models/gemma4/modular_gemma4.py"
2410
- ],
2411
- "shared_directories": [
2412
- "src/transformers/models/gemma4",
2413
- "src/transformers/models",
2414
- "src/transformers",
2415
- "src"
2416
- ]
2417
- }
2418
- ]
2419
- },
2420
  {
2421
  "cluster_id": "pr-scope-34667-3",
2422
  "pr_numbers": [
@@ -2439,8 +2446,8 @@
2439
  {
2440
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2441
  "right_pr_number": 39683,
2442
- "similarity": 0.528,
2443
- "content_similarity": 0.437,
2444
  "size_similarity": 0.478,
2445
  "breadth_similarity": 1.0,
2446
  "concentration_similarity": 1.0,
@@ -2457,7 +2464,7 @@
2457
  "left_pr_number": 34667,
2458
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2459
  "similarity": 0.438,
2460
- "content_similarity": 0.352,
2461
  "size_similarity": 0.273,
2462
  "breadth_similarity": 1.0,
2463
  "concentration_similarity": 1.0,
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2474
  "left_pr_number": 39683,
2475
  "right_pr_number": 44872,
2476
  "similarity": 0.423,
2477
- "content_similarity": 0.362,
2478
  "size_similarity": 0.13,
2479
  "breadth_similarity": 1.0,
2480
  "concentration_similarity": 1.0,
@@ -2543,7 +2550,7 @@
2543
  "left_pr_number": 41097,
2544
  "right_pr_number": 44547,
2545
  "similarity": 0.403,
2546
- "content_similarity": 0.328,
2547
  "size_similarity": 0.16,
2548
  "breadth_similarity": 1.0,
2549
  "concentration_similarity": 1.0,
@@ -2596,7 +2603,7 @@
2596
  {
2597
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2598
  "right_pr_number": 44615,
2599
- "similarity": 0.413,
2600
  "content_similarity": 0.343,
2601
  "size_similarity": 0.371,
2602
  "breadth_similarity": 0.667,
@@ -2614,7 +2621,7 @@
2614
  "left_pr_number": 44385,
2615
  "right_pr_number": 45524,
2616
  "similarity": 0.387,
2617
- "content_similarity": 0.255,
2618
  "size_similarity": 0.615,
2619
  "breadth_similarity": 0.667,
2620
  "concentration_similarity": 1.0,
@@ -2660,7 +2667,7 @@
2660
  {
2661
  "left_pr_number": 45034,
2662
  "right_pr_number": 45513,
2663
- "similarity": 0.475,
2664
  "content_similarity": 0.446,
2665
  "size_similarity": 0.295,
2666
  "breadth_similarity": 0.829,
@@ -2753,7 +2760,7 @@
2753
  "left_pr_number": 33686,
2754
  "right_pr_number": 44550,
2755
  "similarity": 0.396,
2756
- "content_similarity": 0.138,
2757
  "size_similarity": 1.0,
2758
  "breadth_similarity": 1.0,
2759
  "concentration_similarity": 1.0,
@@ -2783,8 +2790,8 @@
2783
  {
2784
  "left_pr_number": 33686,
2785
  "right_pr_number": 44407,
2786
- "similarity": 0.356,
2787
- "content_similarity": 0.089,
2788
  "size_similarity": 0.957,
2789
  "breadth_similarity": 1.0,
2790
  "concentration_similarity": 1.0,
@@ -3270,7 +3277,7 @@
3270
  45144
3271
  ],
3272
  "representative_pr_number": 43020,
3273
- "average_similarity": 0.714,
3274
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/mimo_v2_flash/__init__.py`, `src/transformers/models/mimo_v2_flash/configuration_mimo_v2_flash.py`, `src/transformers/models/mimo_v2_flash/convert_mimo_v2_flash_weights_to_hf.py`; representative PR #43020.",
3275
  "shared_filenames": [
3276
  "src/transformers/models/mimo_v2_flash/__init__.py",
@@ -3296,11 +3303,11 @@
3296
  {
3297
  "left_pr_number": 43020,
3298
  "right_pr_number": 45144,
3299
- "similarity": 0.714,
3300
  "content_similarity": 0.714,
3301
  "size_similarity": 0.694,
3302
- "breadth_similarity": 0.632,
3303
- "concentration_similarity": 0.938,
3304
  "shared_filenames": [
3305
  "src/transformers/models/__init__.py",
3306
  "src/transformers/models/auto/modeling_auto.py",
@@ -3522,7 +3529,7 @@
3522
  43649
3523
  ],
3524
  "representative_pr_number": 43532,
3525
- "average_similarity": 0.519,
3526
  "summary": "2 open PRs share weighted file overlap around `.github/workflows/self-comment-ci.yml`, `utils/notification_service.py`, `.github/workflows/self-scheduled.yml`; representative PR #43532.",
3527
  "shared_filenames": [
3528
  ".github/workflows/self-comment-ci.yml",
@@ -3542,8 +3549,8 @@
3542
  {
3543
  "left_pr_number": 43532,
3544
  "right_pr_number": 43649,
3545
- "similarity": 0.519,
3546
- "content_similarity": 0.467,
3547
  "size_similarity": 0.395,
3548
  "breadth_similarity": 0.875,
3549
  "concentration_similarity": 0.893,
@@ -3664,41 +3671,6 @@
3664
  }
3665
  ]
3666
  },
3667
- {
3668
- "cluster_id": "pr-scope-45351-2",
3669
- "pr_numbers": [
3670
- 45351,
3671
- 45778
3672
- ],
3673
- "representative_pr_number": 45351,
3674
- "average_similarity": 0.503,
3675
- "summary": "2 open PRs share weighted file overlap around `src/transformers/testing_utils.py`; representative PR #45351.",
3676
- "shared_filenames": [
3677
- "src/transformers/testing_utils.py"
3678
- ],
3679
- "shared_directories": [
3680
- "src/transformers",
3681
- "src"
3682
- ],
3683
- "pairwise": [
3684
- {
3685
- "left_pr_number": 45351,
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- "right_pr_number": 45778,
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3688
- "content_similarity": 0.438,
3689
- "size_similarity": 0.31,
3690
- "breadth_similarity": 1.0,
3691
- "concentration_similarity": 1.0,
3692
- "shared_filenames": [
3693
- "src/transformers/testing_utils.py"
3694
- ],
3695
- "shared_directories": [
3696
- "src/transformers",
3697
- "src"
3698
- ]
3699
- }
3700
- ]
3701
- },
3702
  {
3703
  "cluster_id": "pr-scope-45056-2",
3704
  "pr_numbers": [
@@ -3721,7 +3693,7 @@
3721
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3722
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3723
  "similarity": 0.502,
3724
- "content_similarity": 0.398,
3725
  "size_similarity": 0.669,
3726
  "breadth_similarity": 0.875,
3727
  "concentration_similarity": 0.724,
@@ -3743,7 +3715,7 @@
3743
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3745
  "representative_pr_number": 45332,
3746
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  "summary": "2 open PRs share weighted file overlap around `src/transformers/heterogeneity/__init__.py`, `src/transformers/heterogeneity/configuration_utils.py`, `tests/heterogeneity/__init__.py`; representative PR #45332.",
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+ "right_pr_number": 45606,
1148
+ "similarity": 0.224,
1149
+ "content_similarity": 0.163,
1150
+ "size_similarity": 0.083,
1151
+ "breadth_similarity": 0.583,
1152
+ "concentration_similarity": 0.778,
1153
+ "shared_filenames": [
1154
+ "src/transformers/models/gemma4/modeling_gemma4.py",
1155
+ "src/transformers/models/gemma4/modular_gemma4.py"
1156
+ ],
1157
+ "shared_directories": [
1158
+ "src/transformers/models/gemma4",
1159
+ "src/transformers/models",
1160
+ "src/transformers",
1161
+ "src"
1162
+ ]
1163
+ }
1164
+ ]
1165
+ },
1166
  {
1167
  "cluster_id": "pr-scope-44070-4",
1168
  "pr_numbers": [
 
1331
  44682
1332
  ],
1333
  "representative_pr_number": 43836,
1334
+ "average_similarity": 0.562,
1335
  "summary": "4 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43836.",
1336
  "shared_filenames": [
1337
  "src/transformers/cli/serve.py"
 
1414
  "left_pr_number": 43656,
1415
  "right_pr_number": 44682,
1416
  "similarity": 0.448,
1417
+ "content_similarity": 0.501,
1418
  "size_similarity": 0.048,
1419
  "breadth_similarity": 0.5,
1420
  "concentration_similarity": 0.802,
 
1431
  "left_pr_number": 43842,
1432
  "right_pr_number": 44682,
1433
  "similarity": 0.418,
1434
+ "content_similarity": 0.466,
1435
  "size_similarity": 0.011,
1436
  "breadth_similarity": 0.5,
1437
  "concentration_similarity": 0.802,
 
1446
  }
1447
  ]
1448
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1449
  {
1450
  "cluster_id": "pr-scope-45342-4",
1451
  "pr_numbers": [
 
1484
  {
1485
  "left_pr_number": 45342,
1486
  "right_pr_number": 45649,
1487
+ "similarity": 0.474,
1488
  "content_similarity": 0.33,
1489
  "size_similarity": 0.625,
1490
  "breadth_similarity": 1.0,
 
1516
  {
1517
  "left_pr_number": 45548,
1518
  "right_pr_number": 45649,
1519
+ "similarity": 0.37,
1520
  "content_similarity": 0.328,
1521
  "size_similarity": 0.106,
1522
  "breadth_similarity": 0.75,
 
1633
  "left_pr_number": 45421,
1634
  "right_pr_number": 45635,
1635
  "similarity": 0.478,
1636
+ "content_similarity": 0.397,
1637
  "size_similarity": 0.803,
1638
  "breadth_similarity": 0.5,
1639
  "concentration_similarity": 0.586,
 
1670
  {
1671
  "left_pr_number": 44974,
1672
  "right_pr_number": 45421,
1673
+ "similarity": 0.431,
1674
  "content_similarity": 0.317,
1675
  "size_similarity": 0.735,
1676
  "breadth_similarity": 0.667,
 
1740
  {
1741
  "left_pr_number": 45396,
1742
  "right_pr_number": 45783,
1743
+ "similarity": 0.532,
1744
+ "content_similarity": 0.456,
1745
+ "size_similarity": 0.788,
1746
+ "breadth_similarity": 0.48,
1747
  "concentration_similarity": 0.921,
1748
  "shared_filenames": [
1749
  "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
 
1774
  "left_pr_number": 41992,
1775
  "right_pr_number": 45396,
1776
  "similarity": 0.513,
1777
+ "content_similarity": 0.473,
1778
+ "size_similarity": 0.565,
1779
+ "breadth_similarity": 0.546,
1780
+ "concentration_similarity": 0.857,
1781
  "shared_filenames": [
1782
  "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
1783
  "src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py",
 
1807
  "left_pr_number": 44907,
1808
  "right_pr_number": 45783,
1809
  "similarity": 0.494,
1810
+ "content_similarity": 0.495,
1811
+ "size_similarity": 0.081,
1812
  "breadth_similarity": 0.864,
1813
+ "concentration_similarity": 0.982,
1814
  "shared_filenames": [
1815
  "src/transformers/models/aria/modeling_aria.py",
1816
  "src/transformers/models/aya_vision/modeling_aya_vision.py",
 
1840
  "left_pr_number": 41992,
1841
  "right_pr_number": 45783,
1842
  "similarity": 0.423,
1843
+ "content_similarity": 0.269,
1844
+ "size_similarity": 0.716,
1845
  "breadth_similarity": 0.879,
1846
+ "concentration_similarity": 0.778,
1847
  "shared_filenames": [
1848
  "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
1849
  "src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py",
 
1874
  "right_pr_number": 45396,
1875
  "similarity": 0.319,
1876
  "content_similarity": 0.29,
1877
+ "size_similarity": 0.103,
1878
+ "breadth_similarity": 0.559,
1879
+ "concentration_similarity": 0.902,
1880
  "shared_filenames": [
1881
  "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
1882
  "src/transformers/models/glm46v/modeling_glm46v.py",
 
2101
  45422
2102
  ],
2103
  "representative_pr_number": 41606,
2104
+ "average_similarity": 0.558,
2105
  "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",
 
2122
  "breadth_similarity": 1.0,
2123
  "concentration_similarity": 0.683,
2124
  "shared_filenames": [
2125
+ "src/transformers/processing_utils.py",
2126
+ "tests/test_processing_common.py"
2127
+ ],
2128
+ "shared_directories": [
2129
+ "src/transformers",
2130
+ "src",
2131
+ "tests"
2132
+ ]
2133
+ },
2134
+ {
2135
+ "left_pr_number": 41606,
2136
+ "right_pr_number": 45422,
2137
+ "similarity": 0.501,
2138
+ "content_similarity": 0.424,
2139
+ "size_similarity": 0.569,
2140
+ "breadth_similarity": 0.75,
2141
+ "concentration_similarity": 0.881,
2142
+ "shared_filenames": [
2143
+ "src/transformers/processing_utils.py",
2144
+ "tests/test_processing_common.py"
2145
+ ],
2146
+ "shared_directories": [
2147
+ "src/transformers",
2148
+ "src",
2149
+ "tests"
2150
+ ]
2151
+ },
2152
+ {
2153
+ "left_pr_number": 44543,
2154
+ "right_pr_number": 45422,
2155
+ "similarity": 0.488,
2156
+ "content_similarity": 0.461,
2157
+ "size_similarity": 0.331,
2158
+ "breadth_similarity": 0.75,
2159
+ "concentration_similarity": 0.802,
2160
+ "shared_filenames": [
2161
+ "src/transformers/processing_utils.py",
2162
+ "tests/test_processing_common.py"
2163
+ ],
2164
+ "shared_directories": [
2165
+ "src/transformers",
2166
+ "src",
2167
+ "tests"
2168
+ ]
2169
+ }
2170
+ ]
2171
+ },
2172
+ {
2173
+ "cluster_id": "pr-scope-43997-3",
2174
+ "pr_numbers": [
2175
+ 43997,
2176
+ 44007,
2177
+ 44019
2178
+ ],
2179
+ "representative_pr_number": 44007,
2180
+ "average_similarity": 0.53,
2181
+ "summary": "3 open PRs share weighted file overlap around `src/transformers/models/regnet/modeling_regnet.py`, `src/transformers/models/resnet/modeling_resnet.py`; representative PR #44007.",
2182
+ "shared_filenames": [
2183
+ "src/transformers/models/regnet/modeling_regnet.py",
2184
+ "src/transformers/models/resnet/modeling_resnet.py"
2185
+ ],
2186
+ "shared_directories": [
2187
+ "src/transformers/models",
2188
+ "src/transformers",
2189
+ "src",
2190
+ "src/transformers/models/regnet",
2191
+ "src/transformers/models/resnet"
2192
+ ],
2193
+ "pairwise": [
2194
+ {
2195
+ "left_pr_number": 44007,
2196
+ "right_pr_number": 44019,
2197
+ "similarity": 0.691,
2198
+ "content_similarity": 0.699,
2199
+ "size_similarity": 0.94,
2200
+ "breadth_similarity": 0.333,
2201
+ "concentration_similarity": 0.548,
2202
+ "shared_filenames": [
2203
+ "src/transformers/models/resnet/modeling_resnet.py"
2204
  ],
2205
  "shared_directories": [
2206
+ "src/transformers/models/resnet",
2207
+ "src/transformers/models",
2208
  "src/transformers",
2209
+ "src"
 
2210
  ]
2211
  },
2212
  {
2213
+ "left_pr_number": 43997,
2214
+ "right_pr_number": 44007,
2215
+ "similarity": 0.622,
2216
+ "content_similarity": 0.656,
2217
+ "size_similarity": 0.679,
2218
+ "breadth_similarity": 0.333,
2219
+ "concentration_similarity": 0.548,
2220
  "shared_filenames": [
2221
+ "src/transformers/models/regnet/modeling_regnet.py"
 
2222
  ],
2223
  "shared_directories": [
2224
+ "src/transformers/models/regnet",
2225
+ "src/transformers/models",
2226
  "src/transformers",
2227
+ "src"
 
2228
  ]
2229
  },
2230
  {
2231
+ "left_pr_number": 43997,
2232
+ "right_pr_number": 44019,
2233
+ "similarity": 0.276,
2234
+ "content_similarity": 0.025,
2235
+ "size_similarity": 0.722,
2236
+ "breadth_similarity": 1.0,
2237
+ "concentration_similarity": 1.0,
2238
+ "shared_filenames": [],
 
 
 
2239
  "shared_directories": [
2240
+ "src/transformers/models",
2241
  "src/transformers",
2242
+ "src"
 
2243
  ]
2244
  }
2245
  ]
 
2252
  45077
2253
  ],
2254
  "representative_pr_number": 45077,
2255
+ "average_similarity": 0.529,
2256
  "summary": "3 open PRs share weighted file overlap around `.github/workflows/build-ci-docker-images.yml`, `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`; representative PR #45077.",
2257
  "shared_filenames": [
2258
  ".github/workflows/build-ci-docker-images.yml",
 
2272
  {
2273
  "left_pr_number": 42975,
2274
  "right_pr_number": 45077,
2275
+ "similarity": 0.681,
2276
+ "content_similarity": 0.625,
2277
  "size_similarity": 0.731,
2278
  "breadth_similarity": 0.833,
2279
  "concentration_similarity": 1.0,
 
2297
  {
2298
  "left_pr_number": 42976,
2299
  "right_pr_number": 45077,
2300
+ "similarity": 0.492,
2301
+ "content_similarity": 0.521,
2302
  "size_similarity": 0.074,
2303
  "breadth_similarity": 0.659,
2304
  "concentration_similarity": 1.0,
 
2317
  {
2318
  "left_pr_number": 42975,
2319
  "right_pr_number": 42976,
2320
+ "similarity": 0.414,
2321
+ "content_similarity": 0.411,
2322
  "size_similarity": 0.101,
2323
  "breadth_similarity": 0.606,
2324
  "concentration_similarity": 1.0,
 
2338
  }
2339
  ]
2340
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2341
  {
2342
  "cluster_id": "pr-scope-45293-3",
2343
  "pr_numbers": [
 
2366
  "left_pr_number": 45317,
2367
  "right_pr_number": 45681,
2368
  "similarity": 0.513,
2369
+ "content_similarity": 0.381,
2370
  "size_similarity": 0.692,
2371
  "breadth_similarity": 1.0,
2372
  "concentration_similarity": 0.863,
 
2384
  {
2385
  "left_pr_number": 45293,
2386
  "right_pr_number": 45681,
2387
+ "similarity": 0.506,
2388
+ "content_similarity": 0.407,
2389
  "size_similarity": 0.513,
2390
  "breadth_similarity": 1.0,
2391
  "concentration_similarity": 0.891,
 
2407
  "left_pr_number": 45293,
2408
  "right_pr_number": 45317,
2409
  "similarity": 0.5,
2410
+ "content_similarity": 0.344,
2411
  "size_similarity": 0.741,
2412
  "breadth_similarity": 1.0,
2413
  "concentration_similarity": 0.972,
 
2424
  }
2425
  ]
2426
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2427
  {
2428
  "cluster_id": "pr-scope-34667-3",
2429
  "pr_numbers": [
 
2446
  {
2447
  "left_pr_number": 34667,
2448
  "right_pr_number": 39683,
2449
+ "similarity": 0.529,
2450
+ "content_similarity": 0.438,
2451
  "size_similarity": 0.478,
2452
  "breadth_similarity": 1.0,
2453
  "concentration_similarity": 1.0,
 
2464
  "left_pr_number": 34667,
2465
  "right_pr_number": 44872,
2466
  "similarity": 0.438,
2467
+ "content_similarity": 0.354,
2468
  "size_similarity": 0.273,
2469
  "breadth_similarity": 1.0,
2470
  "concentration_similarity": 1.0,
 
2481
  "left_pr_number": 39683,
2482
  "right_pr_number": 44872,
2483
  "similarity": 0.423,
2484
+ "content_similarity": 0.363,
2485
  "size_similarity": 0.13,
2486
  "breadth_similarity": 1.0,
2487
  "concentration_similarity": 1.0,
 
2550
  "left_pr_number": 41097,
2551
  "right_pr_number": 44547,
2552
  "similarity": 0.403,
2553
+ "content_similarity": 0.327,
2554
  "size_similarity": 0.16,
2555
  "breadth_similarity": 1.0,
2556
  "concentration_similarity": 1.0,
 
2603
  {
2604
  "left_pr_number": 44385,
2605
  "right_pr_number": 44615,
2606
+ "similarity": 0.412,
2607
  "content_similarity": 0.343,
2608
  "size_similarity": 0.371,
2609
  "breadth_similarity": 0.667,
 
2621
  "left_pr_number": 44385,
2622
  "right_pr_number": 45524,
2623
  "similarity": 0.387,
2624
+ "content_similarity": 0.254,
2625
  "size_similarity": 0.615,
2626
  "breadth_similarity": 0.667,
2627
  "concentration_similarity": 1.0,
 
2667
  {
2668
  "left_pr_number": 45034,
2669
  "right_pr_number": 45513,
2670
+ "similarity": 0.474,
2671
  "content_similarity": 0.446,
2672
  "size_similarity": 0.295,
2673
  "breadth_similarity": 0.829,
 
2760
  "left_pr_number": 33686,
2761
  "right_pr_number": 44550,
2762
  "similarity": 0.396,
2763
+ "content_similarity": 0.137,
2764
  "size_similarity": 1.0,
2765
  "breadth_similarity": 1.0,
2766
  "concentration_similarity": 1.0,
 
2790
  {
2791
  "left_pr_number": 33686,
2792
  "right_pr_number": 44407,
2793
+ "similarity": 0.355,
2794
+ "content_similarity": 0.088,
2795
  "size_similarity": 0.957,
2796
  "breadth_similarity": 1.0,
2797
  "concentration_similarity": 1.0,
 
3277
  45144
3278
  ],
3279
  "representative_pr_number": 43020,
3280
+ "average_similarity": 0.712,
3281
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/mimo_v2_flash/__init__.py`, `src/transformers/models/mimo_v2_flash/configuration_mimo_v2_flash.py`, `src/transformers/models/mimo_v2_flash/convert_mimo_v2_flash_weights_to_hf.py`; representative PR #43020.",
3282
  "shared_filenames": [
3283
  "src/transformers/models/mimo_v2_flash/__init__.py",
 
3303
  {
3304
  "left_pr_number": 43020,
3305
  "right_pr_number": 45144,
3306
+ "similarity": 0.712,
3307
  "content_similarity": 0.714,
3308
  "size_similarity": 0.694,
3309
+ "breadth_similarity": 0.607,
3310
+ "concentration_similarity": 0.937,
3311
  "shared_filenames": [
3312
  "src/transformers/models/__init__.py",
3313
  "src/transformers/models/auto/modeling_auto.py",
 
3529
  43649
3530
  ],
3531
  "representative_pr_number": 43532,
3532
+ "average_similarity": 0.518,
3533
  "summary": "2 open PRs share weighted file overlap around `.github/workflows/self-comment-ci.yml`, `utils/notification_service.py`, `.github/workflows/self-scheduled.yml`; representative PR #43532.",
3534
  "shared_filenames": [
3535
  ".github/workflows/self-comment-ci.yml",
 
3549
  {
3550
  "left_pr_number": 43532,
3551
  "right_pr_number": 43649,
3552
+ "similarity": 0.518,
3553
+ "content_similarity": 0.466,
3554
  "size_similarity": 0.395,
3555
  "breadth_similarity": 0.875,
3556
  "concentration_similarity": 0.893,
 
3671
  }
3672
  ]
3673
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3674
  {
3675
  "cluster_id": "pr-scope-45056-2",
3676
  "pr_numbers": [
 
3693
  "left_pr_number": 45056,
3694
  "right_pr_number": 45128,
3695
  "similarity": 0.502,
3696
+ "content_similarity": 0.397,
3697
  "size_similarity": 0.669,
3698
  "breadth_similarity": 0.875,
3699
  "concentration_similarity": 0.724,
 
3715
  45333
3716
  ],
3717
  "representative_pr_number": 45332,
3718
+ "average_similarity": 0.498,
3719
  "summary": "2 open PRs share weighted file overlap around `src/transformers/heterogeneity/__init__.py`, `src/transformers/heterogeneity/configuration_utils.py`, `tests/heterogeneity/__init__.py`; representative PR #45332.",
3720
  "shared_filenames": [
3721
  "src/transformers/heterogeneity/__init__.py",
 
3735
  {
3736
  "left_pr_number": 45332,
3737
  "right_pr_number": 45333,
3738
+ "similarity": 0.498,
3739
+ "content_similarity": 0.529,
3740
  "size_similarity": 0.215,
3741
  "breadth_similarity": 0.479,
3742
  "concentration_similarity": 0.945,
 
3946
  45413
3947
  ],
3948
  "representative_pr_number": 42112,
3949
+ "average_similarity": 0.422,
3950
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
3951
  "shared_filenames": [
3952
  "src/transformers/generation/logits_process.py",
 
3963
  {
3964
  "left_pr_number": 42112,
3965
  "right_pr_number": 45413,
3966
+ "similarity": 0.422,
3967
  "content_similarity": 0.463,
3968
  "size_similarity": 0.017,
3969
  "breadth_similarity": 0.458,
 
4045
  "left_pr_number": 42655,
4046
  "right_pr_number": 45618,
4047
  "similarity": 0.372,
4048
+ "content_similarity": 0.205,
4049
  "size_similarity": 0.974,
4050
  "breadth_similarity": 0.389,
4051
  "concentration_similarity": 0.878,
 
4084
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