evalstate HF Staff commited on
Commit
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1 Parent(s): a80954c

Refresh transformers dataset snapshot 20260421T120044Z

Browse files
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  "account_age_days": 1684,
15630
  "young_account": false,
15631
  "follow_through_score": "weak",
 
16801
  },
16802
  "fetch_error": null
16803
  },
16804
+ {
16805
+ "author_login": "garybadwal",
16806
+ "name": "Gary Badwal",
16807
+ "profile_url": "https://github.com/garybadwal",
16808
+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agarybadwal",
16809
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agarybadwal",
16810
+ "repo_first_seen_at": "2026-04-21T04:38:14Z",
16811
+ "repo_last_seen_at": "2026-04-21T08:58:51Z",
16812
+ "repo_primary_artifact_count": 1,
16813
+ "repo_artifact_count": 2,
16814
+ "snapshot_issue_count": 0,
16815
+ "snapshot_pr_count": 1,
16816
+ "snapshot_comment_count": 1,
16817
+ "snapshot_review_count": 0,
16818
+ "snapshot_review_comment_count": 0,
16819
+ "repo_association": "FIRST_TIME_CONTRIBUTOR",
16820
+ "new_to_repo": true,
16821
+ "first_seen_in_snapshot": true,
16822
+ "known_via_prior_merged_pr": false,
16823
+ "report_reason": "first_seen_in_snapshot",
16824
+ "enrichment_source": "live",
16825
+ "live_refetch_skipped": false,
16826
+ "account_age_days": 1178,
16827
+ "young_account": false,
16828
+ "follow_through_score": "weak",
16829
+ "breadth_score": "low",
16830
+ "automation_risk_signal": "low",
16831
+ "heuristic_note": "targets high-star repos",
16832
+ "public_orgs": [],
16833
+ "activity": {
16834
+ "visible_authored_pr_count": 3,
16835
+ "merged_pr_count": 1,
16836
+ "closed_unmerged_pr_count": 1,
16837
+ "open_pr_count": 1,
16838
+ "merged_pr_rate": 0.3333,
16839
+ "closed_unmerged_pr_rate": 0.3333,
16840
+ "still_open_pr_rate": 0.3333,
16841
+ "distinct_repos_with_authored_prs": 3,
16842
+ "distinct_repos_with_open_prs": 1
16843
+ },
16844
+ "examples": {
16845
+ "pull_requests": [
16846
+ {
16847
+ "kind": "pull_request",
16848
+ "number": 45546,
16849
+ "title": "feat: Add GGUF loading support for Llama 4 (text)",
16850
+ "url": "https://github.com/huggingface/transformers/pull/45546",
16851
+ "state": "open",
16852
+ "merged": false,
16853
+ "draft": false,
16854
+ "created_at": "2026-04-21T08:58:51Z"
16855
+ }
16856
+ ],
16857
+ "issues": []
16858
+ },
16859
+ "fetch_error": null
16860
+ },
16861
  {
16862
  "author_login": "giulio-leone",
16863
  "name": "Giulio Leone",
 
18346
  },
18347
  "fetch_error": null
18348
  },
18349
+ {
18350
+ "author_login": "jonghwanhyeon",
18351
+ "name": "Jonghwan Hyeon",
18352
+ "profile_url": "https://github.com/jonghwanhyeon",
18353
+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajonghwanhyeon",
18354
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajonghwanhyeon",
18355
+ "repo_first_seen_at": "2026-04-21T11:42:03Z",
18356
+ "repo_last_seen_at": "2026-04-21T11:42:03Z",
18357
+ "repo_primary_artifact_count": 1,
18358
+ "repo_artifact_count": 1,
18359
+ "snapshot_issue_count": 0,
18360
+ "snapshot_pr_count": 1,
18361
+ "snapshot_comment_count": 0,
18362
+ "snapshot_review_count": 0,
18363
+ "snapshot_review_comment_count": 0,
18364
+ "repo_association": "CONTRIBUTOR",
18365
+ "new_to_repo": true,
18366
+ "first_seen_in_snapshot": true,
18367
+ "known_via_prior_merged_pr": false,
18368
+ "report_reason": "first_seen_in_snapshot",
18369
+ "enrichment_source": "live",
18370
+ "live_refetch_skipped": false,
18371
+ "account_age_days": 5135,
18372
+ "young_account": false,
18373
+ "follow_through_score": "weak",
18374
+ "breadth_score": "low",
18375
+ "automation_risk_signal": "low",
18376
+ "heuristic_note": "high open PR share; targets high-star repos",
18377
+ "public_orgs": [],
18378
+ "activity": {
18379
+ "visible_authored_pr_count": 1,
18380
+ "merged_pr_count": 0,
18381
+ "closed_unmerged_pr_count": 0,
18382
+ "open_pr_count": 1,
18383
+ "merged_pr_rate": 0.0,
18384
+ "closed_unmerged_pr_rate": 0.0,
18385
+ "still_open_pr_rate": 1.0,
18386
+ "distinct_repos_with_authored_prs": 1,
18387
+ "distinct_repos_with_open_prs": 1
18388
+ },
18389
+ "examples": {
18390
+ "pull_requests": [
18391
+ {
18392
+ "kind": "pull_request",
18393
+ "number": 45549,
18394
+ "title": "fix: apply channel averaging correctly in audio feature extractors",
18395
+ "url": "https://github.com/huggingface/transformers/pull/45549",
18396
+ "state": "open",
18397
+ "merged": false,
18398
+ "draft": false,
18399
+ "created_at": "2026-04-21T11:42:03Z"
18400
+ }
18401
+ ],
18402
+ "issues": []
18403
+ },
18404
+ "fetch_error": null
18405
+ },
18406
  {
18407
  "author_login": "JonoLF",
18408
  "name": "Jonathan Luke Faller",
new-contributors-report.md CHANGED
@@ -1,7 +1,7 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260421T060039Z`
4
- - Generated: `2026-04-21T06:01:15Z`
5
  - Activity window: `60d`
6
  - Contributors: `355`
7
 
@@ -9,8 +9,8 @@
9
 
10
  | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
11
  | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 
12
  | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 77 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
13
- | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 76 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
14
  | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 72 | 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` | 67 | 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` | 59 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
@@ -69,6 +69,7 @@
69
  | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | FIRST_TIME_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 |
70
  | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 3 | 2 | weak | low | low | targets high-star repos |
71
  | `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 |
 
72
  | `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 |
73
  | `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 508d | `2026-03-22T17:27:20Z` | 3 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
74
  | `jayakumarpujar` | [profile](https://github.com/jayakumarpujar) | no | NONE | 2663d | `2026-03-01T01:47:44Z` | 3 | 0 | mixed | low | low | — |
@@ -79,6 +80,7 @@
79
  | `matisgagneux21` | [profile](https://github.com/matisgagneux21) | no | CONTRIBUTOR | 53d | `2026-02-23T00:10:48Z` | 3 | 0 | mixed | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
80
  | `onel` | [profile](https://github.com/onel) | no | NONE | 5050d | `2026-02-26T22:44:41Z` | 3 | 0 | mixed | moderate | low | many recent closed-unmerged PRs |
81
  | `paipeline` | [profile](https://github.com/paipeline) | no | NONE | 1791d | `2026-02-22T14:37:25Z` | 3 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 
82
  | `saivedant169` | [profile](https://github.com/saivedant169) | no | NONE | 1712d | `2026-03-14T16:47:42Z` | 3 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; targets high-star repos |
83
  | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1466d | `2025-12-24T11:54:53Z` | 10 | 0 | mixed | moderate | low | targets high-star repos |
84
  | `math-hiyoko` | [profile](https://github.com/math-hiyoko) | no | CONTRIBUTOR | 2390d | `2026-02-08T01:31:10Z` | 4 | 7 | strong | low | low | targets high-star repos |
@@ -91,7 +93,6 @@
91
  | `akhilc08` | [profile](https://github.com/akhilc08) | no | NONE | 403d | `2026-04-03T17:43:21Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
92
  | `akintunero` | [profile](https://github.com/akintunero) | no | CONTRIBUTOR | 3950d | `2026-03-30T13:48:47Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
93
  | `albertorkive` | [profile](https://github.com/albertorkive) | no | FIRST_TIME_CONTRIBUTOR | 698d | `2026-04-12T17:02:14Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars |
94
- | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 2 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
95
  | `asuryateja` | [profile](https://github.com/asuryateja) | no | CONTRIBUTOR | 1716d | `2026-03-26T21:05:17Z` | 2 | 0 | mixed | moderate | low | high open PR share |
96
  | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 2 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
97
  | `Brianzhengca` | [profile](https://github.com/Brianzhengca) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-04-11T21:41:32Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -124,7 +125,6 @@
124
  | `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 |
125
  | `philippguevorguian` | [profile](https://github.com/philippguevorguian) | no | NONE | 1996d | `2025-10-10T14:52:07Z` | 2 | 0 | mixed | low | low | — |
126
  | `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 |
127
- | `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4939d | `2026-04-15T08:26:45Z` | 2 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
128
  | `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 |
129
  | `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 |
130
  | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 2 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
@@ -149,12 +149,10 @@
149
  | `ethanknights` | [profile](https://github.com/ethanknights) | no | CONTRIBUTOR | 3057d | `2025-06-27T22:12:42Z` | 2 | 0 | strong | low | low | targets high-star repos |
150
  | `jackcook` | [profile](https://github.com/jackcook) | no | CONTRIBUTOR | 4658d | `2026-02-13T05:15:44Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
151
  | `leopold-tzafon` | [profile](https://github.com/leopold-tzafon) | no | CONTRIBUTOR | 451d | `2026-02-19T15:45:13Z` | 2 | 0 | strong | low | low | targets high-star repos |
152
- | `lmaksym` | [profile](https://github.com/lmaksym) | no | FIRST_TIME_CONTRIBUTOR | 4113d | `2026-01-19T22:09:49Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
153
  | `nuxlear` | [profile](https://github.com/nuxlear) | no | CONTRIBUTOR | 3757d | `2026-01-02T07:29:46Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
154
  | `pragnyanramtha` | [profile](https://github.com/pragnyanramtha) | no | FIRST_TIME_CONTRIBUTOR | 448d | `2026-02-08T09:24:35Z` | 2 | 0 | mixed | moderate | low | — |
155
  | `tysoncung` | [profile](https://github.com/tysoncung) | no | CONTRIBUTOR | 2698d | `2026-02-17T02:03:30Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
156
  | `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 |
157
- | `veeceey` | [profile](https://github.com/veeceey) | no | NONE | 3056d | `2026-02-07T19:20:43Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
158
  | `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 |
159
  | `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 |
160
  | `ouroborosscr` | [profile](https://github.com/ouroborosscr) | no | FIRST_TIMER | 1967d | `2026-03-21T15:38:54Z` | 1 | 2 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -222,7 +220,7 @@
222
  | `aws-zhanxun` | [profile](https://github.com/aws-zhanxun) | no | CONTRIBUTOR | 1730d | `2026-03-30T07:06:19Z` | 1 | 0 | strong | low | low | targets high-star repos |
223
  | `balak4` | [profile](https://github.com/balak4) | no | CONTRIBUTOR | 2770d | `2026-02-25T01:40:57Z` | 1 | 0 | strong | moderate | low | — |
224
  | `balgaly` | [profile](https://github.com/balgaly) | no | NONE | 3775d | `2026-04-05T15:38:58Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs |
225
- | `Beichen-Ma` | [profile](https://github.com/Beichen-Ma) | yes | FIRST_TIME_CONTRIBUTOR | 1684d | `2026-04-20T23:21:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
226
  | `bensons` | [profile](https://github.com/bensons) | no | FIRST_TIME_CONTRIBUTOR | 5188d | `2026-03-17T04:59:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
227
  | `black-yt` | [profile](https://github.com/black-yt) | no | NONE | 1826d | `2026-03-10T01:52:18Z` | 1 | 0 | weak | low | low | — |
228
  | `carcel-yu` | [profile](https://github.com/carcel-yu) | no | CONTRIBUTOR | 2067d | `2026-03-02T05:34:49Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -243,6 +241,7 @@
243
  | `ENg-122` | [profile](https://github.com/ENg-122) | no | NONE | 1764d | `2026-04-03T09:08:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
244
  | `frogNotToad` | [profile](https://github.com/frogNotToad) | no | CONTRIBUTOR | 588d | `2026-03-06T16:58:14Z` | 1 | 0 | mixed | low | low | — |
245
  | `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 |
 
246
  | `giulio-leone` | [profile](https://github.com/giulio-leone) | no | NONE | 4423d | `2026-02-28T06:22:19Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
247
  | `gowthamr-tech` | [profile](https://github.com/gowthamr-tech) | no | CONTRIBUTOR | 342d | `2026-02-16T15:00:00Z` | 1 | 0 | strong | low | low | young account; no visible non-self stars |
248
  | `GS-GOAT` | [profile](https://github.com/GS-GOAT) | no | NONE | 1748d | `2026-02-21T13:45:15Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -269,6 +268,7 @@
269
  | `JiwaniZakir` | [profile](https://github.com/JiwaniZakir) | no | CONTRIBUTOR | 1386d | `2026-03-17T05:11:16Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
270
  | `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | NONE | 1082d | `2026-03-28T12:13:57Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
271
  | `JokeYoonic` | [profile](https://github.com/JokeYoonic) | no | FIRST_TIME_CONTRIBUTOR | 770d | `2026-03-13T16:28:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
272
  | `JonoLF` | [profile](https://github.com/JonoLF) | no | FIRST_TIME_CONTRIBUTOR | 1365d | `2026-02-23T15:09:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
273
  | `JonusClapshaw` | [profile](https://github.com/JonusClapshaw) | no | NONE | 2428d | `2026-02-24T22:09:56Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share; no visible non-self stars |
274
  | `joshuaswanson` | [profile](https://github.com/joshuaswanson) | no | FIRST_TIME_CONTRIBUTOR | 3496d | `2026-03-12T23:47:11Z` | 1 | 0 | weak | very high | low | high recent PR volume; very broad repo spread |
@@ -367,6 +367,32 @@
367
 
368
  ## Contributors
369
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
370
  ### `Cyrilvallez`
371
 
372
  - profile: [github.com/Cyrilvallez](https://github.com/Cyrilvallez)
@@ -386,36 +412,10 @@
386
  - heuristic read: **high recent PR volume; targets high-star repos**
387
 
388
  Example artifacts:
389
- - [PR #45539: Revert #45045: changes break modular's purpose](https://github.com/huggingface/transformers/pull/45539) — open
390
  - [PR #45527: Reapply modular to examples](https://github.com/huggingface/transformers/pull/45527) — closed, merged
391
  - [PR #45489: Align gemma3n cache sharing to gemma4](https://github.com/huggingface/transformers/pull/45489) — open
392
 
393
- ### `tarekziade`
394
-
395
- - profile: [github.com/tarekziade](https://github.com/tarekziade)
396
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
397
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
398
- - repo first seen: `2026-01-21T16:52:29Z`
399
- - repo last seen: `2026-04-20T13:37:43Z`
400
- - first seen in snapshot: **no**
401
- - repo association: **MEMBER**
402
- - repo primary artifacts: **82**
403
- - snapshot authored PRs/issues: **76 PRs / 6 issues**
404
- - snapshot discussion activity: **139 comments / 160 reviews / 150 review comments**
405
- - account age: **5839 days**
406
- - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
407
- - public orgs: `AFPy`, `faitmain`, `circus-tent`
408
- - compact scores: follow-through **strong**, breadth **high**, automation risk **low**
409
- - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
410
-
411
- Example artifacts:
412
- - [PR #45531: Revert "Fix: modular image processors (#45492)"](https://github.com/huggingface/transformers/pull/45531) — closed, merged
413
- - [PR #45528: qa: re-run modular converter when the script itself is modified](https://github.com/huggingface/transformers/pull/45528) — closed, merged
414
- - [PR #45475: chore(qa): split out mlinter](https://github.com/huggingface/transformers/pull/45475) — closed, merged
415
- - [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — open
416
- - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — open
417
- - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — open
418
-
419
  ### `ydshieh`
420
 
421
  - profile: [github.com/ydshieh](https://github.com/ydshieh)
@@ -445,12 +445,12 @@ Example artifacts:
445
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
446
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
447
  - repo first seen: `2024-09-26T09:23:39Z`
448
- - repo last seen: `2026-04-20T14:09:34Z`
449
  - first seen in snapshot: **no**
450
  - repo association: **MEMBER**
451
  - repo primary artifacts: **67**
452
  - snapshot authored PRs/issues: **67 PRs / 0 issues**
453
- - snapshot discussion activity: **446 comments / 638 reviews / 1504 review comments**
454
  - account age: **1508 days**
455
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
456
  - public orgs: `huggingface`, `deeppavlov`
@@ -494,12 +494,12 @@ Example artifacts:
494
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
495
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
496
  - repo first seen: `2023-02-24T14:13:29Z`
497
- - repo last seen: `2026-04-20T13:18:40Z`
498
  - first seen in snapshot: **no**
499
  - repo association: **MEMBER**
500
  - repo primary artifacts: **45**
501
  - snapshot authored PRs/issues: **43 PRs / 2 issues**
502
- - snapshot discussion activity: **132 comments / 452 reviews / 939 review comments**
503
  - account age: **2590 days**
504
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
505
  - public orgs: none visible
@@ -628,7 +628,7 @@ Example artifacts:
628
  - heuristic read: **targets high-star repos**
629
 
630
  Example artifacts:
631
- - [PR #45326: feat[vLLM × v5]: Add vLLM compatibility for audio models](https://github.com/huggingface/transformers/pull/45326) — open
632
  - [PR #45199: fix(models): Resolve regressions in Wav2Vec2PhonemeCTCTokenizer (wav2vec2-lv-60-espeak-cv-ft)](https://github.com/huggingface/transformers/pull/45199) — closed, merged
633
  - [PR #45074: fix(models): Fix dtype mismatch in SwitchTransformers and TimmWrapperModel](https://github.com/huggingface/transformers/pull/45074) — closed, merged
634
  - [Issue #45198: [BUG] Wav2Vec2 wav2vec2-lv-60-espeak-cv-ft: save_pretrained and tokenization fail](https://github.com/huggingface/transformers/issues/45198) — closed
@@ -725,7 +725,7 @@ Example artifacts:
725
  Example artifacts:
726
  - [PR #45530: [CB] Changes for long generation](https://github.com/huggingface/transformers/pull/45530) — open, draft
727
  - [PR #45323: [CB] Fix capture of max_seqlen](https://github.com/huggingface/transformers/pull/45323) — closed, merged
728
- - [PR #45184: [CB] [Major] Add CPU request offloading](https://github.com/huggingface/transformers/pull/45184) — open, draft
729
 
730
  ### `tomaarsen`
731
 
@@ -904,12 +904,12 @@ Example artifacts:
904
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ANielsRogge)
905
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ANielsRogge)
906
  - repo first seen: `2022-02-21T10:02:38Z`
907
- - repo last seen: `2026-04-13T13:53:05Z`
908
  - first seen in snapshot: **no**
909
  - repo association: **MEMBER**
910
  - repo primary artifacts: **18**
911
  - snapshot authored PRs/issues: **15 PRs / 3 issues**
912
- - snapshot discussion activity: **20 comments / 34 reviews / 34 review comments**
913
  - account age: **2598 days**
914
  - recent public PR activity: **95 PRs** (67 merged / 19 closed-unmerged / 9 open; merged rate **71%**, closed-unmerged rate **20%**, open rate **9%**)
915
  - public orgs: none visible
@@ -930,12 +930,12 @@ Example artifacts:
930
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
931
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
932
  - repo first seen: `2025-07-04T08:41:29Z`
933
- - repo last seen: `2026-04-20T15:39:11Z`
934
  - first seen in snapshot: **no**
935
  - repo association: **MEMBER**
936
  - repo primary artifacts: **17**
937
  - snapshot authored PRs/issues: **15 PRs / 2 issues**
938
- - snapshot discussion activity: **34 comments / 139 reviews / 116 review comments**
939
  - account age: **2354 days**
940
  - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
941
  - public orgs: `huggingface`, `Chouafa`
@@ -1085,7 +1085,7 @@ Example artifacts:
1085
  - heuristic read: **—**
1086
 
1087
  Example artifacts:
1088
- - [PR #45533: Fix AMD CI: rebuild torchvision with libjpeg + refresh expectations](https://github.com/huggingface/transformers/pull/45533) — open
1089
  - [PR #45284: [AMD CI] Fix Qwen2 expectations](https://github.com/huggingface/transformers/pull/45284) — closed, merged
1090
  - [PR #45282: [AMD CI] Fix torch.compile/export failures on AMD CI due to untraceable set.__contains__ ](https://github.com/huggingface/transformers/pull/45282) — closed, merged
1091
 
@@ -1493,12 +1493,12 @@ Example artifacts:
1493
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azhang-prog)
1494
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azhang-prog)
1495
  - repo first seen: `2025-12-23T11:18:14Z`
1496
- - repo last seen: `2026-04-20T12:41:39Z`
1497
  - first seen in snapshot: **no**
1498
  - repo association: **CONTRIBUTOR**
1499
  - repo primary artifacts: **5**
1500
  - snapshot authored PRs/issues: **5 PRs / 0 issues**
1501
- - snapshot discussion activity: **37 comments / 296 reviews / 297 review comments**
1502
  - account age: **2074 days**
1503
  - recent public PR activity: **19 PRs** (16 merged / 2 closed-unmerged / 1 open; merged rate **84%**, closed-unmerged rate **11%**, open rate **5%**)
1504
  - public orgs: none visible
@@ -1796,6 +1796,29 @@ Example artifacts:
1796
  - [PR #45180: 🔒 Pin GitHub Actions to commit SHAs](https://github.com/huggingface/transformers/pull/45180) — closed, merged
1797
  - [Issue #45182: 🔒 Track: Pin GitHub Actions to commit SHAs](https://github.com/huggingface/transformers/issues/45182) — closed
1798
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1799
  ### `Cursx`
1800
 
1801
  - profile: [github.com/Cursx](https://github.com/Cursx)
@@ -2026,6 +2049,29 @@ Example artifacts:
2026
  - [PR #44274: Fix auxiliary load balancing loss computation when output_router_logits=False](https://github.com/huggingface/transformers/pull/44274) — closed
2027
  - [PR #44209: Fix LayoutLMv2Tokenizer NER crashes with word_labels](https://github.com/huggingface/transformers/pull/44209) — closed
2028
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2029
  ### `saivedant169`
2030
 
2031
  - profile: [github.com/saivedant169](https://github.com/saivedant169)
@@ -2306,28 +2352,6 @@ Example artifacts:
2306
  - [PR #45388: Make Gemma4ClippableLinear inherit from nn.Linear for PEFT/LoRA compatibility](https://github.com/huggingface/transformers/pull/45388) — closed
2307
  - [PR #45387: Fix flash_attention_3 detection and import for hopper wheel installs](https://github.com/huggingface/transformers/pull/45387) — closed
2308
 
2309
- ### `AmineDiro`
2310
-
2311
- - profile: [github.com/AmineDiro](https://github.com/AmineDiro)
2312
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAmineDiro)
2313
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAmineDiro)
2314
- - repo first seen: `2026-04-14T15:35:56Z`
2315
- - repo last seen: `2026-04-20T12:57:06Z`
2316
- - first seen in snapshot: **no**
2317
- - repo association: **MEMBER**
2318
- - repo primary artifacts: **2**
2319
- - snapshot authored PRs/issues: **2 PRs / 0 issues**
2320
- - snapshot discussion activity: **2 comments / 2 reviews / 2 review comments**
2321
- - account age: **3865 days**
2322
- - recent public PR activity: **17 PRs** (8 merged / 1 closed-unmerged / 8 open; merged rate **47%**, closed-unmerged rate **6%**, open rate **47%**)
2323
- - public orgs: `huggingface`
2324
- - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
2325
- - heuristic read: **high open PR share; targets high-star repos**
2326
-
2327
- Example artifacts:
2328
- - [PR #45473: Fix EP: RouterParallel shape, tp_plan property, grouped_mm sentinels](https://github.com/huggingface/transformers/pull/45473) — open
2329
- - [PR #45436: Add expert parallelism (EP) config support for Qwen3 MoE](https://github.com/huggingface/transformers/pull/45436) — open
2330
-
2331
  ### `asuryateja`
2332
 
2333
  - profile: [github.com/asuryateja](https://github.com/asuryateja)
@@ -2356,12 +2380,12 @@ Example artifacts:
2356
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
2357
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
2358
  - repo first seen: `2024-10-17T11:56:32Z`
2359
- - repo last seen: `2026-04-20T13:41:52Z`
2360
  - first seen in snapshot: **no**
2361
  - repo association: **MEMBER**
2362
  - repo primary artifacts: **2**
2363
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
2364
- - snapshot discussion activity: **13 comments / 4 reviews / 4 review comments**
2365
  - account age: **4501 days**
2366
  - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
2367
  - public orgs: `huggingface`
@@ -3032,28 +3056,6 @@ Example artifacts:
3032
  - [PR #44932: Fix: Pass scheduler_specific_kwargs to inverse_sqrt scheduler](https://github.com/huggingface/transformers/pull/44932) — closed
3033
  - [PR #44931: fix(camembert): add tie_word_embeddings=True to CamembertConfig](https://github.com/huggingface/transformers/pull/44931) — closed, merged
3034
 
3035
- ### `rtrompier`
3036
-
3037
- - profile: [github.com/rtrompier](https://github.com/rtrompier)
3038
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Artrompier)
3039
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Artrompier)
3040
- - repo first seen: `2026-04-15T08:26:45Z`
3041
- - repo last seen: `2026-04-17T09:17:55Z`
3042
- - first seen in snapshot: **no**
3043
- - repo association: **MEMBER**
3044
- - repo primary artifacts: **2**
3045
- - snapshot authored PRs/issues: **2 PRs / 0 issues**
3046
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
3047
- - account age: **4939 days**
3048
- - recent public PR activity: **104 PRs** (59 merged / 2 closed-unmerged / 43 open; merged rate **57%**, closed-unmerged rate **2%**, open rate **41%**)
3049
- - public orgs: `smartwavesa`
3050
- - compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
3051
- - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share**
3052
-
3053
- Example artifacts:
3054
- - [PR #45474: chore: bump doc-builder SHA for main doc build workflow](https://github.com/huggingface/transformers/pull/45474) — closed, draft
3055
- - [PR #45450: chore: bump doc-builder SHA for PR upload workflow](https://github.com/huggingface/transformers/pull/45450) — closed, merged
3056
-
3057
  ### `saslifat-gif`
3058
 
3059
  - profile: [github.com/saslifat-gif](https://github.com/saslifat-gif)
@@ -3592,28 +3594,6 @@ Example artifacts:
3592
  - [PR #44433: fix: raise error if mm_token_type_ids not supplied ](https://github.com/huggingface/transformers/pull/44433) — closed, merged
3593
  - [PR #44158: fix bug with position_ids on qwen3-vl models, such that position_ids include text position](https://github.com/huggingface/transformers/pull/44158) — closed, merged
3594
 
3595
- ### `lmaksym`
3596
-
3597
- - profile: [github.com/lmaksym](https://github.com/lmaksym)
3598
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Almaksym)
3599
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Almaksym)
3600
- - repo first seen: `2026-01-19T22:09:49Z`
3601
- - repo last seen: `2026-03-10T11:25:39Z`
3602
- - first seen in snapshot: **no**
3603
- - repo association: **FIRST_TIME_CONTRIBUTOR**
3604
- - repo primary artifacts: **2**
3605
- - snapshot authored PRs/issues: **2 PRs / 0 issues**
3606
- - snapshot discussion activity: **6 comments / 8 reviews / 8 review comments**
3607
- - account age: **4113 days**
3608
- - recent public PR activity: **4 PRs** (0 merged / 1 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **25%**, open rate **75%**)
3609
- - public orgs: none visible
3610
- - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
3611
- - heuristic read: **high open PR share; targets high-star repos**
3612
-
3613
- Example artifacts:
3614
- - [PR #44171: Parakeet tdt](https://github.com/huggingface/transformers/pull/44171) — open
3615
- - [PR #43357: Add Parakeet TDT model support](https://github.com/huggingface/transformers/pull/43357) — closed
3616
-
3617
  ### `nuxlear`
3618
 
3619
  - profile: [github.com/nuxlear](https://github.com/nuxlear)
@@ -3702,28 +3682,6 @@ Example artifacts:
3702
  - [PR #45055: Save model config in Trainer checkpoints for non-PreTrainedModel models](https://github.com/huggingface/transformers/pull/45055) — open
3703
  - [PR #43843: Add PlutoCallback integration for Pluto experiment tracker](https://github.com/huggingface/transformers/pull/43843) — closed
3704
 
3705
- ### `veeceey`
3706
-
3707
- - profile: [github.com/veeceey](https://github.com/veeceey)
3708
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aveeceey)
3709
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aveeceey)
3710
- - repo first seen: `2026-02-07T19:20:43Z`
3711
- - repo last seen: `2026-02-20T08:28:05Z`
3712
- - first seen in snapshot: **no**
3713
- - repo association: **NONE**
3714
- - repo primary artifacts: **2**
3715
- - snapshot authored PRs/issues: **2 PRs / 0 issues**
3716
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
3717
- - account age: **3056 days**
3718
- - recent public PR activity: **153 PRs** (39 merged / 51 closed-unmerged / 63 open; merged rate **25%**, closed-unmerged rate **33%**, open rate **41%**)
3719
- - public orgs: none visible
3720
- - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
3721
- - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
3722
-
3723
- Example artifacts:
3724
- - [PR #44170: Add GIT model support in VQA pipeline](https://github.com/huggingface/transformers/pull/44170) — closed
3725
- - [PR #43822: Fix NameError: name 'nn' is not defined when PyTorch < 2.4](https://github.com/huggingface/transformers/pull/43822) — closed
3726
-
3727
  ### `baonudesifeizhai`
3728
 
3729
  - profile: [github.com/baonudesifeizhai](https://github.com/baonudesifeizhai)
@@ -5184,7 +5142,7 @@ Example artifacts:
5184
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABeichen-Ma)
5185
  - repo first seen: `2026-04-20T23:21:03Z`
5186
  - repo last seen: `2026-04-21T01:17:27Z`
5187
- - first seen in snapshot: **yes**
5188
  - repo association: **FIRST_TIME_CONTRIBUTOR**
5189
  - repo primary artifacts: **1**
5190
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -5619,6 +5577,27 @@ Example artifacts:
5619
  Example artifacts:
5620
  - [PR #45247: Fix UnboundLocalError in invert_attention_mask by adding proper shape…](https://github.com/huggingface/transformers/pull/45247) — closed
5621
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5622
  ### `giulio-leone`
5623
 
5624
  - profile: [github.com/giulio-leone](https://github.com/giulio-leone)
@@ -6166,6 +6145,27 @@ Example artifacts:
6166
  Example artifacts:
6167
  - [PR #44676: fix(gpt2): Resolve NaN/Inf issue in lm_head on Python 3.13 with tied weights](https://github.com/huggingface/transformers/pull/44676) — open
6168
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6169
  ### `JonoLF`
6170
 
6171
  - profile: [github.com/JonoLF](https://github.com/JonoLF)
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260421T120044Z`
4
+ - Generated: `2026-04-21T12:01:51Z`
5
  - Activity window: `60d`
6
  - Contributors: `355`
7
 
 
9
 
10
  | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
11
  | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
12
+ | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 78 | 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` | 77 | 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` | 72 | 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` | 67 | 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` | 59 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 
69
  | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | FIRST_TIME_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 |
70
  | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 3 | 2 | weak | low | low | targets high-star repos |
71
  | `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 |
72
+ | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 3 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
73
  | `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 |
74
  | `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 508d | `2026-03-22T17:27:20Z` | 3 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
75
  | `jayakumarpujar` | [profile](https://github.com/jayakumarpujar) | no | NONE | 2663d | `2026-03-01T01:47:44Z` | 3 | 0 | mixed | low | low | — |
 
80
  | `matisgagneux21` | [profile](https://github.com/matisgagneux21) | no | CONTRIBUTOR | 53d | `2026-02-23T00:10:48Z` | 3 | 0 | mixed | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
81
  | `onel` | [profile](https://github.com/onel) | no | NONE | 5050d | `2026-02-26T22:44:41Z` | 3 | 0 | mixed | moderate | low | many recent closed-unmerged PRs |
82
  | `paipeline` | [profile](https://github.com/paipeline) | no | NONE | 1791d | `2026-02-22T14:37:25Z` | 3 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
83
+ | `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4939d | `2026-04-15T08:26:45Z` | 3 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
84
  | `saivedant169` | [profile](https://github.com/saivedant169) | no | NONE | 1712d | `2026-03-14T16:47:42Z` | 3 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; targets high-star repos |
85
  | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1466d | `2025-12-24T11:54:53Z` | 10 | 0 | mixed | moderate | low | targets high-star repos |
86
  | `math-hiyoko` | [profile](https://github.com/math-hiyoko) | no | CONTRIBUTOR | 2390d | `2026-02-08T01:31:10Z` | 4 | 7 | strong | low | low | targets high-star repos |
 
93
  | `akhilc08` | [profile](https://github.com/akhilc08) | no | NONE | 403d | `2026-04-03T17:43:21Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
94
  | `akintunero` | [profile](https://github.com/akintunero) | no | CONTRIBUTOR | 3950d | `2026-03-30T13:48:47Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
95
  | `albertorkive` | [profile](https://github.com/albertorkive) | no | FIRST_TIME_CONTRIBUTOR | 698d | `2026-04-12T17:02:14Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars |
 
96
  | `asuryateja` | [profile](https://github.com/asuryateja) | no | CONTRIBUTOR | 1716d | `2026-03-26T21:05:17Z` | 2 | 0 | mixed | moderate | low | high open PR share |
97
  | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 2 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
98
  | `Brianzhengca` | [profile](https://github.com/Brianzhengca) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-04-11T21:41:32Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 
125
  | `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 |
126
  | `philippguevorguian` | [profile](https://github.com/philippguevorguian) | no | NONE | 1996d | `2025-10-10T14:52:07Z` | 2 | 0 | mixed | low | low | — |
127
  | `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 |
 
128
  | `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 |
129
  | `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 |
130
  | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 2 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 
149
  | `ethanknights` | [profile](https://github.com/ethanknights) | no | CONTRIBUTOR | 3057d | `2025-06-27T22:12:42Z` | 2 | 0 | strong | low | low | targets high-star repos |
150
  | `jackcook` | [profile](https://github.com/jackcook) | no | CONTRIBUTOR | 4658d | `2026-02-13T05:15:44Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
151
  | `leopold-tzafon` | [profile](https://github.com/leopold-tzafon) | no | CONTRIBUTOR | 451d | `2026-02-19T15:45:13Z` | 2 | 0 | strong | low | low | targets high-star repos |
 
152
  | `nuxlear` | [profile](https://github.com/nuxlear) | no | CONTRIBUTOR | 3757d | `2026-01-02T07:29:46Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
153
  | `pragnyanramtha` | [profile](https://github.com/pragnyanramtha) | no | FIRST_TIME_CONTRIBUTOR | 448d | `2026-02-08T09:24:35Z` | 2 | 0 | mixed | moderate | low | — |
154
  | `tysoncung` | [profile](https://github.com/tysoncung) | no | CONTRIBUTOR | 2698d | `2026-02-17T02:03:30Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
155
  | `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 |
 
156
  | `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 |
157
  | `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 |
158
  | `ouroborosscr` | [profile](https://github.com/ouroborosscr) | no | FIRST_TIMER | 1967d | `2026-03-21T15:38:54Z` | 1 | 2 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 
220
  | `aws-zhanxun` | [profile](https://github.com/aws-zhanxun) | no | CONTRIBUTOR | 1730d | `2026-03-30T07:06:19Z` | 1 | 0 | strong | low | low | targets high-star repos |
221
  | `balak4` | [profile](https://github.com/balak4) | no | CONTRIBUTOR | 2770d | `2026-02-25T01:40:57Z` | 1 | 0 | strong | moderate | low | — |
222
  | `balgaly` | [profile](https://github.com/balgaly) | no | NONE | 3775d | `2026-04-05T15:38:58Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs |
223
+ | `Beichen-Ma` | [profile](https://github.com/Beichen-Ma) | no | FIRST_TIME_CONTRIBUTOR | 1684d | `2026-04-20T23:21:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
224
  | `bensons` | [profile](https://github.com/bensons) | no | FIRST_TIME_CONTRIBUTOR | 5188d | `2026-03-17T04:59:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
225
  | `black-yt` | [profile](https://github.com/black-yt) | no | NONE | 1826d | `2026-03-10T01:52:18Z` | 1 | 0 | weak | low | low | — |
226
  | `carcel-yu` | [profile](https://github.com/carcel-yu) | no | CONTRIBUTOR | 2067d | `2026-03-02T05:34:49Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 
241
  | `ENg-122` | [profile](https://github.com/ENg-122) | no | NONE | 1764d | `2026-04-03T09:08:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
242
  | `frogNotToad` | [profile](https://github.com/frogNotToad) | no | CONTRIBUTOR | 588d | `2026-03-06T16:58:14Z` | 1 | 0 | mixed | low | low | — |
243
  | `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 |
244
+ | `garybadwal` | [profile](https://github.com/garybadwal) | yes | FIRST_TIME_CONTRIBUTOR | 1178d | `2026-04-21T04:38:14Z` | 1 | 0 | weak | low | low | targets high-star repos |
245
  | `giulio-leone` | [profile](https://github.com/giulio-leone) | no | NONE | 4423d | `2026-02-28T06:22:19Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
246
  | `gowthamr-tech` | [profile](https://github.com/gowthamr-tech) | no | CONTRIBUTOR | 342d | `2026-02-16T15:00:00Z` | 1 | 0 | strong | low | low | young account; no visible non-self stars |
247
  | `GS-GOAT` | [profile](https://github.com/GS-GOAT) | no | NONE | 1748d | `2026-02-21T13:45:15Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 
268
  | `JiwaniZakir` | [profile](https://github.com/JiwaniZakir) | no | CONTRIBUTOR | 1386d | `2026-03-17T05:11:16Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
269
  | `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | NONE | 1082d | `2026-03-28T12:13:57Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
270
  | `JokeYoonic` | [profile](https://github.com/JokeYoonic) | no | FIRST_TIME_CONTRIBUTOR | 770d | `2026-03-13T16:28:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
271
+ | `jonghwanhyeon` | [profile](https://github.com/jonghwanhyeon) | yes | CONTRIBUTOR | 5135d | `2026-04-21T11:42:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
272
  | `JonoLF` | [profile](https://github.com/JonoLF) | no | FIRST_TIME_CONTRIBUTOR | 1365d | `2026-02-23T15:09:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
273
  | `JonusClapshaw` | [profile](https://github.com/JonusClapshaw) | no | NONE | 2428d | `2026-02-24T22:09:56Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share; no visible non-self stars |
274
  | `joshuaswanson` | [profile](https://github.com/joshuaswanson) | no | FIRST_TIME_CONTRIBUTOR | 3496d | `2026-03-12T23:47:11Z` | 1 | 0 | weak | very high | low | high recent PR volume; very broad repo spread |
 
367
 
368
  ## Contributors
369
 
370
+ ### `tarekziade`
371
+
372
+ - profile: [github.com/tarekziade](https://github.com/tarekziade)
373
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
374
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
375
+ - repo first seen: `2026-01-21T16:52:29Z`
376
+ - repo last seen: `2026-04-21T09:08:25Z`
377
+ - first seen in snapshot: **no**
378
+ - repo association: **MEMBER**
379
+ - repo primary artifacts: **84**
380
+ - snapshot authored PRs/issues: **78 PRs / 6 issues**
381
+ - snapshot discussion activity: **141 comments / 162 reviews / 151 review comments**
382
+ - account age: **5839 days**
383
+ - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
384
+ - public orgs: `AFPy`, `faitmain`, `circus-tent`
385
+ - compact scores: follow-through **strong**, breadth **high**, automation risk **low**
386
+ - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
387
+
388
+ Example artifacts:
389
+ - [PR #45544: fix table update versions](https://github.com/huggingface/transformers/pull/45544) — open
390
+ - [PR #45543: ci: OTEL support](https://github.com/huggingface/transformers/pull/45543) — open, draft
391
+ - [PR #45531: Revert "Fix: modular image processors (#45492)"](https://github.com/huggingface/transformers/pull/45531) — closed, merged
392
+ - [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — open
393
+ - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — open
394
+ - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — open
395
+
396
  ### `Cyrilvallez`
397
 
398
  - profile: [github.com/Cyrilvallez](https://github.com/Cyrilvallez)
 
412
  - heuristic read: **high recent PR volume; targets high-star repos**
413
 
414
  Example artifacts:
415
+ - [PR #45539: [modular] Fix modular logic broken in #45045](https://github.com/huggingface/transformers/pull/45539) — open
416
  - [PR #45527: Reapply modular to examples](https://github.com/huggingface/transformers/pull/45527) — closed, merged
417
  - [PR #45489: Align gemma3n cache sharing to gemma4](https://github.com/huggingface/transformers/pull/45489) — open
418
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
419
  ### `ydshieh`
420
 
421
  - profile: [github.com/ydshieh](https://github.com/ydshieh)
 
445
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
446
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
447
  - repo first seen: `2024-09-26T09:23:39Z`
448
+ - repo last seen: `2026-04-21T09:31:32Z`
449
  - first seen in snapshot: **no**
450
  - repo association: **MEMBER**
451
  - repo primary artifacts: **67**
452
  - snapshot authored PRs/issues: **67 PRs / 0 issues**
453
+ - snapshot discussion activity: **447 comments / 638 reviews / 1504 review comments**
454
  - account age: **1508 days**
455
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
456
  - public orgs: `huggingface`, `deeppavlov`
 
494
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
495
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
496
  - repo first seen: `2023-02-24T14:13:29Z`
497
+ - repo last seen: `2026-04-21T09:13:10Z`
498
  - first seen in snapshot: **no**
499
  - repo association: **MEMBER**
500
  - repo primary artifacts: **45**
501
  - snapshot authored PRs/issues: **43 PRs / 2 issues**
502
+ - snapshot discussion activity: **135 comments / 458 reviews / 945 review comments**
503
  - account age: **2590 days**
504
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
505
  - public orgs: none visible
 
628
  - heuristic read: **targets high-star repos**
629
 
630
  Example artifacts:
631
+ - [PR #45326: feat[vLLM × v5]: Add vLLM compatibility for audio models](https://github.com/huggingface/transformers/pull/45326) — closed, merged
632
  - [PR #45199: fix(models): Resolve regressions in Wav2Vec2PhonemeCTCTokenizer (wav2vec2-lv-60-espeak-cv-ft)](https://github.com/huggingface/transformers/pull/45199) — closed, merged
633
  - [PR #45074: fix(models): Fix dtype mismatch in SwitchTransformers and TimmWrapperModel](https://github.com/huggingface/transformers/pull/45074) — closed, merged
634
  - [Issue #45198: [BUG] Wav2Vec2 wav2vec2-lv-60-espeak-cv-ft: save_pretrained and tokenization fail](https://github.com/huggingface/transformers/issues/45198) — closed
 
725
  Example artifacts:
726
  - [PR #45530: [CB] Changes for long generation](https://github.com/huggingface/transformers/pull/45530) — open, draft
727
  - [PR #45323: [CB] Fix capture of max_seqlen](https://github.com/huggingface/transformers/pull/45323) — closed, merged
728
+ - [PR #45184: [CB] [Major] Add CPU request offloading](https://github.com/huggingface/transformers/pull/45184) — open
729
 
730
  ### `tomaarsen`
731
 
 
904
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ANielsRogge)
905
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ANielsRogge)
906
  - repo first seen: `2022-02-21T10:02:38Z`
907
+ - repo last seen: `2026-04-21T07:02:42Z`
908
  - first seen in snapshot: **no**
909
  - repo association: **MEMBER**
910
  - repo primary artifacts: **18**
911
  - snapshot authored PRs/issues: **15 PRs / 3 issues**
912
+ - snapshot discussion activity: **20 comments / 35 reviews / 34 review comments**
913
  - account age: **2598 days**
914
  - recent public PR activity: **95 PRs** (67 merged / 19 closed-unmerged / 9 open; merged rate **71%**, closed-unmerged rate **20%**, open rate **9%**)
915
  - public orgs: none visible
 
930
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
931
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
932
  - repo first seen: `2025-07-04T08:41:29Z`
933
+ - repo last seen: `2026-04-21T08:07:56Z`
934
  - first seen in snapshot: **no**
935
  - repo association: **MEMBER**
936
  - repo primary artifacts: **17**
937
  - snapshot authored PRs/issues: **15 PRs / 2 issues**
938
+ - snapshot discussion activity: **34 comments / 142 reviews / 119 review comments**
939
  - account age: **2354 days**
940
  - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
941
  - public orgs: `huggingface`, `Chouafa`
 
1085
  - heuristic read: **—**
1086
 
1087
  Example artifacts:
1088
+ - [PR #45533: Fix AMD CI: rebuild torchvision with libjpeg + refresh expectations](https://github.com/huggingface/transformers/pull/45533) — closed, merged
1089
  - [PR #45284: [AMD CI] Fix Qwen2 expectations](https://github.com/huggingface/transformers/pull/45284) — closed, merged
1090
  - [PR #45282: [AMD CI] Fix torch.compile/export failures on AMD CI due to untraceable set.__contains__ ](https://github.com/huggingface/transformers/pull/45282) — closed, merged
1091
 
 
1493
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azhang-prog)
1494
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azhang-prog)
1495
  - repo first seen: `2025-12-23T11:18:14Z`
1496
+ - repo last seen: `2026-04-21T06:28:34Z`
1497
  - first seen in snapshot: **no**
1498
  - repo association: **CONTRIBUTOR**
1499
  - repo primary artifacts: **5**
1500
  - snapshot authored PRs/issues: **5 PRs / 0 issues**
1501
+ - snapshot discussion activity: **37 comments / 315 reviews / 316 review comments**
1502
  - account age: **2074 days**
1503
  - recent public PR activity: **19 PRs** (16 merged / 2 closed-unmerged / 1 open; merged rate **84%**, closed-unmerged rate **11%**, open rate **5%**)
1504
  - public orgs: none visible
 
1796
  - [PR #45180: 🔒 Pin GitHub Actions to commit SHAs](https://github.com/huggingface/transformers/pull/45180) — closed, merged
1797
  - [Issue #45182: 🔒 Track: Pin GitHub Actions to commit SHAs](https://github.com/huggingface/transformers/issues/45182) — closed
1798
 
1799
+ ### `AmineDiro`
1800
+
1801
+ - profile: [github.com/AmineDiro](https://github.com/AmineDiro)
1802
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAmineDiro)
1803
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAmineDiro)
1804
+ - repo first seen: `2026-04-14T15:35:56Z`
1805
+ - repo last seen: `2026-04-21T11:08:38Z`
1806
+ - first seen in snapshot: **no**
1807
+ - repo association: **MEMBER**
1808
+ - repo primary artifacts: **3**
1809
+ - snapshot authored PRs/issues: **3 PRs / 0 issues**
1810
+ - snapshot discussion activity: **3 comments / 2 reviews / 2 review comments**
1811
+ - account age: **3865 days**
1812
+ - recent public PR activity: **17 PRs** (8 merged / 1 closed-unmerged / 8 open; merged rate **47%**, closed-unmerged rate **6%**, open rate **47%**)
1813
+ - public orgs: `huggingface`
1814
+ - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
1815
+ - heuristic read: **high open PR share; targets high-star repos**
1816
+
1817
+ Example artifacts:
1818
+ - [PR #45548: Fix EP + DeepSpeed ZeRO-3 loading via accelerate launch](https://github.com/huggingface/transformers/pull/45548) — open
1819
+ - [PR #45473: Fix EP: RouterParallel shape, tp_plan property, grouped_mm sentinels](https://github.com/huggingface/transformers/pull/45473) — closed, merged
1820
+ - [PR #45436: Add expert parallelism (EP) config support for Qwen3 MoE](https://github.com/huggingface/transformers/pull/45436) — open
1821
+
1822
  ### `Cursx`
1823
 
1824
  - profile: [github.com/Cursx](https://github.com/Cursx)
 
2049
  - [PR #44274: Fix auxiliary load balancing loss computation when output_router_logits=False](https://github.com/huggingface/transformers/pull/44274) — closed
2050
  - [PR #44209: Fix LayoutLMv2Tokenizer NER crashes with word_labels](https://github.com/huggingface/transformers/pull/44209) — closed
2051
 
2052
+ ### `rtrompier`
2053
+
2054
+ - profile: [github.com/rtrompier](https://github.com/rtrompier)
2055
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Artrompier)
2056
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Artrompier)
2057
+ - repo first seen: `2026-04-15T08:26:45Z`
2058
+ - repo last seen: `2026-04-21T09:01:12Z`
2059
+ - first seen in snapshot: **no**
2060
+ - repo association: **MEMBER**
2061
+ - repo primary artifacts: **3**
2062
+ - snapshot authored PRs/issues: **3 PRs / 0 issues**
2063
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
2064
+ - account age: **4939 days**
2065
+ - recent public PR activity: **104 PRs** (59 merged / 2 closed-unmerged / 43 open; merged rate **57%**, closed-unmerged rate **2%**, open rate **41%**)
2066
+ - public orgs: `smartwavesa`
2067
+ - compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
2068
+ - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share**
2069
+
2070
+ Example artifacts:
2071
+ - [PR #45547: Add disable_mmap kwarg to from_pretrained with hf-mount auto-detection](https://github.com/huggingface/transformers/pull/45547) — open
2072
+ - [PR #45474: chore: bump doc-builder SHA for main doc build workflow](https://github.com/huggingface/transformers/pull/45474) — closed, draft
2073
+ - [PR #45450: chore: bump doc-builder SHA for PR upload workflow](https://github.com/huggingface/transformers/pull/45450) — closed, merged
2074
+
2075
  ### `saivedant169`
2076
 
2077
  - profile: [github.com/saivedant169](https://github.com/saivedant169)
 
2352
  - [PR #45388: Make Gemma4ClippableLinear inherit from nn.Linear for PEFT/LoRA compatibility](https://github.com/huggingface/transformers/pull/45388) — closed
2353
  - [PR #45387: Fix flash_attention_3 detection and import for hopper wheel installs](https://github.com/huggingface/transformers/pull/45387) — closed
2354
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2355
  ### `asuryateja`
2356
 
2357
  - profile: [github.com/asuryateja](https://github.com/asuryateja)
 
2380
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
2381
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
2382
  - repo first seen: `2024-10-17T11:56:32Z`
2383
+ - repo last seen: `2026-04-21T10:28:42Z`
2384
  - first seen in snapshot: **no**
2385
  - repo association: **MEMBER**
2386
  - repo primary artifacts: **2**
2387
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
2388
+ - snapshot discussion activity: **13 comments / 5 reviews / 5 review comments**
2389
  - account age: **4501 days**
2390
  - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
2391
  - public orgs: `huggingface`
 
3056
  - [PR #44932: Fix: Pass scheduler_specific_kwargs to inverse_sqrt scheduler](https://github.com/huggingface/transformers/pull/44932) — closed
3057
  - [PR #44931: fix(camembert): add tie_word_embeddings=True to CamembertConfig](https://github.com/huggingface/transformers/pull/44931) — closed, merged
3058
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3059
  ### `saslifat-gif`
3060
 
3061
  - profile: [github.com/saslifat-gif](https://github.com/saslifat-gif)
 
3594
  - [PR #44433: fix: raise error if mm_token_type_ids not supplied ](https://github.com/huggingface/transformers/pull/44433) — closed, merged
3595
  - [PR #44158: fix bug with position_ids on qwen3-vl models, such that position_ids include text position](https://github.com/huggingface/transformers/pull/44158) — closed, merged
3596
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3597
  ### `nuxlear`
3598
 
3599
  - profile: [github.com/nuxlear](https://github.com/nuxlear)
 
3682
  - [PR #45055: Save model config in Trainer checkpoints for non-PreTrainedModel models](https://github.com/huggingface/transformers/pull/45055) — open
3683
  - [PR #43843: Add PlutoCallback integration for Pluto experiment tracker](https://github.com/huggingface/transformers/pull/43843) — closed
3684
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3685
  ### `baonudesifeizhai`
3686
 
3687
  - profile: [github.com/baonudesifeizhai](https://github.com/baonudesifeizhai)
 
5142
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABeichen-Ma)
5143
  - repo first seen: `2026-04-20T23:21:03Z`
5144
  - repo last seen: `2026-04-21T01:17:27Z`
5145
+ - first seen in snapshot: **no**
5146
  - repo association: **FIRST_TIME_CONTRIBUTOR**
5147
  - repo primary artifacts: **1**
5148
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
5577
  Example artifacts:
5578
  - [PR #45247: Fix UnboundLocalError in invert_attention_mask by adding proper shape…](https://github.com/huggingface/transformers/pull/45247) — closed
5579
 
5580
+ ### `garybadwal`
5581
+
5582
+ - profile: [github.com/garybadwal](https://github.com/garybadwal)
5583
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agarybadwal)
5584
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agarybadwal)
5585
+ - repo first seen: `2026-04-21T04:38:14Z`
5586
+ - repo last seen: `2026-04-21T08:58:51Z`
5587
+ - first seen in snapshot: **yes**
5588
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
5589
+ - repo primary artifacts: **1**
5590
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
5591
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
5592
+ - account age: **1178 days**
5593
+ - recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
5594
+ - public orgs: none visible
5595
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
5596
+ - heuristic read: **targets high-star repos**
5597
+
5598
+ Example artifacts:
5599
+ - [PR #45546: feat: Add GGUF loading support for Llama 4 (text)](https://github.com/huggingface/transformers/pull/45546) — open
5600
+
5601
  ### `giulio-leone`
5602
 
5603
  - profile: [github.com/giulio-leone](https://github.com/giulio-leone)
 
6145
  Example artifacts:
6146
  - [PR #44676: fix(gpt2): Resolve NaN/Inf issue in lm_head on Python 3.13 with tied weights](https://github.com/huggingface/transformers/pull/44676) — open
6147
 
6148
+ ### `jonghwanhyeon`
6149
+
6150
+ - profile: [github.com/jonghwanhyeon](https://github.com/jonghwanhyeon)
6151
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajonghwanhyeon)
6152
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajonghwanhyeon)
6153
+ - repo first seen: `2026-04-21T11:42:03Z`
6154
+ - repo last seen: `2026-04-21T11:42:03Z`
6155
+ - first seen in snapshot: **yes**
6156
+ - repo association: **CONTRIBUTOR**
6157
+ - repo primary artifacts: **1**
6158
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
6159
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
6160
+ - account age: **5135 days**
6161
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
6162
+ - public orgs: none visible
6163
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
6164
+ - heuristic read: **high open PR share; targets high-star repos**
6165
+
6166
+ Example artifacts:
6167
+ - [PR #45549: fix: apply channel averaging correctly in audio feature extractors](https://github.com/huggingface/transformers/pull/45549) — open
6168
+
6169
  ### `JonoLF`
6170
 
6171
  - profile: [github.com/JonoLF](https://github.com/JonoLF)
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- "summary": "4 open PRs share weighted file overlap around `src/transformers/integrations/ggml.py`, `src/transformers/modeling_gguf_pytorch_utils.py`, `tests/quantization/ggml/test_ggml.py`; representative PR #44070.",
1105
  "shared_filenames": [
1106
  "src/transformers/integrations/ggml.py",
1107
  "src/transformers/modeling_gguf_pytorch_utils.py",
@@ -1114,6 +1115,28 @@
1114
  "tests"
1115
  ],
1116
  "pairwise": [
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1117
  {
1118
  "left_pr_number": 44070,
1119
  "right_pr_number": 45296,
@@ -1136,11 +1159,33 @@
1136
  "tests"
1137
  ]
1138
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1139
  {
1140
  "left_pr_number": 45283,
1141
  "right_pr_number": 45506,
1142
- "similarity": 0.714,
1143
- "content_similarity": 0.726,
1144
  "size_similarity": 0.608,
1145
  "breadth_similarity": 0.667,
1146
  "concentration_similarity": 0.961,
@@ -1157,8 +1202,8 @@
1157
  {
1158
  "left_pr_number": 44070,
1159
  "right_pr_number": 45506,
1160
- "similarity": 0.695,
1161
- "content_similarity": 0.661,
1162
  "size_similarity": 0.647,
1163
  "breadth_similarity": 1.0,
1164
  "concentration_similarity": 0.695,
@@ -1179,8 +1224,8 @@
1179
  {
1180
  "left_pr_number": 45296,
1181
  "right_pr_number": 45506,
1182
- "similarity": 0.686,
1183
- "content_similarity": 0.595,
1184
  "size_similarity": 0.921,
1185
  "breadth_similarity": 1.0,
1186
  "concentration_similarity": 0.626,
@@ -1198,11 +1243,33 @@
1198
  "tests"
1199
  ]
1200
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1201
  {
1202
  "left_pr_number": 44070,
1203
  "right_pr_number": 45283,
1204
- "similarity": 0.633,
1205
- "content_similarity": 0.673,
1206
  "size_similarity": 0.393,
1207
  "breadth_similarity": 0.667,
1208
  "concentration_similarity": 0.733,
@@ -1216,11 +1283,29 @@
1216
  "src"
1217
  ]
1218
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1219
  {
1220
  "left_pr_number": 45283,
1221
  "right_pr_number": 45296,
1222
- "similarity": 0.547,
1223
- "content_similarity": 0.519,
1224
  "size_similarity": 0.56,
1225
  "breadth_similarity": 0.667,
1226
  "concentration_similarity": 0.665,
@@ -1343,7 +1428,7 @@
1343
  "left_pr_number": 43842,
1344
  "right_pr_number": 44682,
1345
  "similarity": 0.41,
1346
- "content_similarity": 0.454,
1347
  "size_similarity": 0.011,
1348
  "breadth_similarity": 0.5,
1349
  "concentration_similarity": 0.802,
@@ -1367,7 +1452,7 @@
1367
  45396
1368
  ],
1369
  "representative_pr_number": 44157,
1370
- "average_similarity": 0.454,
1371
  "summary": "4 open PRs share weighted file overlap around `src/transformers/models/glm_ocr/modular_glm_ocr.py`, `src/transformers/models/glm4v/modeling_glm4v.py`, `src/transformers/models/glm_ocr/modeling_glm_ocr.py`; representative PR #44157.",
1372
  "shared_filenames": [
1373
  "src/transformers/models/glm_ocr/modular_glm_ocr.py",
@@ -1393,11 +1478,11 @@
1393
  {
1394
  "left_pr_number": 44157,
1395
  "right_pr_number": 45396,
1396
- "similarity": 0.625,
1397
- "content_similarity": 0.672,
1398
- "size_similarity": 0.324,
1399
  "breadth_similarity": 0.585,
1400
- "concentration_similarity": 0.959,
1401
  "shared_filenames": [
1402
  "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
1403
  "src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py",
@@ -1459,11 +1544,11 @@
1459
  {
1460
  "left_pr_number": 41992,
1461
  "right_pr_number": 45396,
1462
- "similarity": 0.526,
1463
- "content_similarity": 0.481,
1464
- "size_similarity": 0.65,
1465
  "breadth_similarity": 0.508,
1466
- "concentration_similarity": 0.826,
1467
  "shared_filenames": [
1468
  "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
1469
  "src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py",
@@ -1492,11 +1577,11 @@
1492
  {
1493
  "left_pr_number": 44973,
1494
  "right_pr_number": 45396,
1495
- "similarity": 0.393,
1496
- "content_similarity": 0.416,
1497
- "size_similarity": 0.009,
1498
  "breadth_similarity": 0.521,
1499
- "concentration_similarity": 0.96,
1500
  "shared_filenames": [
1501
  "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
1502
  "src/transformers/models/glm4v/modeling_glm4v.py",
@@ -1611,8 +1696,8 @@
1611
  {
1612
  "left_pr_number": 34667,
1613
  "right_pr_number": 39683,
1614
- "similarity": 0.553,
1615
- "content_similarity": 0.473,
1616
  "size_similarity": 0.478,
1617
  "breadth_similarity": 1.0,
1618
  "concentration_similarity": 1.0,
@@ -1628,7 +1713,7 @@
1628
  {
1629
  "left_pr_number": 34667,
1630
  "right_pr_number": 45389,
1631
- "similarity": 0.524,
1632
  "content_similarity": 0.564,
1633
  "size_similarity": 0.344,
1634
  "breadth_similarity": 0.5,
@@ -1645,8 +1730,8 @@
1645
  {
1646
  "left_pr_number": 34667,
1647
  "right_pr_number": 44872,
1648
- "similarity": 0.46,
1649
- "content_similarity": 0.384,
1650
  "size_similarity": 0.273,
1651
  "breadth_similarity": 1.0,
1652
  "concentration_similarity": 1.0,
@@ -1662,8 +1747,8 @@
1662
  {
1663
  "left_pr_number": 39683,
1664
  "right_pr_number": 44872,
1665
- "similarity": 0.438,
1666
- "content_similarity": 0.383,
1667
  "size_similarity": 0.13,
1668
  "breadth_similarity": 1.0,
1669
  "concentration_similarity": 1.0,
@@ -1680,7 +1765,7 @@
1680
  "left_pr_number": 39683,
1681
  "right_pr_number": 45389,
1682
  "similarity": 0.391,
1683
- "content_similarity": 0.293,
1684
  "size_similarity": 0.719,
1685
  "breadth_similarity": 0.5,
1686
  "concentration_similarity": 0.562,
@@ -1696,8 +1781,8 @@
1696
  {
1697
  "left_pr_number": 44872,
1698
  "right_pr_number": 45389,
1699
- "similarity": 0.259,
1700
- "content_similarity": 0.238,
1701
  "size_similarity": 0.094,
1702
  "breadth_similarity": 0.5,
1703
  "concentration_similarity": 0.562,
@@ -1798,7 +1883,7 @@
1798
  44676
1799
  ],
1800
  "representative_pr_number": 44059,
1801
- "average_similarity": 0.568,
1802
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gpt2/modeling_gpt2.py`; representative PR #44059.",
1803
  "shared_filenames": [
1804
  "src/transformers/models/gpt2/modeling_gpt2.py"
@@ -2066,7 +2151,7 @@
2066
  "left_pr_number": 43875,
2067
  "right_pr_number": 45510,
2068
  "similarity": 0.557,
2069
- "content_similarity": 0.562,
2070
  "size_similarity": 0.564,
2071
  "breadth_similarity": 0.5,
2072
  "concentration_similarity": 0.581,
@@ -2081,8 +2166,8 @@
2081
  {
2082
  "left_pr_number": 43875,
2083
  "right_pr_number": 44893,
2084
- "similarity": 0.357,
2085
- "content_similarity": 0.273,
2086
  "size_similarity": 0.581,
2087
  "breadth_similarity": 0.5,
2088
  "concentration_similarity": 0.581,
@@ -2114,8 +2199,8 @@
2114
  {
2115
  "left_pr_number": 41097,
2116
  "right_pr_number": 43549,
2117
- "similarity": 0.552,
2118
- "content_similarity": 0.446,
2119
  "size_similarity": 0.6,
2120
  "breadth_similarity": 1.0,
2121
  "concentration_similarity": 1.0,
@@ -2131,7 +2216,7 @@
2131
  "left_pr_number": 43549,
2132
  "right_pr_number": 44547,
2133
  "similarity": 0.441,
2134
- "content_similarity": 0.358,
2135
  "size_similarity": 0.267,
2136
  "breadth_similarity": 1.0,
2137
  "concentration_similarity": 1.0,
@@ -2161,6 +2246,78 @@
2161
  }
2162
  ]
2163
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2164
  {
2165
  "cluster_id": "pr-scope-44385-3",
2166
  "pr_numbers": [
@@ -2169,7 +2326,7 @@
2169
  45524
2170
  ],
2171
  "representative_pr_number": 44615,
2172
- "average_similarity": 0.4,
2173
  "summary": "3 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
2174
  "shared_filenames": [
2175
  "src/transformers/utils/import_utils.py"
@@ -2253,7 +2410,7 @@
2253
  "left_pr_number": 33686,
2254
  "right_pr_number": 44550,
2255
  "similarity": 0.397,
2256
- "content_similarity": 0.138,
2257
  "size_similarity": 1.0,
2258
  "breadth_similarity": 1.0,
2259
  "concentration_similarity": 1.0,
@@ -2297,80 +2454,6 @@
2297
  }
2298
  ]
2299
  },
2300
- {
2301
- "cluster_id": "pr-scope-43488-3",
2302
- "pr_numbers": [
2303
- 43488,
2304
- 43665,
2305
- 45476
2306
- ],
2307
- "representative_pr_number": 43665,
2308
- "average_similarity": 0.371,
2309
- "summary": "3 open PRs share weighted file overlap around `tests/models/vit/test_modeling_vit.py`; representative PR #43665.",
2310
- "shared_filenames": [
2311
- "tests/models/vit/test_modeling_vit.py"
2312
- ],
2313
- "shared_directories": [
2314
- "tests/models/vit",
2315
- "tests/models",
2316
- "tests"
2317
- ],
2318
- "pairwise": [
2319
- {
2320
- "left_pr_number": 43665,
2321
- "right_pr_number": 45476,
2322
- "similarity": 0.401,
2323
- "content_similarity": 0.293,
2324
- "size_similarity": 0.643,
2325
- "breadth_similarity": 0.5,
2326
- "concentration_similarity": 0.984,
2327
- "shared_filenames": [
2328
- "tests/models/vit/test_modeling_vit.py"
2329
- ],
2330
- "shared_directories": [
2331
- "tests/models/vit",
2332
- "tests/models",
2333
- "tests"
2334
- ]
2335
- },
2336
- {
2337
- "left_pr_number": 43488,
2338
- "right_pr_number": 43665,
2339
- "similarity": 0.378,
2340
- "content_similarity": 0.198,
2341
- "size_similarity": 0.818,
2342
- "breadth_similarity": 0.667,
2343
- "concentration_similarity": 0.99,
2344
- "shared_filenames": [
2345
- "tests/models/vit/test_modeling_vit.py"
2346
- ],
2347
- "shared_directories": [
2348
- "tests/models/vit",
2349
- "tests/models",
2350
- "tests"
2351
- ]
2352
- },
2353
- {
2354
- "left_pr_number": 43488,
2355
- "right_pr_number": 45476,
2356
- "similarity": 0.334,
2357
- "content_similarity": 0.132,
2358
- "size_similarity": 0.786,
2359
- "breadth_similarity": 0.75,
2360
- "concentration_similarity": 0.974,
2361
- "shared_filenames": [
2362
- "tests/models/vit/test_modeling_vit.py"
2363
- ],
2364
- "shared_directories": [
2365
- "tests/models/vit",
2366
- "src/transformers",
2367
- "tests/models",
2368
- "src",
2369
- "tests"
2370
- ]
2371
- }
2372
- ]
2373
- },
2374
  {
2375
  "cluster_id": "pr-scope-44018-2",
2376
  "pr_numbers": [
@@ -2758,7 +2841,7 @@
2758
  "left_pr_number": 41441,
2759
  "right_pr_number": 43469,
2760
  "similarity": 0.681,
2761
- "content_similarity": 0.751,
2762
  "size_similarity": 0.45,
2763
  "breadth_similarity": 0.5,
2764
  "concentration_similarity": 0.75,
@@ -2779,7 +2862,7 @@
2779
  45480
2780
  ],
2781
  "representative_pr_number": 43747,
2782
- "average_similarity": 0.673,
2783
  "summary": "2 open PRs share weighted file overlap around `tests/quantization/compressed_tensors_integration/test_compressed_models.py`; representative PR #43747.",
2784
  "shared_filenames": [
2785
  "tests/quantization/compressed_tensors_integration/test_compressed_models.py"
@@ -2793,8 +2876,8 @@
2793
  {
2794
  "left_pr_number": 43747,
2795
  "right_pr_number": 45480,
2796
- "similarity": 0.673,
2797
- "content_similarity": 0.623,
2798
  "size_similarity": 0.664,
2799
  "breadth_similarity": 1.0,
2800
  "concentration_similarity": 0.751,
@@ -2844,6 +2927,40 @@
2844
  }
2845
  ]
2846
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2847
  {
2848
  "cluster_id": "pr-scope-45034-2",
2849
  "pr_numbers": [
@@ -2870,7 +2987,7 @@
2870
  "left_pr_number": 45034,
2871
  "right_pr_number": 45513,
2872
  "similarity": 0.633,
2873
- "content_similarity": 0.585,
2874
  "size_similarity": 0.866,
2875
  "breadth_similarity": 0.437,
2876
  "concentration_similarity": 0.999,
@@ -2928,6 +3045,38 @@
2928
  }
2929
  ]
2930
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2931
  {
2932
  "cluster_id": "pr-scope-43532-2",
2933
  "pr_numbers": [
@@ -3095,7 +3244,7 @@
3095
  45333
3096
  ],
3097
  "representative_pr_number": 45332,
3098
- "average_similarity": 0.497,
3099
  "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.",
3100
  "shared_filenames": [
3101
  "src/transformers/heterogeneity/__init__.py",
@@ -3113,8 +3262,8 @@
3113
  {
3114
  "left_pr_number": 45332,
3115
  "right_pr_number": 45333,
3116
- "similarity": 0.497,
3117
- "content_similarity": 0.528,
3118
  "size_similarity": 0.215,
3119
  "breadth_similarity": 0.479,
3120
  "concentration_similarity": 0.945,
@@ -3201,7 +3350,7 @@
3201
  45413
3202
  ],
3203
  "representative_pr_number": 42112,
3204
- "average_similarity": 0.435,
3205
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
3206
  "shared_filenames": [
3207
  "src/transformers/generation/logits_process.py",
@@ -3216,8 +3365,8 @@
3216
  {
3217
  "left_pr_number": 42112,
3218
  "right_pr_number": 45413,
3219
- "similarity": 0.435,
3220
- "content_similarity": 0.482,
3221
  "size_similarity": 0.019,
3222
  "breadth_similarity": 0.458,
3223
  "concentration_similarity": 0.969,
@@ -3235,6 +3384,49 @@
3235
  }
3236
  ]
3237
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3238
  {
3239
  "cluster_id": "pr-scope-44974-2",
3240
  "pr_numbers": [
@@ -3242,7 +3434,7 @@
3242
  45421
3243
  ],
3244
  "representative_pr_number": 44974,
3245
- "average_similarity": 0.426,
3246
  "summary": "2 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`; representative PR #44974.",
3247
  "shared_filenames": [
3248
  "src/transformers/core_model_loading.py"
@@ -3254,8 +3446,8 @@
3254
  {
3255
  "left_pr_number": 44974,
3256
  "right_pr_number": 45421,
3257
- "similarity": 0.426,
3258
- "content_similarity": 0.309,
3259
  "size_similarity": 0.735,
3260
  "breadth_similarity": 0.667,
3261
  "concentration_similarity": 0.657,
@@ -3382,6 +3574,43 @@
3382
  }
3383
  ]
3384
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3385
  {
3386
  "cluster_id": "pr-scope-44369-2",
3387
  "pr_numbers": [
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260421T120044Z",
4
+ "generated_at": "2026-04-21T12:01:45Z",
5
+ "cluster_count": 43,
6
  "pr_scope_clusters": [
7
  {
8
  "cluster_id": "pr-scope-43636-10",
 
61
  {
62
  "left_pr_number": 43651,
63
  "right_pr_number": 43663,
64
+ "similarity": 0.546,
65
  "content_similarity": 0.411,
66
  "size_similarity": 0.72,
67
  "breadth_similarity": 1.0,
 
174
  "left_pr_number": 43636,
175
  "right_pr_number": 43663,
176
  "similarity": 0.456,
177
+ "content_similarity": 0.344,
178
  "size_similarity": 0.44,
179
  "breadth_similarity": 1.0,
180
  "concentration_similarity": 1.0,
 
190
  "left_pr_number": 43663,
191
  "right_pr_number": 44189,
192
  "similarity": 0.446,
193
+ "content_similarity": 0.389,
194
  "size_similarity": 0.16,
195
  "breadth_similarity": 1.0,
196
  "concentration_similarity": 1.0,
 
254
  "left_pr_number": 44189,
255
  "right_pr_number": 44257,
256
  "similarity": 0.435,
257
+ "content_similarity": 0.265,
258
  "size_similarity": 0.667,
259
  "breadth_similarity": 1.0,
260
  "concentration_similarity": 1.0,
 
301
  {
302
  "left_pr_number": 43651,
303
  "right_pr_number": 44660,
304
+ "similarity": 0.429,
305
+ "content_similarity": 0.327,
306
  "size_similarity": 0.333,
307
  "breadth_similarity": 1.0,
308
  "concentration_similarity": 1.0,
 
317
  {
318
  "left_pr_number": 43663,
319
  "right_pr_number": 44257,
320
+ "similarity": 0.428,
321
  "content_similarity": 0.345,
322
  "size_similarity": 0.24,
323
  "breadth_similarity": 1.0,
 
411
  ]
412
  },
413
  {
414
+ "left_pr_number": 43636,
415
  "right_pr_number": 44257,
416
  "similarity": 0.396,
417
+ "content_similarity": 0.234,
418
+ "size_similarity": 0.545,
419
  "breadth_similarity": 1.0,
420
  "concentration_similarity": 1.0,
421
  "shared_filenames": [
 
427
  ]
428
  },
429
  {
430
+ "left_pr_number": 43651,
431
  "right_pr_number": 44257,
432
+ "similarity": 0.396,
433
+ "content_similarity": 0.28,
434
+ "size_similarity": 0.333,
435
  "breadth_similarity": 1.0,
436
  "concentration_similarity": 1.0,
437
  "shared_filenames": [
 
462
  "left_pr_number": 43636,
463
  "right_pr_number": 44189,
464
  "similarity": 0.389,
465
+ "content_similarity": 0.264,
466
  "size_similarity": 0.364,
467
  "breadth_similarity": 1.0,
468
  "concentration_similarity": 1.0,
 
523
  ]
524
  },
525
  {
526
+ "left_pr_number": 44123,
527
+ "right_pr_number": 44189,
528
  "similarity": 0.38,
529
+ "content_similarity": 0.312,
530
+ "size_similarity": 0.073,
531
  "breadth_similarity": 1.0,
532
  "concentration_similarity": 1.0,
533
  "shared_filenames": [
 
539
  ]
540
  },
541
  {
542
+ "left_pr_number": 45055,
543
+ "right_pr_number": 45067,
544
+ "similarity": 0.38,
545
+ "content_similarity": 0.304,
546
+ "size_similarity": 0.12,
547
  "breadth_similarity": 1.0,
548
  "concentration_similarity": 1.0,
549
  "shared_filenames": [
 
574
  "left_pr_number": 43663,
575
  "right_pr_number": 45273,
576
  "similarity": 0.372,
577
+ "content_similarity": 0.3,
578
  "size_similarity": 0.08,
579
  "breadth_similarity": 1.0,
580
  "concentration_similarity": 1.0,
 
635
  ]
636
  },
637
  {
638
+ "left_pr_number": 43636,
639
+ "right_pr_number": 45055,
640
  "similarity": 0.351,
641
+ "content_similarity": 0.228,
642
+ "size_similarity": 0.273,
643
  "breadth_similarity": 1.0,
644
  "concentration_similarity": 1.0,
645
  "shared_filenames": [
 
651
  ]
652
  },
653
  {
654
+ "left_pr_number": 45067,
655
+ "right_pr_number": 45273,
656
+ "similarity": 0.351,
657
+ "content_similarity": 0.271,
658
+ "size_similarity": 0.08,
659
  "breadth_similarity": 1.0,
660
  "concentration_similarity": 1.0,
661
  "shared_filenames": [
 
733
  {
734
  "left_pr_number": 43636,
735
  "right_pr_number": 45273,
736
+ "similarity": 0.32,
737
  "content_similarity": 0.203,
738
  "size_similarity": 0.182,
739
  "breadth_similarity": 1.0,
 
759
  45477
760
  ],
761
  "representative_pr_number": 45438,
762
+ "average_similarity": 0.423,
763
  "summary": "6 open PRs share weighted file overlap around `src/transformers/models/gemma4/modeling_gemma4.py`, `src/transformers/models/gemma4/modular_gemma4.py`, `tests/models/gemma4/test_modeling_gemma4.py`; representative PR #45438.",
764
  "shared_filenames": [
765
  "src/transformers/models/gemma4/modeling_gemma4.py",
 
813
  {
814
  "left_pr_number": 45454,
815
  "right_pr_number": 45477,
816
+ "similarity": 0.54,
817
+ "content_similarity": 0.543,
818
  "size_similarity": 0.199,
819
  "breadth_similarity": 0.806,
820
  "concentration_similarity": 0.987,
 
837
  {
838
  "left_pr_number": 45202,
839
  "right_pr_number": 45279,
840
+ "similarity": 0.52,
841
+ "content_similarity": 0.626,
842
  "size_similarity": 0.049,
843
  "breadth_similarity": 0.367,
844
  "concentration_similarity": 0.741,
 
853
  "src"
854
  ]
855
  },
856
+ {
857
+ "left_pr_number": 45438,
858
+ "right_pr_number": 45454,
859
+ "similarity": 0.493,
860
+ "content_similarity": 0.429,
861
+ "size_similarity": 0.647,
862
+ "breadth_similarity": 0.757,
863
+ "concentration_similarity": 0.405,
864
+ "shared_filenames": [
865
+ "src/transformers/models/gemma4/modeling_gemma4.py",
866
+ "src/transformers/models/gemma4/modular_gemma4.py",
867
+ "tests/models/gemma4/test_modeling_gemma4.py"
868
+ ],
869
+ "shared_directories": [
870
+ "src/transformers/models/gemma4",
871
+ "src/transformers/models",
872
+ "tests/models/gemma4",
873
+ "src/transformers",
874
+ "tests/models",
875
+ "src",
876
+ "tests"
877
+ ]
878
+ },
879
  {
880
  "left_pr_number": 45279,
881
  "right_pr_number": 45294,
882
+ "similarity": 0.483,
883
+ "content_similarity": 0.36,
884
  "size_similarity": 0.675,
885
  "breadth_similarity": 0.875,
886
  "concentration_similarity": 0.832,
 
898
  {
899
  "left_pr_number": 45279,
900
  "right_pr_number": 45438,
901
+ "similarity": 0.477,
902
+ "content_similarity": 0.437,
903
  "size_similarity": 0.283,
904
  "breadth_similarity": 0.875,
905
  "concentration_similarity": 0.821,
 
915
  ]
916
  },
917
  {
918
+ "left_pr_number": 45294,
919
  "right_pr_number": 45454,
920
+ "similarity": 0.465,
921
+ "content_similarity": 0.387,
922
+ "size_similarity": 0.649,
923
  "breadth_similarity": 0.757,
924
+ "concentration_similarity": 0.416,
925
  "shared_filenames": [
926
  "src/transformers/models/gemma4/modeling_gemma4.py",
927
  "src/transformers/models/gemma4/modular_gemma4.py",
 
940
  {
941
  "left_pr_number": 45202,
942
  "right_pr_number": 45438,
943
+ "similarity": 0.432,
944
+ "content_similarity": 0.502,
945
  "size_similarity": 0.014,
946
  "breadth_similarity": 0.325,
947
  "concentration_similarity": 0.92,
 
956
  "src"
957
  ]
958
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
959
  {
960
  "left_pr_number": 45438,
961
  "right_pr_number": 45477,
962
  "similarity": 0.378,
963
+ "content_similarity": 0.356,
964
  "size_similarity": 0.308,
965
  "breadth_similarity": 0.611,
966
  "concentration_similarity": 0.418,
 
997
  {
998
  "left_pr_number": 45202,
999
  "right_pr_number": 45294,
1000
+ "similarity": 0.346,
1001
+ "content_similarity": 0.376,
1002
  "size_similarity": 0.033,
1003
  "breadth_similarity": 0.325,
1004
  "concentration_similarity": 0.908,
 
1016
  {
1017
  "left_pr_number": 45279,
1018
  "right_pr_number": 45454,
1019
+ "similarity": 0.325,
1020
+ "content_similarity": 0.235,
1021
  "size_similarity": 0.438,
1022
  "breadth_similarity": 0.657,
1023
  "concentration_similarity": 0.584,
 
1035
  {
1036
  "left_pr_number": 45279,
1037
  "right_pr_number": 45477,
1038
+ "similarity": 0.288,
1039
+ "content_similarity": 0.274,
1040
  "size_similarity": 0.087,
1041
  "breadth_similarity": 0.528,
1042
  "concentration_similarity": 0.597,
 
1055
  "left_pr_number": 45202,
1056
  "right_pr_number": 45477,
1057
  "similarity": 0.238,
1058
+ "content_similarity": 0.287,
1059
  "size_similarity": 0.004,
1060
  "breadth_similarity": 0.194,
1061
  "concentration_similarity": 0.338,
 
1073
  {
1074
  "left_pr_number": 45202,
1075
  "right_pr_number": 45454,
1076
+ "similarity": 0.216,
1077
+ "content_similarity": 0.246,
1078
  "size_similarity": 0.022,
1079
  "breadth_similarity": 0.243,
1080
  "concentration_similarity": 0.324,
 
1092
  ]
1093
  },
1094
  {
1095
+ "cluster_id": "pr-scope-44070-5",
1096
  "pr_numbers": [
1097
  44070,
1098
  45283,
1099
  45296,
1100
+ 45506,
1101
+ 45546
1102
  ],
1103
  "representative_pr_number": 44070,
1104
+ "average_similarity": 0.718,
1105
+ "summary": "5 open PRs share weighted file overlap around `src/transformers/integrations/ggml.py`, `src/transformers/modeling_gguf_pytorch_utils.py`, `tests/quantization/ggml/test_ggml.py`; representative PR #44070.",
1106
  "shared_filenames": [
1107
  "src/transformers/integrations/ggml.py",
1108
  "src/transformers/modeling_gguf_pytorch_utils.py",
 
1115
  "tests"
1116
  ],
1117
  "pairwise": [
1118
+ {
1119
+ "left_pr_number": 45296,
1120
+ "right_pr_number": 45546,
1121
+ "similarity": 0.924,
1122
+ "content_similarity": 0.949,
1123
+ "size_similarity": 0.733,
1124
+ "breadth_similarity": 1.0,
1125
+ "concentration_similarity": 0.986,
1126
+ "shared_filenames": [
1127
+ "src/transformers/integrations/ggml.py",
1128
+ "src/transformers/modeling_gguf_pytorch_utils.py",
1129
+ "tests/quantization/ggml/test_ggml.py"
1130
+ ],
1131
+ "shared_directories": [
1132
+ "src/transformers/integrations",
1133
+ "tests/quantization/ggml",
1134
+ "src/transformers",
1135
+ "tests/quantization",
1136
+ "src",
1137
+ "tests"
1138
+ ]
1139
+ },
1140
  {
1141
  "left_pr_number": 44070,
1142
  "right_pr_number": 45296,
 
1159
  "tests"
1160
  ]
1161
  },
1162
+ {
1163
+ "left_pr_number": 44070,
1164
+ "right_pr_number": 45546,
1165
+ "similarity": 0.86,
1166
+ "content_similarity": 0.908,
1167
+ "size_similarity": 0.515,
1168
+ "breadth_similarity": 1.0,
1169
+ "concentration_similarity": 0.946,
1170
+ "shared_filenames": [
1171
+ "src/transformers/integrations/ggml.py",
1172
+ "src/transformers/modeling_gguf_pytorch_utils.py",
1173
+ "tests/quantization/ggml/test_ggml.py"
1174
+ ],
1175
+ "shared_directories": [
1176
+ "src/transformers/integrations",
1177
+ "tests/quantization/ggml",
1178
+ "src/transformers",
1179
+ "tests/quantization",
1180
+ "src",
1181
+ "tests"
1182
+ ]
1183
+ },
1184
  {
1185
  "left_pr_number": 45283,
1186
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1187
+ "similarity": 0.713,
1188
+ "content_similarity": 0.724,
1189
  "size_similarity": 0.608,
1190
  "breadth_similarity": 0.667,
1191
  "concentration_similarity": 0.961,
 
1202
  {
1203
  "left_pr_number": 44070,
1204
  "right_pr_number": 45506,
1205
+ "similarity": 0.693,
1206
+ "content_similarity": 0.659,
1207
  "size_similarity": 0.647,
1208
  "breadth_similarity": 1.0,
1209
  "concentration_similarity": 0.695,
 
1224
  {
1225
  "left_pr_number": 45296,
1226
  "right_pr_number": 45506,
1227
+ "similarity": 0.682,
1228
+ "content_similarity": 0.589,
1229
  "size_similarity": 0.921,
1230
  "breadth_similarity": 1.0,
1231
  "concentration_similarity": 0.626,
 
1243
  "tests"
1244
  ]
1245
  },
1246
+ {
1247
+ "left_pr_number": 45506,
1248
+ "right_pr_number": 45546,
1249
+ "similarity": 0.661,
1250
+ "content_similarity": 0.585,
1251
+ "size_similarity": 0.795,
1252
+ "breadth_similarity": 1.0,
1253
+ "concentration_similarity": 0.64,
1254
+ "shared_filenames": [
1255
+ "src/transformers/integrations/ggml.py",
1256
+ "src/transformers/modeling_gguf_pytorch_utils.py",
1257
+ "tests/quantization/ggml/test_ggml.py"
1258
+ ],
1259
+ "shared_directories": [
1260
+ "src/transformers/integrations",
1261
+ "tests/quantization/ggml",
1262
+ "src/transformers",
1263
+ "tests/quantization",
1264
+ "src",
1265
+ "tests"
1266
+ ]
1267
+ },
1268
  {
1269
  "left_pr_number": 44070,
1270
  "right_pr_number": 45283,
1271
+ "similarity": 0.634,
1272
+ "content_similarity": 0.674,
1273
  "size_similarity": 0.393,
1274
  "breadth_similarity": 0.667,
1275
  "concentration_similarity": 0.733,
 
1283
  "src"
1284
  ]
1285
  },
1286
+ {
1287
+ "left_pr_number": 45283,
1288
+ "right_pr_number": 45546,
1289
+ "similarity": 0.594,
1290
+ "content_similarity": 0.541,
1291
+ "size_similarity": 0.764,
1292
+ "breadth_similarity": 0.667,
1293
+ "concentration_similarity": 0.679,
1294
+ "shared_filenames": [
1295
+ "src/transformers/integrations/ggml.py",
1296
+ "src/transformers/modeling_gguf_pytorch_utils.py"
1297
+ ],
1298
+ "shared_directories": [
1299
+ "src/transformers/integrations",
1300
+ "src/transformers",
1301
+ "src"
1302
+ ]
1303
+ },
1304
  {
1305
  "left_pr_number": 45283,
1306
  "right_pr_number": 45296,
1307
+ "similarity": 0.546,
1308
+ "content_similarity": 0.517,
1309
  "size_similarity": 0.56,
1310
  "breadth_similarity": 0.667,
1311
  "concentration_similarity": 0.665,
 
1428
  "left_pr_number": 43842,
1429
  "right_pr_number": 44682,
1430
  "similarity": 0.41,
1431
+ "content_similarity": 0.455,
1432
  "size_similarity": 0.011,
1433
  "breadth_similarity": 0.5,
1434
  "concentration_similarity": 0.802,
 
1452
  45396
1453
  ],
1454
  "representative_pr_number": 44157,
1455
+ "average_similarity": 0.453,
1456
  "summary": "4 open PRs share weighted file overlap around `src/transformers/models/glm_ocr/modular_glm_ocr.py`, `src/transformers/models/glm4v/modeling_glm4v.py`, `src/transformers/models/glm_ocr/modeling_glm_ocr.py`; representative PR #44157.",
1457
  "shared_filenames": [
1458
  "src/transformers/models/glm_ocr/modular_glm_ocr.py",
 
1478
  {
1479
  "left_pr_number": 44157,
1480
  "right_pr_number": 45396,
1481
+ "similarity": 0.623,
1482
+ "content_similarity": 0.665,
1483
+ "size_similarity": 0.339,
1484
  "breadth_similarity": 0.585,
1485
+ "concentration_similarity": 0.954,
1486
  "shared_filenames": [
1487
  "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
1488
  "src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py",
 
1544
  {
1545
  "left_pr_number": 41992,
1546
  "right_pr_number": 45396,
1547
+ "similarity": 0.524,
1548
+ "content_similarity": 0.484,
1549
+ "size_similarity": 0.621,
1550
  "breadth_similarity": 0.508,
1551
+ "concentration_similarity": 0.831,
1552
  "shared_filenames": [
1553
  "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
1554
  "src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py",
 
1577
  {
1578
  "left_pr_number": 44973,
1579
  "right_pr_number": 45396,
1580
+ "similarity": 0.392,
1581
+ "content_similarity": 0.415,
1582
+ "size_similarity": 0.01,
1583
  "breadth_similarity": 0.521,
1584
+ "concentration_similarity": 0.965,
1585
  "shared_filenames": [
1586
  "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
1587
  "src/transformers/models/glm4v/modeling_glm4v.py",
 
1696
  {
1697
  "left_pr_number": 34667,
1698
  "right_pr_number": 39683,
1699
+ "similarity": 0.552,
1700
+ "content_similarity": 0.471,
1701
  "size_similarity": 0.478,
1702
  "breadth_similarity": 1.0,
1703
  "concentration_similarity": 1.0,
 
1713
  {
1714
  "left_pr_number": 34667,
1715
  "right_pr_number": 45389,
1716
+ "similarity": 0.525,
1717
  "content_similarity": 0.564,
1718
  "size_similarity": 0.344,
1719
  "breadth_similarity": 0.5,
 
1730
  {
1731
  "left_pr_number": 34667,
1732
  "right_pr_number": 44872,
1733
+ "similarity": 0.459,
1734
+ "content_similarity": 0.382,
1735
  "size_similarity": 0.273,
1736
  "breadth_similarity": 1.0,
1737
  "concentration_similarity": 1.0,
 
1747
  {
1748
  "left_pr_number": 39683,
1749
  "right_pr_number": 44872,
1750
+ "similarity": 0.437,
1751
+ "content_similarity": 0.382,
1752
  "size_similarity": 0.13,
1753
  "breadth_similarity": 1.0,
1754
  "concentration_similarity": 1.0,
 
1765
  "left_pr_number": 39683,
1766
  "right_pr_number": 45389,
1767
  "similarity": 0.391,
1768
+ "content_similarity": 0.292,
1769
  "size_similarity": 0.719,
1770
  "breadth_similarity": 0.5,
1771
  "concentration_similarity": 0.562,
 
1781
  {
1782
  "left_pr_number": 44872,
1783
  "right_pr_number": 45389,
1784
+ "similarity": 0.258,
1785
+ "content_similarity": 0.237,
1786
  "size_similarity": 0.094,
1787
  "breadth_similarity": 0.5,
1788
  "concentration_similarity": 0.562,
 
1883
  44676
1884
  ],
1885
  "representative_pr_number": 44059,
1886
+ "average_similarity": 0.569,
1887
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gpt2/modeling_gpt2.py`; representative PR #44059.",
1888
  "shared_filenames": [
1889
  "src/transformers/models/gpt2/modeling_gpt2.py"
 
2151
  "left_pr_number": 43875,
2152
  "right_pr_number": 45510,
2153
  "similarity": 0.557,
2154
+ "content_similarity": 0.563,
2155
  "size_similarity": 0.564,
2156
  "breadth_similarity": 0.5,
2157
  "concentration_similarity": 0.581,
 
2166
  {
2167
  "left_pr_number": 43875,
2168
  "right_pr_number": 44893,
2169
+ "similarity": 0.358,
2170
+ "content_similarity": 0.274,
2171
  "size_similarity": 0.581,
2172
  "breadth_similarity": 0.5,
2173
  "concentration_similarity": 0.581,
 
2199
  {
2200
  "left_pr_number": 41097,
2201
  "right_pr_number": 43549,
2202
+ "similarity": 0.553,
2203
+ "content_similarity": 0.447,
2204
  "size_similarity": 0.6,
2205
  "breadth_similarity": 1.0,
2206
  "concentration_similarity": 1.0,
 
2216
  "left_pr_number": 43549,
2217
  "right_pr_number": 44547,
2218
  "similarity": 0.441,
2219
+ "content_similarity": 0.359,
2220
  "size_similarity": 0.267,
2221
  "breadth_similarity": 1.0,
2222
  "concentration_similarity": 1.0,
 
2246
  }
2247
  ]
2248
  },
2249
+ {
2250
+ "cluster_id": "pr-scope-44940-3",
2251
+ "pr_numbers": [
2252
+ 44940,
2253
+ 45425,
2254
+ 45547
2255
+ ],
2256
+ "representative_pr_number": 45547,
2257
+ "average_similarity": 0.408,
2258
+ "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`, `tests/utils/test_modeling_utils.py`; representative PR #45547.",
2259
+ "shared_filenames": [
2260
+ "src/transformers/modeling_utils.py",
2261
+ "tests/utils/test_modeling_utils.py"
2262
+ ],
2263
+ "shared_directories": [
2264
+ "tests/utils",
2265
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