evalstate HF Staff commited on
Commit
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1 Parent(s): 76cbfc6

Refresh transformers dataset snapshot 20260603T000024Z

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  Notes:
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new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260602T180035Z`
4
- - Generated: `2026-06-02T18:03:17Z`
5
  - Activity window: `60d`
6
- - Contributors: `343`
7
 
8
  ## Summary
9
 
@@ -14,8 +14,8 @@
14
  | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 90 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
15
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 88 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
16
  | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 81 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
17
- | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 60 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
18
- | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 57 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
19
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 47 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
20
  | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 47 | 2 | mixed | low | low | targets high-star repos |
21
  | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 45 | 0 | strong | low | low | targets high-star repos |
@@ -50,7 +50,9 @@
50
  | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
51
  | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 4 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
52
  | `Dev-X25874` | [profile](https://github.com/Dev-X25874) | no | FIRST_TIME_CONTRIBUTOR | 4d | `2026-05-13T10:45:04Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 
53
  | `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 4 | 0 | strong | low | low | — |
 
54
  | `Jah-yee` | [profile](https://github.com/Jah-yee) | no | NONE | 736d | `2026-04-16T00:55:40Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
55
  | `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4939d | `2026-04-15T08:26:45Z` | 4 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
56
  | `RudrenduPaul` | [profile](https://github.com/RudrenduPaul) | no | CONTRIBUTOR | 2913d | `2026-04-09T09:34:42Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -59,8 +61,6 @@
59
  | `TheShreyanshiDwivedi` | [profile](https://github.com/TheShreyanshiDwivedi) | no | NONE | 87d | `2026-05-15T10:01:57Z` | 4 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
60
  | `Abineshabee` | [profile](https://github.com/Abineshabee) | no | CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 3 | 2 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
61
  | `Chao1Han` | [profile](https://github.com/Chao1Han) | no | FIRST_TIME_CONTRIBUTOR | 1422d | `2026-05-14T09:13:18Z` | 3 | 0 | mixed | moderate | low | high open PR share |
62
- | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 3 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
63
- | `irfaan101` | [profile](https://github.com/irfaan101) | no | CONTRIBUTOR | 613d | `2026-05-16T11:43:33Z` | 3 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
64
  | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | FIRST_TIME_CONTRIBUTOR | 1556d | `2026-03-07T22:12:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
65
  | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 3 | 0 | mixed | low | low | — |
66
  | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 3 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -165,6 +165,7 @@
165
  | `pasta-paul` | [profile](https://github.com/pasta-paul) | no | FIRST_TIME_CONTRIBUTOR | 932d | `2026-05-20T20:41:45Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
166
  | `softguy777` | [profile](https://github.com/softguy777) | no | FIRST_TIMER | 955d | `2026-04-28T08:23:48Z` | 1 | 2 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
167
  | `ambroiseodt` | [profile](https://github.com/ambroiseodt) | no | CONTRIBUTOR | 2181d | `2026-04-14T13:45:51Z` | 1 | 1 | strong | low | low | targets high-star repos |
 
168
  | `AnkitAhlawat7742` | [profile](https://github.com/AnkitAhlawat7742) | no | CONTRIBUTOR | 432d | `2026-04-27T13:28:53Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
169
  | `anxovatomica` | [profile](https://github.com/anxovatomica) | no | NONE | 3464d | `2026-05-12T13:01:28Z` | 1 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
170
  | `caiovicentino` | [profile](https://github.com/caiovicentino) | no | NONE | 470d | `2026-04-03T01:52:14Z` | 1 | 1 | weak | low | low | — |
@@ -210,6 +211,7 @@
210
  | `ansley` | [profile](https://github.com/ansley) | no | NONE | 2296d | `2026-04-09T14:31:40Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
211
  | `Apeksha23-hub` | [profile](https://github.com/Apeksha23-hub) | no | FIRST_TIME_CONTRIBUTOR | 79d | `2026-05-16T13:17:12Z` | 1 | 0 | mixed | low | low | very new account; no visible non-self stars; targets high-star repos |
212
  | `ArkaD171717` | [profile](https://github.com/ArkaD171717) | no | FIRST_TIME_CONTRIBUTOR | 1206d | `2026-05-02T09:31:22Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
 
213
  | `aryanp2107` | [profile](https://github.com/aryanp2107) | no | NONE | 1390d | `2026-04-25T21:44:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
214
  | `Ashutosh-177` | [profile](https://github.com/Ashutosh-177) | no | NONE | 978d | `2026-05-19T06:28:43Z` | 1 | 0 | mixed | moderate | low | high open PR share |
215
  | `avarga1` | [profile](https://github.com/avarga1) | no | NONE | 2176d | `2026-04-07T02:22:26Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
@@ -247,6 +249,7 @@
247
  | `garybadwal` | [profile](https://github.com/garybadwal) | no | FIRST_TIME_CONTRIBUTOR | 1178d | `2026-04-21T04:38:14Z` | 1 | 0 | weak | low | low | targets high-star repos |
248
  | `gaurav0107` | [profile](https://github.com/gaurav0107) | no | CONTRIBUTOR | 3970d | `2026-04-23T19:12:43Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
249
  | `glegendre01` | [profile](https://github.com/glegendre01) | no | MEMBER | 1282d | `2026-04-21T12:37:31Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 
250
  | `GopalGB` | [profile](https://github.com/GopalGB) | no | NONE | 2136d | `2026-04-30T04:04:10Z` | 1 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
251
  | `GuaiZai233` | [profile](https://github.com/GuaiZai233) | no | CONTRIBUTOR | 821d | `2026-04-28T15:36:03Z` | 1 | 0 | strong | low | low | — |
252
  | `guinik` | [profile](https://github.com/guinik) | no | FIRST_TIME_CONTRIBUTOR | 1302d | `2026-05-23T07:48:33Z` | 1 | 0 | strong | low | low | — |
@@ -268,9 +271,10 @@
268
  | `JiauZhang` | [profile](https://github.com/JiauZhang) | no | CONTRIBUTOR | 2918d | `2026-04-15T14:00:11Z` | 1 | 0 | strong | low | low | targets high-star repos |
269
  | `jjjamie` | [profile](https://github.com/jjjamie) | no | FIRST_TIME_CONTRIBUTOR | 4994d | `2026-04-21T15:57:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
270
  | `jmayank1511` | [profile](https://github.com/jmayank1511) | no | FIRST_TIME_CONTRIBUTOR | 2753d | `2026-05-20T18:13:18Z` | 1 | 0 | strong | moderate | low | no visible non-self stars |
 
271
  | `joerowell` | [profile](https://github.com/joerowell) | no | CONTRIBUTOR | 3394d | `2026-04-28T08:24:28Z` | 1 | 0 | strong | low | low | targets high-star repos |
272
  | `juliabush` | [profile](https://github.com/juliabush) | no | NONE | 526d | `2026-04-07T21:37:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
273
- | `julien-gadonneix` | [profile](https://github.com/julien-gadonneix) | yes | FIRST_TIME_CONTRIBUTOR | 987d | `2026-06-02T15:31:42Z` | 1 | 0 | mixed | low | low | high open PR share |
274
  | `Kabir08` | [profile](https://github.com/Kabir08) | no | NONE | 2216d | `2026-04-19T08:27:15Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
275
  | `Kaisan10` | [profile](https://github.com/Kaisan10) | no | NONE | 1151d | `2026-05-02T07:35:16Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
276
  | `kamalrajkannan78` | [profile](https://github.com/kamalrajkannan78) | no | CONTRIBUTOR | 814d | `2026-04-07T05:24:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume; no visible non-self stars |
@@ -329,13 +333,13 @@
329
  | `Shikhar-S` | [profile](https://github.com/Shikhar-S) | no | FIRST_TIME_CONTRIBUTOR | 3763d | `2026-04-10T04:26:05Z` | 1 | 0 | weak | low | low | high open PR share |
330
  | `silencelamb` | [profile](https://github.com/silencelamb) | no | CONTRIBUTOR | 4218d | `2026-05-05T09:41:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
331
  | `simon-testaccount` | [profile](https://github.com/simon-testaccount) | no | NONE | 545d | `2026-05-05T09:01:04Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
332
- | `skshmjn` | [profile](https://github.com/skshmjn) | yes | NONE | 2609d | `2026-05-31T07:49:22Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
333
  | `snehasuman019` | [profile](https://github.com/snehasuman019) | no | NONE | 474d | `2026-05-29T16:36:41Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
334
  | `songyuc` | [profile](https://github.com/songyuc) | no | NONE | 3292d | `2026-04-12T12:53:49Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
335
  | `Spectual` | [profile](https://github.com/Spectual) | no | NONE | 1537d | `2026-04-16T06:54:56Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
336
  | `srinjoy356` | [profile](https://github.com/srinjoy356) | no | FIRST_TIME_CONTRIBUTOR | 992d | `2026-05-26T18:36:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
337
  | `stationeros` | [profile](https://github.com/stationeros) | no | FIRST_TIME_CONTRIBUTOR | 1336d | `2026-04-25T08:47:25Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
338
- | `Ternura143` | [profile](https://github.com/Ternura143) | yes | FIRST_TIME_CONTRIBUTOR | 1583d | `2026-05-31T14:17:55Z` | 1 | 0 | strong | moderate | low | — |
339
  | `tianhaocui` | [profile](https://github.com/tianhaocui) | no | FIRST_TIME_CONTRIBUTOR | 2442d | `2026-04-19T10:27:36Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
340
  | `trducng` | [profile](https://github.com/trducng) | no | CONTRIBUTOR | 3050d | `2026-05-18T04:44:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
341
  | `TuringTux` | [profile](https://github.com/TuringTux) | no | CONTRIBUTOR | 2477d | `2026-05-06T16:55:33Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -482,12 +486,12 @@ Example artifacts:
482
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
483
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
484
  - repo first seen: `2023-02-24T14:13:29Z`
485
- - repo last seen: `2026-06-02T17:49:43Z`
486
  - first seen in snapshot: **no**
487
  - repo association: **MEMBER**
488
- - repo primary artifacts: **63**
489
- - snapshot authored PRs/issues: **60 PRs / 3 issues**
490
- - snapshot discussion activity: **191 comments / 641 reviews / 1290 review comments**
491
  - account age: **2590 days**
492
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
493
  - public orgs: none visible
@@ -495,9 +499,9 @@ Example artifacts:
495
  - heuristic read: **high recent PR volume; targets high-star repos**
496
 
497
  Example artifacts:
 
498
  - [PR #46324: Quantize models on `__init__` / `from_config`](https://github.com/huggingface/transformers/pull/46324) — open
499
  - [PR #46265: Fix fp8 moe reverse substring](https://github.com/huggingface/transformers/pull/46265) — closed, merged
500
- - [PR #46198: [deepseek_v4] keep hc_head / sinks / position_bias in fp32](https://github.com/huggingface/transformers/pull/46198) — closed, merged
501
  - [Issue #45882: Reduce peak memory during quantization of MoE models (follow-up to #43917)](https://github.com/huggingface/transformers/issues/45882) — open
502
  - [Issue #44052: Fix skipped tests for glm_moe_dsa model](https://github.com/huggingface/transformers/issues/44052) — closed
503
  - [Issue #42710: Outstanding issues / PR before we can release v5](https://github.com/huggingface/transformers/issues/42710) — closed
@@ -508,12 +512,12 @@ Example artifacts:
508
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
509
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
510
  - repo first seen: `2024-02-08T22:19:09Z`
511
- - repo last seen: `2026-06-02T17:49:24Z`
512
  - first seen in snapshot: **no**
513
  - repo association: **MEMBER**
514
- - repo primary artifacts: **59**
515
- - snapshot authored PRs/issues: **57 PRs / 2 issues**
516
- - snapshot discussion activity: **34 comments / 159 reviews / 284 review comments**
517
  - account age: **2296 days**
518
  - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
519
  - public orgs: `huggingface`
@@ -521,9 +525,9 @@ Example artifacts:
521
  - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
522
 
523
  Example artifacts:
 
524
  - [PR #46351: [docs] gemma4 typos](https://github.com/huggingface/transformers/pull/46351) — open
525
  - [PR #46349: [docs] metal flash attention](https://github.com/huggingface/transformers/pull/46349) — open
526
- - [PR #46335: [docs] update num_items_in_batch for causal LMs](https://github.com/huggingface/transformers/pull/46335) — closed, merged
527
  - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
528
  - [Issue #28936: [i18n-es] Translating docs to Spanish](https://github.com/huggingface/transformers/issues/28936) — open
529
 
@@ -884,7 +888,7 @@ Example artifacts:
884
 
885
  Example artifacts:
886
  - [PR #45981: Fix colqwen2 test](https://github.com/huggingface/transformers/pull/45981) — closed, merged
887
- - [PR #45634: DeepGEMM BF16 + mixed FP8/FP4 + MegaMoE + refactor](https://github.com/huggingface/transformers/pull/45634) — open
888
  - [PR #45621: Better Grouped GEMM + EP](https://github.com/huggingface/transformers/pull/45621) — closed, merged
889
  - [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
890
  - [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
@@ -1338,18 +1342,41 @@ Example artifacts:
1338
  - [PR #46009: hf_argparser: fix TypeError when resolving Optional of generic type](https://github.com/huggingface/transformers/pull/46009) — closed
1339
  - [PR #45952: hf_argparser: fix parse_yaml_file missing utf-8 encoding and wrong docstring](https://github.com/huggingface/transformers/pull/45952) — closed
1340
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1341
  ### `guarin`
1342
 
1343
  - profile: [github.com/guarin](https://github.com/guarin)
1344
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
1345
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
1346
  - repo first seen: `2026-05-12T18:20:58Z`
1347
- - repo last seen: `2026-06-02T17:46:16Z`
1348
  - first seen in snapshot: **no**
1349
  - repo association: **MEMBER**
1350
  - repo primary artifacts: **4**
1351
  - snapshot authored PRs/issues: **4 PRs / 0 issues**
1352
- - snapshot discussion activity: **15 comments / 83 reviews / 96 review comments**
1353
  - account age: **2794 days**
1354
  - recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
1355
  - public orgs: `huggingface`
@@ -1361,6 +1388,29 @@ Example artifacts:
1361
  - [PR #46163: Return logits from semantic segmentation post-process](https://github.com/huggingface/transformers/pull/46163) — open, draft
1362
  - [PR #46137: Update self-comment-ci](https://github.com/huggingface/transformers/pull/46137) — closed, merged
1363
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1364
  ### `Jah-yee`
1365
 
1366
  - profile: [github.com/Jah-yee](https://github.com/Jah-yee)
@@ -1547,52 +1597,6 @@ Example artifacts:
1547
  - [PR #45989: [Llama4] Adopt `@use_experts_implementation` standard interface](https://github.com/huggingface/transformers/pull/45989) — closed
1548
  - [PR #45976: Fix `MoeTensorParalellExperts` crash for Llama4 pre-weighted MoE experts (EP support)](https://github.com/huggingface/transformers/pull/45976) — closed
1549
 
1550
- ### `filipinescu`
1551
-
1552
- - profile: [github.com/filipinescu](https://github.com/filipinescu)
1553
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Afilipinescu)
1554
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Afilipinescu)
1555
- - repo first seen: `2026-05-22T20:20:49Z`
1556
- - repo last seen: `2026-06-02T17:22:33Z`
1557
- - first seen in snapshot: **no**
1558
- - repo association: **CONTRIBUTOR**
1559
- - repo primary artifacts: **3**
1560
- - snapshot authored PRs/issues: **3 PRs / 0 issues**
1561
- - snapshot discussion activity: **3 comments / 15 reviews / 12 review comments**
1562
- - account age: **953 days**
1563
- - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
1564
- - public orgs: none visible
1565
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
1566
- - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
1567
-
1568
- Example artifacts:
1569
- - [PR #46345: [docs] Romanian translation of `contributing.md`, `modular_transformers.md`, `multimodal_processing.md`, `add_vision_processing_components.md`, `add_audio_processing_components.md`, `modeling_rules.md`, `model_output_tracing.md`, `auto_docstring.md`, `testing.md`, `pr_checks.md` and `add_new_model.md` .](https://github.com/huggingface/transformers/pull/46345) — closed, merged
1570
- - [PR #46309: [docs] Romanian translation of `weightconverter.md`, `models.md`, `custom_models.md`, `monkey_patching.md`, `fusion_mapping.md`, `how_to_hack_models.md`, `model_sharing.md` and `serialization.md`.](https://github.com/huggingface/transformers/pull/46309) — closed, merged
1571
- - [PR #46166: Romanian translation of README.md, index.md, installation.md, _config.py and quicktour.md.](https://github.com/huggingface/transformers/pull/46166) — closed, merged
1572
-
1573
- ### `irfaan101`
1574
-
1575
- - profile: [github.com/irfaan101](https://github.com/irfaan101)
1576
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Airfaan101)
1577
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Airfaan101)
1578
- - repo first seen: `2026-05-16T11:43:33Z`
1579
- - repo last seen: `2026-05-24T12:21:22Z`
1580
- - first seen in snapshot: **no**
1581
- - repo association: **CONTRIBUTOR**
1582
- - repo primary artifacts: **3**
1583
- - snapshot authored PRs/issues: **3 PRs / 0 issues**
1584
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
1585
- - account age: **613 days**
1586
- - recent public PR activity: **9 PRs** (1 merged / 3 closed-unmerged / 5 open; merged rate **11%**, closed-unmerged rate **33%**, open rate **56%**)
1587
- - public orgs: none visible
1588
- - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
1589
- - heuristic read: **high open PR share; targets high-star repos**
1590
-
1591
- Example artifacts:
1592
- - [PR #46181: fix(utils): register tensorflow_text in BACKENDS_MAPPING to prevent import error](https://github.com/huggingface/transformers/pull/46181) — closed
1593
- - [PR #46027: docs: sync legacy ACL anthology URLs and update metrics across i18n READMEs](https://github.com/huggingface/transformers/pull/46027) — closed, merged
1594
- - [PR #46001: docs: update models architecture count and sync ACL anthology URLs](https://github.com/huggingface/transformers/pull/46001) — closed, merged
1595
-
1596
  ### `Prachi-kushwaha`
1597
 
1598
  - profile: [github.com/Prachi-kushwaha](https://github.com/Prachi-kushwaha)
@@ -3957,6 +3961,28 @@ Example artifacts:
3957
  - [PR #45430: [Doc] Correct checkpoint path in Dinov2 model_docs ](https://github.com/huggingface/transformers/pull/45430) — closed, merged
3958
  - [Issue #45431: Wrong checkpoint path in Dinov2 model_docs](https://github.com/huggingface/transformers/issues/45431) — closed
3959
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3960
  ### `AnkitAhlawat7742`
3961
 
3962
  - profile: [github.com/AnkitAhlawat7742](https://github.com/AnkitAhlawat7742)
@@ -4923,6 +4949,27 @@ Example artifacts:
4923
  Example artifacts:
4924
  - [PR #45745: feat: add crop() to StaticCache layers for assisted generation](https://github.com/huggingface/transformers/pull/45745) — open
4925
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4926
  ### `aryanp2107`
4927
 
4928
  - profile: [github.com/aryanp2107](https://github.com/aryanp2107)
@@ -5701,6 +5748,27 @@ Example artifacts:
5701
  Example artifacts:
5702
  - [PR #45550: Add runner selection for mi325 GPU type](https://github.com/huggingface/transformers/pull/45550) — open, draft
5703
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5704
  ### `GopalGB`
5705
 
5706
  - profile: [github.com/GopalGB](https://github.com/GopalGB)
@@ -6142,6 +6210,27 @@ Example artifacts:
6142
  Example artifacts:
6143
  - [PR #46122: Add cache-aware streaming and RNN-T head for Parakeet](https://github.com/huggingface/transformers/pull/46122) — open
6144
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6145
  ### `joerowell`
6146
 
6147
  - profile: [github.com/joerowell](https://github.com/joerowell)
@@ -6191,7 +6280,7 @@ Example artifacts:
6191
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajulien-gadonneix)
6192
  - repo first seen: `2026-06-02T15:31:42Z`
6193
  - repo last seen: `2026-06-02T15:31:42Z`
6194
- - first seen in snapshot: **yes**
6195
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6196
  - repo primary artifacts: **1**
6197
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -7429,12 +7518,12 @@ Example artifacts:
7429
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Askshmjn)
7430
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Askshmjn)
7431
  - repo first seen: `2026-05-31T07:49:22Z`
7432
- - repo last seen: `2026-06-02T17:46:40Z`
7433
- - first seen in snapshot: **yes**
7434
- - repo association: **NONE**
7435
  - repo primary artifacts: **1**
7436
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7437
- - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
7438
  - account age: **2609 days**
7439
  - recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
7440
  - public orgs: none visible
@@ -7442,7 +7531,7 @@ Example artifacts:
7442
  - heuristic read: **many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
7443
 
7444
  Example artifacts:
7445
- - [PR #46350: Fix noisy logging from image_processing module aliases issue - 46298](https://github.com/huggingface/transformers/pull/46350) — closed
7446
 
7447
  ### `snehasuman019`
7448
 
@@ -7556,7 +7645,7 @@ Example artifacts:
7556
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ATernura143)
7557
  - repo first seen: `2026-05-31T14:17:55Z`
7558
  - repo last seen: `2026-06-02T14:40:51Z`
7559
- - first seen in snapshot: **yes**
7560
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7561
  - repo primary artifacts: **1**
7562
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260603T000024Z`
4
+ - Generated: `2026-06-03T00:01:39Z`
5
  - Activity window: `60d`
6
+ - Contributors: `347`
7
 
8
  ## Summary
9
 
 
14
  | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 90 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
15
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 88 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
16
  | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 81 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
17
+ | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 61 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
18
+ | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 58 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
19
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 47 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
20
  | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 47 | 2 | mixed | low | low | targets high-star repos |
21
  | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 45 | 0 | strong | low | low | targets high-star repos |
 
50
  | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
51
  | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 4 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
52
  | `Dev-X25874` | [profile](https://github.com/Dev-X25874) | no | FIRST_TIME_CONTRIBUTOR | 4d | `2026-05-13T10:45:04Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
53
+ | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
54
  | `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 4 | 0 | strong | low | low | — |
55
+ | `irfaan101` | [profile](https://github.com/irfaan101) | no | CONTRIBUTOR | 613d | `2026-05-16T11:43:33Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
56
  | `Jah-yee` | [profile](https://github.com/Jah-yee) | no | NONE | 736d | `2026-04-16T00:55:40Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
57
  | `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4939d | `2026-04-15T08:26:45Z` | 4 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
58
  | `RudrenduPaul` | [profile](https://github.com/RudrenduPaul) | no | CONTRIBUTOR | 2913d | `2026-04-09T09:34:42Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 
61
  | `TheShreyanshiDwivedi` | [profile](https://github.com/TheShreyanshiDwivedi) | no | NONE | 87d | `2026-05-15T10:01:57Z` | 4 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
62
  | `Abineshabee` | [profile](https://github.com/Abineshabee) | no | CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 3 | 2 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
63
  | `Chao1Han` | [profile](https://github.com/Chao1Han) | no | FIRST_TIME_CONTRIBUTOR | 1422d | `2026-05-14T09:13:18Z` | 3 | 0 | mixed | moderate | low | high open PR share |
 
 
64
  | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | FIRST_TIME_CONTRIBUTOR | 1556d | `2026-03-07T22:12:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
65
  | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 3 | 0 | mixed | low | low | — |
66
  | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 3 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 
165
  | `pasta-paul` | [profile](https://github.com/pasta-paul) | no | FIRST_TIME_CONTRIBUTOR | 932d | `2026-05-20T20:41:45Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
166
  | `softguy777` | [profile](https://github.com/softguy777) | no | FIRST_TIMER | 955d | `2026-04-28T08:23:48Z` | 1 | 2 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
167
  | `ambroiseodt` | [profile](https://github.com/ambroiseodt) | no | CONTRIBUTOR | 2181d | `2026-04-14T13:45:51Z` | 1 | 1 | strong | low | low | targets high-star repos |
168
+ | `ananyajoshi0203-cpu` | [profile](https://github.com/ananyajoshi0203-cpu) | yes | FIRST_TIMER | 55d | `2026-06-02T22:09:56Z` | 1 | 1 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
169
  | `AnkitAhlawat7742` | [profile](https://github.com/AnkitAhlawat7742) | no | CONTRIBUTOR | 432d | `2026-04-27T13:28:53Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
170
  | `anxovatomica` | [profile](https://github.com/anxovatomica) | no | NONE | 3464d | `2026-05-12T13:01:28Z` | 1 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
171
  | `caiovicentino` | [profile](https://github.com/caiovicentino) | no | NONE | 470d | `2026-04-03T01:52:14Z` | 1 | 1 | weak | low | low | — |
 
211
  | `ansley` | [profile](https://github.com/ansley) | no | NONE | 2296d | `2026-04-09T14:31:40Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
212
  | `Apeksha23-hub` | [profile](https://github.com/Apeksha23-hub) | no | FIRST_TIME_CONTRIBUTOR | 79d | `2026-05-16T13:17:12Z` | 1 | 0 | mixed | low | low | very new account; no visible non-self stars; targets high-star repos |
213
  | `ArkaD171717` | [profile](https://github.com/ArkaD171717) | no | FIRST_TIME_CONTRIBUTOR | 1206d | `2026-05-02T09:31:22Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
214
+ | `arnav-144p` | [profile](https://github.com/arnav-144p) | yes | FIRST_TIME_CONTRIBUTOR | 634d | `2026-06-02T18:52:53Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
215
  | `aryanp2107` | [profile](https://github.com/aryanp2107) | no | NONE | 1390d | `2026-04-25T21:44:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
216
  | `Ashutosh-177` | [profile](https://github.com/Ashutosh-177) | no | NONE | 978d | `2026-05-19T06:28:43Z` | 1 | 0 | mixed | moderate | low | high open PR share |
217
  | `avarga1` | [profile](https://github.com/avarga1) | no | NONE | 2176d | `2026-04-07T02:22:26Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
 
249
  | `garybadwal` | [profile](https://github.com/garybadwal) | no | FIRST_TIME_CONTRIBUTOR | 1178d | `2026-04-21T04:38:14Z` | 1 | 0 | weak | low | low | targets high-star repos |
250
  | `gaurav0107` | [profile](https://github.com/gaurav0107) | no | CONTRIBUTOR | 3970d | `2026-04-23T19:12:43Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
251
  | `glegendre01` | [profile](https://github.com/glegendre01) | no | MEMBER | 1282d | `2026-04-21T12:37:31Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
252
+ | `goingforstudying-ctrl` | [profile](https://github.com/goingforstudying-ctrl) | yes | FIRST_TIME_CONTRIBUTOR | 120d | `2026-06-02T23:21:10Z` | 1 | 0 | weak | very high | high | young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
253
  | `GopalGB` | [profile](https://github.com/GopalGB) | no | NONE | 2136d | `2026-04-30T04:04:10Z` | 1 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
254
  | `GuaiZai233` | [profile](https://github.com/GuaiZai233) | no | CONTRIBUTOR | 821d | `2026-04-28T15:36:03Z` | 1 | 0 | strong | low | low | — |
255
  | `guinik` | [profile](https://github.com/guinik) | no | FIRST_TIME_CONTRIBUTOR | 1302d | `2026-05-23T07:48:33Z` | 1 | 0 | strong | low | low | — |
 
271
  | `JiauZhang` | [profile](https://github.com/JiauZhang) | no | CONTRIBUTOR | 2918d | `2026-04-15T14:00:11Z` | 1 | 0 | strong | low | low | targets high-star repos |
272
  | `jjjamie` | [profile](https://github.com/jjjamie) | no | FIRST_TIME_CONTRIBUTOR | 4994d | `2026-04-21T15:57:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
273
  | `jmayank1511` | [profile](https://github.com/jmayank1511) | no | FIRST_TIME_CONTRIBUTOR | 2753d | `2026-05-20T18:13:18Z` | 1 | 0 | strong | moderate | low | no visible non-self stars |
274
+ | `joaopedroassad` | [profile](https://github.com/joaopedroassad) | yes | FIRST_TIME_CONTRIBUTOR | 341d | `2026-06-02T19:08:14Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
275
  | `joerowell` | [profile](https://github.com/joerowell) | no | CONTRIBUTOR | 3394d | `2026-04-28T08:24:28Z` | 1 | 0 | strong | low | low | targets high-star repos |
276
  | `juliabush` | [profile](https://github.com/juliabush) | no | NONE | 526d | `2026-04-07T21:37:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
277
+ | `julien-gadonneix` | [profile](https://github.com/julien-gadonneix) | no | FIRST_TIME_CONTRIBUTOR | 987d | `2026-06-02T15:31:42Z` | 1 | 0 | mixed | low | low | high open PR share |
278
  | `Kabir08` | [profile](https://github.com/Kabir08) | no | NONE | 2216d | `2026-04-19T08:27:15Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
279
  | `Kaisan10` | [profile](https://github.com/Kaisan10) | no | NONE | 1151d | `2026-05-02T07:35:16Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
280
  | `kamalrajkannan78` | [profile](https://github.com/kamalrajkannan78) | no | CONTRIBUTOR | 814d | `2026-04-07T05:24:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume; no visible non-self stars |
 
333
  | `Shikhar-S` | [profile](https://github.com/Shikhar-S) | no | FIRST_TIME_CONTRIBUTOR | 3763d | `2026-04-10T04:26:05Z` | 1 | 0 | weak | low | low | high open PR share |
334
  | `silencelamb` | [profile](https://github.com/silencelamb) | no | CONTRIBUTOR | 4218d | `2026-05-05T09:41:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
335
  | `simon-testaccount` | [profile](https://github.com/simon-testaccount) | no | NONE | 545d | `2026-05-05T09:01:04Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
336
+ | `skshmjn` | [profile](https://github.com/skshmjn) | no | FIRST_TIME_CONTRIBUTOR | 2609d | `2026-05-31T07:49:22Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
337
  | `snehasuman019` | [profile](https://github.com/snehasuman019) | no | NONE | 474d | `2026-05-29T16:36:41Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
338
  | `songyuc` | [profile](https://github.com/songyuc) | no | NONE | 3292d | `2026-04-12T12:53:49Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
339
  | `Spectual` | [profile](https://github.com/Spectual) | no | NONE | 1537d | `2026-04-16T06:54:56Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
340
  | `srinjoy356` | [profile](https://github.com/srinjoy356) | no | FIRST_TIME_CONTRIBUTOR | 992d | `2026-05-26T18:36:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
341
  | `stationeros` | [profile](https://github.com/stationeros) | no | FIRST_TIME_CONTRIBUTOR | 1336d | `2026-04-25T08:47:25Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
342
+ | `Ternura143` | [profile](https://github.com/Ternura143) | no | FIRST_TIME_CONTRIBUTOR | 1583d | `2026-05-31T14:17:55Z` | 1 | 0 | strong | moderate | low | — |
343
  | `tianhaocui` | [profile](https://github.com/tianhaocui) | no | FIRST_TIME_CONTRIBUTOR | 2442d | `2026-04-19T10:27:36Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
344
  | `trducng` | [profile](https://github.com/trducng) | no | CONTRIBUTOR | 3050d | `2026-05-18T04:44:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
345
  | `TuringTux` | [profile](https://github.com/TuringTux) | no | CONTRIBUTOR | 2477d | `2026-05-06T16:55:33Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 
486
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
487
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
488
  - repo first seen: `2023-02-24T14:13:29Z`
489
+ - repo last seen: `2026-06-02T19:28:31Z`
490
  - first seen in snapshot: **no**
491
  - repo association: **MEMBER**
492
+ - repo primary artifacts: **64**
493
+ - snapshot authored PRs/issues: **61 PRs / 3 issues**
494
+ - snapshot discussion activity: **193 comments / 642 reviews / 1292 review comments**
495
  - account age: **2590 days**
496
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
497
  - public orgs: none visible
 
499
  - heuristic read: **high recent PR volume; targets high-star repos**
500
 
501
  Example artifacts:
502
+ - [PR #46355: Test models instantiate from default config on meta + fix failing models](https://github.com/huggingface/transformers/pull/46355) — open
503
  - [PR #46324: Quantize models on `__init__` / `from_config`](https://github.com/huggingface/transformers/pull/46324) — open
504
  - [PR #46265: Fix fp8 moe reverse substring](https://github.com/huggingface/transformers/pull/46265) — closed, merged
 
505
  - [Issue #45882: Reduce peak memory during quantization of MoE models (follow-up to #43917)](https://github.com/huggingface/transformers/issues/45882) — open
506
  - [Issue #44052: Fix skipped tests for glm_moe_dsa model](https://github.com/huggingface/transformers/issues/44052) — closed
507
  - [Issue #42710: Outstanding issues / PR before we can release v5](https://github.com/huggingface/transformers/issues/42710) — closed
 
512
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
513
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
514
  - repo first seen: `2024-02-08T22:19:09Z`
515
+ - repo last seen: `2026-06-02T21:51:06Z`
516
  - first seen in snapshot: **no**
517
  - repo association: **MEMBER**
518
+ - repo primary artifacts: **60**
519
+ - snapshot authored PRs/issues: **58 PRs / 2 issues**
520
+ - snapshot discussion activity: **34 comments / 161 reviews / 285 review comments**
521
  - account age: **2296 days**
522
  - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
523
  - public orgs: `huggingface`
 
525
  - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
526
 
527
  Example artifacts:
528
+ - [PR #46357: [docs] gguf mps](https://github.com/huggingface/transformers/pull/46357) — open
529
  - [PR #46351: [docs] gemma4 typos](https://github.com/huggingface/transformers/pull/46351) — open
530
  - [PR #46349: [docs] metal flash attention](https://github.com/huggingface/transformers/pull/46349) — open
 
531
  - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
532
  - [Issue #28936: [i18n-es] Translating docs to Spanish](https://github.com/huggingface/transformers/issues/28936) — open
533
 
 
888
 
889
  Example artifacts:
890
  - [PR #45981: Fix colqwen2 test](https://github.com/huggingface/transformers/pull/45981) — closed, merged
891
+ - [PR #45634: DeepGEMM BF16 + mixed FP8/FP4 + MegaMoE + refactor](https://github.com/huggingface/transformers/pull/45634) — closed, merged
892
  - [PR #45621: Better Grouped GEMM + EP](https://github.com/huggingface/transformers/pull/45621) — closed, merged
893
  - [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
894
  - [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
 
1342
  - [PR #46009: hf_argparser: fix TypeError when resolving Optional of generic type](https://github.com/huggingface/transformers/pull/46009) — closed
1343
  - [PR #45952: hf_argparser: fix parse_yaml_file missing utf-8 encoding and wrong docstring](https://github.com/huggingface/transformers/pull/45952) — closed
1344
 
1345
+ ### `filipinescu`
1346
+
1347
+ - profile: [github.com/filipinescu](https://github.com/filipinescu)
1348
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Afilipinescu)
1349
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Afilipinescu)
1350
+ - repo first seen: `2026-05-22T20:20:49Z`
1351
+ - repo last seen: `2026-06-02T20:16:21Z`
1352
+ - first seen in snapshot: **no**
1353
+ - repo association: **CONTRIBUTOR**
1354
+ - repo primary artifacts: **4**
1355
+ - snapshot authored PRs/issues: **4 PRs / 0 issues**
1356
+ - snapshot discussion activity: **3 comments / 23 reviews / 19 review comments**
1357
+ - account age: **953 days**
1358
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
1359
+ - public orgs: none visible
1360
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
1361
+ - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
1362
+
1363
+ Example artifacts:
1364
+ - [PR #46356: [docs] Romanian translation of `fast_tokenizers.md`, `custom_tokenizers.md`, `tokenizer_summary.md`, `image_processors.md` and `video_processors.md`.](https://github.com/huggingface/transformers/pull/46356) — open
1365
+ - [PR #46345: [docs] Romanian translation of `contributing.md`, `modular_transformers.md`, `multimodal_processing.md`, `add_vision_processing_components.md`, `add_audio_processing_components.md`, `modeling_rules.md`, `model_output_tracing.md`, `auto_docstring.md`, `testing.md`, `pr_checks.md` and `add_new_model.md` .](https://github.com/huggingface/transformers/pull/46345) — closed, merged
1366
+ - [PR #46309: [docs] Romanian translation of `weightconverter.md`, `models.md`, `custom_models.md`, `monkey_patching.md`, `fusion_mapping.md`, `how_to_hack_models.md`, `model_sharing.md` and `serialization.md`.](https://github.com/huggingface/transformers/pull/46309) — closed, merged
1367
+
1368
  ### `guarin`
1369
 
1370
  - profile: [github.com/guarin](https://github.com/guarin)
1371
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
1372
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
1373
  - repo first seen: `2026-05-12T18:20:58Z`
1374
+ - repo last seen: `2026-06-02T18:47:16Z`
1375
  - first seen in snapshot: **no**
1376
  - repo association: **MEMBER**
1377
  - repo primary artifacts: **4**
1378
  - snapshot authored PRs/issues: **4 PRs / 0 issues**
1379
+ - snapshot discussion activity: **16 comments / 83 reviews / 96 review comments**
1380
  - account age: **2794 days**
1381
  - recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
1382
  - public orgs: `huggingface`
 
1388
  - [PR #46163: Return logits from semantic segmentation post-process](https://github.com/huggingface/transformers/pull/46163) — open, draft
1389
  - [PR #46137: Update self-comment-ci](https://github.com/huggingface/transformers/pull/46137) — closed, merged
1390
 
1391
+ ### `irfaan101`
1392
+
1393
+ - profile: [github.com/irfaan101](https://github.com/irfaan101)
1394
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Airfaan101)
1395
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Airfaan101)
1396
+ - repo first seen: `2026-05-16T11:43:33Z`
1397
+ - repo last seen: `2026-06-02T18:29:12Z`
1398
+ - first seen in snapshot: **no**
1399
+ - repo association: **CONTRIBUTOR**
1400
+ - repo primary artifacts: **4**
1401
+ - snapshot authored PRs/issues: **4 PRs / 0 issues**
1402
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
1403
+ - account age: **613 days**
1404
+ - recent public PR activity: **9 PRs** (1 merged / 3 closed-unmerged / 5 open; merged rate **11%**, closed-unmerged rate **33%**, open rate **56%**)
1405
+ - public orgs: none visible
1406
+ - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
1407
+ - heuristic read: **high open PR share; targets high-star repos**
1408
+
1409
+ Example artifacts:
1410
+ - [PR #46352: docs: update ACL Anthology URL in CITATION.cff](https://github.com/huggingface/transformers/pull/46352) — closed, merged
1411
+ - [PR #46181: fix(utils): register tensorflow_text in BACKENDS_MAPPING to prevent import error](https://github.com/huggingface/transformers/pull/46181) — closed
1412
+ - [PR #46027: docs: sync legacy ACL anthology URLs and update metrics across i18n READMEs](https://github.com/huggingface/transformers/pull/46027) — closed, merged
1413
+
1414
  ### `Jah-yee`
1415
 
1416
  - profile: [github.com/Jah-yee](https://github.com/Jah-yee)
 
1597
  - [PR #45989: [Llama4] Adopt `@use_experts_implementation` standard interface](https://github.com/huggingface/transformers/pull/45989) — closed
1598
  - [PR #45976: Fix `MoeTensorParalellExperts` crash for Llama4 pre-weighted MoE experts (EP support)](https://github.com/huggingface/transformers/pull/45976) — closed
1599
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1600
  ### `Prachi-kushwaha`
1601
 
1602
  - profile: [github.com/Prachi-kushwaha](https://github.com/Prachi-kushwaha)
 
3961
  - [PR #45430: [Doc] Correct checkpoint path in Dinov2 model_docs ](https://github.com/huggingface/transformers/pull/45430) — closed, merged
3962
  - [Issue #45431: Wrong checkpoint path in Dinov2 model_docs](https://github.com/huggingface/transformers/issues/45431) — closed
3963
 
3964
+ ### `ananyajoshi0203-cpu`
3965
+
3966
+ - profile: [github.com/ananyajoshi0203-cpu](https://github.com/ananyajoshi0203-cpu)
3967
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aananyajoshi0203-cpu)
3968
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aananyajoshi0203-cpu)
3969
+ - repo first seen: `2026-06-02T22:09:56Z`
3970
+ - repo last seen: `2026-06-02T23:49:49Z`
3971
+ - first seen in snapshot: **yes**
3972
+ - repo association: **FIRST_TIMER**
3973
+ - repo primary artifacts: **2**
3974
+ - snapshot authored PRs/issues: **1 PRs / 1 issues**
3975
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
3976
+ - account age: **55 days**
3977
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3978
+ - public orgs: none visible
3979
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
3980
+ - heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
3981
+
3982
+ Example artifacts:
3983
+ - [PR #46360: Feat/executorch vision audio export](https://github.com/huggingface/transformers/pull/46360) — open
3984
+ - [Issue #46358: [ExecuTorch] convert_and_export_with_cache fails for vision-language and audio models](https://github.com/huggingface/transformers/issues/46358) — open
3985
+
3986
  ### `AnkitAhlawat7742`
3987
 
3988
  - profile: [github.com/AnkitAhlawat7742](https://github.com/AnkitAhlawat7742)
 
4949
  Example artifacts:
4950
  - [PR #45745: feat: add crop() to StaticCache layers for assisted generation](https://github.com/huggingface/transformers/pull/45745) — open
4951
 
4952
+ ### `arnav-144p`
4953
+
4954
+ - profile: [github.com/arnav-144p](https://github.com/arnav-144p)
4955
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aarnav-144p)
4956
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aarnav-144p)
4957
+ - repo first seen: `2026-06-02T18:52:53Z`
4958
+ - repo last seen: `2026-06-02T18:54:38Z`
4959
+ - first seen in snapshot: **yes**
4960
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
4961
+ - repo primary artifacts: **1**
4962
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
4963
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
4964
+ - account age: **634 days**
4965
+ - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
4966
+ - public orgs: none visible
4967
+ - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
4968
+ - heuristic read: **high open PR share; targets high-star repos**
4969
+
4970
+ Example artifacts:
4971
+ - [PR #46353: [Mistral] Raise ValueError when continue_final_message=True with mist…](https://github.com/huggingface/transformers/pull/46353) — open
4972
+
4973
  ### `aryanp2107`
4974
 
4975
  - profile: [github.com/aryanp2107](https://github.com/aryanp2107)
 
5748
  Example artifacts:
5749
  - [PR #45550: Add runner selection for mi325 GPU type](https://github.com/huggingface/transformers/pull/45550) — open, draft
5750
 
5751
+ ### `goingforstudying-ctrl`
5752
+
5753
+ - profile: [github.com/goingforstudying-ctrl](https://github.com/goingforstudying-ctrl)
5754
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agoingforstudying-ctrl)
5755
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agoingforstudying-ctrl)
5756
+ - repo first seen: `2026-06-02T23:21:10Z`
5757
+ - repo last seen: `2026-06-02T23:21:10Z`
5758
+ - first seen in snapshot: **yes**
5759
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
5760
+ - repo primary artifacts: **1**
5761
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
5762
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
5763
+ - account age: **120 days**
5764
+ - recent public PR activity: **80 PRs** (16 merged / 35 closed-unmerged / 29 open; merged rate **20%**, closed-unmerged rate **44%**, open rate **36%**)
5765
+ - public orgs: none visible
5766
+ - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
5767
+ - heuristic read: **young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
5768
+
5769
+ Example artifacts:
5770
+ - [PR #46359: fix(tokenization): avoid O(T·N·logN) performance regression in convert_tokens_to_ids](https://github.com/huggingface/transformers/pull/46359) — open
5771
+
5772
  ### `GopalGB`
5773
 
5774
  - profile: [github.com/GopalGB](https://github.com/GopalGB)
 
6210
  Example artifacts:
6211
  - [PR #46122: Add cache-aware streaming and RNN-T head for Parakeet](https://github.com/huggingface/transformers/pull/46122) — open
6212
 
6213
+ ### `joaopedroassad`
6214
+
6215
+ - profile: [github.com/joaopedroassad](https://github.com/joaopedroassad)
6216
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajoaopedroassad)
6217
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajoaopedroassad)
6218
+ - repo first seen: `2026-06-02T19:08:14Z`
6219
+ - repo last seen: `2026-06-02T19:08:14Z`
6220
+ - first seen in snapshot: **yes**
6221
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
6222
+ - repo primary artifacts: **1**
6223
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
6224
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
6225
+ - account age: **341 days**
6226
+ - recent public PR activity: **6 PRs** (2 merged / 1 closed-unmerged / 3 open; merged rate **33%**, closed-unmerged rate **17%**, open rate **50%**)
6227
+ - public orgs: none visible
6228
+ - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
6229
+ - heuristic read: **young account; high open PR share; targets high-star repos**
6230
+
6231
+ Example artifacts:
6232
+ - [PR #46354: Fix missing f-string prefixes in error messages](https://github.com/huggingface/transformers/pull/46354) — open
6233
+
6234
  ### `joerowell`
6235
 
6236
  - profile: [github.com/joerowell](https://github.com/joerowell)
 
6280
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajulien-gadonneix)
6281
  - repo first seen: `2026-06-02T15:31:42Z`
6282
  - repo last seen: `2026-06-02T15:31:42Z`
6283
+ - first seen in snapshot: **no**
6284
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6285
  - repo primary artifacts: **1**
6286
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
7518
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Askshmjn)
7519
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Askshmjn)
7520
  - repo first seen: `2026-05-31T07:49:22Z`
7521
+ - repo last seen: `2026-06-02T18:39:58Z`
7522
+ - first seen in snapshot: **no**
7523
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
7524
  - repo primary artifacts: **1**
7525
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7526
+ - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
7527
  - account age: **2609 days**
7528
  - recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
7529
  - public orgs: none visible
 
7531
  - heuristic read: **many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
7532
 
7533
  Example artifacts:
7534
+ - [PR #46350: Fix noisy logging from image_processing module aliases issue - 46298](https://github.com/huggingface/transformers/pull/46350) — open
7535
 
7536
  ### `snehasuman019`
7537
 
 
7645
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ATernura143)
7646
  - repo first seen: `2026-05-31T14:17:55Z`
7647
  - repo last seen: `2026-06-02T14:40:51Z`
7648
+ - first seen in snapshot: **no**
7649
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7650
  - repo primary artifacts: **1**
7651
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
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  "concentration_similarity": 1.0,
@@ -369,7 +369,7 @@
369
  "left_pr_number": 43663,
370
  "right_pr_number": 45055,
371
  "similarity": 0.407,
372
- "content_similarity": 0.341,
373
  "size_similarity": 0.12,
374
  "breadth_similarity": 1.0,
375
  "concentration_similarity": 1.0,
@@ -384,7 +384,7 @@
384
  {
385
  "left_pr_number": 44257,
386
  "right_pr_number": 45067,
387
- "similarity": 0.402,
388
  "content_similarity": 0.309,
389
  "size_similarity": 0.24,
390
  "breadth_similarity": 1.0,
@@ -400,8 +400,8 @@
400
  {
401
  "left_pr_number": 43636,
402
  "right_pr_number": 44257,
403
- "similarity": 0.399,
404
- "content_similarity": 0.239,
405
  "size_similarity": 0.545,
406
  "breadth_similarity": 1.0,
407
  "concentration_similarity": 1.0,
@@ -417,7 +417,7 @@
417
  "left_pr_number": 43651,
418
  "right_pr_number": 44189,
419
  "similarity": 0.399,
420
- "content_similarity": 0.308,
421
  "size_similarity": 0.222,
422
  "breadth_similarity": 1.0,
423
  "concentration_similarity": 1.0,
@@ -432,7 +432,7 @@
432
  {
433
  "left_pr_number": 43636,
434
  "right_pr_number": 44189,
435
- "similarity": 0.393,
436
  "content_similarity": 0.27,
437
  "size_similarity": 0.364,
438
  "breadth_similarity": 1.0,
@@ -480,7 +480,7 @@
480
  {
481
  "left_pr_number": 44123,
482
  "right_pr_number": 44660,
483
- "similarity": 0.389,
484
  "content_similarity": 0.319,
485
  "size_similarity": 0.109,
486
  "breadth_similarity": 1.0,
@@ -513,7 +513,7 @@
513
  "left_pr_number": 45055,
514
  "right_pr_number": 45067,
515
  "similarity": 0.387,
516
- "content_similarity": 0.312,
517
  "size_similarity": 0.12,
518
  "breadth_similarity": 1.0,
519
  "concentration_similarity": 1.0,
@@ -545,7 +545,7 @@
545
  "left_pr_number": 43636,
546
  "right_pr_number": 44123,
547
  "similarity": 0.38,
548
- "content_similarity": 0.285,
549
  "size_similarity": 0.2,
550
  "breadth_similarity": 1.0,
551
  "concentration_similarity": 1.0,
@@ -561,7 +561,7 @@
561
  "left_pr_number": 44123,
562
  "right_pr_number": 44189,
563
  "similarity": 0.377,
564
- "content_similarity": 0.308,
565
  "size_similarity": 0.073,
566
  "breadth_similarity": 1.0,
567
  "concentration_similarity": 1.0,
@@ -576,8 +576,8 @@
576
  {
577
  "left_pr_number": 43651,
578
  "right_pr_number": 45055,
579
- "similarity": 0.368,
580
- "content_similarity": 0.276,
581
  "size_similarity": 0.167,
582
  "breadth_similarity": 1.0,
583
  "concentration_similarity": 1.0,
@@ -593,7 +593,7 @@
593
  "left_pr_number": 43663,
594
  "right_pr_number": 45273,
595
  "similarity": 0.367,
596
- "content_similarity": 0.292,
597
  "size_similarity": 0.08,
598
  "breadth_similarity": 1.0,
599
  "concentration_similarity": 1.0,
@@ -624,7 +624,7 @@
624
  {
625
  "left_pr_number": 43636,
626
  "right_pr_number": 45055,
627
- "similarity": 0.36,
628
  "content_similarity": 0.242,
629
  "size_similarity": 0.273,
630
  "breadth_similarity": 1.0,
@@ -640,8 +640,8 @@
640
  {
641
  "left_pr_number": 44123,
642
  "right_pr_number": 44257,
643
- "similarity": 0.357,
644
- "content_similarity": 0.273,
645
  "size_similarity": 0.109,
646
  "breadth_similarity": 1.0,
647
  "concentration_similarity": 1.0,
@@ -657,7 +657,7 @@
657
  "left_pr_number": 44123,
658
  "right_pr_number": 45055,
659
  "similarity": 0.352,
660
- "content_similarity": 0.276,
661
  "size_similarity": 0.055,
662
  "breadth_similarity": 1.0,
663
  "concentration_similarity": 1.0,
@@ -672,7 +672,7 @@
672
  {
673
  "left_pr_number": 45067,
674
  "right_pr_number": 45273,
675
- "similarity": 0.349,
676
  "content_similarity": 0.268,
677
  "size_similarity": 0.08,
678
  "breadth_similarity": 1.0,
@@ -689,7 +689,7 @@
689
  "left_pr_number": 44257,
690
  "right_pr_number": 45273,
691
  "similarity": 0.339,
692
- "content_similarity": 0.198,
693
  "size_similarity": 0.333,
694
  "breadth_similarity": 1.0,
695
  "concentration_similarity": 1.0,
@@ -704,7 +704,7 @@
704
  {
705
  "left_pr_number": 43651,
706
  "right_pr_number": 45273,
707
- "similarity": 0.332,
708
  "content_similarity": 0.237,
709
  "size_similarity": 0.111,
710
  "breadth_similarity": 1.0,
@@ -720,8 +720,8 @@
720
  {
721
  "left_pr_number": 43636,
722
  "right_pr_number": 45273,
723
- "similarity": 0.322,
724
- "content_similarity": 0.207,
725
  "size_similarity": 0.182,
726
  "breadth_similarity": 1.0,
727
  "concentration_similarity": 1.0,
@@ -945,7 +945,7 @@
945
  {
946
  "left_pr_number": 42668,
947
  "right_pr_number": 44543,
948
- "similarity": 0.353,
949
  "content_similarity": 0.309,
950
  "size_similarity": 0.446,
951
  "breadth_similarity": 0.216,
@@ -1111,7 +1111,7 @@
1111
  "left_pr_number": 45883,
1112
  "right_pr_number": 46351,
1113
  "similarity": 0.725,
1114
- "content_similarity": 0.76,
1115
  "size_similarity": 0.286,
1116
  "breadth_similarity": 1.0,
1117
  "concentration_similarity": 1.0,
@@ -1187,7 +1187,7 @@
1187
  "left_pr_number": 45438,
1188
  "right_pr_number": 46351,
1189
  "similarity": 0.42,
1190
- "content_similarity": 0.464,
1191
  "size_similarity": 0.112,
1192
  "breadth_similarity": 0.325,
1193
  "concentration_similarity": 0.92,
@@ -1206,7 +1206,7 @@
1206
  "left_pr_number": 45202,
1207
  "right_pr_number": 45438,
1208
  "similarity": 0.394,
1209
- "content_similarity": 0.448,
1210
  "size_similarity": 0.01,
1211
  "breadth_similarity": 0.325,
1212
  "concentration_similarity": 0.92,
@@ -1225,7 +1225,7 @@
1225
  "left_pr_number": 45202,
1226
  "right_pr_number": 46351,
1227
  "similarity": 0.38,
1228
- "content_similarity": 0.308,
1229
  "size_similarity": 0.094,
1230
  "breadth_similarity": 1.0,
1231
  "concentration_similarity": 1.0,
@@ -1263,7 +1263,7 @@
1263
  "left_pr_number": 45202,
1264
  "right_pr_number": 45294,
1265
  "similarity": 0.311,
1266
- "content_similarity": 0.327,
1267
  "size_similarity": 0.025,
1268
  "breadth_similarity": 0.325,
1269
  "concentration_similarity": 0.908,
@@ -1418,7 +1418,7 @@
1418
  {
1419
  "left_pr_number": 44070,
1420
  "right_pr_number": 45668,
1421
- "similarity": 0.636,
1422
  "content_similarity": 0.63,
1423
  "size_similarity": 0.312,
1424
  "breadth_similarity": 1.0,
@@ -1541,7 +1541,7 @@
1541
  "left_pr_number": 45077,
1542
  "right_pr_number": 46264,
1543
  "similarity": 0.539,
1544
- "content_similarity": 0.497,
1545
  "size_similarity": 0.423,
1546
  "breadth_similarity": 0.775,
1547
  "concentration_similarity": 1.0,
@@ -1586,7 +1586,7 @@
1586
  "left_pr_number": 42975,
1587
  "right_pr_number": 42976,
1588
  "similarity": 0.41,
1589
- "content_similarity": 0.405,
1590
  "size_similarity": 0.101,
1591
  "breadth_similarity": 0.606,
1592
  "concentration_similarity": 1.0,
@@ -1645,7 +1645,7 @@
1645
  "left_pr_number": 41097,
1646
  "right_pr_number": 43549,
1647
  "similarity": 0.546,
1648
- "content_similarity": 0.437,
1649
  "size_similarity": 0.6,
1650
  "breadth_similarity": 1.0,
1651
  "concentration_similarity": 1.0,
@@ -1677,7 +1677,7 @@
1677
  "left_pr_number": 41097,
1678
  "right_pr_number": 46013,
1679
  "similarity": 0.441,
1680
- "content_similarity": 0.381,
1681
  "size_similarity": 0.16,
1682
  "breadth_similarity": 1.0,
1683
  "concentration_similarity": 1.0,
@@ -1693,7 +1693,7 @@
1693
  "left_pr_number": 43549,
1694
  "right_pr_number": 44547,
1695
  "similarity": 0.429,
1696
- "content_similarity": 0.341,
1697
  "size_similarity": 0.267,
1698
  "breadth_similarity": 1.0,
1699
  "concentration_similarity": 1.0,
@@ -1708,7 +1708,7 @@
1708
  {
1709
  "left_pr_number": 41097,
1710
  "right_pr_number": 44547,
1711
- "similarity": 0.392,
1712
  "content_similarity": 0.312,
1713
  "size_similarity": 0.16,
1714
  "breadth_similarity": 1.0,
@@ -1750,7 +1750,7 @@
1750
  {
1751
  "left_pr_number": 44974,
1752
  "right_pr_number": 45635,
1753
- "similarity": 0.719,
1754
  "content_similarity": 0.719,
1755
  "size_similarity": 0.59,
1756
  "breadth_similarity": 0.8,
@@ -1843,7 +1843,7 @@
1843
  {
1844
  "left_pr_number": 45421,
1845
  "right_pr_number": 45996,
1846
- "similarity": 0.319,
1847
  "content_similarity": 0.191,
1848
  "size_similarity": 0.573,
1849
  "breadth_similarity": 0.583,
@@ -1868,7 +1868,7 @@
1868
  45985
1869
  ],
1870
  "representative_pr_number": 45985,
1871
- "average_similarity": 0.519,
1872
  "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
1873
  "shared_filenames": [
1874
  "src/transformers/generation/utils.py"
@@ -1882,8 +1882,8 @@
1882
  {
1883
  "left_pr_number": 34667,
1884
  "right_pr_number": 45985,
1885
- "similarity": 0.616,
1886
- "content_similarity": 0.509,
1887
  "size_similarity": 0.733,
1888
  "breadth_similarity": 1.0,
1889
  "concentration_similarity": 1.0,
@@ -1967,8 +1967,8 @@
1967
  {
1968
  "left_pr_number": 39683,
1969
  "right_pr_number": 44872,
1970
- "similarity": 0.43,
1971
- "content_similarity": 0.372,
1972
  "size_similarity": 0.13,
1973
  "breadth_similarity": 1.0,
1974
  "concentration_similarity": 1.0,
@@ -1992,7 +1992,7 @@
1992
  46152
1993
  ],
1994
  "representative_pr_number": 46152,
1995
- "average_similarity": 0.404,
1996
  "summary": "4 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #46152.",
1997
  "shared_filenames": [
1998
  "src/transformers/utils/import_utils.py"
@@ -2007,7 +2007,7 @@
2007
  "left_pr_number": 44615,
2008
  "right_pr_number": 46152,
2009
  "similarity": 0.624,
2010
- "content_similarity": 0.552,
2011
  "size_similarity": 0.583,
2012
  "breadth_similarity": 1.0,
2013
  "concentration_similarity": 1.0,
@@ -2024,7 +2024,7 @@
2024
  "left_pr_number": 45060,
2025
  "right_pr_number": 46152,
2026
  "similarity": 0.438,
2027
- "content_similarity": 0.344,
2028
  "size_similarity": 0.95,
2029
  "breadth_similarity": 0.333,
2030
  "concentration_similarity": 0.421,
@@ -2040,8 +2040,8 @@
2040
  {
2041
  "left_pr_number": 44385,
2042
  "right_pr_number": 44615,
2043
- "similarity": 0.41,
2044
- "content_similarity": 0.34,
2045
  "size_similarity": 0.371,
2046
  "breadth_similarity": 0.667,
2047
  "concentration_similarity": 1.0,
@@ -2057,8 +2057,8 @@
2057
  {
2058
  "left_pr_number": 44385,
2059
  "right_pr_number": 46152,
2060
- "similarity": 0.395,
2061
- "content_similarity": 0.351,
2062
  "size_similarity": 0.217,
2063
  "breadth_similarity": 0.667,
2064
  "concentration_similarity": 1.0,
@@ -2187,6 +2187,82 @@
2187
  }
2188
  ]
2189
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2190
  {
2191
  "cluster_id": "pr-scope-44015-3",
2192
  "pr_numbers": [
@@ -2247,7 +2323,7 @@
2247
  "left_pr_number": 44015,
2248
  "right_pr_number": 44676,
2249
  "similarity": 0.412,
2250
- "content_similarity": 0.498,
2251
  "size_similarity": 0.034,
2252
  "breadth_similarity": 0.333,
2253
  "concentration_similarity": 0.488,
@@ -2332,7 +2408,7 @@
2332
  {
2333
  "left_pr_number": 44680,
2334
  "right_pr_number": 46339,
2335
- "similarity": 0.449,
2336
  "content_similarity": 0.477,
2337
  "size_similarity": 0.125,
2338
  "breadth_similarity": 0.583,
@@ -2451,7 +2527,7 @@
2451
  "left_pr_number": 44940,
2452
  "right_pr_number": 46207,
2453
  "similarity": 0.534,
2454
- "content_similarity": 0.441,
2455
  "size_similarity": 0.662,
2456
  "breadth_similarity": 0.833,
2457
  "concentration_similarity": 0.839,
@@ -2470,7 +2546,7 @@
2470
  "left_pr_number": 44940,
2471
  "right_pr_number": 46114,
2472
  "similarity": 0.484,
2473
- "content_similarity": 0.42,
2474
  "size_similarity": 0.692,
2475
  "breadth_similarity": 0.381,
2476
  "concentration_similarity": 0.96,
@@ -2561,7 +2637,7 @@
2561
  "left_pr_number": 43842,
2562
  "right_pr_number": 44682,
2563
  "similarity": 0.412,
2564
- "content_similarity": 0.457,
2565
  "size_similarity": 0.011,
2566
  "breadth_similarity": 0.5,
2567
  "concentration_similarity": 0.802,
@@ -2604,7 +2680,7 @@
2604
  "left_pr_number": 45293,
2605
  "right_pr_number": 46091,
2606
  "similarity": 0.503,
2607
- "content_similarity": 0.509,
2608
  "size_similarity": 0.204,
2609
  "breadth_similarity": 0.667,
2610
  "concentration_similarity": 0.985,
@@ -2670,7 +2746,7 @@
2670
  45655
2671
  ],
2672
  "representative_pr_number": 45649,
2673
- "average_similarity": 0.451,
2674
  "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
2675
  "shared_filenames": [
2676
  "src/transformers/modeling_utils.py"
@@ -2683,8 +2759,8 @@
2683
  {
2684
  "left_pr_number": 45548,
2685
  "right_pr_number": 45649,
2686
- "similarity": 0.504,
2687
- "content_similarity": 0.51,
2688
  "size_similarity": 0.149,
2689
  "breadth_similarity": 0.75,
2690
  "concentration_similarity": 1.0,
@@ -2699,8 +2775,8 @@
2699
  {
2700
  "left_pr_number": 45649,
2701
  "right_pr_number": 45655,
2702
- "similarity": 0.501,
2703
- "content_similarity": 0.335,
2704
  "size_similarity": 0.778,
2705
  "breadth_similarity": 1.0,
2706
  "concentration_similarity": 1.0,
@@ -2715,8 +2791,8 @@
2715
  {
2716
  "left_pr_number": 45548,
2717
  "right_pr_number": 45655,
2718
- "similarity": 0.348,
2719
- "content_similarity": 0.277,
2720
  "size_similarity": 0.191,
2721
  "breadth_similarity": 0.75,
2722
  "concentration_similarity": 1.0,
@@ -2894,26 +2970,26 @@
2894
  ],
2895
  "representative_pr_number": 45783,
2896
  "average_similarity": 0.411,
2897
- "summary": "3 open PRs share weighted file overlap around `src/transformers/models/aya_vision/modeling_aya_vision.py`, `src/transformers/models/chameleon/modeling_chameleon.py`, `src/transformers/models/cohere2_vision/modeling_cohere2_vision.py`; representative PR #45783.",
2898
  "shared_filenames": [
2899
  "src/transformers/models/aya_vision/modeling_aya_vision.py",
2900
- "src/transformers/models/chameleon/modeling_chameleon.py",
2901
  "src/transformers/models/cohere2_vision/modeling_cohere2_vision.py",
2902
  "src/transformers/models/deepseek_vl/modeling_deepseek_vl.py",
2903
  "src/transformers/models/fast_vlm/modeling_fast_vlm.py",
2904
  "src/transformers/models/florence2/modeling_florence2.py",
2905
  "src/transformers/models/fuyu/modeling_fuyu.py",
2906
- "src/transformers/models/glm46v/modeling_glm46v.py"
 
2907
  ],
2908
  "shared_directories": [
2909
- "src/transformers/models/chameleon",
2910
  "src/transformers/models/fast_vlm",
2911
  "src/transformers/models/florence2",
2912
  "src/transformers/models/mistral3",
2913
  "src/transformers/models/vipllava",
2914
- "src/transformers/models/aya_vision",
2915
  "src/transformers/models/blip_2",
2916
- "src/transformers/models/cohere2_vision"
 
 
2917
  ],
2918
  "pairwise": [
2919
  {
@@ -3025,7 +3101,7 @@
3025
  44550
3026
  ],
3027
  "representative_pr_number": 44550,
3028
- "average_similarity": 0.366,
3029
  "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
3030
  "shared_filenames": [],
3031
  "shared_directories": [
@@ -3054,7 +3130,7 @@
3054
  {
3055
  "left_pr_number": 44407,
3056
  "right_pr_number": 44550,
3057
- "similarity": 0.36,
3058
  "content_similarity": 0.094,
3059
  "size_similarity": 0.957,
3060
  "breadth_similarity": 1.0,
@@ -3070,7 +3146,7 @@
3070
  "left_pr_number": 33686,
3071
  "right_pr_number": 44407,
3072
  "similarity": 0.349,
3073
- "content_similarity": 0.08,
3074
  "size_similarity": 0.957,
3075
  "breadth_similarity": 1.0,
3076
  "concentration_similarity": 1.0,
@@ -3433,6 +3509,47 @@
3433
  }
3434
  ]
3435
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3436
  {
3437
  "cluster_id": "pr-scope-43543-2",
3438
  "pr_numbers": [
@@ -3440,22 +3557,22 @@
3440
  43775
3441
  ],
3442
  "representative_pr_number": 43543,
3443
- "average_similarity": 0.82,
3444
- "summary": "2 open PRs share weighted file overlap around `src/transformers/models/jetmoe/modeling_jetmoe.py`, `src/transformers/models/dbrx/modeling_dbrx.py`, `src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py`; representative PR #43543.",
3445
  "shared_filenames": [
3446
  "src/transformers/models/jetmoe/modeling_jetmoe.py",
3447
- "src/transformers/models/dbrx/modeling_dbrx.py",
3448
  "src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py",
3449
  "src/transformers/models/jamba/modeling_jamba.py",
3450
  "src/transformers/models/minimax_m2/modeling_minimax_m2.py",
3451
  "src/transformers/models/phimoe/modeling_phimoe.py",
 
3452
  "src/transformers/models/flex_olmo/modeling_flex_olmo.py",
3453
  "src/transformers/models/mixtral/modeling_mixtral.py"
3454
  ],
3455
  "shared_directories": [
3456
  "src/transformers/models/jetmoe",
3457
- "src/transformers/models/dbrx",
3458
  "src/transformers/models/phimoe",
 
3459
  "src/transformers/models/ernie4_5_moe",
3460
  "src/transformers/models/jamba",
3461
  "src/transformers/models/flex_olmo",
@@ -3466,11 +3583,11 @@
3466
  {
3467
  "left_pr_number": 43543,
3468
  "right_pr_number": 43775,
3469
- "similarity": 0.82,
3470
- "content_similarity": 0.914,
3471
- "size_similarity": 0.2,
3472
- "breadth_similarity": 1.0,
3473
- "concentration_similarity": 1.0,
3474
  "shared_filenames": [
3475
  "src/transformers/models/dbrx/modeling_dbrx.py",
3476
  "src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py",
@@ -3498,47 +3615,6 @@
3498
  }
3499
  ]
3500
  },
3501
- {
3502
- "cluster_id": "pr-scope-45639-2",
3503
- "pr_numbers": [
3504
- 45639,
3505
- 45645
3506
- ],
3507
- "representative_pr_number": 45639,
3508
- "average_similarity": 0.777,
3509
- "summary": "2 open PRs share weighted file overlap around `tests/utils/test_testing_utils.py`, `src/transformers/testing_utils.py`; representative PR #45639.",
3510
- "shared_filenames": [
3511
- "tests/utils/test_testing_utils.py",
3512
- "src/transformers/testing_utils.py"
3513
- ],
3514
- "shared_directories": [
3515
- "tests/utils",
3516
- "src/transformers",
3517
- "tests",
3518
- "src"
3519
- ],
3520
- "pairwise": [
3521
- {
3522
- "left_pr_number": 45639,
3523
- "right_pr_number": 45645,
3524
- "similarity": 0.777,
3525
- "content_similarity": 0.836,
3526
- "size_similarity": 0.646,
3527
- "breadth_similarity": 0.5,
3528
- "concentration_similarity": 0.893,
3529
- "shared_filenames": [
3530
- "src/transformers/testing_utils.py",
3531
- "tests/utils/test_testing_utils.py"
3532
- ],
3533
- "shared_directories": [
3534
- "src/transformers",
3535
- "tests/utils",
3536
- "src",
3537
- "tests"
3538
- ]
3539
- }
3540
- ]
3541
- },
3542
  {
3543
  "cluster_id": "pr-scope-45606-2",
3544
  "pr_numbers": [
@@ -3576,41 +3652,6 @@
3576
  }
3577
  ]
3578
  },
3579
- {
3580
- "cluster_id": "pr-scope-44893-2",
3581
- "pr_numbers": [
3582
- 44893,
3583
- 46173
3584
- ],
3585
- "representative_pr_number": 44893,
3586
- "average_similarity": 0.738,
3587
- "summary": "2 open PRs share weighted file overlap around `src/transformers/cache_utils.py`; representative PR #44893.",
3588
- "shared_filenames": [
3589
- "src/transformers/cache_utils.py"
3590
- ],
3591
- "shared_directories": [
3592
- "src/transformers",
3593
- "src"
3594
- ],
3595
- "pairwise": [
3596
- {
3597
- "left_pr_number": 44893,
3598
- "right_pr_number": 46173,
3599
- "similarity": 0.738,
3600
- "content_similarity": 0.792,
3601
- "size_similarity": 0.222,
3602
- "breadth_similarity": 1.0,
3603
- "concentration_similarity": 1.0,
3604
- "shared_filenames": [
3605
- "src/transformers/cache_utils.py"
3606
- ],
3607
- "shared_directories": [
3608
- "src/transformers",
3609
- "src"
3610
- ]
3611
- }
3612
- ]
3613
- },
3614
  {
3615
  "cluster_id": "pr-scope-44794-2",
3616
  "pr_numbers": [
@@ -3618,14 +3659,14 @@
3618
  45977
3619
  ],
3620
  "representative_pr_number": 44794,
3621
- "average_similarity": 0.726,
3622
- "summary": "2 open PRs share weighted file overlap around `docs/source/en/gguf.md`, `src/transformers/integrations/gguf_dequant.py`, `src/transformers/quantizers/__init__.py`; representative PR #44794.",
3623
  "shared_filenames": [
3624
- "docs/source/en/gguf.md",
3625
  "src/transformers/integrations/gguf_dequant.py",
3626
  "src/transformers/quantizers/__init__.py",
3627
  "src/transformers/quantizers/quantizer_gguf.py",
3628
  "tests/quantization/ggml/test_gguf_arch_coverage.py",
 
3629
  "src/transformers/gguf_conversion_ops.py",
3630
  "src/transformers/modeling_gguf_pytorch_utils.py",
3631
  "src/transformers/modeling_utils.py"
@@ -3644,11 +3685,11 @@
3644
  {
3645
  "left_pr_number": 44794,
3646
  "right_pr_number": 45977,
3647
- "similarity": 0.726,
3648
- "content_similarity": 0.739,
3649
- "size_similarity": 0.608,
3650
- "breadth_similarity": 0.757,
3651
- "concentration_similarity": 0.83,
3652
  "shared_filenames": [
3653
  "docs/source/en/gguf.md",
3654
  "src/transformers/gguf_conversion_ops.py",
@@ -3674,6 +3715,41 @@
3674
  }
3675
  ]
3676
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3677
  {
3678
  "cluster_id": "pr-scope-41901-2",
3679
  "pr_numbers": [
@@ -3681,7 +3757,7 @@
3681
  45523
3682
  ],
3683
  "representative_pr_number": 41901,
3684
- "average_similarity": 0.718,
3685
  "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/executorch.py`; representative PR #41901.",
3686
  "shared_filenames": [
3687
  "src/transformers/integrations/executorch.py"
@@ -3695,8 +3771,8 @@
3695
  {
3696
  "left_pr_number": 41901,
3697
  "right_pr_number": 45523,
3698
- "similarity": 0.718,
3699
- "content_similarity": 0.778,
3700
  "size_similarity": 0.158,
3701
  "breadth_similarity": 1.0,
3702
  "concentration_similarity": 1.0,
@@ -3755,7 +3831,7 @@
3755
  43469
3756
  ],
3757
  "representative_pr_number": 41441,
3758
- "average_similarity": 0.67,
3759
  "summary": "2 open PRs share weighted file overlap around `src/transformers/hf_argparser.py`; representative PR #41441.",
3760
  "shared_filenames": [
3761
  "src/transformers/hf_argparser.py"
@@ -3768,7 +3844,7 @@
3768
  {
3769
  "left_pr_number": 41441,
3770
  "right_pr_number": 43469,
3771
- "similarity": 0.67,
3772
  "content_similarity": 0.758,
3773
  "size_similarity": 0.35,
3774
  "breadth_similarity": 0.5,
@@ -3827,7 +3903,7 @@
3827
  46174
3828
  ],
3829
  "representative_pr_number": 45932,
3830
- "average_similarity": 0.597,
3831
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/vit_mae/modeling_vit_mae.py`, `src/transformers/models/vit_mae/modular_vit_mae.py`, `src/transformers/models/aimv2/modeling_aimv2.py`; representative PR #45932.",
3832
  "shared_filenames": [
3833
  "src/transformers/models/vit_mae/modeling_vit_mae.py",
@@ -3841,8 +3917,8 @@
3841
  ],
3842
  "shared_directories": [
3843
  "src/transformers/models/vit_mae",
3844
- "src/transformers/models/aimv2",
3845
  "src/transformers/models/deimv2",
 
3846
  "src/transformers/models/pp_doclayout_v2",
3847
  "src/transformers/models/d_fine",
3848
  "src/transformers/models/pp_doclayout_v3",
@@ -3853,8 +3929,8 @@
3853
  {
3854
  "left_pr_number": 45932,
3855
  "right_pr_number": 46174,
3856
- "similarity": 0.597,
3857
- "content_similarity": 0.637,
3858
  "size_similarity": 0.248,
3859
  "breadth_similarity": 0.679,
3860
  "concentration_similarity": 0.916,
@@ -3884,6 +3960,39 @@
3884
  }
3885
  ]
3886
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3887
  {
3888
  "cluster_id": "pr-scope-44228-2",
3889
  "pr_numbers": [
@@ -3907,7 +4016,7 @@
3907
  "left_pr_number": 44228,
3908
  "right_pr_number": 46324,
3909
  "similarity": 0.569,
3910
- "content_similarity": 0.607,
3911
  "size_similarity": 0.259,
3912
  "breadth_similarity": 0.583,
3913
  "concentration_similarity": 0.926,
@@ -4004,7 +4113,7 @@
4004
  46293
4005
  ],
4006
  "representative_pr_number": 41458,
4007
- "average_similarity": 0.515,
4008
  "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/hub_kernels.py`; representative PR #41458.",
4009
  "shared_filenames": [
4010
  "src/transformers/integrations/hub_kernels.py"
@@ -4018,8 +4127,8 @@
4018
  {
4019
  "left_pr_number": 41458,
4020
  "right_pr_number": 46293,
4021
- "similarity": 0.515,
4022
- "content_similarity": 0.541,
4023
  "size_similarity": 0.536,
4024
  "breadth_similarity": 0.225,
4025
  "concentration_similarity": 0.667,
@@ -4061,7 +4170,7 @@
4061
  "src/transformers/models/data2vec",
4062
  "src/transformers/models/hubert",
4063
  "src/transformers/models/sew_d",
4064
- "src/transformers/models/wav2vec2_conformer"
4065
  ],
4066
  "pairwise": [
4067
  {
@@ -4155,7 +4264,7 @@
4155
  45128
4156
  ],
4157
  "representative_pr_number": 45056,
4158
- "average_similarity": 0.503,
4159
  "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #45056.",
4160
  "shared_filenames": [
4161
  "src/transformers/utils/auto_docstring.py"
@@ -4169,8 +4278,8 @@
4169
  {
4170
  "left_pr_number": 45056,
4171
  "right_pr_number": 45128,
4172
- "similarity": 0.503,
4173
- "content_similarity": 0.399,
4174
  "size_similarity": 0.669,
4175
  "breadth_similarity": 0.875,
4176
  "concentration_similarity": 0.724,
@@ -4430,45 +4539,6 @@
4430
  }
4431
  ]
4432
  },
4433
- {
4434
- "cluster_id": "pr-scope-41855-2",
4435
- "pr_numbers": [
4436
- 41855,
4437
- 46330
4438
- ],
4439
- "representative_pr_number": 41855,
4440
- "average_similarity": 0.461,
4441
- "summary": "2 open PRs share weighted file overlap around `tests/test_tokenization_mistral_common.py`, `src/transformers/tokenization_mistral_common.py`; representative PR #41855.",
4442
- "shared_filenames": [
4443
- "tests/test_tokenization_mistral_common.py",
4444
- "src/transformers/tokenization_mistral_common.py"
4445
- ],
4446
- "shared_directories": [
4447
- "src/transformers",
4448
- "tests",
4449
- "src"
4450
- ],
4451
- "pairwise": [
4452
- {
4453
- "left_pr_number": 41855,
4454
- "right_pr_number": 46330,
4455
- "similarity": 0.461,
4456
- "content_similarity": 0.382,
4457
- "size_similarity": 0.371,
4458
- "breadth_similarity": 1.0,
4459
- "concentration_similarity": 0.758,
4460
- "shared_filenames": [
4461
- "src/transformers/tokenization_mistral_common.py",
4462
- "tests/test_tokenization_mistral_common.py"
4463
- ],
4464
- "shared_directories": [
4465
- "src/transformers",
4466
- "src",
4467
- "tests"
4468
- ]
4469
- }
4470
- ]
4471
- },
4472
  {
4473
  "cluster_id": "pr-scope-46127-2",
4474
  "pr_numbers": [
@@ -4476,7 +4546,7 @@
4476
  46257
4477
  ],
4478
  "representative_pr_number": 46127,
4479
- "average_similarity": 0.447,
4480
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/deepseek_v4/modeling_deepseek_v4.py`; representative PR #46127.",
4481
  "shared_filenames": [
4482
  "src/transformers/models/deepseek_v4/modeling_deepseek_v4.py"
@@ -4491,8 +4561,8 @@
4491
  {
4492
  "left_pr_number": 46127,
4493
  "right_pr_number": 46257,
4494
- "similarity": 0.447,
4495
- "content_similarity": 0.449,
4496
  "size_similarity": 0.053,
4497
  "breadth_similarity": 0.75,
4498
  "concentration_similarity": 1.0,
@@ -4610,6 +4680,41 @@
4610
  }
4611
  ]
4612
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4613
  {
4614
  "cluster_id": "pr-scope-46099-2",
4615
  "pr_numbers": [
@@ -4617,7 +4722,7 @@
4617
  46269
4618
  ],
4619
  "representative_pr_number": 46099,
4620
- "average_similarity": 0.411,
4621
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/apertus/configuration_apertus.py`, `src/transformers/models/apertus/modular_apertus.py`, `src/transformers/models/arcee/modular_arcee.py`; representative PR #46099.",
4622
  "shared_filenames": [
4623
  "src/transformers/models/apertus/configuration_apertus.py",
@@ -4630,10 +4735,10 @@
4630
  "src/transformers/models/exaone4/configuration_exaone4.py"
4631
  ],
4632
  "shared_directories": [
4633
- "src/transformers/models/granite4_vision",
4634
  "src/transformers/models/hyperclovax",
4635
  "src/transformers/models/apertus",
4636
  "src/transformers/models/cohere2",
 
4637
  "src/transformers/models/helium",
4638
  "src/transformers/models/hrm_text",
4639
  "src/transformers/models/ministral3",
@@ -4643,8 +4748,8 @@
4643
  {
4644
  "left_pr_number": 46099,
4645
  "right_pr_number": 46269,
4646
- "similarity": 0.411,
4647
- "content_similarity": 0.484,
4648
  "size_similarity": 0.013,
4649
  "breadth_similarity": 0.303,
4650
  "concentration_similarity": 0.796,
@@ -4675,41 +4780,6 @@
4675
  }
4676
  ]
4677
  },
4678
- {
4679
- "cluster_id": "pr-scope-44606-2",
4680
- "pr_numbers": [
4681
- 44606,
4682
- 45086
4683
- ],
4684
- "representative_pr_number": 44606,
4685
- "average_similarity": 0.41,
4686
- "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #44606.",
4687
- "shared_filenames": [
4688
- "src/transformers/tokenization_utils_tokenizers.py"
4689
- ],
4690
- "shared_directories": [
4691
- "src/transformers",
4692
- "src"
4693
- ],
4694
- "pairwise": [
4695
- {
4696
- "left_pr_number": 44606,
4697
- "right_pr_number": 45086,
4698
- "similarity": 0.41,
4699
- "content_similarity": 0.324,
4700
- "size_similarity": 0.222,
4701
- "breadth_similarity": 1.0,
4702
- "concentration_similarity": 1.0,
4703
- "shared_filenames": [
4704
- "src/transformers/tokenization_utils_tokenizers.py"
4705
- ],
4706
- "shared_directories": [
4707
- "src/transformers",
4708
- "src"
4709
- ]
4710
- }
4711
- ]
4712
- },
4713
  {
4714
  "cluster_id": "pr-scope-42655-2",
4715
  "pr_numbers": [
@@ -4808,6 +4878,39 @@
4808
  }
4809
  ]
4810
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4811
  {
4812
  "cluster_id": "pr-scope-44642-2",
4813
  "pr_numbers": [
@@ -4830,7 +4933,7 @@
4830
  "left_pr_number": 44642,
4831
  "right_pr_number": 45552,
4832
  "similarity": 0.359,
4833
- "content_similarity": 0.263,
4834
  "size_similarity": 0.167,
4835
  "breadth_similarity": 1.0,
4836
  "concentration_similarity": 1.0,
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260603T000024Z",
4
+ "generated_at": "2026-06-03T00:01:23Z",
5
+ "cluster_count": 60,
6
  "pr_scope_clusters": [
7
  {
8
  "cluster_id": "pr-scope-43636-10",
 
19
  45273
20
  ],
21
  "representative_pr_number": 45067,
22
+ "average_similarity": 0.422,
23
  "summary": "10 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
24
  "shared_filenames": [
25
  "src/transformers/trainer.py"
 
49
  "left_pr_number": 43663,
50
  "right_pr_number": 45067,
51
  "similarity": 0.619,
52
+ "content_similarity": 0.456,
53
  "size_similarity": 1.0,
54
  "breadth_similarity": 1.0,
55
  "concentration_similarity": 1.0,
 
65
  "left_pr_number": 43651,
66
  "right_pr_number": 43663,
67
  "similarity": 0.54,
68
+ "content_similarity": 0.403,
69
  "size_similarity": 0.72,
70
  "breadth_similarity": 1.0,
71
  "concentration_similarity": 1.0,
 
81
  "left_pr_number": 43651,
82
  "right_pr_number": 45067,
83
  "similarity": 0.516,
84
+ "content_similarity": 0.369,
85
  "size_similarity": 0.72,
86
  "breadth_similarity": 1.0,
87
  "concentration_similarity": 1.0,
 
97
  "left_pr_number": 43663,
98
  "right_pr_number": 44123,
99
  "similarity": 0.5,
100
+ "content_similarity": 0.403,
101
  "size_similarity": 0.455,
102
  "breadth_similarity": 1.0,
103
  "concentration_similarity": 1.0,
 
113
  "left_pr_number": 44257,
114
  "right_pr_number": 44660,
115
  "similarity": 0.487,
116
+ "content_similarity": 0.268,
117
  "size_similarity": 1.0,
118
  "breadth_similarity": 1.0,
119
  "concentration_similarity": 1.0,
 
129
  "left_pr_number": 44123,
130
  "right_pr_number": 45067,
131
  "similarity": 0.476,
132
+ "content_similarity": 0.369,
133
  "size_similarity": 0.455,
134
  "breadth_similarity": 1.0,
135
  "concentration_similarity": 1.0,
 
145
  "left_pr_number": 43636,
146
  "right_pr_number": 43663,
147
  "similarity": 0.463,
148
+ "content_similarity": 0.353,
149
  "size_similarity": 0.44,
150
  "breadth_similarity": 1.0,
151
  "concentration_similarity": 1.0,
 
192
  {
193
  "left_pr_number": 44189,
194
  "right_pr_number": 45055,
195
+ "similarity": 0.446,
196
+ "content_similarity": 0.262,
197
  "size_similarity": 0.75,
198
  "breadth_similarity": 1.0,
199
  "concentration_similarity": 1.0,
 
207
  },
208
  {
209
  "left_pr_number": 43636,
210
+ "right_pr_number": 43651,
211
  "similarity": 0.442,
212
+ "content_similarity": 0.286,
213
+ "size_similarity": 0.611,
214
  "breadth_similarity": 1.0,
215
  "concentration_similarity": 1.0,
216
  "shared_filenames": [
 
223
  },
224
  {
225
  "left_pr_number": 43636,
226
+ "right_pr_number": 45067,
227
+ "similarity": 0.442,
228
+ "content_similarity": 0.323,
229
+ "size_similarity": 0.44,
230
  "breadth_similarity": 1.0,
231
  "concentration_similarity": 1.0,
232
  "shared_filenames": [
 
256
  {
257
  "left_pr_number": 44660,
258
  "right_pr_number": 45067,
259
+ "similarity": 0.439,
260
+ "content_similarity": 0.361,
261
  "size_similarity": 0.24,
262
  "breadth_similarity": 1.0,
263
  "concentration_similarity": 1.0,
 
273
  "left_pr_number": 44189,
274
  "right_pr_number": 44257,
275
  "similarity": 0.431,
276
+ "content_similarity": 0.259,
277
  "size_similarity": 0.667,
278
  "breadth_similarity": 1.0,
279
  "concentration_similarity": 1.0,
 
288
  {
289
  "left_pr_number": 43636,
290
  "right_pr_number": 44660,
291
+ "similarity": 0.428,
292
+ "content_similarity": 0.28,
293
  "size_similarity": 0.545,
294
  "breadth_similarity": 1.0,
295
  "concentration_similarity": 1.0,
 
336
  {
337
  "left_pr_number": 43663,
338
  "right_pr_number": 44257,
339
+ "similarity": 0.423,
340
+ "content_similarity": 0.338,
341
  "size_similarity": 0.24,
342
  "breadth_similarity": 1.0,
343
  "concentration_similarity": 1.0,
 
352
  {
353
  "left_pr_number": 44660,
354
  "right_pr_number": 45055,
355
+ "similarity": 0.415,
356
+ "content_similarity": 0.271,
357
  "size_similarity": 0.5,
358
  "breadth_similarity": 1.0,
359
  "concentration_similarity": 1.0,
 
369
  "left_pr_number": 43663,
370
  "right_pr_number": 45055,
371
  "similarity": 0.407,
372
+ "content_similarity": 0.342,
373
  "size_similarity": 0.12,
374
  "breadth_similarity": 1.0,
375
  "concentration_similarity": 1.0,
 
384
  {
385
  "left_pr_number": 44257,
386
  "right_pr_number": 45067,
387
+ "similarity": 0.403,
388
  "content_similarity": 0.309,
389
  "size_similarity": 0.24,
390
  "breadth_similarity": 1.0,
 
400
  {
401
  "left_pr_number": 43636,
402
  "right_pr_number": 44257,
403
+ "similarity": 0.4,
404
+ "content_similarity": 0.24,
405
  "size_similarity": 0.545,
406
  "breadth_similarity": 1.0,
407
  "concentration_similarity": 1.0,
 
417
  "left_pr_number": 43651,
418
  "right_pr_number": 44189,
419
  "similarity": 0.399,
420
+ "content_similarity": 0.309,
421
  "size_similarity": 0.222,
422
  "breadth_similarity": 1.0,
423
  "concentration_similarity": 1.0,
 
432
  {
433
  "left_pr_number": 43636,
434
  "right_pr_number": 44189,
435
+ "similarity": 0.394,
436
  "content_similarity": 0.27,
437
  "size_similarity": 0.364,
438
  "breadth_similarity": 1.0,
 
480
  {
481
  "left_pr_number": 44123,
482
  "right_pr_number": 44660,
483
+ "similarity": 0.39,
484
  "content_similarity": 0.319,
485
  "size_similarity": 0.109,
486
  "breadth_similarity": 1.0,
 
513
  "left_pr_number": 45055,
514
  "right_pr_number": 45067,
515
  "similarity": 0.387,
516
+ "content_similarity": 0.313,
517
  "size_similarity": 0.12,
518
  "breadth_similarity": 1.0,
519
  "concentration_similarity": 1.0,
 
545
  "left_pr_number": 43636,
546
  "right_pr_number": 44123,
547
  "similarity": 0.38,
548
+ "content_similarity": 0.286,
549
  "size_similarity": 0.2,
550
  "breadth_similarity": 1.0,
551
  "concentration_similarity": 1.0,
 
561
  "left_pr_number": 44123,
562
  "right_pr_number": 44189,
563
  "similarity": 0.377,
564
+ "content_similarity": 0.309,
565
  "size_similarity": 0.073,
566
  "breadth_similarity": 1.0,
567
  "concentration_similarity": 1.0,
 
576
  {
577
  "left_pr_number": 43651,
578
  "right_pr_number": 45055,
579
+ "similarity": 0.369,
580
+ "content_similarity": 0.277,
581
  "size_similarity": 0.167,
582
  "breadth_similarity": 1.0,
583
  "concentration_similarity": 1.0,
 
593
  "left_pr_number": 43663,
594
  "right_pr_number": 45273,
595
  "similarity": 0.367,
596
+ "content_similarity": 0.293,
597
  "size_similarity": 0.08,
598
  "breadth_similarity": 1.0,
599
  "concentration_similarity": 1.0,
 
624
  {
625
  "left_pr_number": 43636,
626
  "right_pr_number": 45055,
627
+ "similarity": 0.361,
628
  "content_similarity": 0.242,
629
  "size_similarity": 0.273,
630
  "breadth_similarity": 1.0,
 
640
  {
641
  "left_pr_number": 44123,
642
  "right_pr_number": 44257,
643
+ "similarity": 0.358,
644
+ "content_similarity": 0.274,
645
  "size_similarity": 0.109,
646
  "breadth_similarity": 1.0,
647
  "concentration_similarity": 1.0,
 
657
  "left_pr_number": 44123,
658
  "right_pr_number": 45055,
659
  "similarity": 0.352,
660
+ "content_similarity": 0.277,
661
  "size_similarity": 0.055,
662
  "breadth_similarity": 1.0,
663
  "concentration_similarity": 1.0,
 
672
  {
673
  "left_pr_number": 45067,
674
  "right_pr_number": 45273,
675
+ "similarity": 0.35,
676
  "content_similarity": 0.268,
677
  "size_similarity": 0.08,
678
  "breadth_similarity": 1.0,
 
689
  "left_pr_number": 44257,
690
  "right_pr_number": 45273,
691
  "similarity": 0.339,
692
+ "content_similarity": 0.199,
693
  "size_similarity": 0.333,
694
  "breadth_similarity": 1.0,
695
  "concentration_similarity": 1.0,
 
704
  {
705
  "left_pr_number": 43651,
706
  "right_pr_number": 45273,
707
+ "similarity": 0.333,
708
  "content_similarity": 0.237,
709
  "size_similarity": 0.111,
710
  "breadth_similarity": 1.0,
 
720
  {
721
  "left_pr_number": 43636,
722
  "right_pr_number": 45273,
723
+ "similarity": 0.323,
724
+ "content_similarity": 0.208,
725
  "size_similarity": 0.182,
726
  "breadth_similarity": 1.0,
727
  "concentration_similarity": 1.0,
 
945
  {
946
  "left_pr_number": 42668,
947
  "right_pr_number": 44543,
948
+ "similarity": 0.354,
949
  "content_similarity": 0.309,
950
  "size_similarity": 0.446,
951
  "breadth_similarity": 0.216,
 
1111
  "left_pr_number": 45883,
1112
  "right_pr_number": 46351,
1113
  "similarity": 0.725,
1114
+ "content_similarity": 0.761,
1115
  "size_similarity": 0.286,
1116
  "breadth_similarity": 1.0,
1117
  "concentration_similarity": 1.0,
 
1187
  "left_pr_number": 45438,
1188
  "right_pr_number": 46351,
1189
  "similarity": 0.42,
1190
+ "content_similarity": 0.465,
1191
  "size_similarity": 0.112,
1192
  "breadth_similarity": 0.325,
1193
  "concentration_similarity": 0.92,
 
1206
  "left_pr_number": 45202,
1207
  "right_pr_number": 45438,
1208
  "similarity": 0.394,
1209
+ "content_similarity": 0.449,
1210
  "size_similarity": 0.01,
1211
  "breadth_similarity": 0.325,
1212
  "concentration_similarity": 0.92,
 
1225
  "left_pr_number": 45202,
1226
  "right_pr_number": 46351,
1227
  "similarity": 0.38,
1228
+ "content_similarity": 0.309,
1229
  "size_similarity": 0.094,
1230
  "breadth_similarity": 1.0,
1231
  "concentration_similarity": 1.0,
 
1263
  "left_pr_number": 45202,
1264
  "right_pr_number": 45294,
1265
  "similarity": 0.311,
1266
+ "content_similarity": 0.328,
1267
  "size_similarity": 0.025,
1268
  "breadth_similarity": 0.325,
1269
  "concentration_similarity": 0.908,
 
1418
  {
1419
  "left_pr_number": 44070,
1420
  "right_pr_number": 45668,
1421
+ "similarity": 0.637,
1422
  "content_similarity": 0.63,
1423
  "size_similarity": 0.312,
1424
  "breadth_similarity": 1.0,
 
1541
  "left_pr_number": 45077,
1542
  "right_pr_number": 46264,
1543
  "similarity": 0.539,
1544
+ "content_similarity": 0.498,
1545
  "size_similarity": 0.423,
1546
  "breadth_similarity": 0.775,
1547
  "concentration_similarity": 1.0,
 
1586
  "left_pr_number": 42975,
1587
  "right_pr_number": 42976,
1588
  "similarity": 0.41,
1589
+ "content_similarity": 0.406,
1590
  "size_similarity": 0.101,
1591
  "breadth_similarity": 0.606,
1592
  "concentration_similarity": 1.0,
 
1645
  "left_pr_number": 41097,
1646
  "right_pr_number": 43549,
1647
  "similarity": 0.546,
1648
+ "content_similarity": 0.438,
1649
  "size_similarity": 0.6,
1650
  "breadth_similarity": 1.0,
1651
  "concentration_similarity": 1.0,
 
1677
  "left_pr_number": 41097,
1678
  "right_pr_number": 46013,
1679
  "similarity": 0.441,
1680
+ "content_similarity": 0.382,
1681
  "size_similarity": 0.16,
1682
  "breadth_similarity": 1.0,
1683
  "concentration_similarity": 1.0,
 
1693
  "left_pr_number": 43549,
1694
  "right_pr_number": 44547,
1695
  "similarity": 0.429,
1696
+ "content_similarity": 0.342,
1697
  "size_similarity": 0.267,
1698
  "breadth_similarity": 1.0,
1699
  "concentration_similarity": 1.0,
 
1708
  {
1709
  "left_pr_number": 41097,
1710
  "right_pr_number": 44547,
1711
+ "similarity": 0.393,
1712
  "content_similarity": 0.312,
1713
  "size_similarity": 0.16,
1714
  "breadth_similarity": 1.0,
 
1750
  {
1751
  "left_pr_number": 44974,
1752
  "right_pr_number": 45635,
1753
+ "similarity": 0.718,
1754
  "content_similarity": 0.719,
1755
  "size_similarity": 0.59,
1756
  "breadth_similarity": 0.8,
 
1843
  {
1844
  "left_pr_number": 45421,
1845
  "right_pr_number": 45996,
1846
+ "similarity": 0.32,
1847
  "content_similarity": 0.191,
1848
  "size_similarity": 0.573,
1849
  "breadth_similarity": 0.583,
 
1868
  45985
1869
  ],
1870
  "representative_pr_number": 45985,
1871
+ "average_similarity": 0.52,
1872
  "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
1873
  "shared_filenames": [
1874
  "src/transformers/generation/utils.py"
 
1882
  {
1883
  "left_pr_number": 34667,
1884
  "right_pr_number": 45985,
1885
+ "similarity": 0.617,
1886
+ "content_similarity": 0.51,
1887
  "size_similarity": 0.733,
1888
  "breadth_similarity": 1.0,
1889
  "concentration_similarity": 1.0,
 
1967
  {
1968
  "left_pr_number": 39683,
1969
  "right_pr_number": 44872,
1970
+ "similarity": 0.431,
1971
+ "content_similarity": 0.373,
1972
  "size_similarity": 0.13,
1973
  "breadth_similarity": 1.0,
1974
  "concentration_similarity": 1.0,
 
1992
  46152
1993
  ],
1994
  "representative_pr_number": 46152,
1995
+ "average_similarity": 0.405,
1996
  "summary": "4 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #46152.",
1997
  "shared_filenames": [
1998
  "src/transformers/utils/import_utils.py"
 
2007
  "left_pr_number": 44615,
2008
  "right_pr_number": 46152,
2009
  "similarity": 0.624,
2010
+ "content_similarity": 0.553,
2011
  "size_similarity": 0.583,
2012
  "breadth_similarity": 1.0,
2013
  "concentration_similarity": 1.0,
 
2024
  "left_pr_number": 45060,
2025
  "right_pr_number": 46152,
2026
  "similarity": 0.438,
2027
+ "content_similarity": 0.345,
2028
  "size_similarity": 0.95,
2029
  "breadth_similarity": 0.333,
2030
  "concentration_similarity": 0.421,
 
2040
  {
2041
  "left_pr_number": 44385,
2042
  "right_pr_number": 44615,
2043
+ "similarity": 0.411,
2044
+ "content_similarity": 0.341,
2045
  "size_similarity": 0.371,
2046
  "breadth_similarity": 0.667,
2047
  "concentration_similarity": 1.0,
 
2057
  {
2058
  "left_pr_number": 44385,
2059
  "right_pr_number": 46152,
2060
+ "similarity": 0.396,
2061
+ "content_similarity": 0.352,
2062
  "size_similarity": 0.217,
2063
  "breadth_similarity": 0.667,
2064
  "concentration_similarity": 1.0,
 
2187
  }
2188
  ]
2189
  },
2190
+ {
2191
+ "cluster_id": "pr-scope-41855-3",
2192
+ "pr_numbers": [
2193
+ 41855,
2194
+ 46330,
2195
+ 46353
2196
+ ],
2197
+ "representative_pr_number": 46353,
2198
+ "average_similarity": 0.567,
2199
+ "summary": "3 open PRs share weighted file overlap around `tests/test_tokenization_mistral_common.py`, `src/transformers/tokenization_mistral_common.py`; representative PR #46353.",
2200
+ "shared_filenames": [
2201
+ "tests/test_tokenization_mistral_common.py",
2202
+ "src/transformers/tokenization_mistral_common.py"
2203
+ ],
2204
+ "shared_directories": [
2205
+ "src/transformers",
2206
+ "tests",
2207
+ "src"
2208
+ ],
2209
+ "pairwise": [
2210
+ {
2211
+ "left_pr_number": 46330,
2212
+ "right_pr_number": 46353,
2213
+ "similarity": 0.769,
2214
+ "content_similarity": 0.807,
2215
+ "size_similarity": 0.357,
2216
+ "breadth_similarity": 1.0,
2217
+ "concentration_similarity": 1.0,
2218
+ "shared_filenames": [
2219
+ "src/transformers/tokenization_mistral_common.py",
2220
+ "tests/test_tokenization_mistral_common.py"
2221
+ ],
2222
+ "shared_directories": [
2223
+ "src/transformers",
2224
+ "src",
2225
+ "tests"
2226
+ ]
2227
+ },
2228
+ {
2229
+ "left_pr_number": 41855,
2230
+ "right_pr_number": 46353,
2231
+ "similarity": 0.478,
2232
+ "content_similarity": 0.457,
2233
+ "size_similarity": 0.133,
2234
+ "breadth_similarity": 1.0,
2235
+ "concentration_similarity": 0.758,
2236
+ "shared_filenames": [
2237
+ "src/transformers/tokenization_mistral_common.py",
2238
+ "tests/test_tokenization_mistral_common.py"
2239
+ ],
2240
+ "shared_directories": [
2241
+ "src/transformers",
2242
+ "src",
2243
+ "tests"
2244
+ ]
2245
+ },
2246
+ {
2247
+ "left_pr_number": 41855,
2248
+ "right_pr_number": 46330,
2249
+ "similarity": 0.455,
2250
+ "content_similarity": 0.373,
2251
+ "size_similarity": 0.371,
2252
+ "breadth_similarity": 1.0,
2253
+ "concentration_similarity": 0.758,
2254
+ "shared_filenames": [
2255
+ "src/transformers/tokenization_mistral_common.py",
2256
+ "tests/test_tokenization_mistral_common.py"
2257
+ ],
2258
+ "shared_directories": [
2259
+ "src/transformers",
2260
+ "src",
2261
+ "tests"
2262
+ ]
2263
+ }
2264
+ ]
2265
+ },
2266
  {
2267
  "cluster_id": "pr-scope-44015-3",
2268
  "pr_numbers": [
 
2323
  "left_pr_number": 44015,
2324
  "right_pr_number": 44676,
2325
  "similarity": 0.412,
2326
+ "content_similarity": 0.499,
2327
  "size_similarity": 0.034,
2328
  "breadth_similarity": 0.333,
2329
  "concentration_similarity": 0.488,
 
2408
  {
2409
  "left_pr_number": 44680,
2410
  "right_pr_number": 46339,
2411
+ "similarity": 0.448,
2412
  "content_similarity": 0.477,
2413
  "size_similarity": 0.125,
2414
  "breadth_similarity": 0.583,
 
2527
  "left_pr_number": 44940,
2528
  "right_pr_number": 46207,
2529
  "similarity": 0.534,
2530
+ "content_similarity": 0.442,
2531
  "size_similarity": 0.662,
2532
  "breadth_similarity": 0.833,
2533
  "concentration_similarity": 0.839,
 
2546
  "left_pr_number": 44940,
2547
  "right_pr_number": 46114,
2548
  "similarity": 0.484,
2549
+ "content_similarity": 0.421,
2550
  "size_similarity": 0.692,
2551
  "breadth_similarity": 0.381,
2552
  "concentration_similarity": 0.96,
 
2637
  "left_pr_number": 43842,
2638
  "right_pr_number": 44682,
2639
  "similarity": 0.412,
2640
+ "content_similarity": 0.458,
2641
  "size_similarity": 0.011,
2642
  "breadth_similarity": 0.5,
2643
  "concentration_similarity": 0.802,
 
2680
  "left_pr_number": 45293,
2681
  "right_pr_number": 46091,
2682
  "similarity": 0.503,
2683
+ "content_similarity": 0.51,
2684
  "size_similarity": 0.204,
2685
  "breadth_similarity": 0.667,
2686
  "concentration_similarity": 0.985,
 
2746
  45655
2747
  ],
2748
  "representative_pr_number": 45649,
2749
+ "average_similarity": 0.454,
2750
  "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
2751
  "shared_filenames": [
2752
  "src/transformers/modeling_utils.py"
 
2759
  {
2760
  "left_pr_number": 45548,
2761
  "right_pr_number": 45649,
2762
+ "similarity": 0.507,
2763
+ "content_similarity": 0.513,
2764
  "size_similarity": 0.149,
2765
  "breadth_similarity": 0.75,
2766
  "concentration_similarity": 1.0,
 
2775
  {
2776
  "left_pr_number": 45649,
2777
  "right_pr_number": 45655,
2778
+ "similarity": 0.504,
2779
+ "content_similarity": 0.339,
2780
  "size_similarity": 0.778,
2781
  "breadth_similarity": 1.0,
2782
  "concentration_similarity": 1.0,
 
2791
  {
2792
  "left_pr_number": 45548,
2793
  "right_pr_number": 45655,
2794
+ "similarity": 0.351,
2795
+ "content_similarity": 0.281,
2796
  "size_similarity": 0.191,
2797
  "breadth_similarity": 0.75,
2798
  "concentration_similarity": 1.0,
 
2970
  ],
2971
  "representative_pr_number": 45783,
2972
  "average_similarity": 0.411,
2973
+ "summary": "3 open PRs share weighted file overlap around `src/transformers/models/aya_vision/modeling_aya_vision.py`, `src/transformers/models/cohere2_vision/modeling_cohere2_vision.py`, `src/transformers/models/deepseek_vl/modeling_deepseek_vl.py`; representative PR #45783.",
2974
  "shared_filenames": [
2975
  "src/transformers/models/aya_vision/modeling_aya_vision.py",
 
2976
  "src/transformers/models/cohere2_vision/modeling_cohere2_vision.py",
2977
  "src/transformers/models/deepseek_vl/modeling_deepseek_vl.py",
2978
  "src/transformers/models/fast_vlm/modeling_fast_vlm.py",
2979
  "src/transformers/models/florence2/modeling_florence2.py",
2980
  "src/transformers/models/fuyu/modeling_fuyu.py",
2981
+ "src/transformers/models/glm46v/modeling_glm46v.py",
2982
+ "src/transformers/models/got_ocr2/modeling_got_ocr2.py"
2983
  ],
2984
  "shared_directories": [
 
2985
  "src/transformers/models/fast_vlm",
2986
  "src/transformers/models/florence2",
2987
  "src/transformers/models/mistral3",
2988
  "src/transformers/models/vipllava",
 
2989
  "src/transformers/models/blip_2",
2990
+ "src/transformers/models/chameleon",
2991
+ "src/transformers/models/cohere2_vision",
2992
+ "src/transformers/models/glm46v"
2993
  ],
2994
  "pairwise": [
2995
  {
 
3101
  44550
3102
  ],
3103
  "representative_pr_number": 44550,
3104
+ "average_similarity": 0.365,
3105
  "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
3106
  "shared_filenames": [],
3107
  "shared_directories": [
 
3130
  {
3131
  "left_pr_number": 44407,
3132
  "right_pr_number": 44550,
3133
+ "similarity": 0.359,
3134
  "content_similarity": 0.094,
3135
  "size_similarity": 0.957,
3136
  "breadth_similarity": 1.0,
 
3146
  "left_pr_number": 33686,
3147
  "right_pr_number": 44407,
3148
  "similarity": 0.349,
3149
+ "content_similarity": 0.079,
3150
  "size_similarity": 0.957,
3151
  "breadth_similarity": 1.0,
3152
  "concentration_similarity": 1.0,
 
3509
  }
3510
  ]
3511
  },
3512
+ {
3513
+ "cluster_id": "pr-scope-45639-2",
3514
+ "pr_numbers": [
3515
+ 45639,
3516
+ 45645
3517
+ ],
3518
+ "representative_pr_number": 45639,
3519
+ "average_similarity": 0.777,
3520
+ "summary": "2 open PRs share weighted file overlap around `tests/utils/test_testing_utils.py`, `src/transformers/testing_utils.py`; representative PR #45639.",
3521
+ "shared_filenames": [
3522
+ "tests/utils/test_testing_utils.py",
3523
+ "src/transformers/testing_utils.py"
3524
+ ],
3525
+ "shared_directories": [
3526
+ "tests/utils",
3527
+ "src/transformers",
3528
+ "tests",
3529
+ "src"
3530
+ ],
3531
+ "pairwise": [
3532
+ {
3533
+ "left_pr_number": 45639,
3534
+ "right_pr_number": 45645,
3535
+ "similarity": 0.777,
3536
+ "content_similarity": 0.837,
3537
+ "size_similarity": 0.646,
3538
+ "breadth_similarity": 0.5,
3539
+ "concentration_similarity": 0.893,
3540
+ "shared_filenames": [
3541
+ "src/transformers/testing_utils.py",
3542
+ "tests/utils/test_testing_utils.py"
3543
+ ],
3544
+ "shared_directories": [
3545
+ "src/transformers",
3546
+ "tests/utils",
3547
+ "src",
3548
+ "tests"
3549
+ ]
3550
+ }
3551
+ ]
3552
+ },
3553
  {
3554
  "cluster_id": "pr-scope-43543-2",
3555
  "pr_numbers": [
 
3557
  43775
3558
  ],
3559
  "representative_pr_number": 43543,
3560
+ "average_similarity": 0.775,
3561
+ "summary": "2 open PRs share weighted file overlap around `src/transformers/models/jetmoe/modeling_jetmoe.py`, `src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py`, `src/transformers/models/jamba/modeling_jamba.py`; representative PR #43543.",
3562
  "shared_filenames": [
3563
  "src/transformers/models/jetmoe/modeling_jetmoe.py",
 
3564
  "src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py",
3565
  "src/transformers/models/jamba/modeling_jamba.py",
3566
  "src/transformers/models/minimax_m2/modeling_minimax_m2.py",
3567
  "src/transformers/models/phimoe/modeling_phimoe.py",
3568
+ "src/transformers/models/dbrx/modeling_dbrx.py",
3569
  "src/transformers/models/flex_olmo/modeling_flex_olmo.py",
3570
  "src/transformers/models/mixtral/modeling_mixtral.py"
3571
  ],
3572
  "shared_directories": [
3573
  "src/transformers/models/jetmoe",
 
3574
  "src/transformers/models/phimoe",
3575
+ "src/transformers/models/dbrx",
3576
  "src/transformers/models/ernie4_5_moe",
3577
  "src/transformers/models/jamba",
3578
  "src/transformers/models/flex_olmo",
 
3583
  {
3584
  "left_pr_number": 43543,
3585
  "right_pr_number": 43775,
3586
+ "similarity": 0.775,
3587
+ "content_similarity": 0.879,
3588
+ "size_similarity": 0.191,
3589
+ "breadth_similarity": 0.811,
3590
+ "concentration_similarity": 0.996,
3591
  "shared_filenames": [
3592
  "src/transformers/models/dbrx/modeling_dbrx.py",
3593
  "src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py",
 
3615
  }
3616
  ]
3617
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3618
  {
3619
  "cluster_id": "pr-scope-45606-2",
3620
  "pr_numbers": [
 
3652
  }
3653
  ]
3654
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3655
  {
3656
  "cluster_id": "pr-scope-44794-2",
3657
  "pr_numbers": [
 
3659
  45977
3660
  ],
3661
  "representative_pr_number": 44794,
3662
+ "average_similarity": 0.738,
3663
+ "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/gguf_dequant.py`, `src/transformers/quantizers/__init__.py`, `src/transformers/quantizers/quantizer_gguf.py`; representative PR #44794.",
3664
  "shared_filenames": [
 
3665
  "src/transformers/integrations/gguf_dequant.py",
3666
  "src/transformers/quantizers/__init__.py",
3667
  "src/transformers/quantizers/quantizer_gguf.py",
3668
  "tests/quantization/ggml/test_gguf_arch_coverage.py",
3669
+ "docs/source/en/gguf.md",
3670
  "src/transformers/gguf_conversion_ops.py",
3671
  "src/transformers/modeling_gguf_pytorch_utils.py",
3672
  "src/transformers/modeling_utils.py"
 
3685
  {
3686
  "left_pr_number": 44794,
3687
  "right_pr_number": 45977,
3688
+ "similarity": 0.738,
3689
+ "content_similarity": 0.75,
3690
+ "size_similarity": 0.619,
3691
+ "breadth_similarity": 0.781,
3692
+ "concentration_similarity": 0.835,
3693
  "shared_filenames": [
3694
  "docs/source/en/gguf.md",
3695
  "src/transformers/gguf_conversion_ops.py",
 
3715
  }
3716
  ]
3717
  },
3718
+ {
3719
+ "cluster_id": "pr-scope-44893-2",
3720
+ "pr_numbers": [
3721
+ 44893,
3722
+ 46173
3723
+ ],
3724
+ "representative_pr_number": 44893,
3725
+ "average_similarity": 0.738,
3726
+ "summary": "2 open PRs share weighted file overlap around `src/transformers/cache_utils.py`; representative PR #44893.",
3727
+ "shared_filenames": [
3728
+ "src/transformers/cache_utils.py"
3729
+ ],
3730
+ "shared_directories": [
3731
+ "src/transformers",
3732
+ "src"
3733
+ ],
3734
+ "pairwise": [
3735
+ {
3736
+ "left_pr_number": 44893,
3737
+ "right_pr_number": 46173,
3738
+ "similarity": 0.738,
3739
+ "content_similarity": 0.792,
3740
+ "size_similarity": 0.222,
3741
+ "breadth_similarity": 1.0,
3742
+ "concentration_similarity": 1.0,
3743
+ "shared_filenames": [
3744
+ "src/transformers/cache_utils.py"
3745
+ ],
3746
+ "shared_directories": [
3747
+ "src/transformers",
3748
+ "src"
3749
+ ]
3750
+ }
3751
+ ]
3752
+ },
3753
  {
3754
  "cluster_id": "pr-scope-41901-2",
3755
  "pr_numbers": [
 
3757
  45523
3758
  ],
3759
  "representative_pr_number": 41901,
3760
+ "average_similarity": 0.716,
3761
  "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/executorch.py`; representative PR #41901.",
3762
  "shared_filenames": [
3763
  "src/transformers/integrations/executorch.py"
 
3771
  {
3772
  "left_pr_number": 41901,
3773
  "right_pr_number": 45523,
3774
+ "similarity": 0.716,
3775
+ "content_similarity": 0.775,
3776
  "size_similarity": 0.158,
3777
  "breadth_similarity": 1.0,
3778
  "concentration_similarity": 1.0,
 
3831
  43469
3832
  ],
3833
  "representative_pr_number": 41441,
3834
+ "average_similarity": 0.671,
3835
  "summary": "2 open PRs share weighted file overlap around `src/transformers/hf_argparser.py`; representative PR #41441.",
3836
  "shared_filenames": [
3837
  "src/transformers/hf_argparser.py"
 
3844
  {
3845
  "left_pr_number": 41441,
3846
  "right_pr_number": 43469,
3847
+ "similarity": 0.671,
3848
  "content_similarity": 0.758,
3849
  "size_similarity": 0.35,
3850
  "breadth_similarity": 0.5,
 
3903
  46174
3904
  ],
3905
  "representative_pr_number": 45932,
3906
+ "average_similarity": 0.596,
3907
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/vit_mae/modeling_vit_mae.py`, `src/transformers/models/vit_mae/modular_vit_mae.py`, `src/transformers/models/aimv2/modeling_aimv2.py`; representative PR #45932.",
3908
  "shared_filenames": [
3909
  "src/transformers/models/vit_mae/modeling_vit_mae.py",
 
3917
  ],
3918
  "shared_directories": [
3919
  "src/transformers/models/vit_mae",
 
3920
  "src/transformers/models/deimv2",
3921
+ "src/transformers/models/aimv2",
3922
  "src/transformers/models/pp_doclayout_v2",
3923
  "src/transformers/models/d_fine",
3924
  "src/transformers/models/pp_doclayout_v3",
 
3929
  {
3930
  "left_pr_number": 45932,
3931
  "right_pr_number": 46174,
3932
+ "similarity": 0.596,
3933
+ "content_similarity": 0.636,
3934
  "size_similarity": 0.248,
3935
  "breadth_similarity": 0.679,
3936
  "concentration_similarity": 0.916,
 
3960
  }
3961
  ]
3962
  },
3963
+ {
3964
+ "cluster_id": "pr-scope-43424-2",
3965
+ "pr_numbers": [
3966
+ 43424,
3967
+ 46360
3968
+ ],
3969
+ "representative_pr_number": 43424,
3970
+ "average_similarity": 0.583,
3971
+ "summary": "2 open PRs share weighted file overlap around `tests/test_executorch.py`; representative PR #43424.",
3972
+ "shared_filenames": [
3973
+ "tests/test_executorch.py"
3974
+ ],
3975
+ "shared_directories": [
3976
+ "tests"
3977
+ ],
3978
+ "pairwise": [
3979
+ {
3980
+ "left_pr_number": 43424,
3981
+ "right_pr_number": 46360,
3982
+ "similarity": 0.583,
3983
+ "content_similarity": 0.678,
3984
+ "size_similarity": 0.158,
3985
+ "breadth_similarity": 0.5,
3986
+ "concentration_similarity": 0.693,
3987
+ "shared_filenames": [
3988
+ "tests/test_executorch.py"
3989
+ ],
3990
+ "shared_directories": [
3991
+ "tests"
3992
+ ]
3993
+ }
3994
+ ]
3995
+ },
3996
  {
3997
  "cluster_id": "pr-scope-44228-2",
3998
  "pr_numbers": [
 
4016
  "left_pr_number": 44228,
4017
  "right_pr_number": 46324,
4018
  "similarity": 0.569,
4019
+ "content_similarity": 0.608,
4020
  "size_similarity": 0.259,
4021
  "breadth_similarity": 0.583,
4022
  "concentration_similarity": 0.926,
 
4113
  46293
4114
  ],
4115
  "representative_pr_number": 41458,
4116
+ "average_similarity": 0.514,
4117
  "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/hub_kernels.py`; representative PR #41458.",
4118
  "shared_filenames": [
4119
  "src/transformers/integrations/hub_kernels.py"
 
4127
  {
4128
  "left_pr_number": 41458,
4129
  "right_pr_number": 46293,
4130
+ "similarity": 0.514,
4131
+ "content_similarity": 0.54,
4132
  "size_similarity": 0.536,
4133
  "breadth_similarity": 0.225,
4134
  "concentration_similarity": 0.667,
 
4170
  "src/transformers/models/data2vec",
4171
  "src/transformers/models/hubert",
4172
  "src/transformers/models/sew_d",
4173
+ "src/transformers/models/sew"
4174
  ],
4175
  "pairwise": [
4176
  {
 
4264
  45128
4265
  ],
4266
  "representative_pr_number": 45056,
4267
+ "average_similarity": 0.504,
4268
  "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #45056.",
4269
  "shared_filenames": [
4270
  "src/transformers/utils/auto_docstring.py"
 
4278
  {
4279
  "left_pr_number": 45056,
4280
  "right_pr_number": 45128,
4281
+ "similarity": 0.504,
4282
+ "content_similarity": 0.4,
4283
  "size_similarity": 0.669,
4284
  "breadth_similarity": 0.875,
4285
  "concentration_similarity": 0.724,
 
4539
  }
4540
  ]
4541
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4542
  {
4543
  "cluster_id": "pr-scope-46127-2",
4544
  "pr_numbers": [
 
4546
  46257
4547
  ],
4548
  "representative_pr_number": 46127,
4549
+ "average_similarity": 0.453,
4550
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/deepseek_v4/modeling_deepseek_v4.py`; representative PR #46127.",
4551
  "shared_filenames": [
4552
  "src/transformers/models/deepseek_v4/modeling_deepseek_v4.py"
 
4561
  {
4562
  "left_pr_number": 46127,
4563
  "right_pr_number": 46257,
4564
+ "similarity": 0.453,
4565
+ "content_similarity": 0.457,
4566
  "size_similarity": 0.053,
4567
  "breadth_similarity": 0.75,
4568
  "concentration_similarity": 1.0,
 
4680
  }
4681
  ]
4682
  },
4683
+ {
4684
+ "cluster_id": "pr-scope-44606-2",
4685
+ "pr_numbers": [
4686
+ 44606,
4687
+ 45086
4688
+ ],
4689
+ "representative_pr_number": 44606,
4690
+ "average_similarity": 0.411,
4691
+ "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #44606.",
4692
+ "shared_filenames": [
4693
+ "src/transformers/tokenization_utils_tokenizers.py"
4694
+ ],
4695
+ "shared_directories": [
4696
+ "src/transformers",
4697
+ "src"
4698
+ ],
4699
+ "pairwise": [
4700
+ {
4701
+ "left_pr_number": 44606,
4702
+ "right_pr_number": 45086,
4703
+ "similarity": 0.411,
4704
+ "content_similarity": 0.325,
4705
+ "size_similarity": 0.222,
4706
+ "breadth_similarity": 1.0,
4707
+ "concentration_similarity": 1.0,
4708
+ "shared_filenames": [
4709
+ "src/transformers/tokenization_utils_tokenizers.py"
4710
+ ],
4711
+ "shared_directories": [
4712
+ "src/transformers",
4713
+ "src"
4714
+ ]
4715
+ }
4716
+ ]
4717
+ },
4718
  {
4719
  "cluster_id": "pr-scope-46099-2",
4720
  "pr_numbers": [
 
4722
  46269
4723
  ],
4724
  "representative_pr_number": 46099,
4725
+ "average_similarity": 0.41,
4726
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/apertus/configuration_apertus.py`, `src/transformers/models/apertus/modular_apertus.py`, `src/transformers/models/arcee/modular_arcee.py`; representative PR #46099.",
4727
  "shared_filenames": [
4728
  "src/transformers/models/apertus/configuration_apertus.py",
 
4735
  "src/transformers/models/exaone4/configuration_exaone4.py"
4736
  ],
4737
  "shared_directories": [
 
4738
  "src/transformers/models/hyperclovax",
4739
  "src/transformers/models/apertus",
4740
  "src/transformers/models/cohere2",
4741
+ "src/transformers/models/granite4_vision",
4742
  "src/transformers/models/helium",
4743
  "src/transformers/models/hrm_text",
4744
  "src/transformers/models/ministral3",
 
4748
  {
4749
  "left_pr_number": 46099,
4750
  "right_pr_number": 46269,
4751
+ "similarity": 0.41,
4752
+ "content_similarity": 0.483,
4753
  "size_similarity": 0.013,
4754
  "breadth_similarity": 0.303,
4755
  "concentration_similarity": 0.796,
 
4780
  }
4781
  ]
4782
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4783
  {
4784
  "cluster_id": "pr-scope-42655-2",
4785
  "pr_numbers": [
 
4878
  }
4879
  ]
4880
  },
4881
+ {
4882
+ "cluster_id": "pr-scope-46019-2",
4883
+ "pr_numbers": [
4884
+ 46019,
4885
+ 46357
4886
+ ],
4887
+ "representative_pr_number": 46019,
4888
+ "average_similarity": 0.36,
4889
+ "summary": "2 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #46019.",
4890
+ "shared_filenames": [],
4891
+ "shared_directories": [
4892
+ "docs/source/en",
4893
+ "docs/source",
4894
+ "docs"
4895
+ ],
4896
+ "pairwise": [
4897
+ {
4898
+ "left_pr_number": 46019,
4899
+ "right_pr_number": 46357,
4900
+ "similarity": 0.36,
4901
+ "content_similarity": 0.103,
4902
+ "size_similarity": 0.915,
4903
+ "breadth_similarity": 1.0,
4904
+ "concentration_similarity": 1.0,
4905
+ "shared_filenames": [],
4906
+ "shared_directories": [
4907
+ "docs/source/en",
4908
+ "docs/source",
4909
+ "docs"
4910
+ ]
4911
+ }
4912
+ ]
4913
+ },
4914
  {
4915
  "cluster_id": "pr-scope-44642-2",
4916
  "pr_numbers": [
 
4933
  "left_pr_number": 44642,
4934
  "right_pr_number": 45552,
4935
  "similarity": 0.359,
4936
+ "content_similarity": 0.264,
4937
  "size_similarity": 0.167,
4938
  "breadth_similarity": 1.0,
4939
  "concentration_similarity": 1.0,
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