evalstate HF Staff commited on
Commit
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Refresh transformers dataset snapshot 20260603T060020Z

Browse files
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  Notes:
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+ "first_seen_in_snapshot": false,
18688
  "known_via_prior_merged_pr": false,
18689
+ "report_reason": null,
18690
+ "enrichment_source": "previous_report",
18691
+ "live_refetch_skipped": true,
18692
  "account_age_days": 341,
18693
  "young_account": true,
18694
  "follow_through_score": "weak",
 
20559
  },
20560
  "fetch_error": null
20561
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
20562
  {
20563
  "author_login": "petecao",
20564
  "name": "Peter Cao",
new-contributors-report.md CHANGED
@@ -1,7 +1,7 @@
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
 
@@ -12,14 +12,14 @@
12
  | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 102 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
13
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 92 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
14
  | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 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 |
22
- | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 37 | 1 | strong | moderate | low | targets high-star repos |
23
  | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 32 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
24
  | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 32 | 0 | strong | low | low | targets high-star repos |
25
  | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
@@ -67,6 +67,7 @@
67
  | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 32 | 20 | strong | low | low | targets high-star repos |
68
  | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 8 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
69
  | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
 
70
  | `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | 5413d | `2025-03-12T07:35:51Z` | 6 | 0 | mixed | low | low | high open PR share; targets high-star repos |
71
  | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 5 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
72
  | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 5 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
@@ -134,7 +135,6 @@
134
  | `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 6 | 1 | weak | low | low | high open PR share; targets high-star repos |
135
  | `CodersAcademy006` | [profile](https://github.com/CodersAcademy006) | no | CONTRIBUTOR | 1448d | `2025-10-15T09:44:53Z` | 6 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
136
  | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
137
- | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 5 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
138
  | `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
139
  | `ghost` | [profile](https://github.com/ghost) | no | NONE | 6553d | `2024-05-09T10:45:25Z` | 4 | 2 | weak | low | low | high open PR share; no visible non-self stars |
140
  | `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 508d | `2026-03-22T17:27:20Z` | 4 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
@@ -165,7 +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
- | `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 | — |
@@ -211,7 +211,7 @@
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 |
@@ -225,6 +225,7 @@
225
  | `butterwecksolutions` | [profile](https://github.com/butterwecksolutions) | no | NONE | 4479d | `2026-05-03T23:41:12Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
226
  | `calliec-1223` | [profile](https://github.com/calliec-1223) | no | CONTRIBUTOR | 68d | `2026-06-02T02:20:39Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
227
  | `Caromisc` | [profile](https://github.com/Caromisc) | no | CONTRIBUTOR | 2207d | `2026-05-07T11:04:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
228
  | `chirag-gupta-07` | [profile](https://github.com/chirag-gupta-07) | no | FIRST_TIMER | 276d | `2026-05-11T05:43:53Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
229
  | `cloudyun888` | [profile](https://github.com/cloudyun888) | no | NONE | 45d | `2026-04-15T13:18:36Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
230
  | `damodharg6` | [profile](https://github.com/damodharg6) | no | FIRST_TIME_CONTRIBUTOR | 407d | `2026-05-15T03:01:55Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -249,7 +250,7 @@
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 | — |
@@ -271,7 +272,7 @@
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 |
@@ -304,7 +305,6 @@
304
  | `onuralpszr` | [profile](https://github.com/onuralpszr) | no | FIRST_TIME_CONTRIBUTOR | 5146d | `2026-05-31T20:25:01Z` | 1 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread |
305
  | `owwll` | [profile](https://github.com/owwll) | no | NONE | 636d | `2026-04-10T21:13:32Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
306
  | `partacc` | [profile](https://github.com/partacc) | no | NONE | 282d | `2026-04-07T20:07:02Z` | 1 | 0 | n/a | low | low | young account; no visible non-self stars |
307
- | `pdufour` | [profile](https://github.com/pdufour) | no | FIRST_TIME_CONTRIBUTOR | 5247d | `2026-04-04T00:15:04Z` | 1 | 0 | weak | moderate | low | high open PR share |
308
  | `petecao` | [profile](https://github.com/petecao) | no | CONTRIBUTOR | 2982d | `2026-05-25T19:01:18Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
309
  | `PHclaw` | [profile](https://github.com/PHclaw) | no | NONE | 26d | `2026-04-29T02:08:23Z` | 1 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
310
  | `pratapyash` | [profile](https://github.com/pratapyash) | no | NONE | 3227d | `2026-04-24T07:14:52Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -437,12 +437,12 @@ Example artifacts:
437
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
438
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
439
  - repo first seen: `2025-06-20T09:58:55Z`
440
- - repo last seen: `2026-06-02T07:32:38Z`
441
  - first seen in snapshot: **no**
442
  - repo association: **CONTRIBUTOR**
443
- - repo primary artifacts: **92**
444
- - snapshot authored PRs/issues: **88 PRs / 4 issues**
445
- - snapshot discussion activity: **76 comments / 91 reviews / 90 review comments**
446
  - account age: **3934 days**
447
  - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
448
  - public orgs: none visible
@@ -450,9 +450,9 @@ Example artifacts:
450
  - heuristic read: **high recent PR volume; targets high-star repos**
451
 
452
  Example artifacts:
 
453
  - [PR #46337: cohere2_moe: skip invalid test cases](https://github.com/huggingface/transformers/pull/46337) — open
454
  - [PR #46316: fix qwen series VL model's model parallel bug](https://github.com/huggingface/transformers/pull/46316) — open
455
- - [PR #46280: fix series of bugs for model parallel beam search](https://github.com/huggingface/transformers/pull/46280) — closed, merged
456
  - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
457
  - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
458
  - [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
@@ -512,11 +512,11 @@ Example artifacts:
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%**)
@@ -525,9 +525,9 @@ Example artifacts:
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
 
@@ -610,11 +610,11 @@ Example artifacts:
610
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asywangyi)
611
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asywangyi)
612
  - repo first seen: `2025-10-14T03:02:06Z`
613
- - repo last seen: `2026-05-28T08:10:11Z`
614
  - first seen in snapshot: **no**
615
  - repo association: **CONTRIBUTOR**
616
- - repo primary artifacts: **38**
617
- - snapshot authored PRs/issues: **37 PRs / 1 issues**
618
  - snapshot discussion activity: **25 comments / 23 reviews / 23 review comments**
619
  - account age: **2996 days**
620
  - recent public PR activity: **16 PRs** (12 merged / 0 closed-unmerged / 4 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
@@ -623,9 +623,9 @@ Example artifacts:
623
  - heuristic read: **targets high-star repos**
624
 
625
  Example artifacts:
 
 
626
  - [PR #46252: find pytest launch error in torch 2.13.0.dev20260526](https://github.com/huggingface/transformers/pull/46252) — closed, merged
627
- - [PR #46149: Fix caching allocator warmup byte estimation for EP model loading](https://github.com/huggingface/transformers/pull/46149) — closed, merged
628
- - [PR #46086: update xpu expectation for falcon mamba](https://github.com/huggingface/transformers/pull/46086) — closed, merged
629
  - [Issue #42890: tests/models/sam_hq/test_modeling_sam_hq.py::SamHQModelIntegrationTest may fail since a lot of cases are lack of set_seed()](https://github.com/huggingface/transformers/issues/42890) — closed
630
 
631
  ### `itazap`
@@ -1580,12 +1580,12 @@ Example artifacts:
1580
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AChao1Han)
1581
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AChao1Han)
1582
  - repo first seen: `2026-05-14T09:13:18Z`
1583
- - repo last seen: `2026-06-01T01:50:27Z`
1584
  - first seen in snapshot: **no**
1585
  - repo association: **FIRST_TIME_CONTRIBUTOR**
1586
  - repo primary artifacts: **3**
1587
  - snapshot authored PRs/issues: **3 PRs / 0 issues**
1588
- - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
1589
  - account age: **1422 days**
1590
  - recent public PR activity: **22 PRs** (8 merged / 2 closed-unmerged / 12 open; merged rate **36%**, closed-unmerged rate **9%**, open rate **55%**)
1591
  - public orgs: none visible
@@ -1738,6 +1738,29 @@ Example artifacts:
1738
  - [PR #45862: [new model] Add Zyphra/ZAYA1-8B](https://github.com/huggingface/transformers/pull/45862) — open
1739
  - [PR #45173: [misc] fix qwen35 tests: correct the text model type and skip reverse_mapping](https://github.com/huggingface/transformers/pull/45173) — closed, merged
1740
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1741
  ### `RyanMullins`
1742
 
1743
  - profile: [github.com/RyanMullins](https://github.com/RyanMullins)
@@ -3166,12 +3189,12 @@ Example artifacts:
3166
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALysandreJik)
3167
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALysandreJik)
3168
  - repo first seen: `2021-08-30T15:40:15Z`
3169
- - repo last seen: `2026-06-01T09:17:21Z`
3170
  - first seen in snapshot: **no**
3171
  - repo association: **MEMBER**
3172
  - repo primary artifacts: **8**
3173
  - snapshot authored PRs/issues: **6 PRs / 2 issues**
3174
- - snapshot discussion activity: **17 comments / 33 reviews / 51 review comments**
3175
  - account age: **3177 days**
3176
  - recent public PR activity: **7 PRs** (5 merged / 1 closed-unmerged / 1 open; merged rate **71%**, closed-unmerged rate **14%**, open rate **14%**)
3177
  - public orgs: `conda-forge`, `huggingface`, `ProjectBlackFalcon`, `PyTorch-Community-Voices`, `PyTorch-GitHub-Badge-Ecosystem-Day`, `Hugging-Face-Supporter`, `Hugging-Face-Helping-Hand`
@@ -3255,29 +3278,6 @@ Example artifacts:
3255
  - [PR #44830: Support Audio Flamingo Next checkpoints](https://github.com/huggingface/transformers/pull/44830) — closed, merged
3256
  - [PR #43538: Add Music Flamingo](https://github.com/huggingface/transformers/pull/43538) — closed, merged
3257
 
3258
- ### `nightcityblade`
3259
-
3260
- - profile: [github.com/nightcityblade](https://github.com/nightcityblade)
3261
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anightcityblade)
3262
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anightcityblade)
3263
- - repo first seen: `2026-02-18T23:07:23Z`
3264
- - repo last seen: `2026-05-17T15:26:27Z`
3265
- - first seen in snapshot: **no**
3266
- - repo association: **CONTRIBUTOR**
3267
- - repo primary artifacts: **5**
3268
- - snapshot authored PRs/issues: **5 PRs / 0 issues**
3269
- - snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
3270
- - account age: **97 days**
3271
- - recent public PR activity: **307 PRs** (102 merged / 92 closed-unmerged / 113 open; merged rate **33%**, closed-unmerged rate **30%**, open rate **37%**)
3272
- - public orgs: none visible
3273
- - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
3274
- - heuristic read: **young account; extremely high recent PR volume; very broad repo spread**
3275
-
3276
- Example artifacts:
3277
- - [PR #46013: docs: document flash attention supports_mapping](https://github.com/huggingface/transformers/pull/46013) — open
3278
- - [PR #44210: fix(lasr): remove spurious center arg from _torch_extract_fbank_features call](https://github.com/huggingface/transformers/pull/44210) — closed
3279
- - [PR #44204: fix(layoutlmv2): store only_label_first_subword attribute in tokenizer](https://github.com/huggingface/transformers/pull/44204) — closed
3280
-
3281
  ### `sbucaille`
3282
 
3283
  - profile: [github.com/sbucaille](https://github.com/sbucaille)
@@ -3968,7 +3968,7 @@ Example artifacts:
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**
@@ -4955,12 +4955,12 @@ Example artifacts:
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
@@ -5243,6 +5243,27 @@ Example artifacts:
5243
  Example artifacts:
5244
  - [PR #45824: fix: correct typo 'seperate' -> 'separate' in comments across multipl…](https://github.com/huggingface/transformers/pull/45824) — closed, merged
5245
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5246
  ### `chirag-gupta-07`
5247
 
5248
  - profile: [github.com/chirag-gupta-07](https://github.com/chirag-gupta-07)
@@ -5755,7 +5776,7 @@ Example artifacts:
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**
@@ -6217,7 +6238,7 @@ Example artifacts:
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**
@@ -6903,27 +6924,6 @@ Example artifacts:
6903
  Example artifacts:
6904
  - [PR #45299: [Please ignore] CI Test PR](https://github.com/huggingface/transformers/pull/45299) — closed
6905
 
6906
- ### `pdufour`
6907
-
6908
- - profile: [github.com/pdufour](https://github.com/pdufour)
6909
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apdufour)
6910
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apdufour)
6911
- - repo first seen: `2026-04-04T00:15:04Z`
6912
- - repo last seen: `2026-05-12T06:51:07Z`
6913
- - first seen in snapshot: **no**
6914
- - repo association: **FIRST_TIME_CONTRIBUTOR**
6915
- - repo primary artifacts: **1**
6916
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
6917
- - snapshot discussion activity: **3 comments / 3 reviews / 3 review comments**
6918
- - account age: **5247 days**
6919
- - recent public PR activity: **6 PRs** (1 merged / 0 closed-unmerged / 5 open; merged rate **17%**, closed-unmerged rate **0%**, open rate **83%**)
6920
- - public orgs: none visible
6921
- - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
6922
- - heuristic read: **high open PR share**
6923
-
6924
- Example artifacts:
6925
- - [PR #45233: feat: make timesfm2_5 onnx export compatible](https://github.com/huggingface/transformers/pull/45233) — open
6926
-
6927
  ### `petecao`
6928
 
6929
  - profile: [github.com/petecao](https://github.com/petecao)
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260603T060020Z`
4
+ - Generated: `2026-06-03T06:01:25Z`
5
  - Activity window: `60d`
6
  - Contributors: `347`
7
 
 
12
  | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 102 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
13
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 92 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
14
  | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 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` | 89 | 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` | 59 | 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 |
22
+ | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 39 | 1 | strong | moderate | low | targets high-star repos |
23
  | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 32 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
24
  | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 32 | 0 | strong | low | low | targets high-star repos |
25
  | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
 
67
  | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 32 | 20 | strong | low | low | targets high-star repos |
68
  | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 8 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
69
  | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
70
+ | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 6 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
71
  | `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | 5413d | `2025-03-12T07:35:51Z` | 6 | 0 | mixed | low | low | high open PR share; targets high-star repos |
72
  | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 5 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
73
  | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 5 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 
135
  | `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 6 | 1 | weak | low | low | high open PR share; targets high-star repos |
136
  | `CodersAcademy006` | [profile](https://github.com/CodersAcademy006) | no | CONTRIBUTOR | 1448d | `2025-10-15T09:44:53Z` | 6 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
137
  | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 
138
  | `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
139
  | `ghost` | [profile](https://github.com/ghost) | no | NONE | 6553d | `2024-05-09T10:45:25Z` | 4 | 2 | weak | low | low | high open PR share; no visible non-self stars |
140
  | `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 508d | `2026-03-22T17:27:20Z` | 4 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 
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) | no | 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) | no | 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 |
 
225
  | `butterwecksolutions` | [profile](https://github.com/butterwecksolutions) | no | NONE | 4479d | `2026-05-03T23:41:12Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
226
  | `calliec-1223` | [profile](https://github.com/calliec-1223) | no | CONTRIBUTOR | 68d | `2026-06-02T02:20:39Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
227
  | `Caromisc` | [profile](https://github.com/Caromisc) | no | CONTRIBUTOR | 2207d | `2026-05-07T11:04:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
228
+ | `cheparity` | [profile](https://github.com/cheparity) | yes | FIRST_TIME_CONTRIBUTOR | 1517d | `2026-06-03T05:18:26Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
229
  | `chirag-gupta-07` | [profile](https://github.com/chirag-gupta-07) | no | FIRST_TIMER | 276d | `2026-05-11T05:43:53Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
230
  | `cloudyun888` | [profile](https://github.com/cloudyun888) | no | NONE | 45d | `2026-04-15T13:18:36Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
231
  | `damodharg6` | [profile](https://github.com/damodharg6) | no | FIRST_TIME_CONTRIBUTOR | 407d | `2026-05-15T03:01:55Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 
250
  | `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 |
251
  | `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 |
252
  | `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 |
253
+ | `goingforstudying-ctrl` | [profile](https://github.com/goingforstudying-ctrl) | no | 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 |
254
  | `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 |
255
  | `GuaiZai233` | [profile](https://github.com/GuaiZai233) | no | CONTRIBUTOR | 821d | `2026-04-28T15:36:03Z` | 1 | 0 | strong | low | low | — |
256
  | `guinik` | [profile](https://github.com/guinik) | no | FIRST_TIME_CONTRIBUTOR | 1302d | `2026-05-23T07:48:33Z` | 1 | 0 | strong | low | low | — |
 
272
  | `JiauZhang` | [profile](https://github.com/JiauZhang) | no | CONTRIBUTOR | 2918d | `2026-04-15T14:00:11Z` | 1 | 0 | strong | low | low | targets high-star repos |
273
  | `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 |
274
  | `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 |
275
+ | `joaopedroassad` | [profile](https://github.com/joaopedroassad) | no | FIRST_TIME_CONTRIBUTOR | 341d | `2026-06-02T19:08:14Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
276
  | `joerowell` | [profile](https://github.com/joerowell) | no | CONTRIBUTOR | 3394d | `2026-04-28T08:24:28Z` | 1 | 0 | strong | low | low | targets high-star repos |
277
  | `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 |
278
  | `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 |
 
305
  | `onuralpszr` | [profile](https://github.com/onuralpszr) | no | FIRST_TIME_CONTRIBUTOR | 5146d | `2026-05-31T20:25:01Z` | 1 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread |
306
  | `owwll` | [profile](https://github.com/owwll) | no | NONE | 636d | `2026-04-10T21:13:32Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
307
  | `partacc` | [profile](https://github.com/partacc) | no | NONE | 282d | `2026-04-07T20:07:02Z` | 1 | 0 | n/a | low | low | young account; no visible non-self stars |
 
308
  | `petecao` | [profile](https://github.com/petecao) | no | CONTRIBUTOR | 2982d | `2026-05-25T19:01:18Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
309
  | `PHclaw` | [profile](https://github.com/PHclaw) | no | NONE | 26d | `2026-04-29T02:08:23Z` | 1 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
310
  | `pratapyash` | [profile](https://github.com/pratapyash) | no | NONE | 3227d | `2026-04-24T07:14:52Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 
437
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
438
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
439
  - repo first seen: `2025-06-20T09:58:55Z`
440
+ - repo last seen: `2026-06-03T02:58:53Z`
441
  - first seen in snapshot: **no**
442
  - repo association: **CONTRIBUTOR**
443
+ - repo primary artifacts: **93**
444
+ - snapshot authored PRs/issues: **89 PRs / 4 issues**
445
+ - snapshot discussion activity: **77 comments / 92 reviews / 91 review comments**
446
  - account age: **3934 days**
447
  - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
448
  - public orgs: none visible
 
450
  - heuristic read: **high recent PR volume; targets high-star repos**
451
 
452
  Example artifacts:
453
+ - [PR #46362: skip quant cache tests for deepseek v4](https://github.com/huggingface/transformers/pull/46362) — open
454
  - [PR #46337: cohere2_moe: skip invalid test cases](https://github.com/huggingface/transformers/pull/46337) — open
455
  - [PR #46316: fix qwen series VL model's model parallel bug](https://github.com/huggingface/transformers/pull/46316) — open
 
456
  - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
457
  - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
458
  - [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — 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: `2026-06-03T00:57:26Z`
516
  - first seen in snapshot: **no**
517
  - repo association: **MEMBER**
518
+ - repo primary artifacts: **61**
519
+ - snapshot authored PRs/issues: **59 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%**)
 
525
  - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
526
 
527
  Example artifacts:
528
+ - [PR #46361: [docs] deepgemm](https://github.com/huggingface/transformers/pull/46361) — open
529
  - [PR #46357: [docs] gguf mps](https://github.com/huggingface/transformers/pull/46357) — open
530
  - [PR #46351: [docs] gemma4 typos](https://github.com/huggingface/transformers/pull/46351) — 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
 
 
610
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asywangyi)
611
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asywangyi)
612
  - repo first seen: `2025-10-14T03:02:06Z`
613
+ - repo last seen: `2026-06-03T05:36:50Z`
614
  - first seen in snapshot: **no**
615
  - repo association: **CONTRIBUTOR**
616
+ - repo primary artifacts: **40**
617
+ - snapshot authored PRs/issues: **39 PRs / 1 issues**
618
  - snapshot discussion activity: **25 comments / 23 reviews / 23 review comments**
619
  - account age: **2996 days**
620
  - recent public PR activity: **16 PRs** (12 merged / 0 closed-unmerged / 4 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
 
623
  - heuristic read: **targets high-star repos**
624
 
625
  Example artifacts:
626
+ - [PR #46367: enable deepseek v4 flash in xpu](https://github.com/huggingface/transformers/pull/46367) — open, draft
627
+ - [PR #46366: extend deepseek v4 test to xpu](https://github.com/huggingface/transformers/pull/46366) — open
628
  - [PR #46252: find pytest launch error in torch 2.13.0.dev20260526](https://github.com/huggingface/transformers/pull/46252) — closed, merged
 
 
629
  - [Issue #42890: tests/models/sam_hq/test_modeling_sam_hq.py::SamHQModelIntegrationTest may fail since a lot of cases are lack of set_seed()](https://github.com/huggingface/transformers/issues/42890) — closed
630
 
631
  ### `itazap`
 
1580
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AChao1Han)
1581
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AChao1Han)
1582
  - repo first seen: `2026-05-14T09:13:18Z`
1583
+ - repo last seen: `2026-06-03T01:24:43Z`
1584
  - first seen in snapshot: **no**
1585
  - repo association: **FIRST_TIME_CONTRIBUTOR**
1586
  - repo primary artifacts: **3**
1587
  - snapshot authored PRs/issues: **3 PRs / 0 issues**
1588
+ - snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
1589
  - account age: **1422 days**
1590
  - recent public PR activity: **22 PRs** (8 merged / 2 closed-unmerged / 12 open; merged rate **36%**, closed-unmerged rate **9%**, open rate **55%**)
1591
  - public orgs: none visible
 
1738
  - [PR #45862: [new model] Add Zyphra/ZAYA1-8B](https://github.com/huggingface/transformers/pull/45862) — open
1739
  - [PR #45173: [misc] fix qwen35 tests: correct the text model type and skip reverse_mapping](https://github.com/huggingface/transformers/pull/45173) — closed, merged
1740
 
1741
+ ### `nightcityblade`
1742
+
1743
+ - profile: [github.com/nightcityblade](https://github.com/nightcityblade)
1744
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anightcityblade)
1745
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anightcityblade)
1746
+ - repo first seen: `2026-02-18T23:07:23Z`
1747
+ - repo last seen: `2026-06-03T03:15:56Z`
1748
+ - first seen in snapshot: **no**
1749
+ - repo association: **CONTRIBUTOR**
1750
+ - repo primary artifacts: **6**
1751
+ - snapshot authored PRs/issues: **6 PRs / 0 issues**
1752
+ - snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
1753
+ - account age: **97 days**
1754
+ - recent public PR activity: **307 PRs** (102 merged / 92 closed-unmerged / 113 open; merged rate **33%**, closed-unmerged rate **30%**, open rate **37%**)
1755
+ - public orgs: none visible
1756
+ - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
1757
+ - heuristic read: **young account; extremely high recent PR volume; very broad repo spread**
1758
+
1759
+ Example artifacts:
1760
+ - [PR #46363: fix: warn before applying HPU torch patches](https://github.com/huggingface/transformers/pull/46363) — open
1761
+ - [PR #46013: docs: document flash attention supports_mapping](https://github.com/huggingface/transformers/pull/46013) — open
1762
+ - [PR #44210: fix(lasr): remove spurious center arg from _torch_extract_fbank_features call](https://github.com/huggingface/transformers/pull/44210) — closed
1763
+
1764
  ### `RyanMullins`
1765
 
1766
  - profile: [github.com/RyanMullins](https://github.com/RyanMullins)
 
3189
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALysandreJik)
3190
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALysandreJik)
3191
  - repo first seen: `2021-08-30T15:40:15Z`
3192
+ - repo last seen: `2026-06-03T05:49:54Z`
3193
  - first seen in snapshot: **no**
3194
  - repo association: **MEMBER**
3195
  - repo primary artifacts: **8**
3196
  - snapshot authored PRs/issues: **6 PRs / 2 issues**
3197
+ - snapshot discussion activity: **17 comments / 34 reviews / 51 review comments**
3198
  - account age: **3177 days**
3199
  - recent public PR activity: **7 PRs** (5 merged / 1 closed-unmerged / 1 open; merged rate **71%**, closed-unmerged rate **14%**, open rate **14%**)
3200
  - public orgs: `conda-forge`, `huggingface`, `ProjectBlackFalcon`, `PyTorch-Community-Voices`, `PyTorch-GitHub-Badge-Ecosystem-Day`, `Hugging-Face-Supporter`, `Hugging-Face-Helping-Hand`
 
3278
  - [PR #44830: Support Audio Flamingo Next checkpoints](https://github.com/huggingface/transformers/pull/44830) — closed, merged
3279
  - [PR #43538: Add Music Flamingo](https://github.com/huggingface/transformers/pull/43538) — closed, merged
3280
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3281
  ### `sbucaille`
3282
 
3283
  - profile: [github.com/sbucaille](https://github.com/sbucaille)
 
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: **no**
3972
  - repo association: **FIRST_TIMER**
3973
  - repo primary artifacts: **2**
3974
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
 
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: `2026-06-03T05:32:32Z`
4959
+ - first seen in snapshot: **no**
4960
  - repo association: **FIRST_TIME_CONTRIBUTOR**
4961
  - repo primary artifacts: **1**
4962
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
4963
+ - snapshot discussion activity: **2 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
 
5243
  Example artifacts:
5244
  - [PR #45824: fix: correct typo 'seperate' -> 'separate' in comments across multipl…](https://github.com/huggingface/transformers/pull/45824) — closed, merged
5245
 
5246
+ ### `cheparity`
5247
+
5248
+ - profile: [github.com/cheparity](https://github.com/cheparity)
5249
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acheparity)
5250
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acheparity)
5251
+ - repo first seen: `2026-06-03T05:18:26Z`
5252
+ - repo last seen: `2026-06-03T05:18:26Z`
5253
+ - first seen in snapshot: **yes**
5254
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
5255
+ - repo primary artifacts: **1**
5256
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
5257
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
5258
+ - account age: **1517 days**
5259
+ - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
5260
+ - public orgs: none visible
5261
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
5262
+ - heuristic read: **high open PR share; targets high-star repos**
5263
+
5264
+ Example artifacts:
5265
+ - [PR #46364: chore(linter): update DataClass type definitions to TypeAlias](https://github.com/huggingface/transformers/pull/46364) — open
5266
+
5267
  ### `chirag-gupta-07`
5268
 
5269
  - profile: [github.com/chirag-gupta-07](https://github.com/chirag-gupta-07)
 
5776
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agoingforstudying-ctrl)
5777
  - repo first seen: `2026-06-02T23:21:10Z`
5778
  - repo last seen: `2026-06-02T23:21:10Z`
5779
+ - first seen in snapshot: **no**
5780
  - repo association: **FIRST_TIME_CONTRIBUTOR**
5781
  - repo primary artifacts: **1**
5782
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
6238
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajoaopedroassad)
6239
  - repo first seen: `2026-06-02T19:08:14Z`
6240
  - repo last seen: `2026-06-02T19:08:14Z`
6241
+ - first seen in snapshot: **no**
6242
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6243
  - repo primary artifacts: **1**
6244
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
6924
  Example artifacts:
6925
  - [PR #45299: [Please ignore] CI Test PR](https://github.com/huggingface/transformers/pull/45299) — closed
6926
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6927
  ### `petecao`
6928
 
6929
  - profile: [github.com/petecao](https://github.com/petecao)
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  "right_pr_number": 45055,
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500
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  "size_similarity": 0.5,
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  "breadth_similarity": 1.0,
@@ -529,7 +529,7 @@
529
  "left_pr_number": 44189,
530
  "right_pr_number": 45273,
531
  "similarity": 0.382,
532
- "content_similarity": 0.224,
533
  "size_similarity": 0.5,
534
  "breadth_similarity": 1.0,
535
  "concentration_similarity": 1.0,
@@ -608,8 +608,8 @@
608
  {
609
  "left_pr_number": 44660,
610
  "right_pr_number": 45273,
611
- "similarity": 0.362,
612
- "content_similarity": 0.232,
613
  "size_similarity": 0.333,
614
  "breadth_similarity": 1.0,
615
  "concentration_similarity": 1.0,
@@ -625,7 +625,7 @@
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,
631
  "concentration_similarity": 1.0,
@@ -673,7 +673,7 @@
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,
679
  "concentration_similarity": 1.0,
@@ -705,7 +705,7 @@
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,
711
  "concentration_similarity": 1.0,
@@ -736,8 +736,8 @@
736
  {
737
  "left_pr_number": 44123,
738
  "right_pr_number": 45273,
739
- "similarity": 0.321,
740
- "content_similarity": 0.237,
741
  "size_similarity": 0.036,
742
  "breadth_similarity": 1.0,
743
  "concentration_similarity": 1.0,
@@ -859,7 +859,7 @@
859
  "left_pr_number": 41606,
860
  "right_pr_number": 45422,
861
  "similarity": 0.499,
862
- "content_similarity": 0.421,
863
  "size_similarity": 0.569,
864
  "breadth_similarity": 0.75,
865
  "concentration_similarity": 0.881,
@@ -877,7 +877,7 @@
877
  "left_pr_number": 44543,
878
  "right_pr_number": 45422,
879
  "similarity": 0.484,
880
- "content_similarity": 0.456,
881
  "size_similarity": 0.331,
882
  "breadth_similarity": 0.75,
883
  "concentration_similarity": 0.802,
@@ -895,7 +895,7 @@
895
  "left_pr_number": 44543,
896
  "right_pr_number": 46161,
897
  "similarity": 0.392,
898
- "content_similarity": 0.226,
899
  "size_similarity": 0.566,
900
  "breadth_similarity": 1.0,
901
  "concentration_similarity": 0.97,
@@ -911,7 +911,7 @@
911
  {
912
  "left_pr_number": 41606,
913
  "right_pr_number": 46161,
914
- "similarity": 0.366,
915
  "content_similarity": 0.122,
916
  "size_similarity": 0.971,
917
  "breadth_similarity": 1.0,
@@ -946,7 +946,7 @@
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,
952
  "concentration_similarity": 0.967,
@@ -1059,7 +1059,7 @@
1059
  46351
1060
  ],
1061
  "representative_pr_number": 45883,
1062
- "average_similarity": 0.49,
1063
  "summary": "5 open PRs share weighted file overlap around `src/transformers/models/gemma4/modeling_gemma4.py`, `src/transformers/models/gemma4/modular_gemma4.py`, `docs/source/en/model_doc/gemma4.md`; representative PR #45883.",
1064
  "shared_filenames": [
1065
  "src/transformers/models/gemma4/modeling_gemma4.py",
@@ -1083,7 +1083,7 @@
1083
  "left_pr_number": 45294,
1084
  "right_pr_number": 45438,
1085
  "similarity": 0.756,
1086
- "content_similarity": 0.776,
1087
  "size_similarity": 0.42,
1088
  "breadth_similarity": 1.0,
1089
  "concentration_similarity": 0.989,
@@ -1129,7 +1129,7 @@
1129
  {
1130
  "left_pr_number": 45294,
1131
  "right_pr_number": 45883,
1132
- "similarity": 0.555,
1133
  "content_similarity": 0.482,
1134
  "size_similarity": 0.933,
1135
  "breadth_similarity": 0.325,
@@ -1168,7 +1168,7 @@
1168
  "left_pr_number": 45202,
1169
  "right_pr_number": 45883,
1170
  "similarity": 0.433,
1171
- "content_similarity": 0.398,
1172
  "size_similarity": 0.027,
1173
  "breadth_similarity": 1.0,
1174
  "concentration_similarity": 1.0,
@@ -1186,7 +1186,7 @@
1186
  {
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,
@@ -1244,7 +1244,7 @@
1244
  "left_pr_number": 45294,
1245
  "right_pr_number": 46351,
1246
  "similarity": 0.38,
1247
- "content_similarity": 0.374,
1248
  "size_similarity": 0.267,
1249
  "breadth_similarity": 0.325,
1250
  "concentration_similarity": 0.908,
@@ -1353,7 +1353,7 @@
1353
  "left_pr_number": 45296,
1354
  "right_pr_number": 45546,
1355
  "similarity": 0.783,
1356
- "content_similarity": 0.79,
1357
  "size_similarity": 0.576,
1358
  "breadth_similarity": 1.0,
1359
  "concentration_similarity": 0.859,
@@ -1494,7 +1494,7 @@
1494
  "left_pr_number": 42975,
1495
  "right_pr_number": 45077,
1496
  "similarity": 0.678,
1497
- "content_similarity": 0.621,
1498
  "size_similarity": 0.731,
1499
  "breadth_similarity": 0.833,
1500
  "concentration_similarity": 1.0,
@@ -1565,7 +1565,7 @@
1565
  {
1566
  "left_pr_number": 42976,
1567
  "right_pr_number": 45077,
1568
- "similarity": 0.483,
1569
  "content_similarity": 0.509,
1570
  "size_similarity": 0.074,
1571
  "breadth_similarity": 0.659,
@@ -1644,7 +1644,7 @@
1644
  {
1645
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1646
  "right_pr_number": 43549,
1647
- "similarity": 0.546,
1648
  "content_similarity": 0.438,
1649
  "size_similarity": 0.6,
1650
  "breadth_similarity": 1.0,
@@ -1660,7 +1660,7 @@
1660
  {
1661
  "left_pr_number": 44547,
1662
  "right_pr_number": 46013,
1663
- "similarity": 0.508,
1664
  "content_similarity": 0.298,
1665
  "size_similarity": 1.0,
1666
  "breadth_similarity": 1.0,
@@ -1709,7 +1709,7 @@
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,
1715
  "concentration_similarity": 1.0,
@@ -1809,7 +1809,7 @@
1809
  "left_pr_number": 45421,
1810
  "right_pr_number": 45635,
1811
  "similarity": 0.464,
1812
- "content_similarity": 0.377,
1813
  "size_similarity": 0.803,
1814
  "breadth_similarity": 0.5,
1815
  "concentration_similarity": 0.586,
@@ -1827,7 +1827,7 @@
1827
  "left_pr_number": 44974,
1828
  "right_pr_number": 45421,
1829
  "similarity": 0.42,
1830
- "content_similarity": 0.3,
1831
  "size_similarity": 0.735,
1832
  "breadth_similarity": 0.667,
1833
  "concentration_similarity": 0.657,
@@ -1900,7 +1900,7 @@
1900
  "left_pr_number": 39683,
1901
  "right_pr_number": 45985,
1902
  "similarity": 0.61,
1903
- "content_similarity": 0.517,
1904
  "size_similarity": 0.652,
1905
  "breadth_similarity": 1.0,
1906
  "concentration_similarity": 1.0,
@@ -1917,7 +1917,7 @@
1917
  "left_pr_number": 34667,
1918
  "right_pr_number": 39683,
1919
  "similarity": 0.539,
1920
- "content_similarity": 0.453,
1921
  "size_similarity": 0.478,
1922
  "breadth_similarity": 1.0,
1923
  "concentration_similarity": 1.0,
@@ -1933,8 +1933,8 @@
1933
  {
1934
  "left_pr_number": 44872,
1935
  "right_pr_number": 45985,
1936
- "similarity": 0.473,
1937
- "content_similarity": 0.419,
1938
  "size_similarity": 0.2,
1939
  "breadth_similarity": 1.0,
1940
  "concentration_similarity": 1.0,
@@ -1951,7 +1951,7 @@
1951
  "left_pr_number": 34667,
1952
  "right_pr_number": 44872,
1953
  "similarity": 0.448,
1954
- "content_similarity": 0.367,
1955
  "size_similarity": 0.273,
1956
  "breadth_similarity": 1.0,
1957
  "concentration_similarity": 1.0,
@@ -1992,7 +1992,7 @@
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"
@@ -2006,8 +2006,8 @@
2006
  {
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,
@@ -2023,8 +2023,8 @@
2023
  {
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,
@@ -2040,8 +2040,8 @@
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,
@@ -2057,8 +2057,8 @@
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,
@@ -2074,8 +2074,8 @@
2074
  {
2075
  "left_pr_number": 44615,
2076
  "right_pr_number": 45060,
2077
- "similarity": 0.315,
2078
- "content_similarity": 0.241,
2079
  "size_similarity": 0.614,
2080
  "breadth_similarity": 0.333,
2081
  "concentration_similarity": 0.421,
@@ -2091,8 +2091,8 @@
2091
  {
2092
  "left_pr_number": 44385,
2093
  "right_pr_number": 45060,
2094
- "similarity": 0.246,
2095
- "content_similarity": 0.177,
2096
  "size_similarity": 0.228,
2097
  "breadth_similarity": 0.667,
2098
  "concentration_similarity": 0.421,
@@ -2187,6 +2187,74 @@
2187
  }
2188
  ]
2189
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2190
  {
2191
  "cluster_id": "pr-scope-41855-3",
2192
  "pr_numbers": [
@@ -2489,7 +2557,7 @@
2489
  "left_pr_number": 43997,
2490
  "right_pr_number": 44019,
2491
  "similarity": 0.276,
2492
- "content_similarity": 0.025,
2493
  "size_similarity": 0.722,
2494
  "breadth_similarity": 1.0,
2495
  "concentration_similarity": 1.0,
@@ -2527,7 +2595,7 @@
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,
@@ -2546,7 +2614,7 @@
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,
@@ -2563,8 +2631,8 @@
2563
  {
2564
  "left_pr_number": 46114,
2565
  "right_pr_number": 46207,
2566
- "similarity": 0.429,
2567
- "content_similarity": 0.413,
2568
  "size_similarity": 0.458,
2569
  "breadth_similarity": 0.31,
2570
  "concentration_similarity": 0.798,
@@ -2679,7 +2747,7 @@
2679
  {
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,
@@ -2721,7 +2789,7 @@
2721
  "left_pr_number": 45317,
2722
  "right_pr_number": 46091,
2723
  "similarity": 0.42,
2724
- "content_similarity": 0.378,
2725
  "size_similarity": 0.276,
2726
  "breadth_similarity": 0.667,
2727
  "concentration_similarity": 0.957,
@@ -2775,8 +2843,8 @@
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,
@@ -2792,7 +2860,7 @@
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,
@@ -2946,8 +3014,8 @@
2946
  {
2947
  "left_pr_number": 45709,
2948
  "right_pr_number": 46211,
2949
- "similarity": 0.195,
2950
- "content_similarity": 0.048,
2951
  "size_similarity": 0.753,
2952
  "breadth_similarity": 0.2,
2953
  "concentration_similarity": 0.571,
@@ -3028,7 +3096,7 @@
3028
  {
3029
  "left_pr_number": 43446,
3030
  "right_pr_number": 45783,
3031
- "similarity": 0.404,
3032
  "content_similarity": 0.382,
3033
  "size_similarity": 0.35,
3034
  "breadth_similarity": 0.392,
@@ -3093,6 +3161,138 @@
3093
  }
3094
  ]
3095
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3096
  {
3097
  "cluster_id": "pr-scope-33686-3",
3098
  "pr_numbers": [
@@ -3146,7 +3346,7 @@
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,
@@ -3217,7 +3417,7 @@
3217
  "left_pr_number": 44889,
3218
  "right_pr_number": 45917,
3219
  "similarity": 0.331,
3220
- "content_similarity": 0.081,
3221
  "size_similarity": 0.879,
3222
  "breadth_similarity": 1.0,
3223
  "concentration_similarity": 0.852,
@@ -3686,7 +3886,7 @@
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,
@@ -3824,41 +4024,6 @@
3824
  }
3825
  ]
3826
  },
3827
- {
3828
- "cluster_id": "pr-scope-41441-2",
3829
- "pr_numbers": [
3830
- 41441,
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"
3838
- ],
3839
- "shared_directories": [
3840
- "src/transformers",
3841
- "src"
3842
- ],
3843
- "pairwise": [
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,
3851
- "concentration_similarity": 0.75,
3852
- "shared_filenames": [
3853
- "src/transformers/hf_argparser.py"
3854
- ],
3855
- "shared_directories": [
3856
- "src/transformers",
3857
- "src"
3858
- ]
3859
- }
3860
- ]
3861
- },
3862
  {
3863
  "cluster_id": "pr-scope-43779-2",
3864
  "pr_numbers": [
@@ -4032,6 +4197,43 @@
4032
  }
4033
  ]
4034
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4035
  {
4036
  "cluster_id": "pr-scope-44101-2",
4037
  "pr_numbers": [
@@ -4078,7 +4280,7 @@
4078
  46177
4079
  ],
4080
  "representative_pr_number": 45541,
4081
- "average_similarity": 0.537,
4082
  "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_base.py`; representative PR #45541.",
4083
  "shared_filenames": [
4084
  "src/transformers/tokenization_utils_base.py"
@@ -4091,8 +4293,8 @@
4091
  {
4092
  "left_pr_number": 45541,
4093
  "right_pr_number": 46177,
4094
- "similarity": 0.537,
4095
- "content_similarity": 0.442,
4096
  "size_similarity": 0.519,
4097
  "breadth_similarity": 1.0,
4098
  "concentration_similarity": 1.0,
@@ -4113,7 +4315,7 @@
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"
@@ -4127,8 +4329,8 @@
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
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  "concentration_similarity": 0.667,
@@ -4215,7 +4417,7 @@
4215
  43649
4216
  ],
4217
  "representative_pr_number": 43532,
4218
- "average_similarity": 0.506,
4219
  "summary": "2 open PRs share weighted file overlap around `utils/notification_service.py`, `.github/workflows/self-comment-ci.yml`, `.github/workflows/self-scheduled.yml`; representative PR #43532.",
4220
  "shared_filenames": [
4221
  "utils/notification_service.py",
@@ -4235,7 +4437,7 @@
4235
  {
4236
  "left_pr_number": 43532,
4237
  "right_pr_number": 43649,
4238
- "similarity": 0.506,
4239
  "content_similarity": 0.45,
4240
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  "breadth_similarity": 0.875,
@@ -4327,7 +4529,7 @@
4327
  "left_pr_number": 45110,
4328
  "right_pr_number": 46128,
4329
  "similarity": 0.5,
4330
- "content_similarity": 0.438,
4331
  "size_similarity": 0.443,
4332
  "breadth_similarity": 0.84,
4333
  "concentration_similarity": 0.86,
@@ -4562,7 +4764,7 @@
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,
@@ -4715,71 +4917,6 @@
4715
  }
4716
  ]
4717
  },
4718
- {
4719
- "cluster_id": "pr-scope-46099-2",
4720
- "pr_numbers": [
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- 46099,
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- 46269
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- ],
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",
4729
- "src/transformers/models/apertus/modular_apertus.py",
4730
- "src/transformers/models/arcee/modular_arcee.py",
4731
- "src/transformers/models/cohere/configuration_cohere.py",
4732
- "src/transformers/models/cohere2/configuration_cohere2.py",
4733
- "src/transformers/models/cohere2/modular_cohere2.py",
4734
- "src/transformers/models/ernie4_5/configuration_ernie4_5.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",
4745
- "src/transformers/models/mistral"
4746
- ],
4747
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4748
- {
4749
- "left_pr_number": 46099,
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- "breadth_similarity": 0.303,
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- "concentration_similarity": 0.796,
4756
- "shared_filenames": [
4757
- "src/transformers/distributed/tensor_parallel.py",
4758
- "src/transformers/modeling_utils.py",
4759
- "src/transformers/models/apertus/configuration_apertus.py",
4760
- "src/transformers/models/apertus/modular_apertus.py",
4761
- "src/transformers/models/arcee/configuration_arcee.py",
4762
- "src/transformers/models/arcee/modular_arcee.py",
4763
- "src/transformers/models/aria/configuration_aria.py",
4764
- "src/transformers/models/cohere/configuration_cohere.py",
4765
- "src/transformers/models/cohere2/configuration_cohere2.py",
4766
- "src/transformers/models/cohere2/modular_cohere2.py"
4767
- ],
4768
- "shared_directories": [
4769
- "src/transformers/models/apertus",
4770
- "src/transformers/models/arcee",
4771
- "src/transformers/models/aria",
4772
- "src/transformers/models/cohere",
4773
- "src/transformers/models/cohere2",
4774
- "src/transformers/models/cwm",
4775
- "src/transformers/models/deepseek_v2",
4776
- "src/transformers/models/ernie4_5",
4777
- "src/transformers/models/eurobert",
4778
- "src/transformers/models/exaone4"
4779
- ]
4780
- }
4781
- ]
4782
- },
4783
  {
4784
  "cluster_id": "pr-scope-42655-2",
4785
  "pr_numbers": [
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4933
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4937
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4938
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4939
  "concentration_similarity": 1.0,
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260603T060020Z",
4
+ "generated_at": "2026-06-03T06:01:17Z",
5
+ "cluster_count": 61,
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  "pr_scope_clusters": [
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65
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66
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129
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160
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161
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+ "content_similarity": 0.395,
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176
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225
  "left_pr_number": 43636,
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+ "content_similarity": 0.382,
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+ "content_similarity": 0.362,
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304
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385
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416
  {
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433
  "left_pr_number": 43636,
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+ "content_similarity": 0.271,
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448
  {
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  "left_pr_number": 43651,
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  "right_pr_number": 44257,
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+ "similarity": 0.392,
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+ "content_similarity": 0.274,
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  "concentration_similarity": 1.0,
 
465
  "left_pr_number": 45055,
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+ "content_similarity": 0.202,
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  "left_pr_number": 44123,
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+ "content_similarity": 0.32,
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496
  {
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+ "similarity": 0.388,
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  "content_similarity": 0.232,
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529
  "left_pr_number": 44189,
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+ "content_similarity": 0.225,
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  "concentration_similarity": 1.0,
 
608
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+ "content_similarity": 0.233,
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  "left_pr_number": 43636,
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673
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679
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705
  "left_pr_number": 43651,
706
  "right_pr_number": 45273,
707
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+ "content_similarity": 0.238,
709
  "size_similarity": 0.111,
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711
  "concentration_similarity": 1.0,
 
736
  {
737
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738
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739
+ "similarity": 0.322,
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+ "content_similarity": 0.238,
741
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743
  "concentration_similarity": 1.0,
 
859
  "left_pr_number": 41606,
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  "similarity": 0.499,
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+ "content_similarity": 0.422,
863
  "size_similarity": 0.569,
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  "concentration_similarity": 0.881,
 
877
  "left_pr_number": 44543,
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879
  "similarity": 0.484,
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+ "content_similarity": 0.457,
881
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  "breadth_similarity": 0.75,
883
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895
  "left_pr_number": 44543,
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897
  "similarity": 0.392,
898
+ "content_similarity": 0.227,
899
  "size_similarity": 0.566,
900
  "breadth_similarity": 1.0,
901
  "concentration_similarity": 0.97,
 
911
  {
912
  "left_pr_number": 41606,
913
  "right_pr_number": 46161,
914
+ "similarity": 0.367,
915
  "content_similarity": 0.122,
916
  "size_similarity": 0.971,
917
  "breadth_similarity": 1.0,
 
946
  "left_pr_number": 42668,
947
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948
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949
+ "content_similarity": 0.31,
950
  "size_similarity": 0.446,
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1059
  46351
1060
  ],
1061
  "representative_pr_number": 45883,
1062
+ "average_similarity": 0.491,
1063
  "summary": "5 open PRs share weighted file overlap around `src/transformers/models/gemma4/modeling_gemma4.py`, `src/transformers/models/gemma4/modular_gemma4.py`, `docs/source/en/model_doc/gemma4.md`; representative PR #45883.",
1064
  "shared_filenames": [
1065
  "src/transformers/models/gemma4/modeling_gemma4.py",
 
1083
  "left_pr_number": 45294,
1084
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1085
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1086
+ "content_similarity": 0.777,
1087
  "size_similarity": 0.42,
1088
  "breadth_similarity": 1.0,
1089
  "concentration_similarity": 0.989,
 
1129
  {
1130
  "left_pr_number": 45294,
1131
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1132
+ "similarity": 0.556,
1133
  "content_similarity": 0.482,
1134
  "size_similarity": 0.933,
1135
  "breadth_similarity": 0.325,
 
1168
  "left_pr_number": 45202,
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  "right_pr_number": 45883,
1170
  "similarity": 0.433,
1171
+ "content_similarity": 0.399,
1172
  "size_similarity": 0.027,
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  "breadth_similarity": 1.0,
1174
  "concentration_similarity": 1.0,
 
1186
  {
1187
  "left_pr_number": 45438,
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1189
+ "similarity": 0.421,
1190
  "content_similarity": 0.465,
1191
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1192
  "breadth_similarity": 0.325,
 
1244
  "left_pr_number": 45294,
1245
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1247
+ "content_similarity": 0.375,
1248
  "size_similarity": 0.267,
1249
  "breadth_similarity": 0.325,
1250
  "concentration_similarity": 0.908,
 
1353
  "left_pr_number": 45296,
1354
  "right_pr_number": 45546,
1355
  "similarity": 0.783,
1356
+ "content_similarity": 0.791,
1357
  "size_similarity": 0.576,
1358
  "breadth_similarity": 1.0,
1359
  "concentration_similarity": 0.859,
 
1494
  "left_pr_number": 42975,
1495
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1496
  "similarity": 0.678,
1497
+ "content_similarity": 0.622,
1498
  "size_similarity": 0.731,
1499
  "breadth_similarity": 0.833,
1500
  "concentration_similarity": 1.0,
 
1565
  {
1566
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1567
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+ "similarity": 0.484,
1569
  "content_similarity": 0.509,
1570
  "size_similarity": 0.074,
1571
  "breadth_similarity": 0.659,
 
1644
  {
1645
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1648
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1660
  {
1661
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1662
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1664
  "content_similarity": 0.298,
1665
  "size_similarity": 1.0,
1666
  "breadth_similarity": 1.0,
 
1709
  "left_pr_number": 41097,
1710
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1711
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1712
+ "content_similarity": 0.313,
1713
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1714
  "breadth_similarity": 1.0,
1715
  "concentration_similarity": 1.0,
 
1809
  "left_pr_number": 45421,
1810
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1811
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1812
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1813
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1814
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1815
  "concentration_similarity": 0.586,
 
1827
  "left_pr_number": 44974,
1828
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1829
  "similarity": 0.42,
1830
+ "content_similarity": 0.301,
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1832
  "breadth_similarity": 0.667,
1833
  "concentration_similarity": 0.657,
 
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  "left_pr_number": 39683,
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+ "content_similarity": 0.518,
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  "breadth_similarity": 1.0,
1906
  "concentration_similarity": 1.0,
 
1917
  "left_pr_number": 34667,
1918
  "right_pr_number": 39683,
1919
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1920
+ "content_similarity": 0.454,
1921
  "size_similarity": 0.478,
1922
  "breadth_similarity": 1.0,
1923
  "concentration_similarity": 1.0,
 
1933
  {
1934
  "left_pr_number": 44872,
1935
  "right_pr_number": 45985,
1936
+ "similarity": 0.474,
1937
+ "content_similarity": 0.42,
1938
  "size_similarity": 0.2,
1939
  "breadth_similarity": 1.0,
1940
  "concentration_similarity": 1.0,
 
1951
  "left_pr_number": 34667,
1952
  "right_pr_number": 44872,
1953
  "similarity": 0.448,
1954
+ "content_similarity": 0.368,
1955
  "size_similarity": 0.273,
1956
  "breadth_similarity": 1.0,
1957
  "concentration_similarity": 1.0,
 
1992
  46152
1993
  ],
1994
  "representative_pr_number": 46152,
1995
+ "average_similarity": 0.402,
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"
 
2006
  {
2007
  "left_pr_number": 44615,
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  "right_pr_number": 46152,
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+ "similarity": 0.62,
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+ "content_similarity": 0.547,
2011
  "size_similarity": 0.583,
2012
  "breadth_similarity": 1.0,
2013
  "concentration_similarity": 1.0,
 
2023
  {
2024
  "left_pr_number": 45060,
2025
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2748
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2749
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2789
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2792
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2860
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2865
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2866
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3014
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3015
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3017
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3019
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3020
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3021
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3096
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3097
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3098
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3099
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3100
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3101
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3102
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3161
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3162
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3165
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3176
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3177
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3181
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3183
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3187
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3188
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3207
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3208
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3209
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3210
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3211
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3212
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3213
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3214
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3215
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3217
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3218
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3219
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3220
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3221
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3222
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3223
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3224
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3225
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3226
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3227
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3228
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3229
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3235
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3236
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3237
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3238
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3239
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3240
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3241
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3242
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3243
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3244
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3245
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3246
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3247
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3248
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3250
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3251
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3252
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3253
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3254
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3255
+ "src/transformers/models/qwen3_vl_moe",
3256
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3257
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3258
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3259
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3260
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3261
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3262
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3263
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3264
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3265
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3266
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3267
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3268
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3269
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3270
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3271
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3272
+ "src/transformers/models/cohere2_moe/configuration_cohere2_moe.py",
3273
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3274
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3275
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3276
+ "src/transformers/models/dots1/configuration_dots1.py",
3277
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3278
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3279
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3280
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3281
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3282
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3283
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3284
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3285
+ "src/transformers/models/dots1",
3286
+ "src/transformers/models/ernie4_5_moe",
3287
+ "src/transformers/models/ernie4_5_vl_moe",
3288
+ "src/transformers/models/exaone_moe",
3289
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3290
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3291
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3292
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3293
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3294
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3295
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3296
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3297
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3298
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3346
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3349
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3350
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3352
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3417
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3418
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3419
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3420
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3421
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3422
  "breadth_similarity": 1.0,
3423
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3886
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3887
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3888
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3889
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3890
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3891
  "breadth_similarity": 0.781,
3892
  "concentration_similarity": 0.835,
 
4024
  }
4025
  ]
4026
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4027
  {
4028
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4029
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4197
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4198
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4199
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  "cluster_id": "pr-scope-44101-2",
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4285
  "shared_filenames": [
4286
  "src/transformers/tokenization_utils_base.py"
 
4293
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4298
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4315
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4320
  "shared_filenames": [
4321
  "src/transformers/integrations/hub_kernels.py"
 
4329
  {
4330
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4332
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4333
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4334
  "size_similarity": 0.536,
4335
  "breadth_similarity": 0.225,
4336
  "concentration_similarity": 0.667,
 
4417
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4419
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4421
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4437
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4443
  "breadth_similarity": 0.875,
 
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4534
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4535
  "concentration_similarity": 0.86,
 
4764
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4765
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4766
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4767
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4768
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4769
  "breadth_similarity": 0.75,
4770
  "concentration_similarity": 1.0,
 
4917
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4919
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4920
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4921
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5070
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