evalstate HF Staff commited on
Commit
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1 Parent(s): e4a83a2

Refresh transformers dataset snapshot 20260721T060018Z

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  - eval set creation
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  Notes:
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  - raw data only; no labels or moderation decisions
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13105
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17787
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17788
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17789
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17790
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17792
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19958
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19959
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19960
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19961
  {
19962
  "author_login": "malakazlan",
19963
  "name": "azlan malik ",
 
22032
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASanjays2402",
22033
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22034
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22035
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22036
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22043
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22044
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22045
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22545
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22546
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22547
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22548
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22556
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22557
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22558
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23135
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24154
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24155
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24503
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24504
  "young_account": true,
24505
  "follow_through_score": "mixed",
new-contributors-report.md CHANGED
@@ -1,7 +1,7 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260721T000056Z`
4
- - Generated: `2026-07-21T00:04:22Z`
5
  - Activity window: `60d`
6
  - Contributors: `359`
7
 
@@ -9,8 +9,8 @@
9
 
10
  | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
11
  | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
12
- | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 142 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
13
- | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 121 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
14
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 116 | 7 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
15
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 111 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
16
  | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-07-19T13:27:51Z` | 102 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
@@ -27,7 +27,7 @@
27
  | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 36 | 4 | strong | low | low | — |
28
  | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 35 | 5 | strong | moderate | low | high recent PR volume |
29
  | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 34 | 0 | strong | low | low | targets high-star repos |
30
- | `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | CONTRIBUTOR | ?d | `2026-05-13T06:40:41Z` | 31 | 0 | n/a | n/a | n/a | summary unavailable |
31
  | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3752d | `2025-08-10T08:43:09Z` | 30 | 0 | weak | moderate | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
32
  | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 29 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
33
  | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 28 | 15 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
@@ -125,6 +125,7 @@
125
  | `kkwjk2718` | [profile](https://github.com/kkwjk2718) | no | CONTRIBUTOR | 889d | `2026-07-08T05:08:24Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
126
  | `Kropiunig` | [profile](https://github.com/Kropiunig) | no | CONTRIBUTOR | 2665d | `2026-06-27T21:52:44Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
127
  | `lcheng321` | [profile](https://github.com/lcheng321) | no | CONTRIBUTOR | 2614d | `2026-06-20T07:49:11Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 
128
  | `maslinedwin` | [profile](https://github.com/maslinedwin) | no | FIRST_TIME_CONTRIBUTOR | 886d | `2026-07-09T20:23:33Z` | 2 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
129
  | `meatybobby` | [profile](https://github.com/meatybobby) | no | CONTRIBUTOR | 4220d | `2026-06-04T18:30:50Z` | 2 | 0 | weak | low | low | high open PR share |
130
  | `mishig25` | [profile](https://github.com/mishig25) | no | MEMBER | 4108d | `2026-07-06T07:52:12Z` | 2 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
@@ -287,7 +288,6 @@
287
  | `LiangSu8899` | [profile](https://github.com/LiangSu8899) | no | FIRST_TIME_CONTRIBUTOR | 3682d | `2026-07-01T10:41:28Z` | 1 | 0 | mixed | low | low | high recent PR volume |
288
  | `lovelaceyrae11` | [profile](https://github.com/lovelaceyrae11) | no | FIRST_TIMER | 338d | `2026-07-10T09:06:47Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
289
  | `ltd0924` | [profile](https://github.com/ltd0924) | no | FIRST_TIME_CONTRIBUTOR | 3177d | `2026-06-11T11:21:38Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
290
- | `lxcxjxhx` | [profile](https://github.com/lxcxjxhx) | no | NONE | 1034d | `2026-07-06T13:25:55Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
291
  | `malakazlan` | [profile](https://github.com/malakazlan) | no | FIRST_TIME_CONTRIBUTOR | 1214d | `2026-07-03T21:37:35Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
292
  | `manavmax` | [profile](https://github.com/manavmax) | no | NONE | 1226d | `2026-06-03T07:57:11Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
293
  | `mbknust` | [profile](https://github.com/mbknust) | no | NONE | 2645d | `2026-06-09T15:50:35Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
@@ -364,10 +364,10 @@
364
  | `yashasvi-srivastava21` | [profile](https://github.com/yashasvi-srivastava21) | no | CONTRIBUTOR | 310d | `2026-07-19T17:14:33Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
365
  | `YuChangHui` | [profile](https://github.com/YuChangHui) | no | FIRST_TIME_CONTRIBUTOR | 2154d | `2026-07-06T02:04:32Z` | 1 | 0 | strong | low | low | — |
366
  | `yuekaizhang` | [profile](https://github.com/yuekaizhang) | no | CONTRIBUTOR | 3305d | `2026-06-08T05:30:02Z` | 1 | 0 | mixed | moderate | low | high open PR share |
367
- | `yuvrajnode` | [profile](https://github.com/yuvrajnode) | yes | NONE | 1226d | `2026-07-20T18:39:45Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
368
  | `yyouretoast` | [profile](https://github.com/yyouretoast) | no | CONTRIBUTOR | 1077d | `2026-06-19T14:58:48Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
369
- | `zjin-lcf` | [profile](https://github.com/zjin-lcf) | yes | FIRST_TIME_CONTRIBUTOR | 2454d | `2026-07-20T22:19:14Z` | 1 | 0 | weak | low | low | high open PR share |
370
- | `zsxh1990` | [profile](https://github.com/zsxh1990) | yes | FIRST_TIME_CONTRIBUTOR | 48d | `2026-07-20T17:07:52Z` | 1 | 0 | mixed | very high | medium | very new account; extremely high recent PR volume; very broad repo spread |
371
 
372
  ## Contributors
373
 
@@ -376,12 +376,12 @@
376
  - profile: [github.com/ydshieh](https://github.com/ydshieh)
377
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
378
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
379
- - repo first seen: `2025-02-05T12:51:57Z`
380
  - repo last seen: `2026-07-20T09:37:40Z`
381
  - first seen in snapshot: **no**
382
  - repo association: **MEMBER**
383
- - repo primary artifacts: **142**
384
- - snapshot authored PRs/issues: **142 PRs / 0 issues**
385
  - snapshot discussion activity: **148 comments / 281 reviews / 187 review comments**
386
  - account age: **4938 days**
387
  - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
@@ -393,6 +393,7 @@ Example artifacts:
393
  - [PR #47251: Fix flash-attn Docker build broken by setuptools 83 removing pkg_resources](https://github.com/huggingface/transformers/pull/47251) — closed, merged
394
  - [PR #47249: Revert "Trigger a scheduled run"](https://github.com/huggingface/transformers/pull/47249) — closed, merged
395
  - [PR #47248: Fix InputTokensDetails missing cache_write_tokens for openai>=2.34.0](https://github.com/huggingface/transformers/pull/47248) — closed, merged
 
396
 
397
  ### `Cyrilvallez`
398
 
@@ -400,11 +401,11 @@ Example artifacts:
400
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
401
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
402
  - repo first seen: `2025-03-19T10:58:02Z`
403
- - repo last seen: `2026-07-16T09:38:31Z`
404
  - first seen in snapshot: **no**
405
  - repo association: **MEMBER**
406
- - repo primary artifacts: **121**
407
- - snapshot authored PRs/issues: **121 PRs / 0 issues**
408
  - snapshot discussion activity: **286 comments / 407 reviews / 658 review comments**
409
  - account age: **2036 days**
410
  - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
@@ -413,9 +414,9 @@ Example artifacts:
413
  - heuristic read: **high recent PR volume; targets high-star repos**
414
 
415
  Example artifacts:
 
416
  - [PR #47361: Fix assisted decoding for models with EncoderDecoder cache & OlmoHybrid](https://github.com/huggingface/transformers/pull/47361) — closed, merged
417
  - [PR #47359: Fix sdpa prefill with position_bias](https://github.com/huggingface/transformers/pull/47359) — closed, merged
418
- - [PR #47348: Small improvement](https://github.com/huggingface/transformers/pull/47348) — closed, merged
419
 
420
  ### `tarekziade`
421
 
@@ -449,12 +450,12 @@ Example artifacts:
449
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
450
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
451
  - repo first seen: `2025-06-20T09:58:55Z`
452
- - repo last seen: `2026-07-20T08:57:06Z`
453
  - first seen in snapshot: **no**
454
  - repo association: **CONTRIBUTOR**
455
  - repo primary artifacts: **115**
456
  - snapshot authored PRs/issues: **111 PRs / 4 issues**
457
- - snapshot discussion activity: **96 comments / 116 reviews / 115 review comments**
458
  - account age: **3934 days**
459
  - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
460
  - public orgs: none visible
@@ -554,7 +555,7 @@ Example artifacts:
554
  - repo association: **MEMBER**
555
  - repo primary artifacts: **63**
556
  - snapshot authored PRs/issues: **61 PRs / 2 issues**
557
- - snapshot discussion activity: **827 comments / 1572 reviews / 6280 review comments**
558
  - account age: **1991 days**
559
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
560
  - public orgs: none visible
@@ -646,12 +647,12 @@ Example artifacts:
646
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asywangyi)
647
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asywangyi)
648
  - repo first seen: `2025-10-14T03:02:06Z`
649
- - repo last seen: `2026-07-20T08:30:31Z`
650
  - first seen in snapshot: **no**
651
  - repo association: **CONTRIBUTOR**
652
  - repo primary artifacts: **45**
653
  - snapshot authored PRs/issues: **44 PRs / 1 issues**
654
- - snapshot discussion activity: **28 comments / 29 reviews / 29 review comments**
655
  - account age: **2996 days**
656
  - recent public PR activity: **16 PRs** (12 merged / 0 closed-unmerged / 4 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
657
  - public orgs: none visible
@@ -670,12 +671,12 @@ Example artifacts:
670
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
671
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
672
  - repo first seen: `2025-11-26T16:58:10Z`
673
- - repo last seen: `2026-07-16T05:58:34Z`
674
  - first seen in snapshot: **no**
675
  - repo association: **MEMBER**
676
  - repo primary artifacts: **39**
677
  - snapshot authored PRs/issues: **38 PRs / 1 issues**
678
- - snapshot discussion activity: **39 comments / 125 reviews / 126 review comments**
679
  - account age: **2625 days**
680
  - recent public PR activity: **9 PRs** (4 merged / 0 closed-unmerged / 5 open; merged rate **44%**, closed-unmerged rate **0%**, open rate **56%**)
681
  - public orgs: `huggingface`
@@ -683,7 +684,7 @@ Example artifacts:
683
  - heuristic read: **high open PR share; targets high-star repos**
684
 
685
  Example artifacts:
686
- - [PR #47357: Add FSDP CI and end-to-end FSDP tests + save/load fsdp](https://github.com/huggingface/transformers/pull/47357) — open, draft
687
  - [PR #47354: Add FSDP CI and end-to-end FSDP tests + save/load fsdp](https://github.com/huggingface/transformers/pull/47354) — closed, draft
688
  - [PR #47353: Wire DistributedConfig through from_pretrained and save_pretrained (FSDP orchestration 2/3)](https://github.com/huggingface/transformers/pull/47353) — closed, draft
689
  - [Issue #46187: cohere2_moe fails training + tensor parallel tests](https://github.com/huggingface/transformers/issues/46187) — closed
@@ -769,12 +770,12 @@ Example artifacts:
769
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
770
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
771
  - repo first seen: `2024-03-21T04:37:45Z`
772
- - repo last seen: `2026-07-20T07:04:06Z`
773
  - first seen in snapshot: **no**
774
  - repo association: **CONTRIBUTOR**
775
  - repo primary artifacts: **40**
776
  - snapshot authored PRs/issues: **35 PRs / 5 issues**
777
- - snapshot discussion activity: **65 comments / 65 reviews / 65 review comments**
778
  - account age: **1396 days**
779
  - recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
780
  - public orgs: none visible
@@ -818,11 +819,11 @@ Example artifacts:
818
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergereview%5Bbot%5D)
819
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergereview%5Bbot%5D)
820
  - repo first seen: `2026-05-13T06:40:41Z`
821
- - repo last seen: `2026-07-17T02:31:00Z`
822
  - first seen in snapshot: **no**
823
  - repo association: **CONTRIBUTOR**
824
- - repo primary artifacts: **31**
825
- - snapshot authored PRs/issues: **31 PRs / 0 issues**
826
  - snapshot discussion activity: **0 comments / 5 reviews / 10 review comments**
827
  - account age: **? days**
828
  - recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
@@ -832,9 +833,9 @@ Example artifacts:
832
  - enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'sergereview[bot]'."}]`
833
 
834
  Example artifacts:
835
- - [PR #47380: [serge] Fix 8 integration tests for model `mamba2` failing with `OOM` (other (8))](https://github.com/huggingface/transformers/pull/47380) — open
836
- - [PR #47310: [serge] Fix 10 integration tests for model `gemma3` failing with `output_mismatch` (list output differs (8), other (2))](https://github.com/huggingface/transformers/pull/47310) — open
837
- - [PR #47282: [serge] Fix 8 integration tests for model `mamba2` failing with `OOM` (other (8))](https://github.com/huggingface/transformers/pull/47282) — open
838
 
839
  ### `cyyever`
840
 
@@ -890,12 +891,12 @@ Example artifacts:
890
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqgallouedec)
891
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqgallouedec)
892
  - repo first seen: `2024-12-13T13:39:10Z`
893
- - repo last seen: `2026-07-20T20:30:49Z`
894
  - first seen in snapshot: **no**
895
  - repo association: **MEMBER**
896
  - repo primary artifacts: **43**
897
  - snapshot authored PRs/issues: **28 PRs / 15 issues**
898
- - snapshot discussion activity: **101 comments / 57 reviews / 56 review comments**
899
  - account age: **2692 days**
900
  - recent public PR activity: **128 PRs** (102 merged / 5 closed-unmerged / 21 open; merged rate **80%**, closed-unmerged rate **4%**, open rate **16%**)
901
  - public orgs: `huggingface`
@@ -2320,12 +2321,12 @@ Example artifacts:
2320
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akmswin1)
2321
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akmswin1)
2322
  - repo first seen: `2026-03-09T09:03:10Z`
2323
- - repo last seen: `2026-07-09T08:39:59Z`
2324
  - first seen in snapshot: **no**
2325
  - repo association: **FIRST_TIME_CONTRIBUTOR**
2326
  - repo primary artifacts: **5**
2327
  - snapshot authored PRs/issues: **5 PRs / 0 issues**
2328
- - snapshot discussion activity: **3 comments / 14 reviews / 15 review comments**
2329
  - account age: **3449 days**
2330
  - recent public PR activity: **5 PRs** (3 merged / 1 closed-unmerged / 1 open; merged rate **60%**, closed-unmerged rate **20%**, open rate **20%**)
2331
  - public orgs: none visible
@@ -3088,6 +3089,28 @@ Example artifacts:
3088
  - [PR #47083: Fix CANINE fp16 dtype mismatch in attention mask causing ONNX export failure](https://github.com/huggingface/transformers/pull/47083) — closed, merged
3089
  - [PR #47026: Fix xLSTM train mode crash when return_last_states=False](https://github.com/huggingface/transformers/pull/47026) — closed
3090
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3091
  ### `maslinedwin`
3092
 
3093
  - profile: [github.com/maslinedwin](https://github.com/maslinedwin)
@@ -6594,27 +6617,6 @@ Example artifacts:
6594
  Example artifacts:
6595
  - [PR #46562: [Model] add Step 3.7 Flash](https://github.com/huggingface/transformers/pull/46562) — open
6596
 
6597
- ### `lxcxjxhx`
6598
-
6599
- - profile: [github.com/lxcxjxhx](https://github.com/lxcxjxhx)
6600
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alxcxjxhx)
6601
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alxcxjxhx)
6602
- - repo first seen: `2026-07-06T13:25:55Z`
6603
- - repo last seen: `2026-07-13T02:59:52Z`
6604
- - first seen in snapshot: **no**
6605
- - repo association: **NONE**
6606
- - repo primary artifacts: **1**
6607
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
6608
- - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
6609
- - account age: **1034 days**
6610
- - recent public PR activity: **28 PRs** (1 merged / 7 closed-unmerged / 20 open; merged rate **4%**, closed-unmerged rate **25%**, open rate **71%**)
6611
- - public orgs: none visible
6612
- - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
6613
- - heuristic read: **high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
6614
-
6615
- Example artifacts:
6616
- - [PR #47109: Fix undefined variable references in torchao quantization docs](https://github.com/huggingface/transformers/pull/47109) — closed
6617
-
6618
  ### `malakazlan`
6619
 
6620
  - profile: [github.com/malakazlan](https://github.com/malakazlan)
@@ -7377,12 +7379,12 @@ Example artifacts:
7377
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASanjays2402)
7378
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASanjays2402)
7379
  - repo first seen: `2026-05-23T19:26:01Z`
7380
- - repo last seen: `2026-07-19T07:24:15Z`
7381
  - first seen in snapshot: **no**
7382
  - repo association: **NONE**
7383
  - repo primary artifacts: **1**
7384
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7385
- - snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
7386
  - account age: **2554 days**
7387
  - recent public PR activity: **204 PRs** (46 merged / 92 closed-unmerged / 66 open; merged rate **23%**, closed-unmerged rate **45%**, open rate **32%**)
7388
  - public orgs: none visible
@@ -7566,12 +7568,12 @@ Example artifacts:
7566
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AShareLer)
7567
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AShareLer)
7568
  - repo first seen: `2026-07-08T10:26:48Z`
7569
- - repo last seen: `2026-07-18T01:39:13Z`
7570
  - first seen in snapshot: **no**
7571
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7572
  - repo primary artifacts: **1**
7573
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7574
- - snapshot discussion activity: **4 comments / 10 reviews / 10 review comments**
7575
  - account age: **2684 days**
7576
  - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
7577
  - public orgs: none visible
@@ -8218,7 +8220,7 @@ Example artifacts:
8218
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayuvrajnode)
8219
  - repo first seen: `2026-07-20T18:39:45Z`
8220
  - repo last seen: `2026-07-20T18:39:45Z`
8221
- - first seen in snapshot: **yes**
8222
  - repo association: **NONE**
8223
  - repo primary artifacts: **1**
8224
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -8260,7 +8262,7 @@ Example artifacts:
8260
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azjin-lcf)
8261
  - repo first seen: `2026-07-20T22:19:14Z`
8262
  - repo last seen: `2026-07-20T22:19:14Z`
8263
- - first seen in snapshot: **yes**
8264
  - repo association: **FIRST_TIME_CONTRIBUTOR**
8265
  - repo primary artifacts: **1**
8266
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -8281,7 +8283,7 @@ Example artifacts:
8281
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azsxh1990)
8282
  - repo first seen: `2026-07-20T17:07:52Z`
8283
  - repo last seen: `2026-07-20T17:23:59Z`
8284
- - first seen in snapshot: **yes**
8285
  - repo association: **FIRST_TIME_CONTRIBUTOR**
8286
  - repo primary artifacts: **1**
8287
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260721T060018Z`
4
+ - Generated: `2026-07-21T06:01:54Z`
5
  - Activity window: `60d`
6
  - Contributors: `359`
7
 
 
9
 
10
  | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
11
  | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
12
+ | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2022-08-08T13:56:20Z` | 142 | 1 | strong | low | low | high recent PR volume; targets high-star repos |
13
+ | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 122 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
14
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 116 | 7 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
15
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 111 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
16
  | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-07-19T13:27:51Z` | 102 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 
27
  | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 36 | 4 | strong | low | low | — |
28
  | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 35 | 5 | strong | moderate | low | high recent PR volume |
29
  | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 34 | 0 | strong | low | low | targets high-star repos |
30
+ | `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | CONTRIBUTOR | ?d | `2026-05-13T06:40:41Z` | 34 | 0 | n/a | n/a | n/a | summary unavailable |
31
  | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3752d | `2025-08-10T08:43:09Z` | 30 | 0 | weak | moderate | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
32
  | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 29 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
33
  | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 28 | 15 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 
125
  | `kkwjk2718` | [profile](https://github.com/kkwjk2718) | no | CONTRIBUTOR | 889d | `2026-07-08T05:08:24Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
126
  | `Kropiunig` | [profile](https://github.com/Kropiunig) | no | CONTRIBUTOR | 2665d | `2026-06-27T21:52:44Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
127
  | `lcheng321` | [profile](https://github.com/lcheng321) | no | CONTRIBUTOR | 2614d | `2026-06-20T07:49:11Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
128
+ | `lxcxjxhx` | [profile](https://github.com/lxcxjxhx) | no | FIRST_TIME_CONTRIBUTOR | 1034d | `2026-07-06T13:25:55Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
129
  | `maslinedwin` | [profile](https://github.com/maslinedwin) | no | FIRST_TIME_CONTRIBUTOR | 886d | `2026-07-09T20:23:33Z` | 2 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
130
  | `meatybobby` | [profile](https://github.com/meatybobby) | no | CONTRIBUTOR | 4220d | `2026-06-04T18:30:50Z` | 2 | 0 | weak | low | low | high open PR share |
131
  | `mishig25` | [profile](https://github.com/mishig25) | no | MEMBER | 4108d | `2026-07-06T07:52:12Z` | 2 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
 
288
  | `LiangSu8899` | [profile](https://github.com/LiangSu8899) | no | FIRST_TIME_CONTRIBUTOR | 3682d | `2026-07-01T10:41:28Z` | 1 | 0 | mixed | low | low | high recent PR volume |
289
  | `lovelaceyrae11` | [profile](https://github.com/lovelaceyrae11) | no | FIRST_TIMER | 338d | `2026-07-10T09:06:47Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
290
  | `ltd0924` | [profile](https://github.com/ltd0924) | no | FIRST_TIME_CONTRIBUTOR | 3177d | `2026-06-11T11:21:38Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 
291
  | `malakazlan` | [profile](https://github.com/malakazlan) | no | FIRST_TIME_CONTRIBUTOR | 1214d | `2026-07-03T21:37:35Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
292
  | `manavmax` | [profile](https://github.com/manavmax) | no | NONE | 1226d | `2026-06-03T07:57:11Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
293
  | `mbknust` | [profile](https://github.com/mbknust) | no | NONE | 2645d | `2026-06-09T15:50:35Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 
364
  | `yashasvi-srivastava21` | [profile](https://github.com/yashasvi-srivastava21) | no | CONTRIBUTOR | 310d | `2026-07-19T17:14:33Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
365
  | `YuChangHui` | [profile](https://github.com/YuChangHui) | no | FIRST_TIME_CONTRIBUTOR | 2154d | `2026-07-06T02:04:32Z` | 1 | 0 | strong | low | low | — |
366
  | `yuekaizhang` | [profile](https://github.com/yuekaizhang) | no | CONTRIBUTOR | 3305d | `2026-06-08T05:30:02Z` | 1 | 0 | mixed | moderate | low | high open PR share |
367
+ | `yuvrajnode` | [profile](https://github.com/yuvrajnode) | no | NONE | 1226d | `2026-07-20T18:39:45Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
368
  | `yyouretoast` | [profile](https://github.com/yyouretoast) | no | CONTRIBUTOR | 1077d | `2026-06-19T14:58:48Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
369
+ | `zjin-lcf` | [profile](https://github.com/zjin-lcf) | no | FIRST_TIME_CONTRIBUTOR | 2454d | `2026-07-20T22:19:14Z` | 1 | 0 | weak | low | low | high open PR share |
370
+ | `zsxh1990` | [profile](https://github.com/zsxh1990) | no | FIRST_TIME_CONTRIBUTOR | 48d | `2026-07-20T17:07:52Z` | 1 | 0 | mixed | very high | medium | very new account; extremely high recent PR volume; very broad repo spread |
371
 
372
  ## Contributors
373
 
 
376
  - profile: [github.com/ydshieh](https://github.com/ydshieh)
377
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
378
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
379
+ - repo first seen: `2022-08-08T13:56:20Z`
380
  - repo last seen: `2026-07-20T09:37:40Z`
381
  - first seen in snapshot: **no**
382
  - repo association: **MEMBER**
383
+ - repo primary artifacts: **143**
384
+ - snapshot authored PRs/issues: **142 PRs / 1 issues**
385
  - snapshot discussion activity: **148 comments / 281 reviews / 187 review comments**
386
  - account age: **4938 days**
387
  - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
 
393
  - [PR #47251: Fix flash-attn Docker build broken by setuptools 83 removing pkg_resources](https://github.com/huggingface/transformers/pull/47251) — closed, merged
394
  - [PR #47249: Revert "Trigger a scheduled run"](https://github.com/huggingface/transformers/pull/47249) — closed, merged
395
  - [PR #47248: Fix InputTokensDetails missing cache_write_tokens for openai>=2.34.0](https://github.com/huggingface/transformers/pull/47248) — closed, merged
396
+ - [Issue #18525: [Summary] Regarding memory issue in tests](https://github.com/huggingface/transformers/issues/18525) — closed
397
 
398
  ### `Cyrilvallez`
399
 
 
401
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
402
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
403
  - repo first seen: `2025-03-19T10:58:02Z`
404
+ - repo last seen: `2026-07-21T05:17:49Z`
405
  - first seen in snapshot: **no**
406
  - repo association: **MEMBER**
407
+ - repo primary artifacts: **122**
408
+ - snapshot authored PRs/issues: **122 PRs / 0 issues**
409
  - snapshot discussion activity: **286 comments / 407 reviews / 658 review comments**
410
  - account age: **2036 days**
411
  - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
 
414
  - heuristic read: **high recent PR volume; targets high-star repos**
415
 
416
  Example artifacts:
417
+ - [PR #47447: [cache] Allow sliding window layers to be roll-backed for speculative decoding](https://github.com/huggingface/transformers/pull/47447) — open
418
  - [PR #47361: Fix assisted decoding for models with EncoderDecoder cache & OlmoHybrid](https://github.com/huggingface/transformers/pull/47361) — closed, merged
419
  - [PR #47359: Fix sdpa prefill with position_bias](https://github.com/huggingface/transformers/pull/47359) — closed, merged
 
420
 
421
  ### `tarekziade`
422
 
 
450
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
451
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
452
  - repo first seen: `2025-06-20T09:58:55Z`
453
+ - repo last seen: `2026-07-21T02:10:04Z`
454
  - first seen in snapshot: **no**
455
  - repo association: **CONTRIBUTOR**
456
  - repo primary artifacts: **115**
457
  - snapshot authored PRs/issues: **111 PRs / 4 issues**
458
+ - snapshot discussion activity: **97 comments / 116 reviews / 115 review comments**
459
  - account age: **3934 days**
460
  - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
461
  - public orgs: none visible
 
555
  - repo association: **MEMBER**
556
  - repo primary artifacts: **63**
557
  - snapshot authored PRs/issues: **61 PRs / 2 issues**
558
+ - snapshot discussion activity: **827 comments / 1573 reviews / 6302 review comments**
559
  - account age: **1991 days**
560
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
561
  - public orgs: none visible
 
647
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asywangyi)
648
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asywangyi)
649
  - repo first seen: `2025-10-14T03:02:06Z`
650
+ - repo last seen: `2026-07-21T05:17:33Z`
651
  - first seen in snapshot: **no**
652
  - repo association: **CONTRIBUTOR**
653
  - repo primary artifacts: **45**
654
  - snapshot authored PRs/issues: **44 PRs / 1 issues**
655
+ - snapshot discussion activity: **29 comments / 29 reviews / 29 review comments**
656
  - account age: **2996 days**
657
  - recent public PR activity: **16 PRs** (12 merged / 0 closed-unmerged / 4 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
658
  - public orgs: none visible
 
671
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
672
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
673
  - repo first seen: `2025-11-26T16:58:10Z`
674
+ - repo last seen: `2026-07-21T01:06:17Z`
675
  - first seen in snapshot: **no**
676
  - repo association: **MEMBER**
677
  - repo primary artifacts: **39**
678
  - snapshot authored PRs/issues: **38 PRs / 1 issues**
679
+ - snapshot discussion activity: **39 comments / 127 reviews / 128 review comments**
680
  - account age: **2625 days**
681
  - recent public PR activity: **9 PRs** (4 merged / 0 closed-unmerged / 5 open; merged rate **44%**, closed-unmerged rate **0%**, open rate **56%**)
682
  - public orgs: `huggingface`
 
684
  - heuristic read: **high open PR share; targets high-star repos**
685
 
686
  Example artifacts:
687
+ - [PR #47357: Add FSDP CI and end-to-end FSDP tests + save fsdp](https://github.com/huggingface/transformers/pull/47357) — open
688
  - [PR #47354: Add FSDP CI and end-to-end FSDP tests + save/load fsdp](https://github.com/huggingface/transformers/pull/47354) — closed, draft
689
  - [PR #47353: Wire DistributedConfig through from_pretrained and save_pretrained (FSDP orchestration 2/3)](https://github.com/huggingface/transformers/pull/47353) — closed, draft
690
  - [Issue #46187: cohere2_moe fails training + tensor parallel tests](https://github.com/huggingface/transformers/issues/46187) — closed
 
770
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
771
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
772
  - repo first seen: `2024-03-21T04:37:45Z`
773
+ - repo last seen: `2026-07-21T03:03:50Z`
774
  - first seen in snapshot: **no**
775
  - repo association: **CONTRIBUTOR**
776
  - repo primary artifacts: **40**
777
  - snapshot authored PRs/issues: **35 PRs / 5 issues**
778
+ - snapshot discussion activity: **66 comments / 69 reviews / 69 review comments**
779
  - account age: **1396 days**
780
  - recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
781
  - public orgs: none visible
 
819
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergereview%5Bbot%5D)
820
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergereview%5Bbot%5D)
821
  - repo first seen: `2026-05-13T06:40:41Z`
822
+ - repo last seen: `2026-07-21T01:08:43Z`
823
  - first seen in snapshot: **no**
824
  - repo association: **CONTRIBUTOR**
825
+ - repo primary artifacts: **34**
826
+ - snapshot authored PRs/issues: **34 PRs / 0 issues**
827
  - snapshot discussion activity: **0 comments / 5 reviews / 10 review comments**
828
  - account age: **? days**
829
  - recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
 
833
  - enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'sergereview[bot]'."}]`
834
 
835
  Example artifacts:
836
+ - [PR #47445: [serge] Fix 8 integration tests for model `peft_integration` failing with `other` (other (8))](https://github.com/huggingface/transformers/pull/47445) — open
837
+ - [PR #47444: [serge] Fix 8 integration tests for model `mpt` failing with `load_error` (other (8))](https://github.com/huggingface/transformers/pull/47444) — open
838
+ - [PR #47443: [serge] Fix 8 integration tests for model `deepseek_v32` failing with `other` (other (8))](https://github.com/huggingface/transformers/pull/47443) — open
839
 
840
  ### `cyyever`
841
 
 
891
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqgallouedec)
892
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqgallouedec)
893
  - repo first seen: `2024-12-13T13:39:10Z`
894
+ - repo last seen: `2026-07-21T02:43:35Z`
895
  - first seen in snapshot: **no**
896
  - repo association: **MEMBER**
897
  - repo primary artifacts: **43**
898
  - snapshot authored PRs/issues: **28 PRs / 15 issues**
899
+ - snapshot discussion activity: **104 comments / 57 reviews / 56 review comments**
900
  - account age: **2692 days**
901
  - recent public PR activity: **128 PRs** (102 merged / 5 closed-unmerged / 21 open; merged rate **80%**, closed-unmerged rate **4%**, open rate **16%**)
902
  - public orgs: `huggingface`
 
2321
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akmswin1)
2322
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akmswin1)
2323
  - repo first seen: `2026-03-09T09:03:10Z`
2324
+ - repo last seen: `2026-07-21T05:32:03Z`
2325
  - first seen in snapshot: **no**
2326
  - repo association: **FIRST_TIME_CONTRIBUTOR**
2327
  - repo primary artifacts: **5**
2328
  - snapshot authored PRs/issues: **5 PRs / 0 issues**
2329
+ - snapshot discussion activity: **4 comments / 14 reviews / 15 review comments**
2330
  - account age: **3449 days**
2331
  - recent public PR activity: **5 PRs** (3 merged / 1 closed-unmerged / 1 open; merged rate **60%**, closed-unmerged rate **20%**, open rate **20%**)
2332
  - public orgs: none visible
 
3089
  - [PR #47083: Fix CANINE fp16 dtype mismatch in attention mask causing ONNX export failure](https://github.com/huggingface/transformers/pull/47083) — closed, merged
3090
  - [PR #47026: Fix xLSTM train mode crash when return_last_states=False](https://github.com/huggingface/transformers/pull/47026) — closed
3091
 
3092
+ ### `lxcxjxhx`
3093
+
3094
+ - profile: [github.com/lxcxjxhx](https://github.com/lxcxjxhx)
3095
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alxcxjxhx)
3096
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alxcxjxhx)
3097
+ - repo first seen: `2026-07-06T13:25:55Z`
3098
+ - repo last seen: `2026-07-21T04:32:47Z`
3099
+ - first seen in snapshot: **no**
3100
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
3101
+ - repo primary artifacts: **2**
3102
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
3103
+ - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
3104
+ - account age: **1034 days**
3105
+ - recent public PR activity: **28 PRs** (1 merged / 7 closed-unmerged / 20 open; merged rate **4%**, closed-unmerged rate **25%**, open rate **71%**)
3106
+ - public orgs: none visible
3107
+ - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
3108
+ - heuristic read: **high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
3109
+
3110
+ Example artifacts:
3111
+ - [PR #47446: fix: correct typos in comments](https://github.com/huggingface/transformers/pull/47446) — open
3112
+ - [PR #47109: Fix undefined variable references in torchao quantization docs](https://github.com/huggingface/transformers/pull/47109) — closed
3113
+
3114
  ### `maslinedwin`
3115
 
3116
  - profile: [github.com/maslinedwin](https://github.com/maslinedwin)
 
6617
  Example artifacts:
6618
  - [PR #46562: [Model] add Step 3.7 Flash](https://github.com/huggingface/transformers/pull/46562) — open
6619
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6620
  ### `malakazlan`
6621
 
6622
  - profile: [github.com/malakazlan](https://github.com/malakazlan)
 
7379
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASanjays2402)
7380
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASanjays2402)
7381
  - repo first seen: `2026-05-23T19:26:01Z`
7382
+ - repo last seen: `2026-07-21T04:26:36Z`
7383
  - first seen in snapshot: **no**
7384
  - repo association: **NONE**
7385
  - repo primary artifacts: **1**
7386
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7387
+ - snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
7388
  - account age: **2554 days**
7389
  - recent public PR activity: **204 PRs** (46 merged / 92 closed-unmerged / 66 open; merged rate **23%**, closed-unmerged rate **45%**, open rate **32%**)
7390
  - public orgs: none visible
 
7568
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AShareLer)
7569
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AShareLer)
7570
  - repo first seen: `2026-07-08T10:26:48Z`
7571
+ - repo last seen: `2026-07-21T02:30:34Z`
7572
  - first seen in snapshot: **no**
7573
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7574
  - repo primary artifacts: **1**
7575
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7576
+ - snapshot discussion activity: **4 comments / 11 reviews / 11 review comments**
7577
  - account age: **2684 days**
7578
  - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
7579
  - public orgs: none visible
 
8220
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayuvrajnode)
8221
  - repo first seen: `2026-07-20T18:39:45Z`
8222
  - repo last seen: `2026-07-20T18:39:45Z`
8223
+ - first seen in snapshot: **no**
8224
  - repo association: **NONE**
8225
  - repo primary artifacts: **1**
8226
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
8262
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azjin-lcf)
8263
  - repo first seen: `2026-07-20T22:19:14Z`
8264
  - repo last seen: `2026-07-20T22:19:14Z`
8265
+ - first seen in snapshot: **no**
8266
  - repo association: **FIRST_TIME_CONTRIBUTOR**
8267
  - repo primary artifacts: **1**
8268
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
8283
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azsxh1990)
8284
  - repo first seen: `2026-07-20T17:07:52Z`
8285
  - repo last seen: `2026-07-20T17:23:59Z`
8286
+ - first seen in snapshot: **no**
8287
  - repo association: **FIRST_TIME_CONTRIBUTOR**
8288
  - repo primary artifacts: **1**
8289
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
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2502
  {
2503
  "left_pr_number": 44974,
2504
  "right_pr_number": 45996,
2505
- "similarity": 0.582,
2506
- "content_similarity": 0.553,
2507
  "size_similarity": 0.422,
2508
  "breadth_similarity": 0.9,
2509
  "concentration_similarity": 0.829,
@@ -2522,8 +2522,8 @@
2522
  {
2523
  "left_pr_number": 45996,
2524
  "right_pr_number": 47257,
2525
- "similarity": 0.579,
2526
- "content_similarity": 0.585,
2527
  "size_similarity": 0.419,
2528
  "breadth_similarity": 0.583,
2529
  "concentration_similarity": 0.972,
@@ -2541,8 +2541,8 @@
2541
  {
2542
  "left_pr_number": 45635,
2543
  "right_pr_number": 47257,
2544
- "similarity": 0.545,
2545
- "content_similarity": 0.567,
2546
  "size_similarity": 0.299,
2547
  "breadth_similarity": 0.667,
2548
  "concentration_similarity": 0.73,
@@ -2560,8 +2560,8 @@
2560
  {
2561
  "left_pr_number": 44974,
2562
  "right_pr_number": 47257,
2563
- "similarity": 0.508,
2564
- "content_similarity": 0.555,
2565
  "size_similarity": 0.176,
2566
  "breadth_similarity": 0.533,
2567
  "concentration_similarity": 0.801,
@@ -2579,8 +2579,8 @@
2579
  {
2580
  "left_pr_number": 45421,
2581
  "right_pr_number": 45635,
2582
- "similarity": 0.464,
2583
- "content_similarity": 0.377,
2584
  "size_similarity": 0.803,
2585
  "breadth_similarity": 0.5,
2586
  "concentration_similarity": 0.586,
@@ -2597,8 +2597,8 @@
2597
  {
2598
  "left_pr_number": 44974,
2599
  "right_pr_number": 45421,
2600
- "similarity": 0.42,
2601
- "content_similarity": 0.301,
2602
  "size_similarity": 0.735,
2603
  "breadth_similarity": 0.667,
2604
  "concentration_similarity": 0.657,
@@ -2632,7 +2632,7 @@
2632
  "left_pr_number": 45421,
2633
  "right_pr_number": 47257,
2634
  "similarity": 0.28,
2635
- "content_similarity": 0.241,
2636
  "size_similarity": 0.24,
2637
  "breadth_similarity": 0.333,
2638
  "concentration_similarity": 0.856,
@@ -2657,7 +2657,7 @@
2657
  47310
2658
  ],
2659
  "representative_pr_number": 45985,
2660
- "average_similarity": 0.484,
2661
  "summary": "5 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
2662
  "shared_filenames": [
2663
  "src/transformers/generation/utils.py"
@@ -2671,8 +2671,8 @@
2671
  {
2672
  "left_pr_number": 39683,
2673
  "right_pr_number": 45985,
2674
- "similarity": 0.605,
2675
- "content_similarity": 0.51,
2676
  "size_similarity": 0.652,
2677
  "breadth_similarity": 1.0,
2678
  "concentration_similarity": 1.0,
@@ -2688,8 +2688,8 @@
2688
  {
2689
  "left_pr_number": 34667,
2690
  "right_pr_number": 45985,
2691
- "similarity": 0.595,
2692
- "content_similarity": 0.479,
2693
  "size_similarity": 0.733,
2694
  "breadth_similarity": 1.0,
2695
  "concentration_similarity": 1.0,
@@ -2705,8 +2705,8 @@
2705
  {
2706
  "left_pr_number": 34667,
2707
  "right_pr_number": 39683,
2708
- "similarity": 0.53,
2709
- "content_similarity": 0.44,
2710
  "size_similarity": 0.478,
2711
  "breadth_similarity": 1.0,
2712
  "concentration_similarity": 1.0,
@@ -2722,8 +2722,8 @@
2722
  {
2723
  "left_pr_number": 44872,
2724
  "right_pr_number": 47310,
2725
- "similarity": 0.496,
2726
- "content_similarity": 0.28,
2727
  "size_similarity": 1.0,
2728
  "breadth_similarity": 1.0,
2729
  "concentration_similarity": 1.0,
@@ -2739,8 +2739,8 @@
2739
  {
2740
  "left_pr_number": 44872,
2741
  "right_pr_number": 45985,
2742
- "similarity": 0.457,
2743
- "content_similarity": 0.396,
2744
  "size_similarity": 0.2,
2745
  "breadth_similarity": 1.0,
2746
  "concentration_similarity": 1.0,
@@ -2756,8 +2756,8 @@
2756
  {
2757
  "left_pr_number": 45985,
2758
  "right_pr_number": 47310,
2759
- "similarity": 0.455,
2760
- "content_similarity": 0.393,
2761
  "size_similarity": 0.2,
2762
  "breadth_similarity": 1.0,
2763
  "concentration_similarity": 1.0,
@@ -2773,8 +2773,8 @@
2773
  {
2774
  "left_pr_number": 34667,
2775
  "right_pr_number": 44872,
2776
- "similarity": 0.43,
2777
- "content_similarity": 0.342,
2778
  "size_similarity": 0.273,
2779
  "breadth_similarity": 1.0,
2780
  "concentration_similarity": 1.0,
@@ -2790,8 +2790,8 @@
2790
  {
2791
  "left_pr_number": 34667,
2792
  "right_pr_number": 47310,
2793
- "similarity": 0.428,
2794
- "content_similarity": 0.339,
2795
  "size_similarity": 0.273,
2796
  "breadth_similarity": 1.0,
2797
  "concentration_similarity": 1.0,
@@ -2807,8 +2807,8 @@
2807
  {
2808
  "left_pr_number": 39683,
2809
  "right_pr_number": 44872,
2810
- "similarity": 0.424,
2811
- "content_similarity": 0.364,
2812
  "size_similarity": 0.13,
2813
  "breadth_similarity": 1.0,
2814
  "concentration_similarity": 1.0,
@@ -2824,8 +2824,8 @@
2824
  {
2825
  "left_pr_number": 39683,
2826
  "right_pr_number": 47310,
2827
- "similarity": 0.422,
2828
- "content_similarity": 0.361,
2829
  "size_similarity": 0.13,
2830
  "breadth_similarity": 1.0,
2831
  "concentration_similarity": 1.0,
@@ -2850,7 +2850,7 @@
2850
  47336
2851
  ],
2852
  "representative_pr_number": 45649,
2853
- "average_similarity": 0.457,
2854
  "summary": "5 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
2855
  "shared_filenames": [
2856
  "src/transformers/modeling_utils.py"
@@ -2863,8 +2863,8 @@
2863
  {
2864
  "left_pr_number": 45649,
2865
  "right_pr_number": 47336,
2866
- "similarity": 0.528,
2867
- "content_similarity": 0.353,
2868
  "size_similarity": 0.875,
2869
  "breadth_similarity": 1.0,
2870
  "concentration_similarity": 1.0,
@@ -2877,12 +2877,12 @@
2877
  ]
2878
  },
2879
  {
2880
- "left_pr_number": 45548,
2881
- "right_pr_number": 45649,
2882
- "similarity": 0.514,
2883
- "content_similarity": 0.524,
2884
- "size_similarity": 0.149,
2885
- "breadth_similarity": 0.75,
2886
  "concentration_similarity": 1.0,
2887
  "shared_filenames": [
2888
  "src/transformers/modeling_utils.py"
@@ -2893,12 +2893,12 @@
2893
  ]
2894
  },
2895
  {
2896
- "left_pr_number": 45649,
2897
- "right_pr_number": 45655,
2898
- "similarity": 0.513,
2899
- "content_similarity": 0.351,
2900
- "size_similarity": 0.778,
2901
- "breadth_similarity": 1.0,
2902
  "concentration_similarity": 1.0,
2903
  "shared_filenames": [
2904
  "src/transformers/modeling_utils.py"
@@ -2911,8 +2911,8 @@
2911
  {
2912
  "left_pr_number": 45655,
2913
  "right_pr_number": 47336,
2914
- "similarity": 0.49,
2915
- "content_similarity": 0.295,
2916
  "size_similarity": 0.889,
2917
  "breadth_similarity": 1.0,
2918
  "concentration_similarity": 1.0,
@@ -2943,8 +2943,8 @@
2943
  {
2944
  "left_pr_number": 45655,
2945
  "right_pr_number": 47335,
2946
- "similarity": 0.461,
2947
- "content_similarity": 0.324,
2948
  "size_similarity": 0.562,
2949
  "breadth_similarity": 1.0,
2950
  "concentration_similarity": 1.0,
@@ -2959,8 +2959,8 @@
2959
  {
2960
  "left_pr_number": 47335,
2961
  "right_pr_number": 47336,
2962
- "similarity": 0.452,
2963
- "content_similarity": 0.325,
2964
  "size_similarity": 0.5,
2965
  "breadth_similarity": 1.0,
2966
  "concentration_similarity": 1.0,
@@ -2975,8 +2975,8 @@
2975
  {
2976
  "left_pr_number": 45548,
2977
  "right_pr_number": 47335,
2978
- "similarity": 0.404,
2979
- "content_similarity": 0.325,
2980
  "size_similarity": 0.34,
2981
  "breadth_similarity": 0.75,
2982
  "concentration_similarity": 1.0,
@@ -2990,10 +2990,10 @@
2990
  },
2991
  {
2992
  "left_pr_number": 45548,
2993
- "right_pr_number": 45655,
2994
- "similarity": 0.36,
2995
- "content_similarity": 0.295,
2996
- "size_similarity": 0.191,
2997
  "breadth_similarity": 0.75,
2998
  "concentration_similarity": 1.0,
2999
  "shared_filenames": [
@@ -3006,10 +3006,10 @@
3006
  },
3007
  {
3008
  "left_pr_number": 45548,
3009
- "right_pr_number": 47336,
3010
- "similarity": 0.358,
3011
- "content_similarity": 0.296,
3012
- "size_similarity": 0.17,
3013
  "breadth_similarity": 0.75,
3014
  "concentration_similarity": 1.0,
3015
  "shared_filenames": [
@@ -3032,7 +3032,7 @@
3032
  47222
3033
  ],
3034
  "representative_pr_number": 44615,
3035
- "average_similarity": 0.417,
3036
  "summary": "5 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
3037
  "shared_filenames": [
3038
  "src/transformers/utils/import_utils.py"
@@ -3046,8 +3046,8 @@
3046
  {
3047
  "left_pr_number": 44615,
3048
  "right_pr_number": 46152,
3049
- "similarity": 0.61,
3050
- "content_similarity": 0.532,
3051
  "size_similarity": 0.583,
3052
  "breadth_similarity": 1.0,
3053
  "concentration_similarity": 1.0,
@@ -3063,8 +3063,8 @@
3063
  {
3064
  "left_pr_number": 44615,
3065
  "right_pr_number": 46995,
3066
- "similarity": 0.481,
3067
- "content_similarity": 0.424,
3068
  "size_similarity": 0.229,
3069
  "breadth_similarity": 1.0,
3070
  "concentration_similarity": 1.0,
@@ -3097,8 +3097,8 @@
3097
  {
3098
  "left_pr_number": 44385,
3099
  "right_pr_number": 46995,
3100
- "similarity": 0.429,
3101
- "content_similarity": 0.314,
3102
  "size_similarity": 0.615,
3103
  "breadth_similarity": 0.667,
3104
  "concentration_similarity": 1.0,
@@ -3114,8 +3114,8 @@
3114
  {
3115
  "left_pr_number": 44615,
3116
  "right_pr_number": 47222,
3117
- "similarity": 0.41,
3118
- "content_similarity": 0.283,
3119
  "size_similarity": 0.857,
3120
  "breadth_similarity": 0.5,
3121
  "concentration_similarity": 0.667,
@@ -3131,8 +3131,8 @@
3131
  {
3132
  "left_pr_number": 44385,
3133
  "right_pr_number": 44615,
3134
- "similarity": 0.406,
3135
- "content_similarity": 0.334,
3136
  "size_similarity": 0.371,
3137
  "breadth_similarity": 0.667,
3138
  "concentration_similarity": 1.0,
@@ -3149,7 +3149,7 @@
3149
  "left_pr_number": 44385,
3150
  "right_pr_number": 46152,
3151
  "similarity": 0.386,
3152
- "content_similarity": 0.339,
3153
  "size_similarity": 0.217,
3154
  "breadth_similarity": 0.667,
3155
  "concentration_similarity": 1.0,
@@ -3165,8 +3165,8 @@
3165
  {
3166
  "left_pr_number": 46152,
3167
  "right_pr_number": 47222,
3168
- "similarity": 0.36,
3169
- "content_similarity": 0.288,
3170
  "size_similarity": 0.5,
3171
  "breadth_similarity": 0.5,
3172
  "concentration_similarity": 0.667,
@@ -3182,8 +3182,8 @@
3182
  {
3183
  "left_pr_number": 46995,
3184
  "right_pr_number": 47222,
3185
- "similarity": 0.31,
3186
- "content_similarity": 0.267,
3187
  "size_similarity": 0.267,
3188
  "breadth_similarity": 0.5,
3189
  "concentration_similarity": 0.667,
@@ -3199,8 +3199,8 @@
3199
  {
3200
  "left_pr_number": 44385,
3201
  "right_pr_number": 47222,
3202
- "similarity": 0.304,
3203
- "content_similarity": 0.21,
3204
  "size_similarity": 0.433,
3205
  "breadth_similarity": 0.583,
3206
  "concentration_similarity": 0.667,
@@ -3360,6 +3360,208 @@
3360
  }
3361
  ]
3362
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3363
  {
3364
  "cluster_id": "pr-scope-42975-4",
3365
  "pr_numbers": [
@@ -3414,7 +3616,7 @@
3414
  {
3415
  "left_pr_number": 42975,
3416
  "right_pr_number": 45077,
3417
- "similarity": 0.661,
3418
  "content_similarity": 0.598,
3419
  "size_similarity": 0.731,
3420
  "breadth_similarity": 0.833,
@@ -3461,7 +3663,7 @@
3461
  {
3462
  "left_pr_number": 45077,
3463
  "right_pr_number": 47208,
3464
- "similarity": 0.559,
3465
  "content_similarity": 0.54,
3466
  "size_similarity": 0.321,
3467
  "breadth_similarity": 0.833,
@@ -3486,7 +3688,7 @@
3486
  {
3487
  "left_pr_number": 42976,
3488
  "right_pr_number": 45077,
3489
- "similarity": 0.472,
3490
  "content_similarity": 0.494,
3491
  "size_similarity": 0.074,
3492
  "breadth_similarity": 0.659,
@@ -3536,7 +3738,7 @@
3536
  46364
3537
  ],
3538
  "representative_pr_number": 41441,
3539
- "average_similarity": 0.545,
3540
  "summary": "4 open PRs share weighted file overlap around `src/transformers/hf_argparser.py`; representative PR #41441.",
3541
  "shared_filenames": [
3542
  "src/transformers/hf_argparser.py"
@@ -3550,7 +3752,7 @@
3550
  "left_pr_number": 41441,
3551
  "right_pr_number": 43469,
3552
  "similarity": 0.665,
3553
- "content_similarity": 0.749,
3554
  "size_similarity": 0.35,
3555
  "breadth_similarity": 0.5,
3556
  "concentration_similarity": 0.75,
@@ -3581,7 +3783,7 @@
3581
  {
3582
  "left_pr_number": 29963,
3583
  "right_pr_number": 46364,
3584
- "similarity": 0.631,
3585
  "content_similarity": 0.658,
3586
  "size_similarity": 0.14,
3587
  "breadth_similarity": 1.0,
@@ -3630,7 +3832,7 @@
3630
  "left_pr_number": 43469,
3631
  "right_pr_number": 46364,
3632
  "similarity": 0.383,
3633
- "content_similarity": 0.347,
3634
  "size_similarity": 0.35,
3635
  "breadth_similarity": 0.5,
3636
  "concentration_similarity": 0.75,
@@ -3682,7 +3884,7 @@
3682
  {
3683
  "left_pr_number": 41097,
3684
  "right_pr_number": 43549,
3685
- "similarity": 0.554,
3686
  "content_similarity": 0.449,
3687
  "size_similarity": 0.6,
3688
  "breadth_similarity": 1.0,
@@ -3860,7 +4062,7 @@
3860
  "left_pr_number": 45438,
3861
  "right_pr_number": 46642,
3862
  "similarity": 0.401,
3863
- "content_similarity": 0.316,
3864
  "size_similarity": 0.654,
3865
  "breadth_similarity": 0.561,
3866
  "concentration_similarity": 0.499,
@@ -3880,7 +4082,7 @@
3880
  {
3881
  "left_pr_number": 45294,
3882
  "right_pr_number": 46642,
3883
- "similarity": 0.342,
3884
  "content_similarity": 0.314,
3885
  "size_similarity": 0.275,
3886
  "breadth_similarity": 0.561,
@@ -3901,7 +4103,7 @@
3901
  {
3902
  "left_pr_number": 45883,
3903
  "right_pr_number": 46642,
3904
- "similarity": 0.302,
3905
  "content_similarity": 0.322,
3906
  "size_similarity": 0.256,
3907
  "breadth_similarity": 0.174,
@@ -3969,7 +4171,7 @@
3969
  {
3970
  "left_pr_number": 45293,
3971
  "right_pr_number": 46580,
3972
- "similarity": 0.545,
3973
  "content_similarity": 0.501,
3974
  "size_similarity": 0.714,
3975
  "breadth_similarity": 0.5,
@@ -4190,7 +4392,7 @@
4190
  47301
4191
  ],
4192
  "representative_pr_number": 44550,
4193
- "average_similarity": 0.358,
4194
  "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
4195
  "shared_filenames": [],
4196
  "shared_directories": [
@@ -4235,7 +4437,7 @@
4235
  "left_pr_number": 44550,
4236
  "right_pr_number": 47301,
4237
  "similarity": 0.356,
4238
- "content_similarity": 0.099,
4239
  "size_similarity": 0.909,
4240
  "breadth_similarity": 1.0,
4241
  "concentration_similarity": 1.0,
@@ -4264,7 +4466,7 @@
4264
  {
4265
  "left_pr_number": 33686,
4266
  "right_pr_number": 47301,
4267
- "similarity": 0.346,
4268
  "content_similarity": 0.086,
4269
  "size_similarity": 0.909,
4270
  "breadth_similarity": 1.0,
@@ -4279,8 +4481,8 @@
4279
  {
4280
  "left_pr_number": 44407,
4281
  "right_pr_number": 47301,
4282
- "similarity": 0.344,
4283
- "content_similarity": 0.091,
4284
  "size_similarity": 0.87,
4285
  "breadth_similarity": 1.0,
4286
  "concentration_similarity": 1.0,
@@ -4313,10 +4515,10 @@
4313
  "pairwise": [
4314
  {
4315
  "left_pr_number": 46319,
4316
- "right_pr_number": 47212,
4317
- "similarity": 0.358,
4318
- "content_similarity": 0.088,
4319
- "size_similarity": 0.974,
4320
  "breadth_similarity": 1.0,
4321
  "concentration_similarity": 1.0,
4322
  "shared_filenames": [],
@@ -4328,10 +4530,10 @@
4328
  },
4329
  {
4330
  "left_pr_number": 46319,
4331
- "right_pr_number": 47304,
4332
  "similarity": 0.358,
4333
- "content_similarity": 0.095,
4334
- "size_similarity": 0.946,
4335
  "breadth_similarity": 1.0,
4336
  "concentration_similarity": 1.0,
4337
  "shared_filenames": [],
@@ -4344,7 +4546,7 @@
4344
  {
4345
  "left_pr_number": 46889,
4346
  "right_pr_number": 47212,
4347
- "similarity": 0.354,
4348
  "content_similarity": 0.078,
4349
  "size_similarity": 1.0,
4350
  "breadth_similarity": 1.0,
@@ -4375,7 +4577,7 @@
4375
  "left_pr_number": 46319,
4376
  "right_pr_number": 46889,
4377
  "similarity": 0.351,
4378
- "content_similarity": 0.078,
4379
  "size_similarity": 0.974,
4380
  "breadth_similarity": 1.0,
4381
  "concentration_similarity": 1.0,
@@ -4389,7 +4591,7 @@
4389
  {
4390
  "left_pr_number": 46889,
4391
  "right_pr_number": 47304,
4392
- "similarity": 0.346,
4393
  "content_similarity": 0.083,
4394
  "size_similarity": 0.921,
4395
  "breadth_similarity": 1.0,
@@ -4724,47 +4926,119 @@
4724
  ]
4725
  },
4726
  {
4727
- "cluster_id": "pr-scope-44015-3",
4728
  "pr_numbers": [
4729
- 44015,
4730
- 44059,
4731
- 44676
4732
  ],
4733
- "representative_pr_number": 44059,
4734
- "average_similarity": 0.575,
4735
- "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gpt2/modeling_gpt2.py`; representative PR #44059.",
4736
  "shared_filenames": [
4737
- "src/transformers/models/gpt2/modeling_gpt2.py"
4738
  ],
4739
  "shared_directories": [
4740
- "src/transformers/models/gpt2",
4741
- "src/transformers/models",
4742
  "src/transformers",
4743
  "src"
4744
  ],
4745
  "pairwise": [
4746
  {
4747
- "left_pr_number": 44059,
4748
- "right_pr_number": 44676,
4749
- "similarity": 0.684,
4750
- "content_similarity": 0.75,
4751
- "size_similarity": 0.062,
4752
- "breadth_similarity": 1.0,
4753
- "concentration_similarity": 1.0,
4754
  "shared_filenames": [
4755
- "src/transformers/models/gpt2/modeling_gpt2.py"
4756
  ],
4757
  "shared_directories": [
4758
- "src/transformers/models/gpt2",
4759
- "src/transformers/models",
4760
  "src/transformers",
4761
  "src"
4762
  ]
4763
  },
4764
  {
4765
- "left_pr_number": 44015,
4766
- "right_pr_number": 44059,
4767
- "similarity": 0.619,
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4768
  "content_similarity": 0.686,
4769
  "size_similarity": 0.543,
4770
  "breadth_similarity": 0.333,
@@ -5006,6 +5280,92 @@
5006
  }
5007
  ]
5008
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5009
  {
5010
  "cluster_id": "pr-scope-34925-3",
5011
  "pr_numbers": [
@@ -5030,8 +5390,8 @@
5030
  {
5031
  "left_pr_number": 34925,
5032
  "right_pr_number": 45917,
5033
- "similarity": 0.501,
5034
- "content_similarity": 0.434,
5035
  "size_similarity": 0.39,
5036
  "breadth_similarity": 1.0,
5037
  "concentration_similarity": 0.78,
@@ -5048,7 +5408,7 @@
5048
  {
5049
  "left_pr_number": 34925,
5050
  "right_pr_number": 47261,
5051
- "similarity": 0.463,
5052
  "content_similarity": 0.442,
5053
  "size_similarity": 0.162,
5054
  "breadth_similarity": 0.833,
@@ -5067,8 +5427,8 @@
5067
  {
5068
  "left_pr_number": 45917,
5069
  "right_pr_number": 47261,
5070
- "similarity": 0.442,
5071
- "content_similarity": 0.373,
5072
  "size_similarity": 0.415,
5073
  "breadth_similarity": 0.833,
5074
  "concentration_similarity": 0.709,
@@ -5092,7 +5452,7 @@
5092
  44682
5093
  ],
5094
  "representative_pr_number": 43656,
5095
- "average_similarity": 0.46,
5096
  "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43656.",
5097
  "shared_filenames": [
5098
  "src/transformers/cli/serve.py"
@@ -5124,7 +5484,7 @@
5124
  "left_pr_number": 43656,
5125
  "right_pr_number": 44682,
5126
  "similarity": 0.424,
5127
- "content_similarity": 0.466,
5128
  "size_similarity": 0.048,
5129
  "breadth_similarity": 0.5,
5130
  "concentration_similarity": 0.802,
@@ -5156,6 +5516,86 @@
5156
  }
5157
  ]
5158
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5159
  {
5160
  "cluster_id": "pr-scope-46099-3",
5161
  "pr_numbers": [
@@ -5164,7 +5604,7 @@
5164
  47165
5165
  ],
5166
  "representative_pr_number": 46269,
5167
- "average_similarity": 0.451,
5168
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/apertus/configuration_apertus.py`, `src/transformers/models/apertus/modular_apertus.py`, `src/transformers/models/cohere/configuration_cohere.py`; representative PR #46269.",
5169
  "shared_filenames": [
5170
  "src/transformers/models/apertus/configuration_apertus.py",
@@ -5190,8 +5630,8 @@
5190
  {
5191
  "left_pr_number": 46269,
5192
  "right_pr_number": 47165,
5193
- "similarity": 0.54,
5194
- "content_similarity": 0.584,
5195
  "size_similarity": 0.083,
5196
  "breadth_similarity": 0.773,
5197
  "concentration_similarity": 0.825,
@@ -5216,14 +5656,14 @@
5216
  "src/transformers/models/bitnet",
5217
  "src/transformers/models/cohere",
5218
  "src/transformers/models/cohere2",
5219
- "src/transformers/models/cohere2_moe",
5220
- "src/transformers/models/csm"
5221
  ]
5222
  },
5223
  {
5224
  "left_pr_number": 46099,
5225
  "right_pr_number": 46269,
5226
- "similarity": 0.411,
5227
  "content_similarity": 0.486,
5228
  "size_similarity": 0.013,
5229
  "breadth_similarity": 0.284,
@@ -5256,114 +5696,34 @@
5256
  {
5257
  "left_pr_number": 46099,
5258
  "right_pr_number": 47165,
5259
- "similarity": 0.402,
5260
- "content_similarity": 0.445,
5261
  "size_similarity": 0.152,
5262
  "breadth_similarity": 0.364,
5263
  "concentration_similarity": 0.63,
5264
  "shared_filenames": [
5265
- "src/transformers/models/apertus/configuration_apertus.py",
5266
- "src/transformers/models/apertus/modular_apertus.py",
5267
- "src/transformers/models/arcee/configuration_arcee.py",
5268
- "src/transformers/models/aria/configuration_aria.py",
5269
- "src/transformers/models/cohere/configuration_cohere.py",
5270
- "src/transformers/models/cohere2/configuration_cohere2.py",
5271
- "src/transformers/models/cohere2/modular_cohere2.py",
5272
- "src/transformers/models/cwm/configuration_cwm.py",
5273
- "src/transformers/models/deepseek_v2/configuration_deepseek_v2.py",
5274
- "src/transformers/models/ernie4_5/configuration_ernie4_5.py"
5275
- ],
5276
- "shared_directories": [
5277
- "src/transformers/models/apertus",
5278
- "src/transformers/models/arcee",
5279
- "src/transformers/models/aria",
5280
- "src/transformers/models/cohere",
5281
- "src/transformers/models/cohere2",
5282
- "src/transformers/models/cwm",
5283
- "src/transformers/models/deepseek_v2",
5284
- "src/transformers/models/ernie4_5",
5285
- "src/transformers/models/eurobert",
5286
- "src/transformers/models/exaone4"
5287
- ]
5288
- }
5289
- ]
5290
- },
5291
- {
5292
- "cluster_id": "pr-scope-43291-3",
5293
- "pr_numbers": [
5294
- 43291,
5295
- 45773,
5296
- 47441
5297
- ],
5298
- "representative_pr_number": 47441,
5299
- "average_similarity": 0.45,
5300
- "summary": "3 open PRs share weighted file overlap around `tests/models/whisper/test_modeling_whisper.py`; representative PR #47441.",
5301
- "shared_filenames": [
5302
- "tests/models/whisper/test_modeling_whisper.py"
5303
- ],
5304
- "shared_directories": [
5305
- "tests/models/whisper",
5306
- "tests/models",
5307
- "tests",
5308
- "src/transformers/models/whisper",
5309
- "src/transformers/models",
5310
- "src/transformers",
5311
- "src"
5312
- ],
5313
- "pairwise": [
5314
- {
5315
- "left_pr_number": 43291,
5316
- "right_pr_number": 47441,
5317
- "similarity": 0.543,
5318
- "content_similarity": 0.557,
5319
- "size_similarity": 0.518,
5320
- "breadth_similarity": 0.5,
5321
- "concentration_similarity": 0.508,
5322
- "shared_filenames": [
5323
- "tests/models/whisper/test_modeling_whisper.py"
5324
- ],
5325
- "shared_directories": [
5326
- "tests/models/whisper",
5327
- "tests/models",
5328
- "tests"
5329
- ]
5330
- },
5331
- {
5332
- "left_pr_number": 45773,
5333
- "right_pr_number": 47441,
5334
- "similarity": 0.418,
5335
- "content_similarity": 0.396,
5336
- "size_similarity": 0.675,
5337
- "breadth_similarity": 0.134,
5338
- "concentration_similarity": 0.519,
5339
- "shared_filenames": [
5340
- "tests/models/whisper/test_modeling_whisper.py"
5341
- ],
5342
- "shared_directories": [
5343
- "tests/models/whisper",
5344
- "tests/models",
5345
- "tests"
5346
- ]
5347
- },
5348
- {
5349
- "left_pr_number": 43291,
5350
- "right_pr_number": 45773,
5351
- "similarity": 0.389,
5352
- "content_similarity": 0.283,
5353
- "size_similarity": 0.766,
5354
- "breadth_similarity": 0.268,
5355
- "concentration_similarity": 0.989,
5356
- "shared_filenames": [
5357
- "tests/models/whisper/test_modeling_whisper.py"
5358
  ],
5359
  "shared_directories": [
5360
- "src/transformers/models/whisper",
5361
- "src/transformers/models",
5362
- "tests/models/whisper",
5363
- "src/transformers",
5364
- "tests/models",
5365
- "src",
5366
- "tests"
 
 
 
5367
  ]
5368
  }
5369
  ]
@@ -5376,7 +5736,7 @@
5376
  46211
5377
  ],
5378
  "representative_pr_number": 45742,
5379
- "average_similarity": 0.417,
5380
  "summary": "3 open PRs share weighted file overlap around `tests/models/llama/test_modeling_llama.py`, `src/transformers/models/llama/configuration_llama.py`, `src/transformers/models/llama/modeling_llama.py`; representative PR #45742.",
5381
  "shared_filenames": [
5382
  "tests/models/llama/test_modeling_llama.py",
@@ -5504,7 +5864,7 @@
5504
  {
5505
  "left_pr_number": 46177,
5506
  "right_pr_number": 47224,
5507
- "similarity": 0.318,
5508
  "content_similarity": 0.284,
5509
  "size_similarity": 0.389,
5510
  "breadth_similarity": 0.267,
@@ -5595,7 +5955,7 @@
5595
  46775
5596
  ],
5597
  "representative_pr_number": 44889,
5598
- "average_similarity": 0.384,
5599
  "summary": "3 open PRs share weighted file overlap around `src/transformers/trainer.py`, `tests/trainer/distributed/test_trainer_distributed_deepspeed.py`; representative PR #44889.",
5600
  "shared_filenames": [
5601
  "src/transformers/trainer.py",
@@ -5612,8 +5972,8 @@
5612
  {
5613
  "left_pr_number": 44889,
5614
  "right_pr_number": 46775,
5615
- "similarity": 0.453,
5616
- "content_similarity": 0.33,
5617
  "size_similarity": 0.877,
5618
  "breadth_similarity": 0.458,
5619
  "concentration_similarity": 0.9,
@@ -5632,8 +5992,8 @@
5632
  {
5633
  "left_pr_number": 44889,
5634
  "right_pr_number": 44981,
5635
- "similarity": 0.396,
5636
- "content_similarity": 0.152,
5637
  "size_similarity": 0.991,
5638
  "breadth_similarity": 1.0,
5639
  "concentration_similarity": 0.812,
@@ -5650,8 +6010,8 @@
5650
  {
5651
  "left_pr_number": 44981,
5652
  "right_pr_number": 46775,
5653
- "similarity": 0.301,
5654
- "content_similarity": 0.125,
5655
  "size_similarity": 0.885,
5656
  "breadth_similarity": 0.458,
5657
  "concentration_similarity": 0.712,
@@ -5714,7 +6074,7 @@
5714
  {
5715
  "left_pr_number": 46138,
5716
  "right_pr_number": 46501,
5717
- "similarity": 0.329,
5718
  "content_similarity": 0.096,
5719
  "size_similarity": 0.75,
5720
  "breadth_similarity": 1.0,
@@ -6036,7 +6396,7 @@
6036
  "left_pr_number": 45639,
6037
  "right_pr_number": 45645,
6038
  "similarity": 0.883,
6039
- "content_similarity": 0.894,
6040
  "size_similarity": 0.918,
6041
  "breadth_similarity": 0.75,
6042
  "concentration_similarity": 0.898,
@@ -6098,43 +6458,6 @@
6098
  }
6099
  ]
6100
  },
6101
- {
6102
- "cluster_id": "pr-scope-47315-2",
6103
- "pr_numbers": [
6104
- 47315,
6105
- 47430
6106
- ],
6107
- "representative_pr_number": 47315,
6108
- "average_similarity": 0.851,
6109
- "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/compressed_tensors.py`; representative PR #47315.",
6110
- "shared_filenames": [
6111
- "src/transformers/integrations/compressed_tensors.py"
6112
- ],
6113
- "shared_directories": [
6114
- "src/transformers/integrations",
6115
- "src/transformers",
6116
- "src"
6117
- ],
6118
- "pairwise": [
6119
- {
6120
- "left_pr_number": 47315,
6121
- "right_pr_number": 47430,
6122
- "similarity": 0.851,
6123
- "content_similarity": 0.885,
6124
- "size_similarity": 0.941,
6125
- "breadth_similarity": 0.5,
6126
- "concentration_similarity": 0.812,
6127
- "shared_filenames": [
6128
- "src/transformers/integrations/compressed_tensors.py"
6129
- ],
6130
- "shared_directories": [
6131
- "src/transformers/integrations",
6132
- "src/transformers",
6133
- "src"
6134
- ]
6135
- }
6136
- ]
6137
- },
6138
  {
6139
  "cluster_id": "pr-scope-47282-2",
6140
  "pr_numbers": [
@@ -6465,7 +6788,7 @@
6465
  "left_pr_number": 41901,
6466
  "right_pr_number": 45523,
6467
  "similarity": 0.71,
6468
- "content_similarity": 0.766,
6469
  "size_similarity": 0.158,
6470
  "breadth_similarity": 1.0,
6471
  "concentration_similarity": 1.0,
@@ -6543,7 +6866,7 @@
6543
  "left_pr_number": 43085,
6544
  "right_pr_number": 47271,
6545
  "similarity": 0.648,
6546
- "content_similarity": 0.616,
6547
  "size_similarity": 0.693,
6548
  "breadth_similarity": 0.667,
6549
  "concentration_similarity": 0.916,
@@ -6700,7 +7023,7 @@
6700
  "left_pr_number": 47290,
6701
  "right_pr_number": 47384,
6702
  "similarity": 0.565,
6703
- "content_similarity": 0.449,
6704
  "size_similarity": 0.765,
6705
  "breadth_similarity": 0.861,
6706
  "concentration_similarity": 0.987,
@@ -6808,6 +7131,39 @@
6808
  }
6809
  ]
6810
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6811
  {
6812
  "cluster_id": "pr-scope-45730-2",
6813
  "pr_numbers": [
@@ -6852,7 +7208,7 @@
6852
  47250
6853
  ],
6854
  "representative_pr_number": 45300,
6855
- "average_similarity": 0.527,
6856
  "summary": "2 open PRs share weighted file overlap around `tests/models/nemotron_h/test_modeling_nemotron_h.py`, `src/transformers/models/nemotron_h/modeling_nemotron_h.py`; representative PR #45300.",
6857
  "shared_filenames": [
6858
  "tests/models/nemotron_h/test_modeling_nemotron_h.py",
@@ -6871,8 +7227,8 @@
6871
  {
6872
  "left_pr_number": 45300,
6873
  "right_pr_number": 47250,
6874
- "similarity": 0.527,
6875
- "content_similarity": 0.411,
6876
  "size_similarity": 0.807,
6877
  "breadth_similarity": 0.875,
6878
  "concentration_similarity": 0.63,
@@ -6899,7 +7255,7 @@
6899
  47341
6900
  ],
6901
  "representative_pr_number": 46376,
6902
- "average_similarity": 0.516,
6903
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/continuous_batching/cache.py`, `tests/generation/test_continuous_batching.py`; representative PR #46376.",
6904
  "shared_filenames": [
6905
  "src/transformers/generation/continuous_batching/cache.py",
@@ -6917,8 +7273,8 @@
6917
  {
6918
  "left_pr_number": 46376,
6919
  "right_pr_number": 47341,
6920
- "similarity": 0.516,
6921
- "content_similarity": 0.575,
6922
  "size_similarity": 0.037,
6923
  "breadth_similarity": 0.6,
6924
  "concentration_similarity": 0.967,
@@ -6959,7 +7315,7 @@
6959
  "left_pr_number": 45056,
6960
  "right_pr_number": 45128,
6961
  "similarity": 0.513,
6962
- "content_similarity": 0.413,
6963
  "size_similarity": 0.669,
6964
  "breadth_similarity": 0.875,
6965
  "concentration_similarity": 0.724,
@@ -7106,7 +7462,7 @@
7106
  "left_pr_number": 43532,
7107
  "right_pr_number": 43649,
7108
  "similarity": 0.498,
7109
- "content_similarity": 0.437,
7110
  "size_similarity": 0.395,
7111
  "breadth_similarity": 0.875,
7112
  "concentration_similarity": 0.893,
@@ -7281,7 +7637,7 @@
7281
  46126
7282
  ],
7283
  "representative_pr_number": 46113,
7284
- "average_similarity": 0.467,
7285
  "summary": "2 open PRs share weighted file overlap around `src/transformers/distributed/utils.py`; representative PR #46113.",
7286
  "shared_filenames": [
7287
  "src/transformers/distributed/utils.py"
@@ -7295,8 +7651,8 @@
7295
  {
7296
  "left_pr_number": 46113,
7297
  "right_pr_number": 46126,
7298
- "similarity": 0.467,
7299
- "content_similarity": 0.517,
7300
  "size_similarity": 0.302,
7301
  "breadth_similarity": 0.292,
7302
  "concentration_similarity": 0.603,
@@ -7311,45 +7667,6 @@
7311
  }
7312
  ]
7313
  },
7314
- {
7315
- "cluster_id": "pr-scope-32189-2",
7316
- "pr_numbers": [
7317
- 32189,
7318
- 42655
7319
- ],
7320
- "representative_pr_number": 32189,
7321
- "average_similarity": 0.459,
7322
- "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/candidate_generator.py`, `src/transformers/generation/utils.py`; representative PR #32189.",
7323
- "shared_filenames": [
7324
- "src/transformers/generation/candidate_generator.py",
7325
- "src/transformers/generation/utils.py"
7326
- ],
7327
- "shared_directories": [
7328
- "src/transformers/generation",
7329
- "src/transformers",
7330
- "src"
7331
- ],
7332
- "pairwise": [
7333
- {
7334
- "left_pr_number": 32189,
7335
- "right_pr_number": 42655,
7336
- "similarity": 0.459,
7337
- "content_similarity": 0.494,
7338
- "size_similarity": 0.231,
7339
- "breadth_similarity": 0.5,
7340
- "concentration_similarity": 0.568,
7341
- "shared_filenames": [
7342
- "src/transformers/generation/candidate_generator.py",
7343
- "src/transformers/generation/utils.py"
7344
- ],
7345
- "shared_directories": [
7346
- "src/transformers/generation",
7347
- "src/transformers",
7348
- "src"
7349
- ]
7350
- }
7351
- ]
7352
- },
7353
  {
7354
  "cluster_id": "pr-scope-45570-2",
7355
  "pr_numbers": [
@@ -7473,7 +7790,7 @@
7473
  "left_pr_number": 47164,
7474
  "right_pr_number": 47340,
7475
  "similarity": 0.438,
7476
- "content_similarity": 0.375,
7477
  "size_similarity": 0.179,
7478
  "breadth_similarity": 1.0,
7479
  "concentration_similarity": 0.965,
@@ -7565,71 +7882,6 @@
7565
  }
7566
  ]
7567
  },
7568
- {
7569
- "cluster_id": "pr-scope-44973-2",
7570
- "pr_numbers": [
7571
- 44973,
7572
- 47170
7573
- ],
7574
- "representative_pr_number": 44973,
7575
- "average_similarity": 0.43,
7576
- "summary": "2 open PRs share weighted file overlap around `src/transformers/models/glm4v/modeling_glm4v.py`, `src/transformers/models/glm_ocr/modeling_glm_ocr.py`, `src/transformers/models/glm_ocr/modular_glm_ocr.py`; representative PR #44973.",
7577
- "shared_filenames": [
7578
- "src/transformers/models/glm4v/modeling_glm4v.py",
7579
- "src/transformers/models/glm_ocr/modeling_glm_ocr.py",
7580
- "src/transformers/models/glm_ocr/modular_glm_ocr.py",
7581
- "src/transformers/models/qwen3_vl/modeling_qwen3_vl.py",
7582
- "src/transformers/models/video_llama_3/modeling_video_llama_3.py",
7583
- "src/transformers/models/glm_image/modeling_glm_image.py",
7584
- "src/transformers/models/paddleocr_vl/modeling_paddleocr_vl.py",
7585
- "src/transformers/models/qwen2_5_vl/modeling_qwen2_5_vl.py"
7586
- ],
7587
- "shared_directories": [
7588
- "src/transformers/models/glm_ocr",
7589
- "src/transformers/models/video_llama_3",
7590
- "src/transformers/models/glm_image",
7591
- "src/transformers/models/qwen3_vl",
7592
- "src/transformers/models/glm4v_moe",
7593
- "src/transformers/models/ernie4_5_vl_moe",
7594
- "src/transformers/models/glm4v",
7595
- "src/transformers/models/paddleocr_vl"
7596
- ],
7597
- "pairwise": [
7598
- {
7599
- "left_pr_number": 44973,
7600
- "right_pr_number": 47170,
7601
- "similarity": 0.43,
7602
- "content_similarity": 0.449,
7603
- "size_similarity": 0.081,
7604
- "breadth_similarity": 0.564,
7605
- "concentration_similarity": 0.938,
7606
- "shared_filenames": [
7607
- "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
7608
- "src/transformers/models/glm4v/modeling_glm4v.py",
7609
- "src/transformers/models/glm4v_moe/modeling_glm4v_moe.py",
7610
- "src/transformers/models/glm_image/modeling_glm_image.py",
7611
- "src/transformers/models/glm_image/modular_glm_image.py",
7612
- "src/transformers/models/glm_ocr/modeling_glm_ocr.py",
7613
- "src/transformers/models/glm_ocr/modular_glm_ocr.py",
7614
- "src/transformers/models/paddleocr_vl/modeling_paddleocr_vl.py",
7615
- "src/transformers/models/qwen2_5_omni/modeling_qwen2_5_omni.py",
7616
- "src/transformers/models/qwen2_5_omni/modular_qwen2_5_omni.py"
7617
- ],
7618
- "shared_directories": [
7619
- "src/transformers/models/ernie4_5_vl_moe",
7620
- "src/transformers/models/glm4v",
7621
- "src/transformers/models/glm4v_moe",
7622
- "src/transformers/models/glm_image",
7623
- "src/transformers/models/glm_ocr",
7624
- "src/transformers/models/paddleocr_vl",
7625
- "src/transformers/models/qwen2_5_omni",
7626
- "src/transformers/models/qwen2_5_vl",
7627
- "src/transformers/models/qwen2_vl",
7628
- "src/transformers/models/qwen3_5"
7629
- ]
7630
- }
7631
- ]
7632
- },
7633
  {
7634
  "cluster_id": "pr-scope-45822-2",
7635
  "pr_numbers": [
@@ -7790,6 +8042,71 @@
7790
  }
7791
  ]
7792
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7793
  {
7794
  "cluster_id": "pr-scope-43446-2",
7795
  "pr_numbers": [
@@ -7897,7 +8214,7 @@
7897
  46148
7898
  ],
7899
  "representative_pr_number": 45513,
7900
- "average_similarity": 0.385,
7901
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/qwen3_next/modular_qwen3_next.py`, `src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py`, `src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py`; representative PR #45513.",
7902
  "shared_filenames": [
7903
  "src/transformers/models/qwen3_next/modular_qwen3_next.py",
@@ -7919,7 +8236,7 @@
7919
  {
7920
  "left_pr_number": 45513,
7921
  "right_pr_number": 46148,
7922
- "similarity": 0.385,
7923
  "content_similarity": 0.366,
7924
  "size_similarity": 0.229,
7925
  "breadth_similarity": 0.536,
@@ -8069,7 +8386,7 @@
8069
  "left_pr_number": 45105,
8070
  "right_pr_number": 47342,
8071
  "similarity": 0.341,
8072
- "content_similarity": 0.069,
8073
  "size_similarity": 1.0,
8074
  "breadth_similarity": 1.0,
8075
  "concentration_similarity": 0.863,
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260721T060018Z",
4
+ "generated_at": "2026-07-21T06:01:52Z",
5
+ "cluster_count": 88,
6
  "pr_scope_clusters": [
7
  {
8
  "cluster_id": "pr-scope-43636-11",
 
97
  {
98
  "left_pr_number": 43651,
99
  "right_pr_number": 45067,
100
+ "similarity": 0.515,
101
+ "content_similarity": 0.367,
102
  "size_similarity": 0.72,
103
  "breadth_similarity": 1.0,
104
  "concentration_similarity": 1.0,
 
113
  {
114
  "left_pr_number": 43663,
115
  "right_pr_number": 44123,
116
+ "similarity": 0.499,
117
+ "content_similarity": 0.401,
118
  "size_similarity": 0.455,
119
  "breadth_similarity": 1.0,
120
  "concentration_similarity": 1.0,
 
146
  "left_pr_number": 44257,
147
  "right_pr_number": 44660,
148
  "similarity": 0.482,
149
+ "content_similarity": 0.261,
150
  "size_similarity": 1.0,
151
  "breadth_similarity": 1.0,
152
  "concentration_similarity": 1.0,
 
242
  "left_pr_number": 44189,
243
  "right_pr_number": 44660,
244
  "similarity": 0.461,
245
+ "content_similarity": 0.302,
246
  "size_similarity": 0.667,
247
  "breadth_similarity": 1.0,
248
  "concentration_similarity": 1.0,
 
290
  "left_pr_number": 44189,
291
  "right_pr_number": 45055,
292
  "similarity": 0.445,
293
+ "content_similarity": 0.261,
294
  "size_similarity": 0.75,
295
  "breadth_similarity": 1.0,
296
  "concentration_similarity": 1.0,
 
306
  "left_pr_number": 43636,
307
  "right_pr_number": 45067,
308
  "similarity": 0.441,
309
+ "content_similarity": 0.322,
310
  "size_similarity": 0.44,
311
  "breadth_similarity": 1.0,
312
  "concentration_similarity": 1.0,
 
338
  "left_pr_number": 44660,
339
  "right_pr_number": 45067,
340
  "similarity": 0.437,
341
+ "content_similarity": 0.359,
342
  "size_similarity": 0.24,
343
  "breadth_similarity": 1.0,
344
  "concentration_similarity": 1.0,
 
417
  {
418
  "left_pr_number": 43663,
419
  "right_pr_number": 44257,
420
+ "similarity": 0.423,
421
  "content_similarity": 0.338,
422
  "size_similarity": 0.24,
423
  "breadth_similarity": 1.0,
 
434
  "left_pr_number": 43651,
435
  "right_pr_number": 44123,
436
  "similarity": 0.42,
437
+ "content_similarity": 0.316,
438
  "size_similarity": 0.327,
439
  "breadth_similarity": 1.0,
440
  "concentration_similarity": 1.0,
 
450
  "left_pr_number": 45055,
451
  "right_pr_number": 47379,
452
  "similarity": 0.419,
453
+ "content_similarity": 0.277,
454
  "size_similarity": 0.5,
455
  "breadth_similarity": 1.0,
456
  "concentration_similarity": 1.0,
 
465
  {
466
  "left_pr_number": 43651,
467
  "right_pr_number": 44660,
468
+ "similarity": 0.418,
469
  "content_similarity": 0.311,
470
  "size_similarity": 0.333,
471
  "breadth_similarity": 1.0,
 
546
  "left_pr_number": 43636,
547
  "right_pr_number": 44257,
548
  "similarity": 0.395,
549
+ "content_similarity": 0.234,
550
  "size_similarity": 0.545,
551
  "breadth_similarity": 1.0,
552
  "concentration_similarity": 1.0,
 
641
  {
642
  "left_pr_number": 44123,
643
  "right_pr_number": 44660,
644
+ "similarity": 0.383,
645
  "content_similarity": 0.309,
646
  "size_similarity": 0.109,
647
  "breadth_similarity": 1.0,
 
657
  {
658
  "left_pr_number": 44257,
659
  "right_pr_number": 45055,
660
+ "similarity": 0.383,
661
  "content_similarity": 0.225,
662
  "size_similarity": 0.5,
663
  "breadth_similarity": 1.0,
 
754
  "left_pr_number": 43651,
755
  "right_pr_number": 45055,
756
  "similarity": 0.363,
757
+ "content_similarity": 0.269,
758
  "size_similarity": 0.167,
759
  "breadth_similarity": 1.0,
760
  "concentration_similarity": 1.0,
 
897
  {
898
  "left_pr_number": 44123,
899
  "right_pr_number": 45273,
900
+ "similarity": 0.316,
901
  "content_similarity": 0.229,
902
  "size_similarity": 0.036,
903
  "breadth_similarity": 1.0,
 
1057
  {
1058
  "left_pr_number": 46718,
1059
  "right_pr_number": 47400,
1060
+ "similarity": 0.781,
1061
  "content_similarity": 0.806,
1062
  "size_similarity": 0.627,
1063
  "breadth_similarity": 0.75,
 
1080
  "left_pr_number": 45546,
1081
  "right_pr_number": 47400,
1082
  "similarity": 0.779,
1083
+ "content_similarity": 0.802,
1084
  "size_similarity": 0.627,
1085
  "breadth_similarity": 0.75,
1086
  "concentration_similarity": 0.96,
 
1282
  "left_pr_number": 44070,
1283
  "right_pr_number": 47421,
1284
  "similarity": 0.678,
1285
+ "content_similarity": 0.629,
1286
  "size_similarity": 0.765,
1287
  "breadth_similarity": 0.75,
1288
  "concentration_similarity": 0.975,
 
1348
  "left_pr_number": 46718,
1349
  "right_pr_number": 47052,
1350
  "similarity": 0.644,
1351
+ "content_similarity": 0.593,
1352
  "size_similarity": 0.773,
1353
  "breadth_similarity": 0.667,
1354
  "concentration_similarity": 0.923,
 
1390
  "left_pr_number": 45668,
1391
  "right_pr_number": 47052,
1392
  "similarity": 0.64,
1393
+ "content_similarity": 0.544,
1394
  "size_similarity": 1.0,
1395
  "breadth_similarity": 0.667,
1396
  "concentration_similarity": 0.835,
 
1539
  {
1540
  "left_pr_number": 47052,
1541
  "right_pr_number": 47421,
1542
+ "similarity": 0.496,
1543
  "content_similarity": 0.487,
1544
  "size_similarity": 0.409,
1545
  "breadth_similarity": 0.5,
 
1728
  "left_pr_number": 46554,
1729
  "right_pr_number": 46558,
1730
  "similarity": 0.825,
1731
+ "content_similarity": 0.94,
1732
  "size_similarity": 0.111,
1733
  "breadth_similarity": 1.0,
1734
  "concentration_similarity": 1.0,
 
1799
  {
1800
  "left_pr_number": 46504,
1801
  "right_pr_number": 46554,
1802
+ "similarity": 0.263,
1803
  "content_similarity": 0.137,
1804
  "size_similarity": 0.111,
1805
  "breadth_similarity": 1.0,
 
2121
  47216
2122
  ],
2123
  "representative_pr_number": 46303,
2124
+ "average_similarity": 0.411,
2125
  "summary": "6 open PRs share weighted file overlap around `tests/quantization/compressed_tensors_integration/test_compressed_tensors.py`, `src/transformers/utils/quantization_config.py`, `tests/quantization/compressed_tensors_integration/test_compressed_models.py`; representative PR #46303.",
2126
  "shared_filenames": [
2127
  "tests/quantization/compressed_tensors_integration/test_compressed_tensors.py",
 
2168
  {
2169
  "left_pr_number": 45699,
2170
  "right_pr_number": 47216,
2171
+ "similarity": 0.706,
2172
+ "content_similarity": 0.598,
2173
  "size_similarity": 0.995,
2174
  "breadth_similarity": 0.95,
2175
  "concentration_similarity": 0.85,
 
2216
  {
2217
  "left_pr_number": 43747,
2218
  "right_pr_number": 47216,
2219
+ "similarity": 0.435,
2220
+ "content_similarity": 0.51,
2221
  "size_similarity": 0.126,
2222
  "breadth_similarity": 0.3,
2223
  "concentration_similarity": 0.575,
 
2237
  {
2238
  "left_pr_number": 46303,
2239
  "right_pr_number": 47216,
2240
+ "similarity": 0.395,
2241
+ "content_similarity": 0.468,
2242
  "size_similarity": 0.044,
2243
  "breadth_similarity": 0.3,
2244
  "concentration_similarity": 0.616,
 
2258
  {
2259
  "left_pr_number": 47152,
2260
  "right_pr_number": 47216,
2261
+ "similarity": 0.387,
2262
+ "content_similarity": 0.454,
2263
  "size_similarity": 0.045,
2264
  "breadth_similarity": 0.3,
2265
  "concentration_similarity": 0.641,
 
2355
  {
2356
  "left_pr_number": 45480,
2357
  "right_pr_number": 47216,
2358
+ "similarity": 0.321,
2359
+ "content_similarity": 0.352,
2360
  "size_similarity": 0.19,
2361
  "breadth_similarity": 0.3,
2362
  "concentration_similarity": 0.326,
 
2446
  47257
2447
  ],
2448
  "representative_pr_number": 45635,
2449
+ "average_similarity": 0.506,
2450
  "summary": "5 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `tests/utils/test_core_model_loading.py`, `tests/test_modeling_common.py`; representative PR #45635.",
2451
  "shared_filenames": [
2452
  "src/transformers/core_model_loading.py",
 
2483
  {
2484
  "left_pr_number": 45635,
2485
  "right_pr_number": 45996,
2486
+ "similarity": 0.653,
2487
+ "content_similarity": 0.601,
2488
  "size_similarity": 0.714,
2489
  "breadth_similarity": 0.875,
2490
  "concentration_similarity": 0.758,
 
2502
  {
2503
  "left_pr_number": 44974,
2504
  "right_pr_number": 45996,
2505
+ "similarity": 0.578,
2506
+ "content_similarity": 0.548,
2507
  "size_similarity": 0.422,
2508
  "breadth_similarity": 0.9,
2509
  "concentration_similarity": 0.829,
 
2522
  {
2523
  "left_pr_number": 45996,
2524
  "right_pr_number": 47257,
2525
+ "similarity": 0.576,
2526
+ "content_similarity": 0.58,
2527
  "size_similarity": 0.419,
2528
  "breadth_similarity": 0.583,
2529
  "concentration_similarity": 0.972,
 
2541
  {
2542
  "left_pr_number": 45635,
2543
  "right_pr_number": 47257,
2544
+ "similarity": 0.544,
2545
+ "content_similarity": 0.566,
2546
  "size_similarity": 0.299,
2547
  "breadth_similarity": 0.667,
2548
  "concentration_similarity": 0.73,
 
2560
  {
2561
  "left_pr_number": 44974,
2562
  "right_pr_number": 47257,
2563
+ "similarity": 0.505,
2564
+ "content_similarity": 0.55,
2565
  "size_similarity": 0.176,
2566
  "breadth_similarity": 0.533,
2567
  "concentration_similarity": 0.801,
 
2579
  {
2580
  "left_pr_number": 45421,
2581
  "right_pr_number": 45635,
2582
+ "similarity": 0.462,
2583
+ "content_similarity": 0.375,
2584
  "size_similarity": 0.803,
2585
  "breadth_similarity": 0.5,
2586
  "concentration_similarity": 0.586,
 
2597
  {
2598
  "left_pr_number": 44974,
2599
  "right_pr_number": 45421,
2600
+ "similarity": 0.419,
2601
+ "content_similarity": 0.299,
2602
  "size_similarity": 0.735,
2603
  "breadth_similarity": 0.667,
2604
  "concentration_similarity": 0.657,
 
2632
  "left_pr_number": 45421,
2633
  "right_pr_number": 47257,
2634
  "similarity": 0.28,
2635
+ "content_similarity": 0.24,
2636
  "size_similarity": 0.24,
2637
  "breadth_similarity": 0.333,
2638
  "concentration_similarity": 0.856,
 
2657
  47310
2658
  ],
2659
  "representative_pr_number": 45985,
2660
+ "average_similarity": 0.481,
2661
  "summary": "5 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
2662
  "shared_filenames": [
2663
  "src/transformers/generation/utils.py"
 
2671
  {
2672
  "left_pr_number": 39683,
2673
  "right_pr_number": 45985,
2674
+ "similarity": 0.601,
2675
+ "content_similarity": 0.504,
2676
  "size_similarity": 0.652,
2677
  "breadth_similarity": 1.0,
2678
  "concentration_similarity": 1.0,
 
2688
  {
2689
  "left_pr_number": 34667,
2690
  "right_pr_number": 45985,
2691
+ "similarity": 0.591,
2692
+ "content_similarity": 0.473,
2693
  "size_similarity": 0.733,
2694
  "breadth_similarity": 1.0,
2695
  "concentration_similarity": 1.0,
 
2705
  {
2706
  "left_pr_number": 34667,
2707
  "right_pr_number": 39683,
2708
+ "similarity": 0.526,
2709
+ "content_similarity": 0.434,
2710
  "size_similarity": 0.478,
2711
  "breadth_similarity": 1.0,
2712
  "concentration_similarity": 1.0,
 
2722
  {
2723
  "left_pr_number": 44872,
2724
  "right_pr_number": 47310,
2725
+ "similarity": 0.493,
2726
+ "content_similarity": 0.276,
2727
  "size_similarity": 1.0,
2728
  "breadth_similarity": 1.0,
2729
  "concentration_similarity": 1.0,
 
2739
  {
2740
  "left_pr_number": 44872,
2741
  "right_pr_number": 45985,
2742
+ "similarity": 0.454,
2743
+ "content_similarity": 0.391,
2744
  "size_similarity": 0.2,
2745
  "breadth_similarity": 1.0,
2746
  "concentration_similarity": 1.0,
 
2756
  {
2757
  "left_pr_number": 45985,
2758
  "right_pr_number": 47310,
2759
+ "similarity": 0.451,
2760
+ "content_similarity": 0.387,
2761
  "size_similarity": 0.2,
2762
  "breadth_similarity": 1.0,
2763
  "concentration_similarity": 1.0,
 
2773
  {
2774
  "left_pr_number": 34667,
2775
  "right_pr_number": 44872,
2776
+ "similarity": 0.427,
2777
+ "content_similarity": 0.337,
2778
  "size_similarity": 0.273,
2779
  "breadth_similarity": 1.0,
2780
  "concentration_similarity": 1.0,
 
2790
  {
2791
  "left_pr_number": 34667,
2792
  "right_pr_number": 47310,
2793
+ "similarity": 0.425,
2794
+ "content_similarity": 0.334,
2795
  "size_similarity": 0.273,
2796
  "breadth_similarity": 1.0,
2797
  "concentration_similarity": 1.0,
 
2807
  {
2808
  "left_pr_number": 39683,
2809
  "right_pr_number": 44872,
2810
+ "similarity": 0.421,
2811
+ "content_similarity": 0.359,
2812
  "size_similarity": 0.13,
2813
  "breadth_similarity": 1.0,
2814
  "concentration_similarity": 1.0,
 
2824
  {
2825
  "left_pr_number": 39683,
2826
  "right_pr_number": 47310,
2827
+ "similarity": 0.418,
2828
+ "content_similarity": 0.355,
2829
  "size_similarity": 0.13,
2830
  "breadth_similarity": 1.0,
2831
  "concentration_similarity": 1.0,
 
2850
  47336
2851
  ],
2852
  "representative_pr_number": 45649,
2853
+ "average_similarity": 0.455,
2854
  "summary": "5 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
2855
  "shared_filenames": [
2856
  "src/transformers/modeling_utils.py"
 
2863
  {
2864
  "left_pr_number": 45649,
2865
  "right_pr_number": 47336,
2866
+ "similarity": 0.532,
2867
+ "content_similarity": 0.358,
2868
  "size_similarity": 0.875,
2869
  "breadth_similarity": 1.0,
2870
  "concentration_similarity": 1.0,
 
2877
  ]
2878
  },
2879
  {
2880
+ "left_pr_number": 45649,
2881
+ "right_pr_number": 45655,
2882
+ "similarity": 0.509,
2883
+ "content_similarity": 0.346,
2884
+ "size_similarity": 0.778,
2885
+ "breadth_similarity": 1.0,
2886
  "concentration_similarity": 1.0,
2887
  "shared_filenames": [
2888
  "src/transformers/modeling_utils.py"
 
2893
  ]
2894
  },
2895
  {
2896
+ "left_pr_number": 45548,
2897
+ "right_pr_number": 45649,
2898
+ "similarity": 0.507,
2899
+ "content_similarity": 0.514,
2900
+ "size_similarity": 0.149,
2901
+ "breadth_similarity": 0.75,
2902
  "concentration_similarity": 1.0,
2903
  "shared_filenames": [
2904
  "src/transformers/modeling_utils.py"
 
2911
  {
2912
  "left_pr_number": 45655,
2913
  "right_pr_number": 47336,
2914
+ "similarity": 0.488,
2915
+ "content_similarity": 0.293,
2916
  "size_similarity": 0.889,
2917
  "breadth_similarity": 1.0,
2918
  "concentration_similarity": 1.0,
 
2943
  {
2944
  "left_pr_number": 45655,
2945
  "right_pr_number": 47335,
2946
+ "similarity": 0.456,
2947
+ "content_similarity": 0.316,
2948
  "size_similarity": 0.562,
2949
  "breadth_similarity": 1.0,
2950
  "concentration_similarity": 1.0,
 
2959
  {
2960
  "left_pr_number": 47335,
2961
  "right_pr_number": 47336,
2962
+ "similarity": 0.454,
2963
+ "content_similarity": 0.327,
2964
  "size_similarity": 0.5,
2965
  "breadth_similarity": 1.0,
2966
  "concentration_similarity": 1.0,
 
2975
  {
2976
  "left_pr_number": 45548,
2977
  "right_pr_number": 47335,
2978
+ "similarity": 0.4,
2979
+ "content_similarity": 0.32,
2980
  "size_similarity": 0.34,
2981
  "breadth_similarity": 0.75,
2982
  "concentration_similarity": 1.0,
 
2990
  },
2991
  {
2992
  "left_pr_number": 45548,
2993
+ "right_pr_number": 47336,
2994
+ "similarity": 0.358,
2995
+ "content_similarity": 0.297,
2996
+ "size_similarity": 0.17,
2997
  "breadth_similarity": 0.75,
2998
  "concentration_similarity": 1.0,
2999
  "shared_filenames": [
 
3006
  },
3007
  {
3008
  "left_pr_number": 45548,
3009
+ "right_pr_number": 45655,
3010
+ "similarity": 0.354,
3011
+ "content_similarity": 0.287,
3012
+ "size_similarity": 0.191,
3013
  "breadth_similarity": 0.75,
3014
  "concentration_similarity": 1.0,
3015
  "shared_filenames": [
 
3032
  47222
3033
  ],
3034
  "representative_pr_number": 44615,
3035
+ "average_similarity": 0.418,
3036
  "summary": "5 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
3037
  "shared_filenames": [
3038
  "src/transformers/utils/import_utils.py"
 
3046
  {
3047
  "left_pr_number": 44615,
3048
  "right_pr_number": 46152,
3049
+ "similarity": 0.609,
3050
+ "content_similarity": 0.531,
3051
  "size_similarity": 0.583,
3052
  "breadth_similarity": 1.0,
3053
  "concentration_similarity": 1.0,
 
3063
  {
3064
  "left_pr_number": 44615,
3065
  "right_pr_number": 46995,
3066
+ "similarity": 0.48,
3067
+ "content_similarity": 0.423,
3068
  "size_similarity": 0.229,
3069
  "breadth_similarity": 1.0,
3070
  "concentration_similarity": 1.0,
 
3097
  {
3098
  "left_pr_number": 44385,
3099
  "right_pr_number": 46995,
3100
+ "similarity": 0.428,
3101
+ "content_similarity": 0.313,
3102
  "size_similarity": 0.615,
3103
  "breadth_similarity": 0.667,
3104
  "concentration_similarity": 1.0,
 
3114
  {
3115
  "left_pr_number": 44615,
3116
  "right_pr_number": 47222,
3117
+ "similarity": 0.413,
3118
+ "content_similarity": 0.288,
3119
  "size_similarity": 0.857,
3120
  "breadth_similarity": 0.5,
3121
  "concentration_similarity": 0.667,
 
3131
  {
3132
  "left_pr_number": 44385,
3133
  "right_pr_number": 44615,
3134
+ "similarity": 0.405,
3135
+ "content_similarity": 0.333,
3136
  "size_similarity": 0.371,
3137
  "breadth_similarity": 0.667,
3138
  "concentration_similarity": 1.0,
 
3149
  "left_pr_number": 44385,
3150
  "right_pr_number": 46152,
3151
  "similarity": 0.386,
3152
+ "content_similarity": 0.338,
3153
  "size_similarity": 0.217,
3154
  "breadth_similarity": 0.667,
3155
  "concentration_similarity": 1.0,
 
3165
  {
3166
  "left_pr_number": 46152,
3167
  "right_pr_number": 47222,
3168
+ "similarity": 0.363,
3169
+ "content_similarity": 0.293,
3170
  "size_similarity": 0.5,
3171
  "breadth_similarity": 0.5,
3172
  "concentration_similarity": 0.667,
 
3182
  {
3183
  "left_pr_number": 46995,
3184
  "right_pr_number": 47222,
3185
+ "similarity": 0.313,
3186
+ "content_similarity": 0.271,
3187
  "size_similarity": 0.267,
3188
  "breadth_similarity": 0.5,
3189
  "concentration_similarity": 0.667,
 
3199
  {
3200
  "left_pr_number": 44385,
3201
  "right_pr_number": 47222,
3202
+ "similarity": 0.306,
3203
+ "content_similarity": 0.213,
3204
  "size_similarity": 0.433,
3205
  "breadth_similarity": 0.583,
3206
  "concentration_similarity": 0.667,
 
3360
  }
3361
  ]
3362
  },
3363
+ {
3364
+ "cluster_id": "pr-scope-44585-4",
3365
+ "pr_numbers": [
3366
+ 44585,
3367
+ 47443,
3368
+ 47444,
3369
+ 47445
3370
+ ],
3371
+ "representative_pr_number": 47445,
3372
+ "average_similarity": 0.597,
3373
+ "summary": "4 open PRs share weighted file overlap around `src/transformers/models/deepseek_v3/modeling_deepseek_v3.py`, `src/transformers/models/glm4_moe_lite/modeling_glm4_moe_lite.py`, `src/transformers/models/longcat_flash/modeling_longcat_flash.py`; representative PR #47445.",
3374
+ "shared_filenames": [
3375
+ "src/transformers/models/deepseek_v3/modeling_deepseek_v3.py",
3376
+ "src/transformers/models/glm4_moe_lite/modeling_glm4_moe_lite.py",
3377
+ "src/transformers/models/longcat_flash/modeling_longcat_flash.py",
3378
+ "src/transformers/models/youtu/modeling_youtu.py",
3379
+ "src/transformers/models/deepseek_v32/modeling_deepseek_v32.py",
3380
+ "src/transformers/models/minicpm3/modeling_minicpm3.py",
3381
+ "src/transformers/models/glm_moe_dsa/modeling_glm_moe_dsa.py",
3382
+ "src/transformers/models/mistral4/modeling_mistral4.py"
3383
+ ],
3384
+ "shared_directories": [
3385
+ "src/transformers/models/deepseek_v3",
3386
+ "src/transformers/models/glm4_moe_lite",
3387
+ "src/transformers/models/longcat_flash",
3388
+ "src/transformers/models/youtu",
3389
+ "src/transformers/models",
3390
+ "src/transformers",
3391
+ "src",
3392
+ "src/transformers/models/deepseek_v32"
3393
+ ],
3394
+ "pairwise": [
3395
+ {
3396
+ "left_pr_number": 47444,
3397
+ "right_pr_number": 47445,
3398
+ "similarity": 0.989,
3399
+ "content_similarity": 0.985,
3400
+ "size_similarity": 1.0,
3401
+ "breadth_similarity": 1.0,
3402
+ "concentration_similarity": 1.0,
3403
+ "shared_filenames": [
3404
+ "src/transformers/models/deepseek_v3/modeling_deepseek_v3.py",
3405
+ "src/transformers/models/deepseek_v32/modeling_deepseek_v32.py",
3406
+ "src/transformers/models/glm4_moe_lite/modeling_glm4_moe_lite.py",
3407
+ "src/transformers/models/glm_moe_dsa/modeling_glm_moe_dsa.py",
3408
+ "src/transformers/models/longcat_flash/modeling_longcat_flash.py",
3409
+ "src/transformers/models/minicpm3/modeling_minicpm3.py",
3410
+ "src/transformers/models/mistral4/modeling_mistral4.py",
3411
+ "src/transformers/models/nemotron_h/modeling_nemotron_h.py",
3412
+ "src/transformers/models/youtu/modeling_youtu.py"
3413
+ ],
3414
+ "shared_directories": [
3415
+ "src/transformers/models/deepseek_v3",
3416
+ "src/transformers/models/deepseek_v32",
3417
+ "src/transformers/models/glm4_moe_lite",
3418
+ "src/transformers/models/glm_moe_dsa",
3419
+ "src/transformers/models/longcat_flash",
3420
+ "src/transformers/models/minicpm3",
3421
+ "src/transformers/models/mistral4",
3422
+ "src/transformers/models/nemotron_h",
3423
+ "src/transformers/models/youtu",
3424
+ "src/transformers/models"
3425
+ ]
3426
+ },
3427
+ {
3428
+ "left_pr_number": 47443,
3429
+ "right_pr_number": 47444,
3430
+ "similarity": 0.713,
3431
+ "content_similarity": 0.708,
3432
+ "size_similarity": 0.543,
3433
+ "breadth_similarity": 1.0,
3434
+ "concentration_similarity": 0.711,
3435
+ "shared_filenames": [
3436
+ "src/transformers/models/deepseek_v3/modeling_deepseek_v3.py",
3437
+ "src/transformers/models/deepseek_v32/modeling_deepseek_v32.py",
3438
+ "src/transformers/models/glm4_moe_lite/modeling_glm4_moe_lite.py",
3439
+ "src/transformers/models/glm_moe_dsa/modeling_glm_moe_dsa.py",
3440
+ "src/transformers/models/longcat_flash/modeling_longcat_flash.py",
3441
+ "src/transformers/models/minicpm3/modeling_minicpm3.py",
3442
+ "src/transformers/models/mistral4/modeling_mistral4.py",
3443
+ "src/transformers/models/nemotron_h/modeling_nemotron_h.py",
3444
+ "src/transformers/models/youtu/modeling_youtu.py"
3445
+ ],
3446
+ "shared_directories": [
3447
+ "src/transformers/models/deepseek_v3",
3448
+ "src/transformers/models/deepseek_v32",
3449
+ "src/transformers/models/glm4_moe_lite",
3450
+ "src/transformers/models/glm_moe_dsa",
3451
+ "src/transformers/models/longcat_flash",
3452
+ "src/transformers/models/minicpm3",
3453
+ "src/transformers/models/mistral4",
3454
+ "src/transformers/models/nemotron_h",
3455
+ "src/transformers/models/youtu",
3456
+ "src/transformers/models"
3457
+ ]
3458
+ },
3459
+ {
3460
+ "left_pr_number": 47443,
3461
+ "right_pr_number": 47445,
3462
+ "similarity": 0.712,
3463
+ "content_similarity": 0.707,
3464
+ "size_similarity": 0.543,
3465
+ "breadth_similarity": 1.0,
3466
+ "concentration_similarity": 0.711,
3467
+ "shared_filenames": [
3468
+ "src/transformers/models/deepseek_v3/modeling_deepseek_v3.py",
3469
+ "src/transformers/models/deepseek_v32/modeling_deepseek_v32.py",
3470
+ "src/transformers/models/glm4_moe_lite/modeling_glm4_moe_lite.py",
3471
+ "src/transformers/models/glm_moe_dsa/modeling_glm_moe_dsa.py",
3472
+ "src/transformers/models/longcat_flash/modeling_longcat_flash.py",
3473
+ "src/transformers/models/minicpm3/modeling_minicpm3.py",
3474
+ "src/transformers/models/mistral4/modeling_mistral4.py",
3475
+ "src/transformers/models/nemotron_h/modeling_nemotron_h.py",
3476
+ "src/transformers/models/youtu/modeling_youtu.py"
3477
+ ],
3478
+ "shared_directories": [
3479
+ "src/transformers/models/deepseek_v3",
3480
+ "src/transformers/models/deepseek_v32",
3481
+ "src/transformers/models/glm4_moe_lite",
3482
+ "src/transformers/models/glm_moe_dsa",
3483
+ "src/transformers/models/longcat_flash",
3484
+ "src/transformers/models/minicpm3",
3485
+ "src/transformers/models/mistral4",
3486
+ "src/transformers/models/nemotron_h",
3487
+ "src/transformers/models/youtu",
3488
+ "src/transformers/models"
3489
+ ]
3490
+ },
3491
+ {
3492
+ "left_pr_number": 44585,
3493
+ "right_pr_number": 47444,
3494
+ "similarity": 0.418,
3495
+ "content_similarity": 0.458,
3496
+ "size_similarity": 0.09,
3497
+ "breadth_similarity": 0.45,
3498
+ "concentration_similarity": 0.77,
3499
+ "shared_filenames": [
3500
+ "src/transformers/models/deepseek_v3/modeling_deepseek_v3.py",
3501
+ "src/transformers/models/glm4_moe_lite/modeling_glm4_moe_lite.py",
3502
+ "src/transformers/models/longcat_flash/modeling_longcat_flash.py",
3503
+ "src/transformers/models/youtu/modeling_youtu.py"
3504
+ ],
3505
+ "shared_directories": [
3506
+ "src/transformers/models/deepseek_v3",
3507
+ "src/transformers/models/glm4_moe_lite",
3508
+ "src/transformers/models/longcat_flash",
3509
+ "src/transformers/models/youtu",
3510
+ "src/transformers/models",
3511
+ "src/transformers",
3512
+ "src"
3513
+ ]
3514
+ },
3515
+ {
3516
+ "left_pr_number": 44585,
3517
+ "right_pr_number": 47445,
3518
+ "similarity": 0.418,
3519
+ "content_similarity": 0.459,
3520
+ "size_similarity": 0.09,
3521
+ "breadth_similarity": 0.45,
3522
+ "concentration_similarity": 0.77,
3523
+ "shared_filenames": [
3524
+ "src/transformers/models/deepseek_v3/modeling_deepseek_v3.py",
3525
+ "src/transformers/models/glm4_moe_lite/modeling_glm4_moe_lite.py",
3526
+ "src/transformers/models/longcat_flash/modeling_longcat_flash.py",
3527
+ "src/transformers/models/youtu/modeling_youtu.py"
3528
+ ],
3529
+ "shared_directories": [
3530
+ "src/transformers/models/deepseek_v3",
3531
+ "src/transformers/models/glm4_moe_lite",
3532
+ "src/transformers/models/longcat_flash",
3533
+ "src/transformers/models/youtu",
3534
+ "src/transformers/models",
3535
+ "src/transformers",
3536
+ "src"
3537
+ ]
3538
+ },
3539
+ {
3540
+ "left_pr_number": 44585,
3541
+ "right_pr_number": 47443,
3542
+ "similarity": 0.33,
3543
+ "content_similarity": 0.329,
3544
+ "size_similarity": 0.049,
3545
+ "breadth_similarity": 0.45,
3546
+ "concentration_similarity": 0.94,
3547
+ "shared_filenames": [
3548
+ "src/transformers/models/deepseek_v3/modeling_deepseek_v3.py",
3549
+ "src/transformers/models/glm4_moe_lite/modeling_glm4_moe_lite.py",
3550
+ "src/transformers/models/longcat_flash/modeling_longcat_flash.py",
3551
+ "src/transformers/models/youtu/modeling_youtu.py"
3552
+ ],
3553
+ "shared_directories": [
3554
+ "src/transformers/models/deepseek_v3",
3555
+ "src/transformers/models/glm4_moe_lite",
3556
+ "src/transformers/models/longcat_flash",
3557
+ "src/transformers/models/youtu",
3558
+ "src/transformers/models",
3559
+ "src/transformers",
3560
+ "src"
3561
+ ]
3562
+ }
3563
+ ]
3564
+ },
3565
  {
3566
  "cluster_id": "pr-scope-42975-4",
3567
  "pr_numbers": [
 
3616
  {
3617
  "left_pr_number": 42975,
3618
  "right_pr_number": 45077,
3619
+ "similarity": 0.662,
3620
  "content_similarity": 0.598,
3621
  "size_similarity": 0.731,
3622
  "breadth_similarity": 0.833,
 
3663
  {
3664
  "left_pr_number": 45077,
3665
  "right_pr_number": 47208,
3666
+ "similarity": 0.56,
3667
  "content_similarity": 0.54,
3668
  "size_similarity": 0.321,
3669
  "breadth_similarity": 0.833,
 
3688
  {
3689
  "left_pr_number": 42976,
3690
  "right_pr_number": 45077,
3691
+ "similarity": 0.473,
3692
  "content_similarity": 0.494,
3693
  "size_similarity": 0.074,
3694
  "breadth_similarity": 0.659,
 
3738
  46364
3739
  ],
3740
  "representative_pr_number": 41441,
3741
+ "average_similarity": 0.546,
3742
  "summary": "4 open PRs share weighted file overlap around `src/transformers/hf_argparser.py`; representative PR #41441.",
3743
  "shared_filenames": [
3744
  "src/transformers/hf_argparser.py"
 
3752
  "left_pr_number": 41441,
3753
  "right_pr_number": 43469,
3754
  "similarity": 0.665,
3755
+ "content_similarity": 0.75,
3756
  "size_similarity": 0.35,
3757
  "breadth_similarity": 0.5,
3758
  "concentration_similarity": 0.75,
 
3783
  {
3784
  "left_pr_number": 29963,
3785
  "right_pr_number": 46364,
3786
+ "similarity": 0.632,
3787
  "content_similarity": 0.658,
3788
  "size_similarity": 0.14,
3789
  "breadth_similarity": 1.0,
 
3832
  "left_pr_number": 43469,
3833
  "right_pr_number": 46364,
3834
  "similarity": 0.383,
3835
+ "content_similarity": 0.348,
3836
  "size_similarity": 0.35,
3837
  "breadth_similarity": 0.5,
3838
  "concentration_similarity": 0.75,
 
3884
  {
3885
  "left_pr_number": 41097,
3886
  "right_pr_number": 43549,
3887
+ "similarity": 0.555,
3888
  "content_similarity": 0.449,
3889
  "size_similarity": 0.6,
3890
  "breadth_similarity": 1.0,
 
4062
  "left_pr_number": 45438,
4063
  "right_pr_number": 46642,
4064
  "similarity": 0.401,
4065
+ "content_similarity": 0.317,
4066
  "size_similarity": 0.654,
4067
  "breadth_similarity": 0.561,
4068
  "concentration_similarity": 0.499,
 
4082
  {
4083
  "left_pr_number": 45294,
4084
  "right_pr_number": 46642,
4085
+ "similarity": 0.343,
4086
  "content_similarity": 0.314,
4087
  "size_similarity": 0.275,
4088
  "breadth_similarity": 0.561,
 
4103
  {
4104
  "left_pr_number": 45883,
4105
  "right_pr_number": 46642,
4106
+ "similarity": 0.303,
4107
  "content_similarity": 0.322,
4108
  "size_similarity": 0.256,
4109
  "breadth_similarity": 0.174,
 
4171
  {
4172
  "left_pr_number": 45293,
4173
  "right_pr_number": 46580,
4174
+ "similarity": 0.546,
4175
  "content_similarity": 0.501,
4176
  "size_similarity": 0.714,
4177
  "breadth_similarity": 0.5,
 
4392
  47301
4393
  ],
4394
  "representative_pr_number": 44550,
4395
+ "average_similarity": 0.359,
4396
  "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
4397
  "shared_filenames": [],
4398
  "shared_directories": [
 
4437
  "left_pr_number": 44550,
4438
  "right_pr_number": 47301,
4439
  "similarity": 0.356,
4440
+ "content_similarity": 0.1,
4441
  "size_similarity": 0.909,
4442
  "breadth_similarity": 1.0,
4443
  "concentration_similarity": 1.0,
 
4466
  {
4467
  "left_pr_number": 33686,
4468
  "right_pr_number": 47301,
4469
+ "similarity": 0.347,
4470
  "content_similarity": 0.086,
4471
  "size_similarity": 0.909,
4472
  "breadth_similarity": 1.0,
 
4481
  {
4482
  "left_pr_number": 44407,
4483
  "right_pr_number": 47301,
4484
+ "similarity": 0.345,
4485
+ "content_similarity": 0.092,
4486
  "size_similarity": 0.87,
4487
  "breadth_similarity": 1.0,
4488
  "concentration_similarity": 1.0,
 
4515
  "pairwise": [
4516
  {
4517
  "left_pr_number": 46319,
4518
+ "right_pr_number": 47304,
4519
+ "similarity": 0.359,
4520
+ "content_similarity": 0.095,
4521
+ "size_similarity": 0.946,
4522
  "breadth_similarity": 1.0,
4523
  "concentration_similarity": 1.0,
4524
  "shared_filenames": [],
 
4530
  },
4531
  {
4532
  "left_pr_number": 46319,
4533
+ "right_pr_number": 47212,
4534
  "similarity": 0.358,
4535
+ "content_similarity": 0.089,
4536
+ "size_similarity": 0.974,
4537
  "breadth_similarity": 1.0,
4538
  "concentration_similarity": 1.0,
4539
  "shared_filenames": [],
 
4546
  {
4547
  "left_pr_number": 46889,
4548
  "right_pr_number": 47212,
4549
+ "similarity": 0.355,
4550
  "content_similarity": 0.078,
4551
  "size_similarity": 1.0,
4552
  "breadth_similarity": 1.0,
 
4577
  "left_pr_number": 46319,
4578
  "right_pr_number": 46889,
4579
  "similarity": 0.351,
4580
+ "content_similarity": 0.079,
4581
  "size_similarity": 0.974,
4582
  "breadth_similarity": 1.0,
4583
  "concentration_similarity": 1.0,
 
4591
  {
4592
  "left_pr_number": 46889,
4593
  "right_pr_number": 47304,
4594
+ "similarity": 0.347,
4595
  "content_similarity": 0.083,
4596
  "size_similarity": 0.921,
4597
  "breadth_similarity": 1.0,
 
4926
  ]
4927
  },
4928
  {
4929
+ "cluster_id": "pr-scope-47315-3",
4930
  "pr_numbers": [
4931
+ 47315,
4932
+ 47430,
4933
+ 47446
4934
  ],
4935
+ "representative_pr_number": 47430,
4936
+ "average_similarity": 0.59,
4937
+ "summary": "3 open PRs share weighted file overlap around `src/transformers/integrations/compressed_tensors.py`; representative PR #47430.",
4938
  "shared_filenames": [
4939
+ "src/transformers/integrations/compressed_tensors.py"
4940
  ],
4941
  "shared_directories": [
4942
+ "src/transformers/integrations",
 
4943
  "src/transformers",
4944
  "src"
4945
  ],
4946
  "pairwise": [
4947
  {
4948
+ "left_pr_number": 47315,
4949
+ "right_pr_number": 47430,
4950
+ "similarity": 0.848,
4951
+ "content_similarity": 0.88,
4952
+ "size_similarity": 0.941,
4953
+ "breadth_similarity": 0.5,
4954
+ "concentration_similarity": 0.812,
4955
  "shared_filenames": [
4956
+ "src/transformers/integrations/compressed_tensors.py"
4957
  ],
4958
  "shared_directories": [
4959
+ "src/transformers/integrations",
 
4960
  "src/transformers",
4961
  "src"
4962
  ]
4963
  },
4964
  {
4965
+ "left_pr_number": 47430,
4966
+ "right_pr_number": 47446,
4967
+ "similarity": 0.463,
4968
+ "content_similarity": 0.401,
4969
+ "size_similarity": 0.375,
4970
+ "breadth_similarity": 0.833,
4971
+ "concentration_similarity": 0.854,
4972
+ "shared_filenames": [
4973
+ "src/transformers/integrations/compressed_tensors.py"
4974
+ ],
4975
+ "shared_directories": [
4976
+ "src/transformers/integrations",
4977
+ "src/transformers",
4978
+ "src"
4979
+ ]
4980
+ },
4981
+ {
4982
+ "left_pr_number": 47315,
4983
+ "right_pr_number": 47446,
4984
+ "similarity": 0.459,
4985
+ "content_similarity": 0.473,
4986
+ "size_similarity": 0.353,
4987
+ "breadth_similarity": 0.417,
4988
+ "concentration_similarity": 0.667,
4989
+ "shared_filenames": [
4990
+ "src/transformers/integrations/compressed_tensors.py"
4991
+ ],
4992
+ "shared_directories": [
4993
+ "src/transformers/integrations",
4994
+ "src/transformers",
4995
+ "src"
4996
+ ]
4997
+ }
4998
+ ]
4999
+ },
5000
+ {
5001
+ "cluster_id": "pr-scope-44015-3",
5002
+ "pr_numbers": [
5003
+ 44015,
5004
+ 44059,
5005
+ 44676
5006
+ ],
5007
+ "representative_pr_number": 44059,
5008
+ "average_similarity": 0.575,
5009
+ "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gpt2/modeling_gpt2.py`; representative PR #44059.",
5010
+ "shared_filenames": [
5011
+ "src/transformers/models/gpt2/modeling_gpt2.py"
5012
+ ],
5013
+ "shared_directories": [
5014
+ "src/transformers/models/gpt2",
5015
+ "src/transformers/models",
5016
+ "src/transformers",
5017
+ "src"
5018
+ ],
5019
+ "pairwise": [
5020
+ {
5021
+ "left_pr_number": 44059,
5022
+ "right_pr_number": 44676,
5023
+ "similarity": 0.684,
5024
+ "content_similarity": 0.75,
5025
+ "size_similarity": 0.062,
5026
+ "breadth_similarity": 1.0,
5027
+ "concentration_similarity": 1.0,
5028
+ "shared_filenames": [
5029
+ "src/transformers/models/gpt2/modeling_gpt2.py"
5030
+ ],
5031
+ "shared_directories": [
5032
+ "src/transformers/models/gpt2",
5033
+ "src/transformers/models",
5034
+ "src/transformers",
5035
+ "src"
5036
+ ]
5037
+ },
5038
+ {
5039
+ "left_pr_number": 44015,
5040
+ "right_pr_number": 44059,
5041
+ "similarity": 0.619,
5042
  "content_similarity": 0.686,
5043
  "size_similarity": 0.543,
5044
  "breadth_similarity": 0.333,
 
5280
  }
5281
  ]
5282
  },
5283
+ {
5284
+ "cluster_id": "pr-scope-32189-3",
5285
+ "pr_numbers": [
5286
+ 32189,
5287
+ 42655,
5288
+ 47447
5289
+ ],
5290
+ "representative_pr_number": 47447,
5291
+ "average_similarity": 0.487,
5292
+ "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/candidate_generator.py`, `src/transformers/generation/utils.py`, `tests/generation/test_utils.py`; representative PR #47447.",
5293
+ "shared_filenames": [
5294
+ "src/transformers/generation/candidate_generator.py",
5295
+ "src/transformers/generation/utils.py",
5296
+ "tests/generation/test_utils.py",
5297
+ "src/transformers/cache_utils.py"
5298
+ ],
5299
+ "shared_directories": [
5300
+ "src/transformers/generation",
5301
+ "src/transformers",
5302
+ "src",
5303
+ "src/transformers/models",
5304
+ "tests/generation",
5305
+ "tests"
5306
+ ],
5307
+ "pairwise": [
5308
+ {
5309
+ "left_pr_number": 42655,
5310
+ "right_pr_number": 47447,
5311
+ "similarity": 0.517,
5312
+ "content_similarity": 0.489,
5313
+ "size_similarity": 0.186,
5314
+ "breadth_similarity": 1.0,
5315
+ "concentration_similarity": 0.941,
5316
+ "shared_filenames": [
5317
+ "src/transformers/cache_utils.py",
5318
+ "src/transformers/generation/candidate_generator.py",
5319
+ "src/transformers/generation/utils.py",
5320
+ "tests/generation/test_utils.py"
5321
+ ],
5322
+ "shared_directories": [
5323
+ "src/transformers/generation",
5324
+ "src/transformers",
5325
+ "tests/generation",
5326
+ "src",
5327
+ "tests"
5328
+ ]
5329
+ },
5330
+ {
5331
+ "left_pr_number": 32189,
5332
+ "right_pr_number": 47447,
5333
+ "similarity": 0.49,
5334
+ "content_similarity": 0.411,
5335
+ "size_similarity": 0.806,
5336
+ "breadth_similarity": 0.5,
5337
+ "concentration_similarity": 0.627,
5338
+ "shared_filenames": [
5339
+ "src/transformers/generation/candidate_generator.py",
5340
+ "src/transformers/generation/utils.py"
5341
+ ],
5342
+ "shared_directories": [
5343
+ "src/transformers/generation",
5344
+ "src/transformers/models",
5345
+ "src/transformers",
5346
+ "src"
5347
+ ]
5348
+ },
5349
+ {
5350
+ "left_pr_number": 32189,
5351
+ "right_pr_number": 42655,
5352
+ "similarity": 0.455,
5353
+ "content_similarity": 0.488,
5354
+ "size_similarity": 0.231,
5355
+ "breadth_similarity": 0.5,
5356
+ "concentration_similarity": 0.568,
5357
+ "shared_filenames": [
5358
+ "src/transformers/generation/candidate_generator.py",
5359
+ "src/transformers/generation/utils.py"
5360
+ ],
5361
+ "shared_directories": [
5362
+ "src/transformers/generation",
5363
+ "src/transformers",
5364
+ "src"
5365
+ ]
5366
+ }
5367
+ ]
5368
+ },
5369
  {
5370
  "cluster_id": "pr-scope-34925-3",
5371
  "pr_numbers": [
 
5390
  {
5391
  "left_pr_number": 34925,
5392
  "right_pr_number": 45917,
5393
+ "similarity": 0.502,
5394
+ "content_similarity": 0.435,
5395
  "size_similarity": 0.39,
5396
  "breadth_similarity": 1.0,
5397
  "concentration_similarity": 0.78,
 
5408
  {
5409
  "left_pr_number": 34925,
5410
  "right_pr_number": 47261,
5411
+ "similarity": 0.464,
5412
  "content_similarity": 0.442,
5413
  "size_similarity": 0.162,
5414
  "breadth_similarity": 0.833,
 
5427
  {
5428
  "left_pr_number": 45917,
5429
  "right_pr_number": 47261,
5430
+ "similarity": 0.443,
5431
+ "content_similarity": 0.374,
5432
  "size_similarity": 0.415,
5433
  "breadth_similarity": 0.833,
5434
  "concentration_similarity": 0.709,
 
5452
  44682
5453
  ],
5454
  "representative_pr_number": 43656,
5455
+ "average_similarity": 0.461,
5456
  "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43656.",
5457
  "shared_filenames": [
5458
  "src/transformers/cli/serve.py"
 
5484
  "left_pr_number": 43656,
5485
  "right_pr_number": 44682,
5486
  "similarity": 0.424,
5487
+ "content_similarity": 0.467,
5488
  "size_similarity": 0.048,
5489
  "breadth_similarity": 0.5,
5490
  "concentration_similarity": 0.802,
 
5516
  }
5517
  ]
5518
  },
5519
+ {
5520
+ "cluster_id": "pr-scope-43291-3",
5521
+ "pr_numbers": [
5522
+ 43291,
5523
+ 45773,
5524
+ 47441
5525
+ ],
5526
+ "representative_pr_number": 47441,
5527
+ "average_similarity": 0.45,
5528
+ "summary": "3 open PRs share weighted file overlap around `tests/models/whisper/test_modeling_whisper.py`; representative PR #47441.",
5529
+ "shared_filenames": [
5530
+ "tests/models/whisper/test_modeling_whisper.py"
5531
+ ],
5532
+ "shared_directories": [
5533
+ "tests/models/whisper",
5534
+ "tests/models",
5535
+ "tests",
5536
+ "src/transformers/models/whisper",
5537
+ "src/transformers/models",
5538
+ "src/transformers",
5539
+ "src"
5540
+ ],
5541
+ "pairwise": [
5542
+ {
5543
+ "left_pr_number": 43291,
5544
+ "right_pr_number": 47441,
5545
+ "similarity": 0.543,
5546
+ "content_similarity": 0.557,
5547
+ "size_similarity": 0.518,
5548
+ "breadth_similarity": 0.5,
5549
+ "concentration_similarity": 0.508,
5550
+ "shared_filenames": [
5551
+ "tests/models/whisper/test_modeling_whisper.py"
5552
+ ],
5553
+ "shared_directories": [
5554
+ "tests/models/whisper",
5555
+ "tests/models",
5556
+ "tests"
5557
+ ]
5558
+ },
5559
+ {
5560
+ "left_pr_number": 45773,
5561
+ "right_pr_number": 47441,
5562
+ "similarity": 0.418,
5563
+ "content_similarity": 0.396,
5564
+ "size_similarity": 0.675,
5565
+ "breadth_similarity": 0.134,
5566
+ "concentration_similarity": 0.519,
5567
+ "shared_filenames": [
5568
+ "tests/models/whisper/test_modeling_whisper.py"
5569
+ ],
5570
+ "shared_directories": [
5571
+ "tests/models/whisper",
5572
+ "tests/models",
5573
+ "tests"
5574
+ ]
5575
+ },
5576
+ {
5577
+ "left_pr_number": 43291,
5578
+ "right_pr_number": 45773,
5579
+ "similarity": 0.389,
5580
+ "content_similarity": 0.283,
5581
+ "size_similarity": 0.766,
5582
+ "breadth_similarity": 0.268,
5583
+ "concentration_similarity": 0.989,
5584
+ "shared_filenames": [
5585
+ "tests/models/whisper/test_modeling_whisper.py"
5586
+ ],
5587
+ "shared_directories": [
5588
+ "src/transformers/models/whisper",
5589
+ "src/transformers/models",
5590
+ "tests/models/whisper",
5591
+ "src/transformers",
5592
+ "tests/models",
5593
+ "src",
5594
+ "tests"
5595
+ ]
5596
+ }
5597
+ ]
5598
+ },
5599
  {
5600
  "cluster_id": "pr-scope-46099-3",
5601
  "pr_numbers": [
 
5604
  47165
5605
  ],
5606
  "representative_pr_number": 46269,
5607
+ "average_similarity": 0.45,
5608
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/apertus/configuration_apertus.py`, `src/transformers/models/apertus/modular_apertus.py`, `src/transformers/models/cohere/configuration_cohere.py`; representative PR #46269.",
5609
  "shared_filenames": [
5610
  "src/transformers/models/apertus/configuration_apertus.py",
 
5630
  {
5631
  "left_pr_number": 46269,
5632
  "right_pr_number": 47165,
5633
+ "similarity": 0.538,
5634
+ "content_similarity": 0.582,
5635
  "size_similarity": 0.083,
5636
  "breadth_similarity": 0.773,
5637
  "concentration_similarity": 0.825,
 
5656
  "src/transformers/models/bitnet",
5657
  "src/transformers/models/cohere",
5658
  "src/transformers/models/cohere2",
5659
+ "src/transformers/models/csm",
5660
+ "src/transformers/models/cwm"
5661
  ]
5662
  },
5663
  {
5664
  "left_pr_number": 46099,
5665
  "right_pr_number": 46269,
5666
+ "similarity": 0.41,
5667
  "content_similarity": 0.486,
5668
  "size_similarity": 0.013,
5669
  "breadth_similarity": 0.284,
 
5696
  {
5697
  "left_pr_number": 46099,
5698
  "right_pr_number": 47165,
5699
+ "similarity": 0.403,
5700
+ "content_similarity": 0.446,
5701
  "size_similarity": 0.152,
5702
  "breadth_similarity": 0.364,
5703
  "concentration_similarity": 0.63,
5704
  "shared_filenames": [
5705
+ "src/transformers/models/apertus/configuration_apertus.py",
5706
+ "src/transformers/models/apertus/modular_apertus.py",
5707
+ "src/transformers/models/arcee/configuration_arcee.py",
5708
+ "src/transformers/models/aria/configuration_aria.py",
5709
+ "src/transformers/models/cohere/configuration_cohere.py",
5710
+ "src/transformers/models/cohere2/configuration_cohere2.py",
5711
+ "src/transformers/models/cohere2/modular_cohere2.py",
5712
+ "src/transformers/models/cwm/configuration_cwm.py",
5713
+ "src/transformers/models/deepseek_v2/configuration_deepseek_v2.py",
5714
+ "src/transformers/models/ernie4_5/configuration_ernie4_5.py"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5715
  ],
5716
  "shared_directories": [
5717
+ "src/transformers/models/apertus",
5718
+ "src/transformers/models/arcee",
5719
+ "src/transformers/models/aria",
5720
+ "src/transformers/models/cohere",
5721
+ "src/transformers/models/cohere2",
5722
+ "src/transformers/models/cwm",
5723
+ "src/transformers/models/deepseek_v2",
5724
+ "src/transformers/models/ernie4_5",
5725
+ "src/transformers/models/eurobert",
5726
+ "src/transformers/models/exaone4"
5727
  ]
5728
  }
5729
  ]
 
5736
  46211
5737
  ],
5738
  "representative_pr_number": 45742,
5739
+ "average_similarity": 0.416,
5740
  "summary": "3 open PRs share weighted file overlap around `tests/models/llama/test_modeling_llama.py`, `src/transformers/models/llama/configuration_llama.py`, `src/transformers/models/llama/modeling_llama.py`; representative PR #45742.",
5741
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5865
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5868
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5869
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5955
  46775
5956
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5957
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5959
  "summary": "3 open PRs share weighted file overlap around `src/transformers/trainer.py`, `tests/trainer/distributed/test_trainer_distributed_deepspeed.py`; representative PR #44889.",
5960
  "shared_filenames": [
5961
  "src/transformers/trainer.py",
 
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  {
5973
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5976
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5977
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  "breadth_similarity": 0.458,
5979
  "concentration_similarity": 0.9,
 
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  {
5993
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5997
  "size_similarity": 0.991,
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  "breadth_similarity": 1.0,
5999
  "concentration_similarity": 0.812,
 
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  {
6011
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6012
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  "size_similarity": 0.885,
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  "breadth_similarity": 0.458,
6017
  "concentration_similarity": 0.712,
 
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6075
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6078
  "content_similarity": 0.096,
6079
  "size_similarity": 0.75,
6080
  "breadth_similarity": 1.0,
 
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  "right_pr_number": 45645,
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  "similarity": 0.883,
6399
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6401
  "breadth_similarity": 0.75,
6402
  "concentration_similarity": 0.898,
 
6458
  }
6459
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6460
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6461
  {
6462
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6788
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  "breadth_similarity": 1.0,
6794
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6866
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6872
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  "breadth_similarity": 0.861,
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+ "summary": "2 open PRs share weighted file overlap around `tests/test_fsdp_mixin.py`; representative PR #46224.",
7143
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+ "tests/test_fsdp_mixin.py"
7145
+ ],
7146
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  {
7168
  "cluster_id": "pr-scope-45730-2",
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7210
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7212
  "summary": "2 open PRs share weighted file overlap around `tests/models/nemotron_h/test_modeling_nemotron_h.py`, `src/transformers/models/nemotron_h/modeling_nemotron_h.py`; representative PR #45300.",
7213
  "shared_filenames": [
7214
  "tests/models/nemotron_h/test_modeling_nemotron_h.py",
 
7227
  {
7228
  "left_pr_number": 45300,
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  "right_pr_number": 47250,
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7231
+ "content_similarity": 0.408,
7232
  "size_similarity": 0.807,
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  "breadth_similarity": 0.875,
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  "concentration_similarity": 0.63,
 
7255
  47341
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7257
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  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/continuous_batching/cache.py`, `tests/generation/test_continuous_batching.py`; representative PR #46376.",
7260
  "shared_filenames": [
7261
  "src/transformers/generation/continuous_batching/cache.py",
 
7273
  {
7274
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7277
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7315
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  "breadth_similarity": 0.875,
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7462
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  "breadth_similarity": 0.875,
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  "concentration_similarity": 0.893,
 
7637
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7639
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7641
  "summary": "2 open PRs share weighted file overlap around `src/transformers/distributed/utils.py`; representative PR #46113.",
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7643
  "src/transformers/distributed/utils.py"
 
7651
  {
7652
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7655
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7656
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7657
  "breadth_similarity": 0.292,
7658
  "concentration_similarity": 0.603,
 
7667
  }
7668
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7669
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7670
  {
7671
  "cluster_id": "pr-scope-45570-2",
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  "pr_numbers": [
 
7790
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  "similarity": 0.438,
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  "size_similarity": 0.179,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 0.965,
 
7882
  }
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7884
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7885
  {
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+ "src/transformers/models/glm_ocr/modeling_glm_ocr.py",
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+ "content_similarity": 0.438,
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+ "size_similarity": 0.082,
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+ "breadth_similarity": 0.544,
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+ "concentration_similarity": 0.908,
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+ "shared_filenames": [
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8093
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+ "src/transformers/models/ernie4_5_vl_moe",
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8099
+ "src/transformers/models/glm_image",
8100
+ "src/transformers/models/glm_ocr",
8101
+ "src/transformers/models/paddleocr_vl",
8102
+ "src/transformers/models/qwen2_5_omni",
8103
+ "src/transformers/models/qwen2_5_vl",
8104
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8105
+ "src/transformers/models/qwen3_5"
8106
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8107
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8108
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8109
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  {
8111
  "cluster_id": "pr-scope-43446-2",
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  "pr_numbers": [
 
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  46148
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8216
  "representative_pr_number": 45513,
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  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/qwen3_next/modular_qwen3_next.py`, `src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py`, `src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py`; representative PR #45513.",
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  {
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  "breadth_similarity": 1.0,
8392
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