evalstate HF Staff commited on
Commit
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1 Parent(s): 8421222

Refresh transformers dataset snapshot 20260507T060024Z

Browse files
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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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+ "author_login": "rasmi",
21532
+ "name": "rasmi",
21533
+ "profile_url": "https://github.com/rasmi",
21534
+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arasmi",
21535
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arasmi",
21536
+ "repo_first_seen_at": "2026-05-07T01:29:32Z",
21537
+ "repo_last_seen_at": "2026-05-07T01:29:32Z",
21538
+ "repo_primary_artifact_count": 1,
21539
+ "repo_artifact_count": 1,
21540
+ "snapshot_issue_count": 0,
21541
+ "snapshot_pr_count": 1,
21542
+ "snapshot_comment_count": 0,
21543
+ "snapshot_review_count": 0,
21544
+ "snapshot_review_comment_count": 0,
21545
+ "repo_association": "CONTRIBUTOR",
21546
+ "new_to_repo": true,
21547
+ "first_seen_in_snapshot": true,
21548
+ "known_via_prior_merged_pr": false,
21549
+ "report_reason": "first_seen_in_snapshot",
21550
+ "enrichment_source": "live",
21551
+ "live_refetch_skipped": false,
21552
+ "account_age_days": 4994,
21553
+ "young_account": false,
21554
+ "follow_through_score": "mixed",
21555
+ "breadth_score": "low",
21556
+ "automation_risk_signal": "low",
21557
+ "heuristic_note": "\u2014",
21558
+ "public_orgs": [
21559
+ "sagemath",
21560
+ "google",
21561
+ "google-deepmind",
21562
+ "tensorflow",
21563
+ "google-org"
21564
+ ],
21565
+ "activity": {
21566
+ "visible_authored_pr_count": 9,
21567
+ "merged_pr_count": 5,
21568
+ "closed_unmerged_pr_count": 1,
21569
+ "open_pr_count": 3,
21570
+ "merged_pr_rate": 0.5556,
21571
+ "closed_unmerged_pr_rate": 0.1111,
21572
+ "still_open_pr_rate": 0.3333,
21573
+ "distinct_repos_with_authored_prs": 3,
21574
+ "distinct_repos_with_open_prs": 2
21575
+ },
21576
+ "examples": {
21577
+ "pull_requests": [
21578
+ {
21579
+ "kind": "pull_request",
21580
+ "number": 45815,
21581
+ "title": "Get rid of deprecated use_return_dict call.",
21582
+ "url": "https://github.com/huggingface/transformers/pull/45815",
21583
+ "state": "open",
21584
+ "merged": false,
21585
+ "draft": false,
21586
+ "created_at": "2026-05-07T01:29:32Z"
21587
+ }
21588
+ ],
21589
+ "issues": []
21590
+ },
21591
+ "fetch_error": null
21592
+ },
21593
  {
21594
  "author_login": "RicardoLee510520",
21595
  "name": "Ricardo",
new-contributors-report.md CHANGED
@@ -1,7 +1,7 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260507T000029Z`
4
- - Generated: `2026-05-07T00:01:19Z`
5
  - Activity window: `60d`
6
  - Contributors: `360`
7
 
@@ -23,7 +23,7 @@
23
  | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 29 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
24
  | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-10-03T15:26:01Z` | 26 | 0 | strong | low | low | targets high-star repos |
25
  | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 23 | 0 | strong | low | low | targets high-star repos |
26
- | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 21 | 4 | strong | moderate | low | high recent PR volume |
27
  | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 20 | 0 | strong | low | low | targets high-star repos |
28
  | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2949d | `2025-12-02T16:00:11Z` | 18 | 6 | strong | moderate | low | high recent PR volume; targets high-star repos |
29
  | `BillionClaw` | [profile](https://github.com/BillionClaw) | no | FIRST_TIME_CONTRIBUTOR | 35d | `2026-03-16T16:17:54Z` | 18 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -182,7 +182,7 @@
182
  | `jesperschlegel` | [profile](https://github.com/jesperschlegel) | no | FIRST_TIME_CONTRIBUTOR | 3705d | `2026-04-07T17:51:38Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
183
  | `josh-kean` | [profile](https://github.com/josh-kean) | no | FIRST_TIME_CONTRIBUTOR | 2847d | `2026-03-22T17:57:33Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
184
  | `KeitaW` | [profile](https://github.com/KeitaW) | no | CONTRIBUTOR | 4241d | `2026-04-20T02:00:45Z` | 1 | 1 | mixed | moderate | low | high open PR share |
185
- | `kndtran` | [profile](https://github.com/kndtran) | yes | FIRST_TIME_CONTRIBUTOR | 3650d | `2026-05-06T18:23:26Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
186
  | `mango766` | [profile](https://github.com/mango766) | no | CONTRIBUTOR | 1772d | `2026-03-16T04:08:09Z` | 1 | 1 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
187
  | `masoudpz` | [profile](https://github.com/masoudpz) | no | FIRST_TIME_CONTRIBUTOR | 4678d | `2026-04-02T00:31:07Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
188
  | `michalrzak` | [profile](https://github.com/michalrzak) | no | FIRST_TIME_CONTRIBUTOR | 2142d | `2026-03-11T16:42:30Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -226,7 +226,7 @@
226
  | `belamaran96-coder` | [profile](https://github.com/belamaran96-coder) | no | NONE | 288d | `2026-05-03T16:53:02Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
227
  | `bensons` | [profile](https://github.com/bensons) | no | FIRST_TIME_CONTRIBUTOR | 5188d | `2026-03-17T04:59:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
228
  | `black-yt` | [profile](https://github.com/black-yt) | no | NONE | 1826d | `2026-03-10T01:52:18Z` | 1 | 0 | weak | low | low | — |
229
- | `butterwecksolutions` | [profile](https://github.com/butterwecksolutions) | no | FIRST_TIME_CONTRIBUTOR | 4479d | `2026-05-03T23:41:12Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
230
  | `chandan11248` | [profile](https://github.com/chandan11248) | no | FIRST_TIME_CONTRIBUTOR | 728d | `2026-03-15T15:23:33Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
231
  | `cloudyun888` | [profile](https://github.com/cloudyun888) | no | NONE | 45d | `2026-04-15T13:18:36Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
232
  | `code-runner77` | [profile](https://github.com/code-runner77) | no | FIRST_TIMER | 194d | `2026-03-29T17:28:59Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -304,7 +304,6 @@
304
  | `moktamd` | [profile](https://github.com/moktamd) | no | NONE | 1374d | `2026-03-11T10:32:26Z` | 1 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
305
  | `mrutkows` | [profile](https://github.com/mrutkows) | no | FIRST_TIME_CONTRIBUTOR | 4332d | `2026-04-09T17:46:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
306
  | `MukundaKatta` | [profile](https://github.com/MukundaKatta) | no | NONE | 1527d | `2026-04-15T08:33:29Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
307
- | `nakigami` | [profile](https://github.com/nakigami) | no | NONE | 2960d | `2026-03-08T01:30:39Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
308
  | `NathanHB` | [profile](https://github.com/NathanHB) | no | MEMBER | 3182d | `2026-03-27T13:02:59Z` | 1 | 0 | strong | moderate | low | — |
309
  | `neo` | [profile](https://github.com/neo) | no | CONTRIBUTOR | 4212d | `2026-03-12T19:59:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
310
  | `NicoleRobin` | [profile](https://github.com/NicoleRobin) | no | NONE | 4096d | `2026-03-21T03:25:56Z` | 1 | 0 | strong | low | low | targets high-star repos |
@@ -324,6 +323,7 @@
324
  | `pritishyuvraj` | [profile](https://github.com/pritishyuvraj) | no | FIRST_TIME_CONTRIBUTOR | 3913d | `2026-04-30T04:36:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
325
  | `rain-1` | [profile](https://github.com/rain-1) | no | CONTRIBUTOR | 3706d | `2026-03-10T07:09:07Z` | 1 | 0 | weak | low | low | high open PR share |
326
  | `ranjithchinnanan` | [profile](https://github.com/ranjithchinnanan) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-05-05T12:03:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
327
  | `RicardoLee510520` | [profile](https://github.com/RicardoLee510520) | no | FIRST_TIMER | 168d | `2026-03-19T06:30:53Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
328
  | `RobTand` | [profile](https://github.com/RobTand) | no | NONE | 3405d | `2026-05-02T19:12:41Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
329
  | `roycho96` | [profile](https://github.com/roycho96) | no | FIRST_TIME_CONTRIBUTOR | 2160d | `2026-03-20T15:08:32Z` | 1 | 0 | mixed | moderate | low | high open PR share |
@@ -669,12 +669,12 @@ Example artifacts:
669
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayonigozlan)
670
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayonigozlan)
671
  - repo first seen: `2025-10-03T15:26:01Z`
672
- - repo last seen: `2026-05-06T19:30:58Z`
673
  - first seen in snapshot: **no**
674
  - repo association: **MEMBER**
675
  - repo primary artifacts: **26**
676
  - snapshot authored PRs/issues: **26 PRs / 0 issues**
677
- - snapshot discussion activity: **51 comments / 187 reviews / 351 review comments**
678
  - account age: **1978 days**
679
  - recent public PR activity: **15 PRs** (11 merged / 0 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
680
  - public orgs: `huggingface`
@@ -683,7 +683,7 @@ Example artifacts:
683
 
684
  Example artifacts:
685
  - [PR #45692: [Fix Phi4 test] Fall back to model config for image processor when `trust_remote_code` is False](https://github.com/huggingface/transformers/pull/45692) — closed, merged
686
- - [PR #45661: [Weight Converter] More fine-grained mappings on classes, scoping for every transforms (including weight converter)](https://github.com/huggingface/transformers/pull/45661) — open
687
  - [PR #45556: Add image processors refactor to v5 migration guide](https://github.com/huggingface/transformers/pull/45556) — closed, merged
688
 
689
  ### `remi-or`
@@ -715,12 +715,12 @@ Example artifacts:
715
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
716
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
717
  - repo first seen: `2024-03-21T04:37:45Z`
718
- - repo last seen: `2026-05-06T02:58:04Z`
719
  - first seen in snapshot: **no**
720
  - repo association: **CONTRIBUTOR**
721
- - repo primary artifacts: **25**
722
- - snapshot authored PRs/issues: **21 PRs / 4 issues**
723
- - snapshot discussion activity: **40 comments / 22 reviews / 22 review comments**
724
  - account age: **1396 days**
725
  - recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
726
  - public orgs: none visible
@@ -728,9 +728,9 @@ Example artifacts:
728
  - heuristic read: **high recent PR volume**
729
 
730
  Example artifacts:
 
731
  - [PR #45799: Fix `kernelize()` crash for gpt_oss: missing `@use_kernel_func_from_hub` on `apply_rotary_pos_emb`](https://github.com/huggingface/transformers/pull/45799) — open
732
  - [PR #45699: Add FP8 kernel acceleration for compressed-tensors quantized models](https://github.com/huggingface/transformers/pull/45699) — open
733
- - [PR #45560: Update torchao usage for XPU and CPU](https://github.com/huggingface/transformers/pull/45560) — closed, merged
734
  - [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — closed
735
  - [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
736
  - [Issue #42994: quantized model saving failed](https://github.com/huggingface/transformers/issues/42994) — closed
@@ -4339,7 +4339,7 @@ Example artifacts:
4339
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akndtran)
4340
  - repo first seen: `2026-05-06T18:23:26Z`
4341
  - repo last seen: `2026-05-06T18:53:38Z`
4342
- - first seen in snapshot: **yes**
4343
  - repo association: **FIRST_TIME_CONTRIBUTOR**
4344
  - repo primary artifacts: **2**
4345
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
@@ -5275,12 +5275,12 @@ Example artifacts:
5275
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abutterwecksolutions)
5276
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abutterwecksolutions)
5277
  - repo first seen: `2026-05-03T23:41:12Z`
5278
- - repo last seen: `2026-05-05T21:26:59Z`
5279
  - first seen in snapshot: **no**
5280
- - repo association: **FIRST_TIME_CONTRIBUTOR**
5281
  - repo primary artifacts: **1**
5282
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5283
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
5284
  - account age: **4479 days**
5285
  - recent public PR activity: **8 PRs** (1 merged / 4 closed-unmerged / 3 open; merged rate **12%**, closed-unmerged rate **50%**, open rate **38%**)
5286
  - public orgs: none visible
@@ -5288,7 +5288,7 @@ Example artifacts:
5288
  - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
5289
 
5290
  Example artifacts:
5291
- - [PR #45769: feat: add bf16_loss training argument for VRAM-efficient QLoRA by keeping loss in BF16 during training to save ~1.4 GB VRAM](https://github.com/huggingface/transformers/pull/45769) — open
5292
 
5293
  ### `chandan11248`
5294
 
@@ -6908,27 +6908,6 @@ Example artifacts:
6908
  Example artifacts:
6909
  - [PR #45451: Fix 'seperate' typo in qwen3/glm video-model docstrings](https://github.com/huggingface/transformers/pull/45451) — closed
6910
 
6911
- ### `nakigami`
6912
-
6913
- - profile: [github.com/nakigami](https://github.com/nakigami)
6914
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anakigami)
6915
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anakigami)
6916
- - repo first seen: `2026-03-08T01:30:39Z`
6917
- - repo last seen: `2026-03-08T01:30:39Z`
6918
- - first seen in snapshot: **no**
6919
- - repo association: **NONE**
6920
- - repo primary artifacts: **1**
6921
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
6922
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
6923
- - account age: **2960 days**
6924
- - recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
6925
- - public orgs: none visible
6926
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
6927
- - heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
6928
-
6929
- Example artifacts:
6930
- - [PR #44520: test(cli): add unit tests for env and model utility commands](https://github.com/huggingface/transformers/pull/44520) — closed
6931
-
6932
  ### `NathanHB`
6933
 
6934
  - profile: [github.com/NathanHB](https://github.com/NathanHB)
@@ -7328,6 +7307,27 @@ Example artifacts:
7328
  Example artifacts:
7329
  - [PR #45784: fix: remove upper bound on tokenizers version constraint](https://github.com/huggingface/transformers/pull/45784) — open
7330
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7331
  ### `RicardoLee510520`
7332
 
7333
  - profile: [github.com/RicardoLee510520](https://github.com/RicardoLee510520)
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260507T060024Z`
4
+ - Generated: `2026-05-07T06:01:13Z`
5
  - Activity window: `60d`
6
  - Contributors: `360`
7
 
 
23
  | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 29 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
24
  | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-10-03T15:26:01Z` | 26 | 0 | strong | low | low | targets high-star repos |
25
  | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 23 | 0 | strong | low | low | targets high-star repos |
26
+ | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 22 | 4 | strong | moderate | low | high recent PR volume |
27
  | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 20 | 0 | strong | low | low | targets high-star repos |
28
  | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2949d | `2025-12-02T16:00:11Z` | 18 | 6 | strong | moderate | low | high recent PR volume; targets high-star repos |
29
  | `BillionClaw` | [profile](https://github.com/BillionClaw) | no | FIRST_TIME_CONTRIBUTOR | 35d | `2026-03-16T16:17:54Z` | 18 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 
182
  | `jesperschlegel` | [profile](https://github.com/jesperschlegel) | no | FIRST_TIME_CONTRIBUTOR | 3705d | `2026-04-07T17:51:38Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
183
  | `josh-kean` | [profile](https://github.com/josh-kean) | no | FIRST_TIME_CONTRIBUTOR | 2847d | `2026-03-22T17:57:33Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
184
  | `KeitaW` | [profile](https://github.com/KeitaW) | no | CONTRIBUTOR | 4241d | `2026-04-20T02:00:45Z` | 1 | 1 | mixed | moderate | low | high open PR share |
185
+ | `kndtran` | [profile](https://github.com/kndtran) | no | FIRST_TIME_CONTRIBUTOR | 3650d | `2026-05-06T18:23:26Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
186
  | `mango766` | [profile](https://github.com/mango766) | no | CONTRIBUTOR | 1772d | `2026-03-16T04:08:09Z` | 1 | 1 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
187
  | `masoudpz` | [profile](https://github.com/masoudpz) | no | FIRST_TIME_CONTRIBUTOR | 4678d | `2026-04-02T00:31:07Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
188
  | `michalrzak` | [profile](https://github.com/michalrzak) | no | FIRST_TIME_CONTRIBUTOR | 2142d | `2026-03-11T16:42:30Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 
226
  | `belamaran96-coder` | [profile](https://github.com/belamaran96-coder) | no | NONE | 288d | `2026-05-03T16:53:02Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
227
  | `bensons` | [profile](https://github.com/bensons) | no | FIRST_TIME_CONTRIBUTOR | 5188d | `2026-03-17T04:59:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
228
  | `black-yt` | [profile](https://github.com/black-yt) | no | NONE | 1826d | `2026-03-10T01:52:18Z` | 1 | 0 | weak | low | low | — |
229
+ | `butterwecksolutions` | [profile](https://github.com/butterwecksolutions) | no | NONE | 4479d | `2026-05-03T23:41:12Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
230
  | `chandan11248` | [profile](https://github.com/chandan11248) | no | FIRST_TIME_CONTRIBUTOR | 728d | `2026-03-15T15:23:33Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
231
  | `cloudyun888` | [profile](https://github.com/cloudyun888) | no | NONE | 45d | `2026-04-15T13:18:36Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
232
  | `code-runner77` | [profile](https://github.com/code-runner77) | no | FIRST_TIMER | 194d | `2026-03-29T17:28:59Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 
304
  | `moktamd` | [profile](https://github.com/moktamd) | no | NONE | 1374d | `2026-03-11T10:32:26Z` | 1 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
305
  | `mrutkows` | [profile](https://github.com/mrutkows) | no | FIRST_TIME_CONTRIBUTOR | 4332d | `2026-04-09T17:46:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
306
  | `MukundaKatta` | [profile](https://github.com/MukundaKatta) | no | NONE | 1527d | `2026-04-15T08:33:29Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
 
307
  | `NathanHB` | [profile](https://github.com/NathanHB) | no | MEMBER | 3182d | `2026-03-27T13:02:59Z` | 1 | 0 | strong | moderate | low | — |
308
  | `neo` | [profile](https://github.com/neo) | no | CONTRIBUTOR | 4212d | `2026-03-12T19:59:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
309
  | `NicoleRobin` | [profile](https://github.com/NicoleRobin) | no | NONE | 4096d | `2026-03-21T03:25:56Z` | 1 | 0 | strong | low | low | targets high-star repos |
 
323
  | `pritishyuvraj` | [profile](https://github.com/pritishyuvraj) | no | FIRST_TIME_CONTRIBUTOR | 3913d | `2026-04-30T04:36:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
324
  | `rain-1` | [profile](https://github.com/rain-1) | no | CONTRIBUTOR | 3706d | `2026-03-10T07:09:07Z` | 1 | 0 | weak | low | low | high open PR share |
325
  | `ranjithchinnanan` | [profile](https://github.com/ranjithchinnanan) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-05-05T12:03:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
326
+ | `rasmi` | [profile](https://github.com/rasmi) | yes | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 1 | 0 | mixed | low | low | — |
327
  | `RicardoLee510520` | [profile](https://github.com/RicardoLee510520) | no | FIRST_TIMER | 168d | `2026-03-19T06:30:53Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
328
  | `RobTand` | [profile](https://github.com/RobTand) | no | NONE | 3405d | `2026-05-02T19:12:41Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
329
  | `roycho96` | [profile](https://github.com/roycho96) | no | FIRST_TIME_CONTRIBUTOR | 2160d | `2026-03-20T15:08:32Z` | 1 | 0 | mixed | moderate | low | high open PR share |
 
669
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayonigozlan)
670
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayonigozlan)
671
  - repo first seen: `2025-10-03T15:26:01Z`
672
+ - repo last seen: `2026-05-07T03:52:44Z`
673
  - first seen in snapshot: **no**
674
  - repo association: **MEMBER**
675
  - repo primary artifacts: **26**
676
  - snapshot authored PRs/issues: **26 PRs / 0 issues**
677
+ - snapshot discussion activity: **52 comments / 187 reviews / 351 review comments**
678
  - account age: **1978 days**
679
  - recent public PR activity: **15 PRs** (11 merged / 0 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
680
  - public orgs: `huggingface`
 
683
 
684
  Example artifacts:
685
  - [PR #45692: [Fix Phi4 test] Fall back to model config for image processor when `trust_remote_code` is False](https://github.com/huggingface/transformers/pull/45692) — closed, merged
686
+ - [PR #45661: [Weight Converter] More fine-grained mappings on classes, scoping for every transforms (including weight converter)](https://github.com/huggingface/transformers/pull/45661) — closed, merged
687
  - [PR #45556: Add image processors refactor to v5 migration guide](https://github.com/huggingface/transformers/pull/45556) — closed, merged
688
 
689
  ### `remi-or`
 
715
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
716
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
717
  - repo first seen: `2024-03-21T04:37:45Z`
718
+ - repo last seen: `2026-05-07T03:16:17Z`
719
  - first seen in snapshot: **no**
720
  - repo association: **CONTRIBUTOR**
721
+ - repo primary artifacts: **26**
722
+ - snapshot authored PRs/issues: **22 PRs / 4 issues**
723
+ - snapshot discussion activity: **43 comments / 23 reviews / 23 review comments**
724
  - account age: **1396 days**
725
  - recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
726
  - public orgs: none visible
 
728
  - heuristic read: **high recent PR volume**
729
 
730
  Example artifacts:
731
+ - [PR #45816: Fix `torch.compile` graph breaks in Qwen2.5-Omni vision encoder](https://github.com/huggingface/transformers/pull/45816) — closed, draft
732
  - [PR #45799: Fix `kernelize()` crash for gpt_oss: missing `@use_kernel_func_from_hub` on `apply_rotary_pos_emb`](https://github.com/huggingface/transformers/pull/45799) — open
733
  - [PR #45699: Add FP8 kernel acceleration for compressed-tensors quantized models](https://github.com/huggingface/transformers/pull/45699) — open
 
734
  - [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — closed
735
  - [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
736
  - [Issue #42994: quantized model saving failed](https://github.com/huggingface/transformers/issues/42994) — closed
 
4339
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akndtran)
4340
  - repo first seen: `2026-05-06T18:23:26Z`
4341
  - repo last seen: `2026-05-06T18:53:38Z`
4342
+ - first seen in snapshot: **no**
4343
  - repo association: **FIRST_TIME_CONTRIBUTOR**
4344
  - repo primary artifacts: **2**
4345
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
 
5275
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abutterwecksolutions)
5276
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abutterwecksolutions)
5277
  - repo first seen: `2026-05-03T23:41:12Z`
5278
+ - repo last seen: `2026-05-07T05:07:07Z`
5279
  - first seen in snapshot: **no**
5280
+ - repo association: **NONE**
5281
  - repo primary artifacts: **1**
5282
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5283
+ - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
5284
  - account age: **4479 days**
5285
  - recent public PR activity: **8 PRs** (1 merged / 4 closed-unmerged / 3 open; merged rate **12%**, closed-unmerged rate **50%**, open rate **38%**)
5286
  - public orgs: none visible
 
5288
  - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
5289
 
5290
  Example artifacts:
5291
+ - [PR #45769: feat: add bf16_loss training argument for VRAM-efficient QLoRA by keeping loss in BF16 during training to save ~1.4 GB VRAM](https://github.com/huggingface/transformers/pull/45769) — closed
5292
 
5293
  ### `chandan11248`
5294
 
 
6908
  Example artifacts:
6909
  - [PR #45451: Fix 'seperate' typo in qwen3/glm video-model docstrings](https://github.com/huggingface/transformers/pull/45451) — closed
6910
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6911
  ### `NathanHB`
6912
 
6913
  - profile: [github.com/NathanHB](https://github.com/NathanHB)
 
7307
  Example artifacts:
7308
  - [PR #45784: fix: remove upper bound on tokenizers version constraint](https://github.com/huggingface/transformers/pull/45784) — open
7309
 
7310
+ ### `rasmi`
7311
+
7312
+ - profile: [github.com/rasmi](https://github.com/rasmi)
7313
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arasmi)
7314
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arasmi)
7315
+ - repo first seen: `2026-05-07T01:29:32Z`
7316
+ - repo last seen: `2026-05-07T01:29:32Z`
7317
+ - first seen in snapshot: **yes**
7318
+ - repo association: **CONTRIBUTOR**
7319
+ - repo primary artifacts: **1**
7320
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
7321
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
7322
+ - account age: **4994 days**
7323
+ - recent public PR activity: **9 PRs** (5 merged / 1 closed-unmerged / 3 open; merged rate **56%**, closed-unmerged rate **11%**, open rate **33%**)
7324
+ - public orgs: `sagemath`, `google`, `google-deepmind`, `tensorflow`, `google-org`
7325
+ - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
7326
+ - heuristic read: **—**
7327
+
7328
+ Example artifacts:
7329
+ - [PR #45815: Get rid of deprecated use_return_dict call.](https://github.com/huggingface/transformers/pull/45815) — open
7330
+
7331
  ### `RicardoLee510520`
7332
 
7333
  - profile: [github.com/RicardoLee510520](https://github.com/RicardoLee510520)
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  {
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  {
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@@ -813,102 +748,6 @@
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  "src/transformers",
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  "src"
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- "src"
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- "src/transformers/trainer.py"
891
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892
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- "src/transformers",
894
- "src"
895
- ]
896
- },
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- {
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910
- "src"
911
- ]
912
  }
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914
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@@ -1491,7 +1330,7 @@
1491
  45655
1492
  ],
1493
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1494
- "average_similarity": 0.475,
1495
  "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45342.",
1496
  "shared_filenames": [
1497
  "src/transformers/modeling_utils.py"
@@ -1504,29 +1343,152 @@
1504
  {
1505
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1506
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1507
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1509
  "size_similarity": 0.889,
1510
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1511
  "concentration_similarity": 1.0,
1512
  "shared_filenames": [
1513
- "src/transformers/modeling_utils.py"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1514
  ],
1515
  "shared_directories": [
1516
  "src/transformers",
1517
- "src"
 
 
1518
  ]
1519
  },
1520
  {
1521
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1526
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1527
- "concentration_similarity": 1.0,
1528
  "shared_filenames": [
1529
- "src/transformers/modeling_utils.py"
1530
  ],
1531
  "shared_directories": [
1532
  "src/transformers",
@@ -1534,15 +1496,15 @@
1534
  ]
1535
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1536
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1537
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1542
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1543
  "concentration_similarity": 1.0,
1544
  "shared_filenames": [
1545
- "src/transformers/modeling_utils.py"
1546
  ],
1547
  "shared_directories": [
1548
  "src/transformers",
@@ -1550,15 +1512,15 @@
1550
  ]
1551
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1552
  {
1553
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1554
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1559
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1560
  "shared_filenames": [
1561
- "src/transformers/modeling_utils.py"
1562
  ],
1563
  "shared_directories": [
1564
  "src/transformers",
@@ -1566,15 +1528,15 @@
1566
  ]
1567
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1568
  {
1569
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1570
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1572
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1573
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1574
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1575
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1576
  "shared_filenames": [
1577
- "src/transformers/modeling_utils.py"
1578
  ],
1579
  "shared_directories": [
1580
  "src/transformers",
@@ -1582,15 +1544,15 @@
1582
  ]
1583
  },
1584
  {
1585
- "left_pr_number": 45548,
1586
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1587
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1592
  "shared_filenames": [
1593
- "src/transformers/modeling_utils.py"
1594
  ],
1595
  "shared_directories": [
1596
  "src/transformers",
@@ -1667,7 +1629,7 @@
1667
  {
1668
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1669
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1670
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1671
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1672
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1673
  "breadth_similarity": 0.546,
@@ -1766,7 +1728,7 @@
1766
  {
1767
  "left_pr_number": 44907,
1768
  "right_pr_number": 45396,
1769
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1770
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1771
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1772
  "breadth_similarity": 0.559,
@@ -1800,7 +1762,7 @@
1800
  "left_pr_number": 41992,
1801
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1802
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1803
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1804
  "size_similarity": 0.058,
1805
  "breadth_similarity": 0.887,
1806
  "concentration_similarity": 0.76,
@@ -1831,129 +1793,6 @@
1831
  }
1832
  ]
1833
  },
1834
- {
1835
- "cluster_id": "pr-scope-44974-4",
1836
- "pr_numbers": [
1837
- 44974,
1838
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1839
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1840
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1841
- ],
1842
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1843
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1844
- "summary": "4 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `tests/utils/test_core_model_loading.py`; representative PR #45635.",
1845
- "shared_filenames": [
1846
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1847
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1848
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1850
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1851
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1857
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1864
- "shared_filenames": [
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1866
- "tests/utils/test_core_model_loading.py"
1867
- ],
1868
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1870
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1871
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1872
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1873
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1877
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1879
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- "src/transformers/core_model_loading.py"
1885
- ],
1886
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1887
- "src/transformers",
1888
- "src"
1889
- ]
1890
- },
1891
- {
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1894
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1895
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1897
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1898
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1899
- "shared_filenames": [
1900
- "src/transformers/core_model_loading.py"
1901
- ],
1902
- "shared_directories": [
1903
- "src/transformers",
1904
- "src"
1905
- ]
1906
- },
1907
- {
1908
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1909
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1910
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1911
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1912
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1913
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1914
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1915
- "shared_filenames": [
1916
- "src/transformers/core_model_loading.py"
1917
- ],
1918
- "shared_directories": [
1919
- "src/transformers",
1920
- "src"
1921
- ]
1922
- },
1923
- {
1924
- "left_pr_number": 44974,
1925
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1928
- "size_similarity": 0.004,
1929
- "breadth_similarity": 0.267,
1930
- "concentration_similarity": 0.743,
1931
- "shared_filenames": [
1932
- "src/transformers/core_model_loading.py"
1933
- ],
1934
- "shared_directories": [
1935
- "src/transformers",
1936
- "src"
1937
- ]
1938
- },
1939
- {
1940
- "left_pr_number": 45635,
1941
- "right_pr_number": 45756,
1942
- "similarity": 0.286,
1943
- "content_similarity": 0.301,
1944
- "size_similarity": 0.007,
1945
- "breadth_similarity": 0.333,
1946
- "concentration_similarity": 0.814,
1947
- "shared_filenames": [
1948
- "src/transformers/core_model_loading.py"
1949
- ],
1950
- "shared_directories": [
1951
- "src/transformers",
1952
- "src"
1953
- ]
1954
- }
1955
- ]
1956
- },
1957
  {
1958
  "cluster_id": "pr-scope-44066-3",
1959
  "pr_numbers": [
@@ -2323,7 +2162,7 @@
2323
  "left_pr_number": 42976,
2324
  "right_pr_number": 45077,
2325
  "similarity": 0.492,
2326
- "content_similarity": 0.522,
2327
  "size_similarity": 0.074,
2328
  "breadth_similarity": 0.659,
2329
  "concentration_similarity": 1.0,
@@ -2371,7 +2210,7 @@
2371
  45438
2372
  ],
2373
  "representative_pr_number": 45438,
2374
- "average_similarity": 0.495,
2375
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`, `docs/source/en/model_doc/gemma4.md`; representative PR #45438.",
2376
  "shared_filenames": [
2377
  "src/transformers/models/gemma4/modular_gemma4.py",
@@ -2767,7 +2606,7 @@
2767
  "left_pr_number": 45293,
2768
  "right_pr_number": 45681,
2769
  "similarity": 0.507,
2770
- "content_similarity": 0.408,
2771
  "size_similarity": 0.513,
2772
  "breadth_similarity": 1.0,
2773
  "concentration_similarity": 0.891,
@@ -2845,7 +2684,7 @@
2845
  "left_pr_number": 33686,
2846
  "right_pr_number": 44550,
2847
  "similarity": 0.397,
2848
- "content_similarity": 0.138,
2849
  "size_similarity": 1.0,
2850
  "breadth_similarity": 1.0,
2851
  "concentration_similarity": 1.0,
@@ -2860,8 +2699,8 @@
2860
  {
2861
  "left_pr_number": 44407,
2862
  "right_pr_number": 44550,
2863
- "similarity": 0.363,
2864
- "content_similarity": 0.1,
2865
  "size_similarity": 0.957,
2866
  "breadth_similarity": 1.0,
2867
  "concentration_similarity": 1.0,
@@ -2876,7 +2715,7 @@
2876
  "left_pr_number": 33686,
2877
  "right_pr_number": 44407,
2878
  "similarity": 0.355,
2879
- "content_similarity": 0.087,
2880
  "size_similarity": 0.957,
2881
  "breadth_similarity": 1.0,
2882
  "concentration_similarity": 1.0,
@@ -3236,7 +3075,7 @@
3236
  "left_pr_number": 45639,
3237
  "right_pr_number": 45645,
3238
  "similarity": 0.783,
3239
- "content_similarity": 0.844,
3240
  "size_similarity": 0.646,
3241
  "breadth_similarity": 0.5,
3242
  "concentration_similarity": 0.893,
@@ -3260,7 +3099,7 @@
3260
  44375
3261
  ],
3262
  "representative_pr_number": 36895,
3263
- "average_similarity": 0.761,
3264
  "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/rf_detr.md`, `src/transformers/loss/loss_lw_detr.py`, `src/transformers/models/rf_detr/__init__.py`; representative PR #36895.",
3265
  "shared_filenames": [
3266
  "docs/source/en/model_doc/rf_detr.md",
@@ -3286,11 +3125,11 @@
3286
  {
3287
  "left_pr_number": 36895,
3288
  "right_pr_number": 44375,
3289
- "similarity": 0.761,
3290
- "content_similarity": 0.724,
3291
- "size_similarity": 0.807,
3292
- "breadth_similarity": 0.866,
3293
- "concentration_similarity": 0.93,
3294
  "shared_filenames": [
3295
  "docs/source/en/_toctree.yml",
3296
  "docs/source/en/model_doc/rf_detr.md",
@@ -3423,7 +3262,7 @@
3423
  43469
3424
  ],
3425
  "representative_pr_number": 41441,
3426
- "average_similarity": 0.684,
3427
  "summary": "2 open PRs share weighted file overlap around `src/transformers/hf_argparser.py`; representative PR #41441.",
3428
  "shared_filenames": [
3429
  "src/transformers/hf_argparser.py"
@@ -3436,7 +3275,7 @@
3436
  {
3437
  "left_pr_number": 41441,
3438
  "right_pr_number": 43469,
3439
- "similarity": 0.684,
3440
  "content_similarity": 0.755,
3441
  "size_similarity": 0.45,
3442
  "breadth_similarity": 0.5,
@@ -3563,38 +3402,36 @@
3563
  ]
3564
  },
3565
  {
3566
- "cluster_id": "pr-scope-44101-2",
3567
  "pr_numbers": [
3568
- 44101,
3569
- 44116
3570
  ],
3571
- "representative_pr_number": 44101,
3572
  "average_similarity": 0.553,
3573
- "summary": "2 open PRs share weighted file overlap around `src/transformers/models/flaubert/modeling_flaubert.py`; representative PR #44101.",
3574
  "shared_filenames": [
3575
- "src/transformers/models/flaubert/modeling_flaubert.py"
3576
  ],
3577
  "shared_directories": [
3578
- "src/transformers/models/flaubert",
3579
- "src/transformers/models",
3580
  "src/transformers",
3581
  "src"
3582
  ],
3583
  "pairwise": [
3584
  {
3585
- "left_pr_number": 44101,
3586
- "right_pr_number": 44116,
3587
  "similarity": 0.553,
3588
- "content_similarity": 0.615,
3589
- "size_similarity": 0.319,
3590
- "breadth_similarity": 0.5,
3591
- "concentration_similarity": 0.507,
3592
  "shared_filenames": [
3593
- "src/transformers/models/flaubert/modeling_flaubert.py"
3594
  ],
3595
  "shared_directories": [
3596
- "src/transformers/models/flaubert",
3597
- "src/transformers/models",
3598
  "src/transformers",
3599
  "src"
3600
  ]
@@ -3602,36 +3439,38 @@
3602
  ]
3603
  },
3604
  {
3605
- "cluster_id": "pr-scope-43833-2",
3606
  "pr_numbers": [
3607
- 43833,
3608
- 45804
3609
  ],
3610
- "representative_pr_number": 43833,
3611
- "average_similarity": 0.552,
3612
- "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/moe.py`; representative PR #43833.",
3613
  "shared_filenames": [
3614
- "src/transformers/integrations/moe.py"
3615
  ],
3616
  "shared_directories": [
3617
- "src/transformers/integrations",
 
3618
  "src/transformers",
3619
  "src"
3620
  ],
3621
  "pairwise": [
3622
  {
3623
- "left_pr_number": 43833,
3624
- "right_pr_number": 45804,
3625
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3626
- "content_similarity": 0.422,
3627
- "size_similarity": 0.714,
3628
- "breadth_similarity": 1.0,
3629
- "concentration_similarity": 1.0,
3630
  "shared_filenames": [
3631
- "src/transformers/integrations/moe.py"
3632
  ],
3633
  "shared_directories": [
3634
- "src/transformers/integrations",
 
3635
  "src/transformers",
3636
  "src"
3637
  ]
@@ -3756,7 +3595,7 @@
3756
  "left_pr_number": 44114,
3757
  "right_pr_number": 45720,
3758
  "similarity": 0.514,
3759
- "content_similarity": 0.441,
3760
  "size_similarity": 0.549,
3761
  "breadth_similarity": 0.727,
3762
  "concentration_similarity": 0.999,
@@ -4125,7 +3964,7 @@
4125
  44981
4126
  ],
4127
  "representative_pr_number": 44889,
4128
- "average_similarity": 0.402,
4129
  "summary": "2 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #44889.",
4130
  "shared_filenames": [
4131
  "src/transformers/trainer.py"
@@ -4140,8 +3979,8 @@
4140
  {
4141
  "left_pr_number": 44889,
4142
  "right_pr_number": 44981,
4143
- "similarity": 0.402,
4144
- "content_similarity": 0.161,
4145
  "size_similarity": 0.991,
4146
  "breadth_similarity": 1.0,
4147
  "concentration_similarity": 0.812,
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260507T060024Z",
4
+ "generated_at": "2026-05-07T06:01:05Z",
5
  "cluster_count": 48,
6
  "pr_scope_clusters": [
7
  {
8
+ "cluster_id": "pr-scope-43636-10",
9
  "pr_numbers": [
10
  43636,
11
  43651,
 
16
  44660,
17
  45055,
18
  45067,
19
+ 45273
 
20
  ],
21
  "representative_pr_number": 45067,
22
+ "average_similarity": 0.425,
23
+ "summary": "10 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
24
  "shared_filenames": [
25
  "src/transformers/trainer.py"
26
  ],
 
32
  {
33
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  "breadth_similarity": 1.0,
39
  "concentration_similarity": 1.0,
 
45
  "src"
46
  ]
47
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
48
  {
49
  "left_pr_number": 43663,
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64
  {
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80
  {
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190
  ]
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  },
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  ]
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  },
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240
  {
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  {
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  "left_pr_number": 43636,
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270
  ]
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  },
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273
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  "shared_filenames": [
 
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  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
320
  {
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  "left_pr_number": 43636,
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336
  {
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  "concentration_similarity": 1.0,
 
349
  "src"
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  ]
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  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
352
  {
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  {
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  {
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  {
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414
  ]
415
  },
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  {
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  },
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480
  {
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496
  {
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512
  {
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526
  ]
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548
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549
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550
  "breadth_similarity": 1.0,
551
  "concentration_similarity": 1.0,
552
  "shared_filenames": [
 
560
  {
561
  "left_pr_number": 43636,
562
  "right_pr_number": 44123,
563
+ "similarity": 0.381,
564
+ "content_similarity": 0.287,
565
  "size_similarity": 0.2,
566
  "breadth_similarity": 1.0,
567
  "concentration_similarity": 1.0,
 
574
  ]
575
  },
576
  {
577
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578
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579
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580
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581
+ "size_similarity": 0.08,
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  "breadth_similarity": 1.0,
583
  "concentration_similarity": 1.0,
584
  "shared_filenames": [
 
590
  ]
591
  },
592
  {
593
+ "left_pr_number": 43651,
594
+ "right_pr_number": 45055,
595
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596
+ "content_similarity": 0.276,
597
+ "size_similarity": 0.167,
598
  "breadth_similarity": 1.0,
599
  "concentration_similarity": 1.0,
600
  "shared_filenames": [
 
608
  {
609
  "left_pr_number": 44660,
610
  "right_pr_number": 45273,
611
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612
+ "content_similarity": 0.241,
613
  "size_similarity": 0.333,
614
  "breadth_similarity": 1.0,
615
  "concentration_similarity": 1.0,
 
624
  {
625
  "left_pr_number": 44123,
626
  "right_pr_number": 44257,
627
+ "similarity": 0.363,
628
+ "content_similarity": 0.28,
629
  "size_similarity": 0.109,
630
  "breadth_similarity": 1.0,
631
  "concentration_similarity": 1.0,
 
640
  {
641
  "left_pr_number": 43636,
642
  "right_pr_number": 45055,
643
+ "similarity": 0.357,
644
+ "content_similarity": 0.237,
645
  "size_similarity": 0.273,
646
  "breadth_similarity": 1.0,
647
  "concentration_similarity": 1.0,
 
656
  {
657
  "left_pr_number": 45067,
658
  "right_pr_number": 45273,
659
+ "similarity": 0.353,
660
+ "content_similarity": 0.273,
661
  "size_similarity": 0.08,
662
  "breadth_similarity": 1.0,
663
  "concentration_similarity": 1.0,
 
672
  {
673
  "left_pr_number": 44123,
674
  "right_pr_number": 45055,
675
+ "similarity": 0.349,
676
+ "content_similarity": 0.273,
677
  "size_similarity": 0.055,
678
  "breadth_similarity": 1.0,
679
  "concentration_similarity": 1.0,
 
688
  {
689
  "left_pr_number": 44257,
690
  "right_pr_number": 45273,
691
+ "similarity": 0.345,
692
+ "content_similarity": 0.207,
693
  "size_similarity": 0.333,
694
  "breadth_similarity": 1.0,
695
  "concentration_similarity": 1.0,
 
704
  {
705
  "left_pr_number": 43651,
706
  "right_pr_number": 45273,
707
+ "similarity": 0.339,
708
+ "content_similarity": 0.246,
709
  "size_similarity": 0.111,
710
  "breadth_similarity": 1.0,
711
  "concentration_similarity": 1.0,
 
717
  "src"
718
  ]
719
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
720
  {
721
  "left_pr_number": 44123,
722
  "right_pr_number": 45273,
723
+ "similarity": 0.326,
724
+ "content_similarity": 0.243,
725
  "size_similarity": 0.036,
726
  "breadth_similarity": 1.0,
727
  "concentration_similarity": 1.0,
 
736
  {
737
  "left_pr_number": 43636,
738
  "right_pr_number": 45273,
739
+ "similarity": 0.325,
740
+ "content_similarity": 0.211,
741
  "size_similarity": 0.182,
742
  "breadth_similarity": 1.0,
743
  "concentration_similarity": 1.0,
 
748
  "src/transformers",
749
  "src"
750
  ]
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
751
  }
752
  ]
753
  },
 
1330
  45655
1331
  ],
1332
  "representative_pr_number": 45342,
1333
+ "average_similarity": 0.478,
1334
  "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45342.",
1335
  "shared_filenames": [
1336
  "src/transformers/modeling_utils.py"
 
1343
  {
1344
  "left_pr_number": 45342,
1345
  "right_pr_number": 45655,
1346
+ "similarity": 0.84,
1347
+ "content_similarity": 0.795,
1348
  "size_similarity": 0.889,
1349
  "breadth_similarity": 1.0,
1350
  "concentration_similarity": 1.0,
1351
  "shared_filenames": [
1352
+ "src/transformers/modeling_utils.py"
1353
+ ],
1354
+ "shared_directories": [
1355
+ "src/transformers",
1356
+ "src"
1357
+ ]
1358
+ },
1359
+ {
1360
+ "left_pr_number": 45342,
1361
+ "right_pr_number": 45649,
1362
+ "similarity": 0.48,
1363
+ "content_similarity": 0.337,
1364
+ "size_similarity": 0.625,
1365
+ "breadth_similarity": 1.0,
1366
+ "concentration_similarity": 1.0,
1367
+ "shared_filenames": [
1368
+ "src/transformers/modeling_utils.py"
1369
+ ],
1370
+ "shared_directories": [
1371
+ "src/transformers",
1372
+ "src"
1373
+ ]
1374
+ },
1375
+ {
1376
+ "left_pr_number": 45649,
1377
+ "right_pr_number": 45655,
1378
+ "similarity": 0.466,
1379
+ "content_similarity": 0.332,
1380
+ "size_similarity": 0.556,
1381
+ "breadth_similarity": 1.0,
1382
+ "concentration_similarity": 1.0,
1383
+ "shared_filenames": [
1384
+ "src/transformers/modeling_utils.py"
1385
+ ],
1386
+ "shared_directories": [
1387
+ "src/transformers",
1388
+ "src"
1389
+ ]
1390
+ },
1391
+ {
1392
+ "left_pr_number": 45548,
1393
+ "right_pr_number": 45649,
1394
+ "similarity": 0.375,
1395
+ "content_similarity": 0.334,
1396
+ "size_similarity": 0.106,
1397
+ "breadth_similarity": 0.75,
1398
+ "concentration_similarity": 1.0,
1399
+ "shared_filenames": [
1400
+ "src/transformers/modeling_utils.py"
1401
+ ],
1402
+ "shared_directories": [
1403
+ "src/transformers",
1404
+ "src"
1405
+ ]
1406
+ },
1407
+ {
1408
+ "left_pr_number": 45342,
1409
+ "right_pr_number": 45548,
1410
+ "similarity": 0.352,
1411
+ "content_similarity": 0.288,
1412
+ "size_similarity": 0.17,
1413
+ "breadth_similarity": 0.75,
1414
+ "concentration_similarity": 1.0,
1415
+ "shared_filenames": [
1416
+ "src/transformers/modeling_utils.py"
1417
+ ],
1418
+ "shared_directories": [
1419
+ "src/transformers",
1420
+ "src"
1421
+ ]
1422
+ },
1423
+ {
1424
+ "left_pr_number": 45548,
1425
+ "right_pr_number": 45655,
1426
+ "similarity": 0.352,
1427
+ "content_similarity": 0.284,
1428
+ "size_similarity": 0.191,
1429
+ "breadth_similarity": 0.75,
1430
+ "concentration_similarity": 1.0,
1431
+ "shared_filenames": [
1432
+ "src/transformers/modeling_utils.py"
1433
+ ],
1434
+ "shared_directories": [
1435
+ "src/transformers",
1436
+ "src"
1437
+ ]
1438
+ }
1439
+ ]
1440
+ },
1441
+ {
1442
+ "cluster_id": "pr-scope-44974-4",
1443
+ "pr_numbers": [
1444
+ 44974,
1445
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1446
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1447
+ 45794
1448
+ ],
1449
+ "representative_pr_number": 45635,
1450
+ "average_similarity": 0.422,
1451
+ "summary": "4 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `tests/utils/test_core_model_loading.py`; representative PR #45635.",
1452
+ "shared_filenames": [
1453
+ "src/transformers/core_model_loading.py",
1454
+ "tests/utils/test_core_model_loading.py"
1455
+ ],
1456
+ "shared_directories": [
1457
+ "src/transformers",
1458
+ "src",
1459
+ "tests/utils",
1460
+ "tests"
1461
+ ],
1462
+ "pairwise": [
1463
+ {
1464
+ "left_pr_number": 44974,
1465
+ "right_pr_number": 45635,
1466
+ "similarity": 0.724,
1467
+ "content_similarity": 0.727,
1468
+ "size_similarity": 0.59,
1469
+ "breadth_similarity": 0.8,
1470
+ "concentration_similarity": 0.929,
1471
+ "shared_filenames": [
1472
+ "src/transformers/core_model_loading.py",
1473
+ "tests/utils/test_core_model_loading.py"
1474
  ],
1475
  "shared_directories": [
1476
  "src/transformers",
1477
+ "tests/utils",
1478
+ "src",
1479
+ "tests"
1480
  ]
1481
  },
1482
  {
1483
+ "left_pr_number": 45635,
1484
+ "right_pr_number": 45794,
1485
+ "similarity": 0.457,
1486
+ "content_similarity": 0.543,
1487
+ "size_similarity": 0.02,
1488
+ "breadth_similarity": 0.333,
1489
+ "concentration_similarity": 0.814,
1490
  "shared_filenames": [
1491
+ "src/transformers/core_model_loading.py"
1492
  ],
1493
  "shared_directories": [
1494
  "src/transformers",
 
1496
  ]
1497
  },
1498
  {
1499
+ "left_pr_number": 45756,
1500
+ "right_pr_number": 45794,
1501
+ "similarity": 0.415,
1502
+ "content_similarity": 0.307,
1503
+ "size_similarity": 0.333,
1504
  "breadth_similarity": 1.0,
1505
  "concentration_similarity": 1.0,
1506
  "shared_filenames": [
1507
+ "src/transformers/core_model_loading.py"
1508
  ],
1509
  "shared_directories": [
1510
  "src/transformers",
 
1512
  ]
1513
  },
1514
  {
1515
+ "left_pr_number": 44974,
1516
+ "right_pr_number": 45794,
1517
+ "similarity": 0.33,
1518
+ "content_similarity": 0.378,
1519
+ "size_similarity": 0.012,
1520
+ "breadth_similarity": 0.267,
1521
+ "concentration_similarity": 0.743,
1522
  "shared_filenames": [
1523
+ "src/transformers/core_model_loading.py"
1524
  ],
1525
  "shared_directories": [
1526
  "src/transformers",
 
1528
  ]
1529
  },
1530
  {
1531
+ "left_pr_number": 44974,
1532
+ "right_pr_number": 45756,
1533
+ "similarity": 0.319,
1534
+ "content_similarity": 0.363,
1535
+ "size_similarity": 0.004,
1536
+ "breadth_similarity": 0.267,
1537
+ "concentration_similarity": 0.743,
1538
  "shared_filenames": [
1539
+ "src/transformers/core_model_loading.py"
1540
  ],
1541
  "shared_directories": [
1542
  "src/transformers",
 
1544
  ]
1545
  },
1546
  {
1547
+ "left_pr_number": 45635,
1548
+ "right_pr_number": 45756,
1549
+ "similarity": 0.289,
1550
+ "content_similarity": 0.306,
1551
+ "size_similarity": 0.007,
1552
+ "breadth_similarity": 0.333,
1553
+ "concentration_similarity": 0.814,
1554
  "shared_filenames": [
1555
+ "src/transformers/core_model_loading.py"
1556
  ],
1557
  "shared_directories": [
1558
  "src/transformers",
 
1629
  {
1630
  "left_pr_number": 41992,
1631
  "right_pr_number": 45396,
1632
+ "similarity": 0.514,
1633
  "content_similarity": 0.475,
1634
  "size_similarity": 0.565,
1635
  "breadth_similarity": 0.546,
 
1728
  {
1729
  "left_pr_number": 44907,
1730
  "right_pr_number": 45396,
1731
+ "similarity": 0.319,
1732
  "content_similarity": 0.29,
1733
  "size_similarity": 0.103,
1734
  "breadth_similarity": 0.559,
 
1762
  "left_pr_number": 41992,
1763
  "right_pr_number": 44907,
1764
  "similarity": 0.26,
1765
+ "content_similarity": 0.177,
1766
  "size_similarity": 0.058,
1767
  "breadth_similarity": 0.887,
1768
  "concentration_similarity": 0.76,
 
1793
  }
1794
  ]
1795
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1796
  {
1797
  "cluster_id": "pr-scope-44066-3",
1798
  "pr_numbers": [
 
2162
  "left_pr_number": 42976,
2163
  "right_pr_number": 45077,
2164
  "similarity": 0.492,
2165
+ "content_similarity": 0.521,
2166
  "size_similarity": 0.074,
2167
  "breadth_similarity": 0.659,
2168
  "concentration_similarity": 1.0,
 
2210
  45438
2211
  ],
2212
  "representative_pr_number": 45438,
2213
+ "average_similarity": 0.494,
2214
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`, `docs/source/en/model_doc/gemma4.md`; representative PR #45438.",
2215
  "shared_filenames": [
2216
  "src/transformers/models/gemma4/modular_gemma4.py",
 
2606
  "left_pr_number": 45293,
2607
  "right_pr_number": 45681,
2608
  "similarity": 0.507,
2609
+ "content_similarity": 0.407,
2610
  "size_similarity": 0.513,
2611
  "breadth_similarity": 1.0,
2612
  "concentration_similarity": 0.891,
 
2684
  "left_pr_number": 33686,
2685
  "right_pr_number": 44550,
2686
  "similarity": 0.397,
2687
+ "content_similarity": 0.139,
2688
  "size_similarity": 1.0,
2689
  "breadth_similarity": 1.0,
2690
  "concentration_similarity": 1.0,
 
2699
  {
2700
  "left_pr_number": 44407,
2701
  "right_pr_number": 44550,
2702
+ "similarity": 0.364,
2703
+ "content_similarity": 0.101,
2704
  "size_similarity": 0.957,
2705
  "breadth_similarity": 1.0,
2706
  "concentration_similarity": 1.0,
 
2715
  "left_pr_number": 33686,
2716
  "right_pr_number": 44407,
2717
  "similarity": 0.355,
2718
+ "content_similarity": 0.088,
2719
  "size_similarity": 0.957,
2720
  "breadth_similarity": 1.0,
2721
  "concentration_similarity": 1.0,
 
3075
  "left_pr_number": 45639,
3076
  "right_pr_number": 45645,
3077
  "similarity": 0.783,
3078
+ "content_similarity": 0.845,
3079
  "size_similarity": 0.646,
3080
  "breadth_similarity": 0.5,
3081
  "concentration_similarity": 0.893,
 
3099
  44375
3100
  ],
3101
  "representative_pr_number": 36895,
3102
+ "average_similarity": 0.77,
3103
  "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/rf_detr.md`, `src/transformers/loss/loss_lw_detr.py`, `src/transformers/models/rf_detr/__init__.py`; representative PR #36895.",
3104
  "shared_filenames": [
3105
  "docs/source/en/model_doc/rf_detr.md",
 
3125
  {
3126
  "left_pr_number": 36895,
3127
  "right_pr_number": 44375,
3128
+ "similarity": 0.77,
3129
+ "content_similarity": 0.728,
3130
+ "size_similarity": 0.788,
3131
+ "breadth_similarity": 0.95,
3132
+ "concentration_similarity": 0.948,
3133
  "shared_filenames": [
3134
  "docs/source/en/_toctree.yml",
3135
  "docs/source/en/model_doc/rf_detr.md",
 
3262
  43469
3263
  ],
3264
  "representative_pr_number": 41441,
3265
+ "average_similarity": 0.683,
3266
  "summary": "2 open PRs share weighted file overlap around `src/transformers/hf_argparser.py`; representative PR #41441.",
3267
  "shared_filenames": [
3268
  "src/transformers/hf_argparser.py"
 
3275
  {
3276
  "left_pr_number": 41441,
3277
  "right_pr_number": 43469,
3278
+ "similarity": 0.683,
3279
  "content_similarity": 0.755,
3280
  "size_similarity": 0.45,
3281
  "breadth_similarity": 0.5,
 
3402
  ]
3403
  },
3404
  {
3405
+ "cluster_id": "pr-scope-43833-2",
3406
  "pr_numbers": [
3407
+ 43833,
3408
+ 45804
3409
  ],
3410
+ "representative_pr_number": 43833,
3411
  "average_similarity": 0.553,
3412
+ "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/moe.py`; representative PR #43833.",
3413
  "shared_filenames": [
3414
+ "src/transformers/integrations/moe.py"
3415
  ],
3416
  "shared_directories": [
3417
+ "src/transformers/integrations",
 
3418
  "src/transformers",
3419
  "src"
3420
  ],
3421
  "pairwise": [
3422
  {
3423
+ "left_pr_number": 43833,
3424
+ "right_pr_number": 45804,
3425
  "similarity": 0.553,
3426
+ "content_similarity": 0.422,
3427
+ "size_similarity": 0.714,
3428
+ "breadth_similarity": 1.0,
3429
+ "concentration_similarity": 1.0,
3430
  "shared_filenames": [
3431
+ "src/transformers/integrations/moe.py"
3432
  ],
3433
  "shared_directories": [
3434
+ "src/transformers/integrations",
 
3435
  "src/transformers",
3436
  "src"
3437
  ]
 
3439
  ]
3440
  },
3441
  {
3442
+ "cluster_id": "pr-scope-44101-2",
3443
  "pr_numbers": [
3444
+ 44101,
3445
+ 44116
3446
  ],
3447
+ "representative_pr_number": 44101,
3448
+ "average_similarity": 0.553,
3449
+ "summary": "2 open PRs share weighted file overlap around `src/transformers/models/flaubert/modeling_flaubert.py`; representative PR #44101.",
3450
  "shared_filenames": [
3451
+ "src/transformers/models/flaubert/modeling_flaubert.py"
3452
  ],
3453
  "shared_directories": [
3454
+ "src/transformers/models/flaubert",
3455
+ "src/transformers/models",
3456
  "src/transformers",
3457
  "src"
3458
  ],
3459
  "pairwise": [
3460
  {
3461
+ "left_pr_number": 44101,
3462
+ "right_pr_number": 44116,
3463
+ "similarity": 0.553,
3464
+ "content_similarity": 0.615,
3465
+ "size_similarity": 0.319,
3466
+ "breadth_similarity": 0.5,
3467
+ "concentration_similarity": 0.507,
3468
  "shared_filenames": [
3469
+ "src/transformers/models/flaubert/modeling_flaubert.py"
3470
  ],
3471
  "shared_directories": [
3472
+ "src/transformers/models/flaubert",
3473
+ "src/transformers/models",
3474
  "src/transformers",
3475
  "src"
3476
  ]
 
3595
  "left_pr_number": 44114,
3596
  "right_pr_number": 45720,
3597
  "similarity": 0.514,
3598
+ "content_similarity": 0.442,
3599
  "size_similarity": 0.549,
3600
  "breadth_similarity": 0.727,
3601
  "concentration_similarity": 0.999,
 
3964
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3965
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