evalstate HF Staff commited on
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Refresh transformers dataset snapshot 20260520T000134Z

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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+ "snapshot_review_comment_count": 0,
23706
+ "repo_association": "FIRST_TIMER",
23707
+ "new_to_repo": true,
23708
+ "first_seen_in_snapshot": true,
23709
+ "known_via_prior_merged_pr": false,
23710
+ "report_reason": "first_seen_in_snapshot",
23711
+ "enrichment_source": "live",
23712
+ "live_refetch_skipped": false,
23713
+ "account_age_days": 4066,
23714
+ "young_account": false,
23715
+ "follow_through_score": "weak",
23716
+ "breadth_score": "low",
23717
+ "automation_risk_signal": "low",
23718
+ "heuristic_note": "high open PR share; targets high-star repos",
23719
+ "public_orgs": [],
23720
+ "activity": {
23721
+ "visible_authored_pr_count": 1,
23722
+ "merged_pr_count": 0,
23723
+ "closed_unmerged_pr_count": 0,
23724
+ "open_pr_count": 1,
23725
+ "merged_pr_rate": 0.0,
23726
+ "closed_unmerged_pr_rate": 0.0,
23727
+ "still_open_pr_rate": 1.0,
23728
+ "distinct_repos_with_authored_prs": 1,
23729
+ "distinct_repos_with_open_prs": 1
23730
+ },
23731
+ "examples": {
23732
+ "pull_requests": [
23733
+ {
23734
+ "kind": "pull_request",
23735
+ "number": 46083,
23736
+ "title": "Add on_exception callback to mark MLflow runs as FAILED on error",
23737
+ "url": "https://github.com/huggingface/transformers/pull/46083",
23738
+ "state": "open",
23739
+ "merged": false,
23740
+ "draft": false,
23741
+ "created_at": "2026-05-19T19:36:52Z"
23742
+ }
23743
+ ],
23744
+ "issues": []
23745
+ },
23746
+ "fetch_error": null
23747
+ },
23748
  {
23749
  "author_login": "zendy199x",
23750
  "name": "Zendy",
new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260519T180042Z`
4
- - Generated: `2026-05-19T18:02:56Z`
5
  - Activity window: `60d`
6
- - Contributors: `355`
7
 
8
  ## Summary
9
 
@@ -148,7 +148,6 @@
148
  | `thisisiron` | [profile](https://github.com/thisisiron) | no | CONTRIBUTOR | 3447d | `2025-08-20T15:17:54Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
149
  | `burtenshaw` | [profile](https://github.com/burtenshaw) | no | MEMBER | 3611d | `2026-03-03T11:35:13Z` | 2 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
150
  | `excepshenal` | [profile](https://github.com/excepshenal) | no | FIRST_TIME_CONTRIBUTOR | 2481d | `2026-02-21T00:06:16Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
151
- | `guoyangzhen` | [profile](https://github.com/guoyangzhen) | no | NONE | 2589d | `2026-03-20T13:03:54Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
152
  | `jackcook` | [profile](https://github.com/jackcook) | no | CONTRIBUTOR | 4658d | `2026-02-13T05:15:44Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
153
  | `mitre88` | [profile](https://github.com/mitre88) | no | CONTRIBUTOR | 3202d | `2026-03-04T00:42:43Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
154
  | `nuxlear` | [profile](https://github.com/nuxlear) | no | CONTRIBUTOR | 3757d | `2026-01-02T07:29:46Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -322,6 +321,7 @@
322
  | `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 |
323
  | `Protocol-zero-0` | [profile](https://github.com/Protocol-zero-0) | no | NONE | 110d | `2026-05-16T15:42:56Z` | 1 | 0 | weak | very high | high | young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
324
  | `puneetdixit200` | [profile](https://github.com/puneetdixit200) | no | NONE | 223d | `2026-05-16T09:13:29Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
 
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) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 1 | 0 | mixed | low | low | — |
327
  | `Ratwood98` | [profile](https://github.com/Ratwood98) | no | CONTRIBUTOR | 1899d | `2026-05-07T23:30:45Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -336,7 +336,7 @@
336
  | `SAY-5` | [profile](https://github.com/SAY-5) | no | FIRST_TIME_CONTRIBUTOR | 172d | `2026-04-20T05:44:53Z` | 1 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
337
  | `SeaL773` | [profile](https://github.com/SeaL773) | no | FIRST_TIME_CONTRIBUTOR | 3075d | `2026-05-04T06:26:53Z` | 1 | 0 | mixed | moderate | low | — |
338
  | `sebastianvlad1` | [profile](https://github.com/sebastianvlad1) | no | CONTRIBUTOR | 3207d | `2026-04-30T16:48:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
339
- | `SebTardif` | [profile](https://github.com/SebTardif) | yes | FIRST_TIME_CONTRIBUTOR | 5216d | `2026-05-19T17:17:53Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
340
  | `shhKnight30` | [profile](https://github.com/shhKnight30) | no | CONTRIBUTOR | 931d | `2026-04-04T10:29:57Z` | 1 | 0 | strong | low | low | targets high-star repos |
341
  | `Shikhar-S` | [profile](https://github.com/Shikhar-S) | no | FIRST_TIME_CONTRIBUTOR | 3763d | `2026-04-10T04:26:05Z` | 1 | 0 | weak | low | low | high open PR share |
342
  | `silencelamb` | [profile](https://github.com/silencelamb) | no | CONTRIBUTOR | 4218d | `2026-05-05T09:41:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -360,6 +360,7 @@
360
  | `Yeuvoir` | [profile](https://github.com/Yeuvoir) | no | NONE | 639d | `2026-05-13T05:45:38Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
361
  | `yileld` | [profile](https://github.com/yileld) | no | FIRST_TIME_CONTRIBUTOR | 3958d | `2026-04-30T02:17:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
362
  | `YousefZahran1` | [profile](https://github.com/YousefZahran1) | no | NONE | 870d | `2026-05-07T16:00:57Z` | 1 | 0 | weak | moderate | low | high open PR share |
 
363
  | `zendy199x` | [profile](https://github.com/zendy199x) | no | NONE | 2543d | `2026-03-29T15:50:04Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
364
  | `zeoses` | [profile](https://github.com/zeoses) | no | CONTRIBUTOR | 3843d | `2026-04-27T20:58:17Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
365
  | `zFlux` | [profile](https://github.com/zFlux) | no | FIRST_TIME_CONTRIBUTOR | 4241d | `2026-04-12T03:38:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -679,7 +680,7 @@ Example artifacts:
679
  - heuristic read: **targets high-star repos**
680
 
681
  Example artifacts:
682
- - [PR #46041: Fix post processing RF-DETR](https://github.com/huggingface/transformers/pull/46041) — open
683
  - [PR #45996: [Weight converter] Account for base model prefix in scoped weight conversion](https://github.com/huggingface/transformers/pull/45996) — open
684
  - [PR #45922: 🚨Fix memory leaks caused by lru decorators in vision models](https://github.com/huggingface/transformers/pull/45922) — closed, merged
685
 
@@ -2815,12 +2816,12 @@ Example artifacts:
2815
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amatdou)
2816
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amatdou)
2817
  - repo first seen: `2026-03-26T23:00:35Z`
2818
- - repo last seen: `2026-04-03T07:44:32Z`
2819
  - first seen in snapshot: **no**
2820
  - repo association: **FIRST_TIME_CONTRIBUTOR**
2821
  - repo primary artifacts: **2**
2822
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
2823
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
2824
  - account age: **1502 days**
2825
  - recent public PR activity: **6 PRs** (0 merged / 3 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
2826
  - public orgs: none visible
@@ -3575,28 +3576,6 @@ Example artifacts:
3575
  - [PR #45273: fix: liger unnecessarily materializes logits in VRAM during eval, causing OOM](https://github.com/huggingface/transformers/pull/45273) — open
3576
  - [PR #44189: fix: don't move model to device under other dist train backends](https://github.com/huggingface/transformers/pull/44189) — open
3577
 
3578
- ### `guoyangzhen`
3579
-
3580
- - profile: [github.com/guoyangzhen](https://github.com/guoyangzhen)
3581
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguoyangzhen)
3582
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguoyangzhen)
3583
- - repo first seen: `2026-03-20T13:03:54Z`
3584
- - repo last seen: `2026-03-20T22:08:49Z`
3585
- - first seen in snapshot: **no**
3586
- - repo association: **NONE**
3587
- - repo primary artifacts: **2**
3588
- - snapshot authored PRs/issues: **2 PRs / 0 issues**
3589
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
3590
- - account age: **2589 days**
3591
- - recent public PR activity: **135 PRs** (11 merged / 45 closed-unmerged / 79 open; merged rate **8%**, closed-unmerged rate **33%**, open rate **59%**)
3592
- - public orgs: none visible
3593
- - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
3594
- - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
3595
-
3596
- Example artifacts:
3597
- - [PR #44902: fix: Whisper word timestamp OOB access on trailing replacement char](https://github.com/huggingface/transformers/pull/44902) — closed
3598
- - [PR #44885: fix: prevent IndexError in Whisper word timestamp decode](https://github.com/huggingface/transformers/pull/44885) — closed
3599
-
3600
  ### `jackcook`
3601
 
3602
  - profile: [github.com/jackcook](https://github.com/jackcook)
@@ -7286,6 +7265,27 @@ Example artifacts:
7286
  Example artifacts:
7287
  - [PR #46003: Fix DeepSeekV4 compressor padding masks](https://github.com/huggingface/transformers/pull/46003) — closed
7288
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7289
  ### `ranjithchinnanan`
7290
 
7291
  - profile: [github.com/ranjithchinnanan](https://github.com/ranjithchinnanan)
@@ -7587,7 +7587,7 @@ Example artifacts:
7587
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASebTardif)
7588
  - repo first seen: `2026-05-19T17:17:53Z`
7589
  - repo last seen: `2026-05-19T17:17:53Z`
7590
- - first seen in snapshot: **yes**
7591
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7592
  - repo primary artifacts: **1**
7593
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -8084,6 +8084,27 @@ Example artifacts:
8084
  Example artifacts:
8085
  - [PR #45830: fix: raise ValueError when num_beams × vocab_size exceeds torch.multinomial limit](https://github.com/huggingface/transformers/pull/45830) — closed
8086
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
8087
  ### `zendy199x`
8088
 
8089
  - profile: [github.com/zendy199x](https://github.com/zendy199x)
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260520T000134Z`
4
+ - Generated: `2026-05-20T00:02:15Z`
5
  - Activity window: `60d`
6
+ - Contributors: `356`
7
 
8
  ## Summary
9
 
 
148
  | `thisisiron` | [profile](https://github.com/thisisiron) | no | CONTRIBUTOR | 3447d | `2025-08-20T15:17:54Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
149
  | `burtenshaw` | [profile](https://github.com/burtenshaw) | no | MEMBER | 3611d | `2026-03-03T11:35:13Z` | 2 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
150
  | `excepshenal` | [profile](https://github.com/excepshenal) | no | FIRST_TIME_CONTRIBUTOR | 2481d | `2026-02-21T00:06:16Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
151
  | `jackcook` | [profile](https://github.com/jackcook) | no | CONTRIBUTOR | 4658d | `2026-02-13T05:15:44Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
152
  | `mitre88` | [profile](https://github.com/mitre88) | no | CONTRIBUTOR | 3202d | `2026-03-04T00:42:43Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
153
  | `nuxlear` | [profile](https://github.com/nuxlear) | no | CONTRIBUTOR | 3757d | `2026-01-02T07:29:46Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
321
  | `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 |
322
  | `Protocol-zero-0` | [profile](https://github.com/Protocol-zero-0) | no | NONE | 110d | `2026-05-16T15:42:56Z` | 1 | 0 | weak | very high | high | young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
323
  | `puneetdixit200` | [profile](https://github.com/puneetdixit200) | no | NONE | 223d | `2026-05-16T09:13:29Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
324
+ | `Ramshankar07` | [profile](https://github.com/Ramshankar07) | yes | FIRST_TIME_CONTRIBUTOR | 1761d | `2026-05-19T19:06:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
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) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 1 | 0 | mixed | low | low | — |
327
  | `Ratwood98` | [profile](https://github.com/Ratwood98) | no | CONTRIBUTOR | 1899d | `2026-05-07T23:30:45Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 
336
  | `SAY-5` | [profile](https://github.com/SAY-5) | no | FIRST_TIME_CONTRIBUTOR | 172d | `2026-04-20T05:44:53Z` | 1 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
337
  | `SeaL773` | [profile](https://github.com/SeaL773) | no | FIRST_TIME_CONTRIBUTOR | 3075d | `2026-05-04T06:26:53Z` | 1 | 0 | mixed | moderate | low | — |
338
  | `sebastianvlad1` | [profile](https://github.com/sebastianvlad1) | no | CONTRIBUTOR | 3207d | `2026-04-30T16:48:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
339
+ | `SebTardif` | [profile](https://github.com/SebTardif) | no | FIRST_TIME_CONTRIBUTOR | 5216d | `2026-05-19T17:17:53Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
340
  | `shhKnight30` | [profile](https://github.com/shhKnight30) | no | CONTRIBUTOR | 931d | `2026-04-04T10:29:57Z` | 1 | 0 | strong | low | low | targets high-star repos |
341
  | `Shikhar-S` | [profile](https://github.com/Shikhar-S) | no | FIRST_TIME_CONTRIBUTOR | 3763d | `2026-04-10T04:26:05Z` | 1 | 0 | weak | low | low | high open PR share |
342
  | `silencelamb` | [profile](https://github.com/silencelamb) | no | CONTRIBUTOR | 4218d | `2026-05-05T09:41:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
360
  | `Yeuvoir` | [profile](https://github.com/Yeuvoir) | no | NONE | 639d | `2026-05-13T05:45:38Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
361
  | `yileld` | [profile](https://github.com/yileld) | no | FIRST_TIME_CONTRIBUTOR | 3958d | `2026-04-30T02:17:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
362
  | `YousefZahran1` | [profile](https://github.com/YousefZahran1) | no | NONE | 870d | `2026-05-07T16:00:57Z` | 1 | 0 | weak | moderate | low | high open PR share |
363
+ | `ZappD0S` | [profile](https://github.com/ZappD0S) | yes | FIRST_TIMER | 4066d | `2026-05-19T19:36:52Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
364
  | `zendy199x` | [profile](https://github.com/zendy199x) | no | NONE | 2543d | `2026-03-29T15:50:04Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
365
  | `zeoses` | [profile](https://github.com/zeoses) | no | CONTRIBUTOR | 3843d | `2026-04-27T20:58:17Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
366
  | `zFlux` | [profile](https://github.com/zFlux) | no | FIRST_TIME_CONTRIBUTOR | 4241d | `2026-04-12T03:38:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 
680
  - heuristic read: **targets high-star repos**
681
 
682
  Example artifacts:
683
+ - [PR #46041: Fix post processing RF-DETR](https://github.com/huggingface/transformers/pull/46041) — closed, merged
684
  - [PR #45996: [Weight converter] Account for base model prefix in scoped weight conversion](https://github.com/huggingface/transformers/pull/45996) — open
685
  - [PR #45922: 🚨Fix memory leaks caused by lru decorators in vision models](https://github.com/huggingface/transformers/pull/45922) — closed, merged
686
 
 
2816
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amatdou)
2817
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amatdou)
2818
  - repo first seen: `2026-03-26T23:00:35Z`
2819
+ - repo last seen: `2026-05-19T23:00:37Z`
2820
  - first seen in snapshot: **no**
2821
  - repo association: **FIRST_TIME_CONTRIBUTOR**
2822
  - repo primary artifacts: **2**
2823
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
2824
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
2825
  - account age: **1502 days**
2826
  - recent public PR activity: **6 PRs** (0 merged / 3 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
2827
  - public orgs: none visible
 
3576
  - [PR #45273: fix: liger unnecessarily materializes logits in VRAM during eval, causing OOM](https://github.com/huggingface/transformers/pull/45273) — open
3577
  - [PR #44189: fix: don't move model to device under other dist train backends](https://github.com/huggingface/transformers/pull/44189) — open
3578
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3579
  ### `jackcook`
3580
 
3581
  - profile: [github.com/jackcook](https://github.com/jackcook)
 
7265
  Example artifacts:
7266
  - [PR #46003: Fix DeepSeekV4 compressor padding masks](https://github.com/huggingface/transformers/pull/46003) — closed
7267
 
7268
+ ### `Ramshankar07`
7269
+
7270
+ - profile: [github.com/Ramshankar07](https://github.com/Ramshankar07)
7271
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARamshankar07)
7272
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARamshankar07)
7273
+ - repo first seen: `2026-05-19T19:06:02Z`
7274
+ - repo last seen: `2026-05-19T20:02:38Z`
7275
+ - first seen in snapshot: **yes**
7276
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
7277
+ - repo primary artifacts: **1**
7278
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
7279
+ - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
7280
+ - account age: **1761 days**
7281
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
7282
+ - public orgs: none visible
7283
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
7284
+ - heuristic read: **high open PR share; targets high-star repos**
7285
+
7286
+ Example artifacts:
7287
+ - [PR #46084: Fix use_cache with seq_len > 1 ( #46032)](https://github.com/huggingface/transformers/pull/46084) — open
7288
+
7289
  ### `ranjithchinnanan`
7290
 
7291
  - profile: [github.com/ranjithchinnanan](https://github.com/ranjithchinnanan)
 
7587
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASebTardif)
7588
  - repo first seen: `2026-05-19T17:17:53Z`
7589
  - repo last seen: `2026-05-19T17:17:53Z`
7590
+ - first seen in snapshot: **no**
7591
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7592
  - repo primary artifacts: **1**
7593
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
8084
  Example artifacts:
8085
  - [PR #45830: fix: raise ValueError when num_beams × vocab_size exceeds torch.multinomial limit](https://github.com/huggingface/transformers/pull/45830) — closed
8086
 
8087
+ ### `ZappD0S`
8088
+
8089
+ - profile: [github.com/ZappD0S](https://github.com/ZappD0S)
8090
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AZappD0S)
8091
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AZappD0S)
8092
+ - repo first seen: `2026-05-19T19:36:52Z`
8093
+ - repo last seen: `2026-05-19T19:36:52Z`
8094
+ - first seen in snapshot: **yes**
8095
+ - repo association: **FIRST_TIMER**
8096
+ - repo primary artifacts: **1**
8097
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
8098
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
8099
+ - account age: **4066 days**
8100
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
8101
+ - public orgs: none visible
8102
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
8103
+ - heuristic read: **high open PR share; targets high-star repos**
8104
+
8105
+ Example artifacts:
8106
+ - [PR #46083: Add on_exception callback to mark MLflow runs as FAILED on error](https://github.com/huggingface/transformers/pull/46083) — open
8107
+
8108
  ### `zendy199x`
8109
 
8110
  - profile: [github.com/zendy199x](https://github.com/zendy199x)
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1195
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2070
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2670
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2671
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2672
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- "summary": "3 open PRs share weighted file overlap around `docs/source/en/model_doc/rf_detr.md`, `src/transformers/models/rf_detr/modular_rf_detr.py`, `src/transformers/models/rf_detr/modeling_rf_detr.py`; representative PR #44375.",
2680
- "shared_filenames": [
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2682
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2683
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2686
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2687
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2688
- "src/transformers/models/auto/image_processing_auto.py"
2689
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2695
- "docs/source",
2696
- "src/transformers",
2697
- "docs",
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- "src"
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- "docs/source/en/model_doc/rf_detr.md",
2711
- "src/transformers/models/auto/image_processing_auto.py",
2712
- "src/transformers/models/rf_detr/__init__.py",
2713
- "src/transformers/models/rf_detr/image_processing_rf_detr.py",
2714
- "src/transformers/models/rf_detr/modeling_rf_detr.py",
2715
- "src/transformers/models/rf_detr/modular_rf_detr.py",
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- "tests/models/rf_detr/test_modeling_rf_detr.py"
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- ],
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- "src/transformers/models/auto",
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2722
- "docs/source/en",
2723
- "src/transformers/models",
2724
- "tests/models/rf_detr",
2725
- "docs/source",
2726
- "src/transformers",
2727
- "tests/models",
2728
- "docs"
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2731
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2732
- "left_pr_number": 44375,
2733
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2739
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2741
- "src/transformers/models/rf_detr/configuration_rf_detr.py",
2742
- "src/transformers/models/rf_detr/modeling_rf_detr.py",
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2744
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2749
- "src/transformers/models",
2750
- "docs/source",
2751
- "src/transformers",
2752
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2753
- "src"
2754
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2766
- "src/transformers/models/rf_detr/modeling_rf_detr.py",
2767
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- "src/transformers/models/rf_detr",
2772
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2774
- "docs/source",
2775
- "src/transformers",
2776
- "docs",
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- "src"
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2781
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2783
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2927
  44550
2928
  ],
2929
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2930
- "average_similarity": 0.367,
2931
  "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
2932
  "shared_filenames": [],
2933
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2957
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2971
  {
2972
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2993
  45917
2994
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2995
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2996
- "average_similarity": 0.361,
2997
  "summary": "3 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #44981.",
2998
  "shared_filenames": [
2999
  "src/transformers/trainer.py"
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3008
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3009
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3026
  {
3027
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3028
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  "concentration_similarity": 0.959,
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3042
  {
3043
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3463
  45977
3464
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3465
  "representative_pr_number": 44794,
3466
- "average_similarity": 0.725,
3467
  "summary": "2 open PRs share weighted file overlap around `docs/source/en/gguf.md`, `src/transformers/integrations/gguf_dequant.py`, `src/transformers/quantizers/__init__.py`; representative PR #44794.",
3468
  "shared_filenames": [
3469
  "docs/source/en/gguf.md",
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3488
  {
3489
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3490
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  "breadth_similarity": 0.781,
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3694
  43816
3695
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3696
  "representative_pr_number": 43779,
3697
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3698
  "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/integration_utils.py`; representative PR #43779.",
3699
  "shared_filenames": [
3700
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3708
  {
3709
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3710
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  45317
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4009
  "representative_pr_number": 45293,
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  "summary": "2 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`; representative PR #45293.",
4012
  "shared_filenames": [
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4023
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  "breadth_similarity": 1.0,
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4407
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4409
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4410
  {
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  "cluster_id": "pr-scope-44606-2",
4412
  "pr_numbers": [
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4442
  }
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4444
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4445
  {
4446
  "cluster_id": "pr-scope-42655-2",
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  "pr_numbers": [
 
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  {
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  "summary": "11 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
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  "shared_filenames": [
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385
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386
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392
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401
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402
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404
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405
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417
  {
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419
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420
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421
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433
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449
  {
450
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456
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465
  {
466
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468
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469
+ "content_similarity": 0.257,
470
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471
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472
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479
  ]
480
  },
481
  {
482
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483
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484
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489
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495
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496
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497
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498
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505
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513
  {
514
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515
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516
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517
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520
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529
  {
530
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531
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532
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533
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534
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535
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536
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545
  {
546
  "left_pr_number": 45055,
547
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548
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549
+ "content_similarity": 0.251,
550
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551
  "breadth_similarity": 1.0,
552
  "concentration_similarity": 1.0,
 
561
  {
562
  "left_pr_number": 43651,
563
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564
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565
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566
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568
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577
  {
578
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579
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580
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581
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582
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584
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593
  {
594
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595
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596
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597
+ "content_similarity": 0.315,
598
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599
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600
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609
  {
610
  "left_pr_number": 44123,
611
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612
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613
+ "content_similarity": 0.308,
614
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615
  "breadth_similarity": 1.0,
616
  "concentration_similarity": 1.0,
 
625
  {
626
  "left_pr_number": 45055,
627
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628
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629
+ "content_similarity": 0.191,
630
  "size_similarity": 0.667,
631
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632
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641
  {
642
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643
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644
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645
+ "content_similarity": 0.222,
646
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647
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648
  "concentration_similarity": 1.0,
 
657
  {
658
  "left_pr_number": 44257,
659
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660
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661
+ "content_similarity": 0.22,
662
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663
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664
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671
  ]
672
  },
673
  {
674
+ "left_pr_number": 45055,
675
+ "right_pr_number": 45067,
676
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677
+ "content_similarity": 0.298,
678
+ "size_similarity": 0.12,
679
  "breadth_similarity": 1.0,
680
  "concentration_similarity": 1.0,
681
  "shared_filenames": [
 
687
  ]
688
  },
689
  {
690
+ "left_pr_number": 44123,
691
+ "right_pr_number": 44189,
692
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693
+ "content_similarity": 0.305,
694
+ "size_similarity": 0.073,
695
  "breadth_similarity": 1.0,
696
  "concentration_similarity": 1.0,
697
  "shared_filenames": [
 
703
  ]
704
  },
705
  {
706
+ "left_pr_number": 43636,
707
+ "right_pr_number": 44123,
708
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709
+ "content_similarity": 0.276,
710
+ "size_similarity": 0.2,
711
  "breadth_similarity": 1.0,
712
  "concentration_similarity": 1.0,
713
  "shared_filenames": [
 
721
  {
722
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723
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724
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725
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726
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727
  "breadth_similarity": 1.0,
728
  "concentration_similarity": 1.0,
 
737
  {
738
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739
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740
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741
+ "content_similarity": 0.229,
742
  "size_similarity": 0.333,
743
  "breadth_similarity": 1.0,
744
  "concentration_similarity": 1.0,
 
753
  {
754
  "left_pr_number": 43651,
755
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756
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757
+ "content_similarity": 0.263,
758
  "size_similarity": 0.167,
759
  "breadth_similarity": 1.0,
760
  "concentration_similarity": 1.0,
 
769
  {
770
  "left_pr_number": 44123,
771
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772
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773
+ "content_similarity": 0.27,
774
  "size_similarity": 0.109,
775
  "breadth_similarity": 1.0,
776
  "concentration_similarity": 1.0,
 
783
  ]
784
  },
785
  {
786
+ "left_pr_number": 45273,
787
+ "right_pr_number": 45994,
788
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789
+ "content_similarity": 0.224,
790
+ "size_similarity": 0.286,
791
  "breadth_similarity": 1.0,
792
  "concentration_similarity": 1.0,
793
  "shared_filenames": [
 
799
  ]
800
  },
801
  {
802
+ "left_pr_number": 43636,
803
+ "right_pr_number": 45055,
804
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805
+ "content_similarity": 0.226,
806
+ "size_similarity": 0.273,
807
  "breadth_similarity": 1.0,
808
  "concentration_similarity": 1.0,
809
  "shared_filenames": [
 
817
  {
818
  "left_pr_number": 45067,
819
  "right_pr_number": 45273,
820
+ "similarity": 0.348,
821
  "content_similarity": 0.265,
822
  "size_similarity": 0.08,
823
  "breadth_similarity": 1.0,
 
833
  {
834
  "left_pr_number": 44123,
835
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836
+ "similarity": 0.342,
837
+ "content_similarity": 0.263,
838
  "size_similarity": 0.055,
839
  "breadth_similarity": 1.0,
840
  "concentration_similarity": 1.0,
 
849
  {
850
  "left_pr_number": 44257,
851
  "right_pr_number": 45273,
852
+ "similarity": 0.337,
853
+ "content_similarity": 0.196,
854
  "size_similarity": 0.333,
855
  "breadth_similarity": 1.0,
856
  "concentration_similarity": 1.0,
 
865
  {
866
  "left_pr_number": 43651,
867
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868
+ "similarity": 0.331,
869
+ "content_similarity": 0.234,
870
  "size_similarity": 0.111,
871
  "breadth_similarity": 1.0,
872
  "concentration_similarity": 1.0,
 
881
  {
882
  "left_pr_number": 44123,
883
  "right_pr_number": 45273,
884
+ "similarity": 0.319,
885
+ "content_similarity": 0.234,
886
  "size_similarity": 0.036,
887
  "breadth_similarity": 1.0,
888
  "concentration_similarity": 1.0,
 
897
  {
898
  "left_pr_number": 43636,
899
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900
+ "similarity": 0.318,
901
+ "content_similarity": 0.201,
902
  "size_similarity": 0.182,
903
  "breadth_similarity": 1.0,
904
  "concentration_similarity": 1.0,
 
1195
  "left_pr_number": 45294,
1196
  "right_pr_number": 45606,
1197
  "similarity": 0.351,
1198
+ "content_similarity": 0.297,
1199
  "size_similarity": 0.3,
1200
  "breadth_similarity": 0.55,
1201
  "concentration_similarity": 0.869,
 
1829
  "left_pr_number": 41097,
1830
  "right_pr_number": 44547,
1831
  "similarity": 0.395,
1832
+ "content_similarity": 0.316,
1833
  "size_similarity": 0.16,
1834
  "breadth_similarity": 1.0,
1835
  "concentration_similarity": 1.0,
 
1935
  "left_pr_number": 34667,
1936
  "right_pr_number": 44872,
1937
  "similarity": 0.448,
1938
+ "content_similarity": 0.368,
1939
  "size_similarity": 0.273,
1940
  "breadth_similarity": 1.0,
1941
  "concentration_similarity": 1.0,
 
2070
  {
2071
  "left_pr_number": 44059,
2072
  "right_pr_number": 44676,
2073
+ "similarity": 0.678,
2074
  "content_similarity": 0.74,
2075
  "size_similarity": 0.062,
2076
  "breadth_similarity": 1.0,
 
2667
  }
2668
  ]
2669
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2670
  {
2671
  "cluster_id": "pr-scope-45548-3",
2672
  "pr_numbers": [
 
2815
  44550
2816
  ],
2817
  "representative_pr_number": 44550,
2818
+ "average_similarity": 0.368,
2819
  "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
2820
  "shared_filenames": [],
2821
  "shared_directories": [
 
2828
  {
2829
  "left_pr_number": 33686,
2830
  "right_pr_number": 44550,
2831
+ "similarity": 0.391,
2832
+ "content_similarity": 0.129,
2833
  "size_similarity": 1.0,
2834
  "breadth_similarity": 1.0,
2835
  "concentration_similarity": 1.0,
 
2844
  {
2845
  "left_pr_number": 44407,
2846
  "right_pr_number": 44550,
2847
+ "similarity": 0.361,
2848
+ "content_similarity": 0.097,
2849
  "size_similarity": 0.957,
2850
  "breadth_similarity": 1.0,
2851
  "concentration_similarity": 1.0,
 
2859
  {
2860
  "left_pr_number": 33686,
2861
  "right_pr_number": 44407,
2862
+ "similarity": 0.352,
2863
+ "content_similarity": 0.083,
2864
  "size_similarity": 0.957,
2865
  "breadth_similarity": 1.0,
2866
  "concentration_similarity": 1.0,
 
2881
  45917
2882
  ],
2883
  "representative_pr_number": 44981,
2884
+ "average_similarity": 0.359,
2885
  "summary": "3 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #44981.",
2886
  "shared_filenames": [
2887
  "src/transformers/trainer.py"
 
2896
  {
2897
  "left_pr_number": 44889,
2898
  "right_pr_number": 44981,
2899
+ "similarity": 0.397,
2900
+ "content_similarity": 0.154,
2901
  "size_similarity": 0.991,
2902
  "breadth_similarity": 1.0,
2903
  "concentration_similarity": 0.812,
 
2914
  {
2915
  "left_pr_number": 44981,
2916
  "right_pr_number": 45917,
2917
+ "similarity": 0.352,
2918
+ "content_similarity": 0.106,
2919
  "size_similarity": 0.87,
2920
  "breadth_similarity": 1.0,
2921
  "concentration_similarity": 0.959,
 
2930
  {
2931
  "left_pr_number": 44889,
2932
  "right_pr_number": 45917,
2933
+ "similarity": 0.329,
2934
+ "content_similarity": 0.077,
2935
  "size_similarity": 0.879,
2936
  "breadth_similarity": 1.0,
2937
  "concentration_similarity": 0.852,
 
3351
  45977
3352
  ],
3353
  "representative_pr_number": 44794,
3354
+ "average_similarity": 0.724,
3355
  "summary": "2 open PRs share weighted file overlap around `docs/source/en/gguf.md`, `src/transformers/integrations/gguf_dequant.py`, `src/transformers/quantizers/__init__.py`; representative PR #44794.",
3356
  "shared_filenames": [
3357
  "docs/source/en/gguf.md",
 
3376
  {
3377
  "left_pr_number": 44794,
3378
  "right_pr_number": 45977,
3379
+ "similarity": 0.724,
3380
  "content_similarity": 0.709,
3381
  "size_similarity": 0.709,
3382
  "breadth_similarity": 0.781,
 
3582
  43816
3583
  ],
3584
  "representative_pr_number": 43779,
3585
+ "average_similarity": 0.663,
3586
  "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/integration_utils.py`; representative PR #43779.",
3587
  "shared_filenames": [
3588
  "src/transformers/integrations/integration_utils.py"
 
3596
  {
3597
  "left_pr_number": 43779,
3598
  "right_pr_number": 43816,
3599
+ "similarity": 0.663,
3600
+ "content_similarity": 0.679,
3601
  "size_similarity": 0.25,
3602
  "breadth_similarity": 1.0,
3603
  "concentration_similarity": 1.0,
 
3895
  45317
3896
  ],
3897
  "representative_pr_number": 45293,
3898
+ "average_similarity": 0.499,
3899
  "summary": "2 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`; representative PR #45293.",
3900
  "shared_filenames": [
3901
  "tests/models/auto/test_tokenization_auto.py"
 
3911
  {
3912
  "left_pr_number": 45293,
3913
  "right_pr_number": 45317,
3914
+ "similarity": 0.499,
3915
  "content_similarity": 0.343,
3916
  "size_similarity": 0.741,
3917
  "breadth_similarity": 1.0,
 
4295
  }
4296
  ]
4297
  },
4298
+ {
4299
+ "cluster_id": "pr-scope-44375-2",
4300
+ "pr_numbers": [
4301
+ 44375,
4302
+ 45829
4303
+ ],
4304
+ "representative_pr_number": 44375,
4305
+ "average_similarity": 0.418,
4306
+ "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/rf_detr.md`, `src/transformers/models/rf_detr/configuration_rf_detr.py`, `src/transformers/models/rf_detr/modular_rf_detr.py`; representative PR #44375.",
4307
+ "shared_filenames": [
4308
+ "docs/source/en/model_doc/rf_detr.md",
4309
+ "src/transformers/models/rf_detr/configuration_rf_detr.py",
4310
+ "src/transformers/models/rf_detr/modular_rf_detr.py",
4311
+ "src/transformers/models/rf_detr/modeling_rf_detr.py"
4312
+ ],
4313
+ "shared_directories": [
4314
+ "src/transformers/models/rf_detr",
4315
+ "docs/source/en/model_doc",
4316
+ "docs/source/en",
4317
+ "src/transformers/models",
4318
+ "docs/source",
4319
+ "src/transformers",
4320
+ "docs",
4321
+ "src"
4322
+ ],
4323
+ "pairwise": [
4324
+ {
4325
+ "left_pr_number": 44375,
4326
+ "right_pr_number": 45829,
4327
+ "similarity": 0.418,
4328
+ "content_similarity": 0.505,
4329
+ "size_similarity": 0.004,
4330
+ "breadth_similarity": 0.206,
4331
+ "concentration_similarity": 0.855,
4332
+ "shared_filenames": [
4333
+ "docs/source/en/model_doc/rf_detr.md",
4334
+ "src/transformers/models/rf_detr/configuration_rf_detr.py",
4335
+ "src/transformers/models/rf_detr/modeling_rf_detr.py",
4336
+ "src/transformers/models/rf_detr/modular_rf_detr.py"
4337
+ ],
4338
+ "shared_directories": [
4339
+ "docs/source/en/model_doc",
4340
+ "src/transformers/models/rf_detr",
4341
+ "docs/source/en",
4342
+ "src/transformers/models",
4343
+ "docs/source",
4344
+ "src/transformers",
4345
+ "docs",
4346
+ "src"
4347
+ ]
4348
+ }
4349
+ ]
4350
+ },
4351
  {
4352
  "cluster_id": "pr-scope-44606-2",
4353
  "pr_numbers": [
 
4383
  }
4384
  ]
4385
  },
4386
+ {
4387
+ "cluster_id": "pr-scope-44891-2",
4388
+ "pr_numbers": [
4389
+ 44891,
4390
+ 46083
4391
+ ],
4392
+ "representative_pr_number": 44891,
4393
+ "average_similarity": 0.405,
4394
+ "summary": "2 open PRs share weighted file overlap around `tests/trainer/test_trainer_callback.py`, `src/transformers/trainer_callback.py`; representative PR #44891.",
4395
+ "shared_filenames": [
4396
+ "tests/trainer/test_trainer_callback.py",
4397
+ "src/transformers/trainer_callback.py"
4398
+ ],
4399
+ "shared_directories": [
4400
+ "tests/trainer",
4401
+ "src/transformers",
4402
+ "tests",
4403
+ "src"
4404
+ ],
4405
+ "pairwise": [
4406
+ {
4407
+ "left_pr_number": 44891,
4408
+ "right_pr_number": 46083,
4409
+ "similarity": 0.405,
4410
+ "content_similarity": 0.377,
4411
+ "size_similarity": 0.195,
4412
+ "breadth_similarity": 0.661,
4413
+ "concentration_similarity": 0.911,
4414
+ "shared_filenames": [
4415
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