evalstate HF Staff commited on
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Refresh transformers dataset snapshot 20260627T180026Z

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new-contributors-report.md CHANGED
@@ -1,7 +1,7 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260627T120014Z`
4
- - Generated: `2026-06-27T12:00:50Z`
5
  - Activity window: `60d`
6
  - Contributors: `354`
7
 
@@ -57,13 +57,13 @@
57
  | `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 660d | `2025-12-04T12:38:46Z` | 6 | 0 | strong | moderate | low | — |
58
  | `XciD` | [profile](https://github.com/XciD) | no | MEMBER | 4481d | `2026-05-14T05:53:53Z` | 6 | 0 | mixed | high | low | extremely high recent PR volume; broad repo spread |
59
  | `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 5 | 5 | strong | moderate | low | high recent PR volume |
 
60
  | `CharlieKerfoot` | [profile](https://github.com/CharlieKerfoot) | no | CONTRIBUTOR | 1583d | `2026-05-03T18:22:43Z` | 5 | 0 | weak | moderate | low | high recent PR volume; targets high-star repos |
61
  | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
62
  | `kamran-nizamani` | [profile](https://github.com/kamran-nizamani) | no | CONTRIBUTOR | 622d | `2026-06-11T21:16:42Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
63
  | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-09-05T15:52:11Z` | 5 | 0 | strong | moderate | low | high recent PR volume |
64
  | `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | NONE | ?d | `2026-05-13T06:40:41Z` | 5 | 0 | n/a | n/a | n/a | summary unavailable |
65
  | `Sriniketh24` | [profile](https://github.com/Sriniketh24) | no | CONTRIBUTOR | 609d | `2026-05-18T14:39:34Z` | 5 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
66
- | `sharmax-vikas` | [profile](https://github.com/sharmax-vikas) | no | CONTRIBUTOR | 702d | `2026-06-18T18:50:23Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
67
  | `Dev-X25874` | [profile](https://github.com/Dev-X25874) | no | FIRST_TIME_CONTRIBUTOR | 4d | `2026-05-13T10:45:04Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
68
  | `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3573d | `2026-04-02T19:05:35Z` | 4 | 0 | strong | low | low | targets high-star repos |
69
  | `irfaan101` | [profile](https://github.com/irfaan101) | no | CONTRIBUTOR | 613d | `2026-05-16T11:43:33Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -96,7 +96,6 @@
96
  | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
97
  | `Abineshabee` | [profile](https://github.com/Abineshabee) | no | CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 3 | 2 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
98
  | `gante` | [profile](https://github.com/gante) | no | CONTRIBUTOR | 4054d | `2023-02-24T12:09:33Z` | 3 | 2 | strong | low | low | targets high-star repos |
99
- | `nurpax` | [profile](https://github.com/nurpax) | no | CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 2 | 3 | weak | low | low | high open PR share; targets high-star repos |
100
  | `arnavkewalram` | [profile](https://github.com/arnavkewalram) | no | CONTRIBUTOR | 904d | `2026-06-15T15:28:55Z` | 2 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
101
  | `ishan-1010` | [profile](https://github.com/ishan-1010) | no | CONTRIBUTOR | 1588d | `2026-06-01T06:07:21Z` | 2 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
102
  | `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 2 | 1 | mixed | low | low | — |
@@ -151,6 +150,7 @@
151
  | `bhargav-patel-29` | [profile](https://github.com/bhargav-patel-29) | no | FIRST_TIME_CONTRIBUTOR | 267d | `2026-02-05T02:43:45Z` | 3 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
152
  | `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | CONTRIBUTOR | 1082d | `2026-03-28T12:13:57Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
153
  | `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4226d | `2025-11-26T16:41:09Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 
154
  | `oliverholworthy` | [profile](https://github.com/oliverholworthy) | no | CONTRIBUTOR | 5290d | `2026-01-26T21:42:45Z` | 2 | 2 | weak | moderate | low | high open PR share |
155
  | `bzantium` | [profile](https://github.com/bzantium) | no | CONTRIBUTOR | 3641d | `2025-09-24T07:07:47Z` | 2 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
156
  | `Wauplin` | [profile](https://github.com/Wauplin) | no | MEMBER | 4075d | `2025-12-02T12:54:40Z` | 2 | 1 | strong | moderate | low | high recent PR volume |
@@ -172,7 +172,6 @@
172
  | `ir2718` | [profile](https://github.com/ir2718) | no | CONTRIBUTOR | 1648d | `2026-05-21T13:18:46Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
173
  | `kndtran` | [profile](https://github.com/kndtran) | no | CONTRIBUTOR | 3650d | `2026-05-06T18:23:26Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
174
  | `pasta-paul` | [profile](https://github.com/pasta-paul) | no | FIRST_TIME_CONTRIBUTOR | 932d | `2026-05-20T20:41:45Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
175
- | `softguy777` | [profile](https://github.com/softguy777) | no | FIRST_TIMER | 955d | `2026-04-28T08:23:48Z` | 1 | 2 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
176
  | `agiulucom42-del` | [profile](https://github.com/agiulucom42-del) | no | NONE | 194d | `2026-06-08T21:16:27Z` | 1 | 1 | strong | high | low | young account; high recent PR volume; broad repo spread |
177
  | `ananyajoshi0203-cpu` | [profile](https://github.com/ananyajoshi0203-cpu) | no | FIRST_TIMER | 55d | `2026-06-02T22:09:56Z` | 1 | 1 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
178
  | `anxovatomica` | [profile](https://github.com/anxovatomica) | no | NONE | 3464d | `2026-05-12T13:01:28Z` | 1 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
@@ -255,7 +254,6 @@
255
  | `gmrnlg1971` | [profile](https://github.com/gmrnlg1971) | no | NONE | 19d | `2026-06-20T18:21:51Z` | 1 | 0 | weak | high | high | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
256
  | `goanpeca` | [profile](https://github.com/goanpeca) | no | NONE | 4866d | `2026-06-17T03:02:47Z` | 1 | 0 | strong | very high | medium | extremely high recent PR volume; very broad repo spread |
257
  | `GopalGB` | [profile](https://github.com/GopalGB) | no | NONE | 2136d | `2026-04-30T04:04:10Z` | 1 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
258
- | `GuaiZai233` | [profile](https://github.com/GuaiZai233) | no | CONTRIBUTOR | 821d | `2026-04-28T15:36:03Z` | 1 | 0 | strong | low | low | — |
259
  | `guinik` | [profile](https://github.com/guinik) | no | FIRST_TIME_CONTRIBUTOR | 1302d | `2026-05-23T07:48:33Z` | 1 | 0 | strong | low | low | — |
260
  | `HamzaDogann` | [profile](https://github.com/HamzaDogann) | no | NONE | 1672d | `2026-05-21T15:32:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
261
  | `Hannan-Komari` | [profile](https://github.com/Hannan-Komari) | no | NONE | 1308d | `2026-06-03T10:28:04Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs; no visible non-self stars |
@@ -286,6 +284,7 @@
286
  | `kurtmckee` | [profile](https://github.com/kurtmckee) | no | CONTRIBUTOR | 6391d | `2026-06-12T11:41:21Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread; no visible non-self stars |
287
  | `lalitha2410` | [profile](https://github.com/lalitha2410) | no | FIRST_TIMER | 1043d | `2026-05-17T13:42:37Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
288
  | `lanxuejin` | [profile](https://github.com/lanxuejin) | no | FIRST_TIME_CONTRIBUTOR | 2869d | `2026-06-04T12:32:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
289
  | `lianakoleva` | [profile](https://github.com/lianakoleva) | no | NONE | 2780d | `2026-05-13T17:04:37Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
290
  | `ltd0924` | [profile](https://github.com/ltd0924) | no | FIRST_TIME_CONTRIBUTOR | 3177d | `2026-06-11T11:21:38Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
291
  | `MaciejBalaNV` | [profile](https://github.com/MaciejBalaNV) | no | CONTRIBUTOR | 717d | `2026-05-21T19:47:46Z` | 1 | 0 | weak | moderate | low | high open PR share |
@@ -299,6 +298,7 @@
299
  | `Minato95-ayu` | [profile](https://github.com/Minato95-ayu) | no | FIRST_TIME_CONTRIBUTOR | 657d | `2026-06-16T07:26:24Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
300
  | `MinuriRajapakse` | [profile](https://github.com/MinuriRajapakse) | no | FIRST_TIME_CONTRIBUTOR | 1037d | `2026-04-29T06:12:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
301
  | `mironable` | [profile](https://github.com/mironable) | no | FIRST_TIME_CONTRIBUTOR | 3559d | `2026-06-15T12:56:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
302
  | `msdsm` | [profile](https://github.com/msdsm) | no | FIRST_TIME_CONTRIBUTOR | 2197d | `2026-06-06T10:53:47Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
303
  | `MushiSenpai` | [profile](https://github.com/MushiSenpai) | no | FIRST_TIME_CONTRIBUTOR | 143d | `2026-06-26T15:25:50Z` | 1 | 0 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
304
  | `n0gu-furiosa` | [profile](https://github.com/n0gu-furiosa) | no | CONTRIBUTOR | 863d | `2026-06-04T05:04:15Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -786,12 +786,12 @@ Example artifacts:
786
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
787
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
788
  - repo first seen: `2025-01-20T12:27:19Z`
789
- - repo last seen: `2026-06-27T10:41:48Z`
790
  - first seen in snapshot: **no**
791
  - repo association: **MEMBER**
792
  - repo primary artifacts: **30**
793
  - snapshot authored PRs/issues: **30 PRs / 0 issues**
794
- - snapshot discussion activity: **49 comments / 201 reviews / 365 review comments**
795
  - account age: **1607 days**
796
  - recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
797
  - public orgs: none visible
@@ -809,12 +809,12 @@ Example artifacts:
809
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqgallouedec)
810
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqgallouedec)
811
  - repo first seen: `2024-12-13T13:39:10Z`
812
- - repo last seen: `2026-06-24T03:36:54Z`
813
  - first seen in snapshot: **no**
814
  - repo association: **MEMBER**
815
  - repo primary artifacts: **41**
816
  - snapshot authored PRs/issues: **27 PRs / 14 issues**
817
- - snapshot discussion activity: **46 comments / 52 reviews / 53 review comments**
818
  - account age: **2692 days**
819
  - recent public PR activity: **128 PRs** (102 merged / 5 closed-unmerged / 21 open; merged rate **80%**, closed-unmerged rate **4%**, open rate **16%**)
820
  - public orgs: `huggingface`
@@ -1235,12 +1235,12 @@ Example artifacts:
1235
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunt-ing)
1236
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunt-ing)
1237
  - repo first seen: `2026-06-18T09:58:22Z`
1238
- - repo last seen: `2026-06-25T17:31:09Z`
1239
  - first seen in snapshot: **no**
1240
  - repo association: **CONTRIBUTOR**
1241
  - repo primary artifacts: **9**
1242
  - snapshot authored PRs/issues: **9 PRs / 0 issues**
1243
- - snapshot discussion activity: **6 comments / 3 reviews / 3 review comments**
1244
  - account age: **2841 days**
1245
  - recent public PR activity: **52 PRs** (17 merged / 6 closed-unmerged / 29 open; merged rate **33%**, closed-unmerged rate **12%**, open rate **56%**)
1246
  - public orgs: none visible
@@ -1512,6 +1512,32 @@ Example artifacts:
1512
  - [Issue #45859: `Qwen3_5MoeTextRotaryEmbedding.forward` is not compatible with CPU offload](https://github.com/huggingface/transformers/issues/45859) — closed
1513
  - [Issue #45759: `AutoModelForCausalLM.from_config` does not unwrap `text_config` for composite Qwen 3.5 and 3.6 multimodal configs](https://github.com/huggingface/transformers/issues/45759) — closed
1514
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1515
  ### `CharlieKerfoot`
1516
 
1517
  - profile: [github.com/CharlieKerfoot](https://github.com/CharlieKerfoot)
@@ -1651,32 +1677,6 @@ Example artifacts:
1651
  - [PR #46211: fix(llama): allow explicit head_dim when hidden_size not divisible by num_attention_heads](https://github.com/huggingface/transformers/pull/46211) — open
1652
  - [PR #46176: [Gemma4] Replace one-hot matmul with F.embedding in position embeddings](https://github.com/huggingface/transformers/pull/46176) — closed, merged
1653
 
1654
- ### `sharmax-vikas`
1655
-
1656
- - profile: [github.com/sharmax-vikas](https://github.com/sharmax-vikas)
1657
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asharmax-vikas)
1658
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asharmax-vikas)
1659
- - repo first seen: `2026-06-18T18:50:23Z`
1660
- - repo last seen: `2026-06-27T12:00:16Z`
1661
- - first seen in snapshot: **no**
1662
- - repo association: **CONTRIBUTOR**
1663
- - repo primary artifacts: **8**
1664
- - snapshot authored PRs/issues: **4 PRs / 4 issues**
1665
- - snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
1666
- - account age: **702 days**
1667
- - recent public PR activity: **8 PRs** (0 merged / 1 closed-unmerged / 7 open; merged rate **0%**, closed-unmerged rate **12%**, open rate **88%**)
1668
- - public orgs: none visible
1669
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
1670
- - heuristic read: **high open PR share; targets high-star repos**
1671
-
1672
- Example artifacts:
1673
- - [PR #46898: Fix Florence2 training-loss double-shift (same pattern as Moonshine #…](https://github.com/huggingface/transformers/pull/46898) — open
1674
- - [PR #46895: Fix CohereASR training-loss double-shift (same as Moonshine fix #46784)](https://github.com/huggingface/transformers/pull/46895) — open
1675
- - [PR #46830: Fix VideoPrismForVideoClassification returning last_hidden_state as h…](https://github.com/huggingface/transformers/pull/46830) — closed, merged
1676
- - [Issue #46897: Florence2 training-loss double-shift bug (same pattern as Moonshine #46784)](https://github.com/huggingface/transformers/issues/46897) — open
1677
- - [Issue #46894: CohereASR training-loss double-shift bug (same pattern as Moonshine #46784)](https://github.com/huggingface/transformers/issues/46894) — open
1678
- - [Issue #46829: [Bug] VideoPrismForVideoClassification returns last_hidden_state tensor as hidden_states in ImageClassifierOutput](https://github.com/huggingface/transformers/issues/46829) — closed
1679
-
1680
  ### `Dev-X25874`
1681
 
1682
  - profile: [github.com/Dev-X25874](https://github.com/Dev-X25874)
@@ -2426,31 +2426,6 @@ Example artifacts:
2426
  - [Issue #32946: Support `StaticCache` in assisted generation](https://github.com/huggingface/transformers/issues/32946) — closed
2427
  - [Issue #29149: Generate: support passing position_ids](https://github.com/huggingface/transformers/issues/29149) — closed
2428
 
2429
- ### `nurpax`
2430
-
2431
- - profile: [github.com/nurpax](https://github.com/nurpax)
2432
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anurpax)
2433
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anurpax)
2434
- - repo first seen: `2026-04-24T14:04:02Z`
2435
- - repo last seen: `2026-06-02T13:48:43Z`
2436
- - first seen in snapshot: **no**
2437
- - repo association: **CONTRIBUTOR**
2438
- - repo primary artifacts: **5**
2439
- - snapshot authored PRs/issues: **2 PRs / 3 issues**
2440
- - snapshot discussion activity: **11 comments / 1 reviews / 1 review comments**
2441
- - account age: **5805 days**
2442
- - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
2443
- - public orgs: none visible
2444
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
2445
- - heuristic read: **high open PR share; targets high-star repos**
2446
-
2447
- Example artifacts:
2448
- - [PR #45945: Fix OLMo 3 scaled RoPE handling for sliding attention](https://github.com/huggingface/transformers/pull/45945) — closed
2449
- - [PR #45686: Fix custom-module copies inheriting read-only permissions](https://github.com/huggingface/transformers/pull/45686) — closed, merged
2450
- - [Issue #45698: from_pretrained loads wrong custom module after save_pretrained](https://github.com/huggingface/transformers/issues/45698) — open
2451
- - [Issue #45684: save_pretrained` (with `register_for_auto_class`) propagates read-only permissions from custom-model source files](https://github.com/huggingface/transformers/issues/45684) — closed
2452
- - [Issue #45632: `trust_remote_code` cache path collides for local models sharing a leaf directory name](https://github.com/huggingface/transformers/issues/45632) — closed
2453
-
2454
  ### `arnavkewalram`
2455
 
2456
  - profile: [github.com/arnavkewalram](https://github.com/arnavkewalram)
@@ -3679,6 +3654,31 @@ Example artifacts:
3679
  - [PR #44146: Ensure final evaluation runs with step-based evaluation strategy](https://github.com/huggingface/transformers/pull/44146) — closed, merged
3680
  - [PR #42428: logic to select tf32 API as per Pytorch version](https://github.com/huggingface/transformers/pull/42428) — closed, merged
3681
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3682
  ### `oliverholworthy`
3683
 
3684
  - profile: [github.com/oliverholworthy](https://github.com/oliverholworthy)
@@ -4148,29 +4148,6 @@ Example artifacts:
4148
  - [Issue #46167: [deepseek_v4] save_pretrained silently downcasts FP32 tensors to BF16 (hc_*, attn_sink, ffn.gate.bias, compressor.ape, indexer.compressor.ape)](https://github.com/huggingface/transformers/issues/46167) — closed
4149
  - [Issue #46129: [deepseek_v4] conversion_mapping doesn't cover mtp.* paths — MTP keys silently random-init even after _keys_to_ignore is empty](https://github.com/huggingface/transformers/issues/46129) — open
4150
 
4151
- ### `softguy777`
4152
-
4153
- - profile: [github.com/softguy777](https://github.com/softguy777)
4154
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asoftguy777)
4155
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asoftguy777)
4156
- - repo first seen: `2026-04-28T08:23:48Z`
4157
- - repo last seen: `2026-05-19T07:36:31Z`
4158
- - first seen in snapshot: **no**
4159
- - repo association: **FIRST_TIMER**
4160
- - repo primary artifacts: **3**
4161
- - snapshot authored PRs/issues: **1 PRs / 2 issues**
4162
- - snapshot discussion activity: **4 comments / 1 reviews / 1 review comments**
4163
- - account age: **955 days**
4164
- - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
4165
- - public orgs: none visible
4166
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
4167
- - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
4168
-
4169
- Example artifacts:
4170
- - [PR #45683: Exclude audio modules from conversion process](https://github.com/huggingface/transformers/pull/45683) — open
4171
- - [Issue #45674: [BitsAndBytesConfig] Providing llm_int8_skip_modules clears the default lm_head exclusion, causing AssertionError in 4-bit inference](https://github.com/huggingface/transformers/issues/45674) — closed
4172
- - [Issue #45672: [Gemma4] torch.finfo() TypeError on uint8 weights in audio modules during 4-bit (NF4) inference](https://github.com/huggingface/transformers/issues/45672) — closed
4173
-
4174
  ### `agiulucom42-del`
4175
 
4176
  - profile: [github.com/agiulucom42-del](https://github.com/agiulucom42-del)
@@ -4265,12 +4242,12 @@ Example artifacts:
4265
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ac1prk)
4266
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ac1prk)
4267
  - repo first seen: `2026-06-23T06:34:53Z`
4268
- - repo last seen: `2026-06-23T06:45:32Z`
4269
  - first seen in snapshot: **no**
4270
  - repo association: **FIRST_TIME_CONTRIBUTOR**
4271
  - repo primary artifacts: **2**
4272
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
4273
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
4274
  - account age: **2143 days**
4275
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
4276
  - public orgs: none visible
@@ -5914,27 +5891,6 @@ Example artifacts:
5914
  Example artifacts:
5915
  - [PR #45708: fix(pytorch_utils): per-instance lru_cache to fix RT-DETR memory leak](https://github.com/huggingface/transformers/pull/45708) — closed
5916
 
5917
- ### `GuaiZai233`
5918
-
5919
- - profile: [github.com/GuaiZai233](https://github.com/GuaiZai233)
5920
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AGuaiZai233)
5921
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AGuaiZai233)
5922
- - repo first seen: `2026-04-28T15:36:03Z`
5923
- - repo last seen: `2026-04-28T15:52:18Z`
5924
- - first seen in snapshot: **no**
5925
- - repo association: **CONTRIBUTOR**
5926
- - repo primary artifacts: **1**
5927
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
5928
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
5929
- - account age: **821 days**
5930
- - recent public PR activity: **9 PRs** (9 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
5931
- - public orgs: none visible
5932
- - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
5933
- - heuristic read: **—**
5934
-
5935
- Example artifacts:
5936
- - [PR #45688: docs(README_zh-hans): clarify conditions for not using Transformers](https://github.com/huggingface/transformers/pull/45688) — closed, merged
5937
-
5938
  ### `guinik`
5939
 
5940
  - profile: [github.com/guinik](https://github.com/guinik)
@@ -6565,6 +6521,27 @@ Example artifacts:
6565
  Example artifacts:
6566
  - [PR #46413: Fix finegrained-fp8 offline loading bug](https://github.com/huggingface/transformers/pull/46413) — open
6567
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6568
  ### `lianakoleva`
6569
 
6570
  - profile: [github.com/lianakoleva](https://github.com/lianakoleva)
@@ -6838,6 +6815,27 @@ Example artifacts:
6838
  Example artifacts:
6839
  - [PR #46718: Add GGUF loading support for GLM-4.5 MoE (glm4moe)](https://github.com/huggingface/transformers/pull/46718) — open
6840
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6841
  ### `msdsm`
6842
 
6843
  - profile: [github.com/msdsm](https://github.com/msdsm)
@@ -6928,12 +6926,12 @@ Example artifacts:
6928
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Andvbd)
6929
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Andvbd)
6930
  - repo first seen: `2026-06-16T08:24:44Z`
6931
- - repo last seen: `2026-06-25T12:52:12Z`
6932
  - first seen in snapshot: **no**
6933
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6934
  - repo primary artifacts: **1**
6935
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6936
- - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
6937
  - account age: **5482 days**
6938
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
6939
  - public orgs: none visible
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260627T180026Z`
4
+ - Generated: `2026-06-27T18:01:14Z`
5
  - Activity window: `60d`
6
  - Contributors: `354`
7
 
 
57
  | `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 660d | `2025-12-04T12:38:46Z` | 6 | 0 | strong | moderate | low | — |
58
  | `XciD` | [profile](https://github.com/XciD) | no | MEMBER | 4481d | `2026-05-14T05:53:53Z` | 6 | 0 | mixed | high | low | extremely high recent PR volume; broad repo spread |
59
  | `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 5 | 5 | strong | moderate | low | high recent PR volume |
60
+ | `sharmax-vikas` | [profile](https://github.com/sharmax-vikas) | no | CONTRIBUTOR | 702d | `2026-06-18T18:50:23Z` | 5 | 5 | weak | low | low | high open PR share; targets high-star repos |
61
  | `CharlieKerfoot` | [profile](https://github.com/CharlieKerfoot) | no | CONTRIBUTOR | 1583d | `2026-05-03T18:22:43Z` | 5 | 0 | weak | moderate | low | high recent PR volume; targets high-star repos |
62
  | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
63
  | `kamran-nizamani` | [profile](https://github.com/kamran-nizamani) | no | CONTRIBUTOR | 622d | `2026-06-11T21:16:42Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
64
  | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-09-05T15:52:11Z` | 5 | 0 | strong | moderate | low | high recent PR volume |
65
  | `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | NONE | ?d | `2026-05-13T06:40:41Z` | 5 | 0 | n/a | n/a | n/a | summary unavailable |
66
  | `Sriniketh24` | [profile](https://github.com/Sriniketh24) | no | CONTRIBUTOR | 609d | `2026-05-18T14:39:34Z` | 5 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 
67
  | `Dev-X25874` | [profile](https://github.com/Dev-X25874) | no | FIRST_TIME_CONTRIBUTOR | 4d | `2026-05-13T10:45:04Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
68
  | `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3573d | `2026-04-02T19:05:35Z` | 4 | 0 | strong | low | low | targets high-star repos |
69
  | `irfaan101` | [profile](https://github.com/irfaan101) | no | CONTRIBUTOR | 613d | `2026-05-16T11:43:33Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 
96
  | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
97
  | `Abineshabee` | [profile](https://github.com/Abineshabee) | no | CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 3 | 2 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
98
  | `gante` | [profile](https://github.com/gante) | no | CONTRIBUTOR | 4054d | `2023-02-24T12:09:33Z` | 3 | 2 | strong | low | low | targets high-star repos |
 
99
  | `arnavkewalram` | [profile](https://github.com/arnavkewalram) | no | CONTRIBUTOR | 904d | `2026-06-15T15:28:55Z` | 2 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
100
  | `ishan-1010` | [profile](https://github.com/ishan-1010) | no | CONTRIBUTOR | 1588d | `2026-06-01T06:07:21Z` | 2 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
101
  | `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 2 | 1 | mixed | low | low | — |
 
150
  | `bhargav-patel-29` | [profile](https://github.com/bhargav-patel-29) | no | FIRST_TIME_CONTRIBUTOR | 267d | `2026-02-05T02:43:45Z` | 3 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
151
  | `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | CONTRIBUTOR | 1082d | `2026-03-28T12:13:57Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
152
  | `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4226d | `2025-11-26T16:41:09Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
153
+ | `nurpax` | [profile](https://github.com/nurpax) | no | CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 2 | 3 | weak | low | low | high open PR share; targets high-star repos |
154
  | `oliverholworthy` | [profile](https://github.com/oliverholworthy) | no | CONTRIBUTOR | 5290d | `2026-01-26T21:42:45Z` | 2 | 2 | weak | moderate | low | high open PR share |
155
  | `bzantium` | [profile](https://github.com/bzantium) | no | CONTRIBUTOR | 3641d | `2025-09-24T07:07:47Z` | 2 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
156
  | `Wauplin` | [profile](https://github.com/Wauplin) | no | MEMBER | 4075d | `2025-12-02T12:54:40Z` | 2 | 1 | strong | moderate | low | high recent PR volume |
 
172
  | `ir2718` | [profile](https://github.com/ir2718) | no | CONTRIBUTOR | 1648d | `2026-05-21T13:18:46Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
173
  | `kndtran` | [profile](https://github.com/kndtran) | no | CONTRIBUTOR | 3650d | `2026-05-06T18:23:26Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
174
  | `pasta-paul` | [profile](https://github.com/pasta-paul) | no | FIRST_TIME_CONTRIBUTOR | 932d | `2026-05-20T20:41:45Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 
175
  | `agiulucom42-del` | [profile](https://github.com/agiulucom42-del) | no | NONE | 194d | `2026-06-08T21:16:27Z` | 1 | 1 | strong | high | low | young account; high recent PR volume; broad repo spread |
176
  | `ananyajoshi0203-cpu` | [profile](https://github.com/ananyajoshi0203-cpu) | no | FIRST_TIMER | 55d | `2026-06-02T22:09:56Z` | 1 | 1 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
177
  | `anxovatomica` | [profile](https://github.com/anxovatomica) | no | NONE | 3464d | `2026-05-12T13:01:28Z` | 1 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 
254
  | `gmrnlg1971` | [profile](https://github.com/gmrnlg1971) | no | NONE | 19d | `2026-06-20T18:21:51Z` | 1 | 0 | weak | high | high | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
255
  | `goanpeca` | [profile](https://github.com/goanpeca) | no | NONE | 4866d | `2026-06-17T03:02:47Z` | 1 | 0 | strong | very high | medium | extremely high recent PR volume; very broad repo spread |
256
  | `GopalGB` | [profile](https://github.com/GopalGB) | no | NONE | 2136d | `2026-04-30T04:04:10Z` | 1 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 
257
  | `guinik` | [profile](https://github.com/guinik) | no | FIRST_TIME_CONTRIBUTOR | 1302d | `2026-05-23T07:48:33Z` | 1 | 0 | strong | low | low | — |
258
  | `HamzaDogann` | [profile](https://github.com/HamzaDogann) | no | NONE | 1672d | `2026-05-21T15:32:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
259
  | `Hannan-Komari` | [profile](https://github.com/Hannan-Komari) | no | NONE | 1308d | `2026-06-03T10:28:04Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs; no visible non-self stars |
 
284
  | `kurtmckee` | [profile](https://github.com/kurtmckee) | no | CONTRIBUTOR | 6391d | `2026-06-12T11:41:21Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread; no visible non-self stars |
285
  | `lalitha2410` | [profile](https://github.com/lalitha2410) | no | FIRST_TIMER | 1043d | `2026-05-17T13:42:37Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
286
  | `lanxuejin` | [profile](https://github.com/lanxuejin) | no | FIRST_TIME_CONTRIBUTOR | 2869d | `2026-06-04T12:32:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
287
+ | `lewtun` | [profile](https://github.com/lewtun) | yes | MEMBER | 3372d | `2024-10-18T08:50:17Z` | 1 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
288
  | `lianakoleva` | [profile](https://github.com/lianakoleva) | no | NONE | 2780d | `2026-05-13T17:04:37Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
289
  | `ltd0924` | [profile](https://github.com/ltd0924) | no | FIRST_TIME_CONTRIBUTOR | 3177d | `2026-06-11T11:21:38Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
290
  | `MaciejBalaNV` | [profile](https://github.com/MaciejBalaNV) | no | CONTRIBUTOR | 717d | `2026-05-21T19:47:46Z` | 1 | 0 | weak | moderate | low | high open PR share |
 
298
  | `Minato95-ayu` | [profile](https://github.com/Minato95-ayu) | no | FIRST_TIME_CONTRIBUTOR | 657d | `2026-06-16T07:26:24Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
299
  | `MinuriRajapakse` | [profile](https://github.com/MinuriRajapakse) | no | FIRST_TIME_CONTRIBUTOR | 1037d | `2026-04-29T06:12:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
300
  | `mironable` | [profile](https://github.com/mironable) | no | FIRST_TIME_CONTRIBUTOR | 3559d | `2026-06-15T12:56:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
301
+ | `MosadCreates` | [profile](https://github.com/MosadCreates) | yes | FIRST_TIME_CONTRIBUTOR | 586d | `2026-06-27T13:49:21Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
302
  | `msdsm` | [profile](https://github.com/msdsm) | no | FIRST_TIME_CONTRIBUTOR | 2197d | `2026-06-06T10:53:47Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
303
  | `MushiSenpai` | [profile](https://github.com/MushiSenpai) | no | FIRST_TIME_CONTRIBUTOR | 143d | `2026-06-26T15:25:50Z` | 1 | 0 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
304
  | `n0gu-furiosa` | [profile](https://github.com/n0gu-furiosa) | no | CONTRIBUTOR | 863d | `2026-06-04T05:04:15Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
786
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
787
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
788
  - repo first seen: `2025-01-20T12:27:19Z`
789
+ - repo last seen: `2026-06-27T13:35:49Z`
790
  - first seen in snapshot: **no**
791
  - repo association: **MEMBER**
792
  - repo primary artifacts: **30**
793
  - snapshot authored PRs/issues: **30 PRs / 0 issues**
794
+ - snapshot discussion activity: **51 comments / 201 reviews / 365 review comments**
795
  - account age: **1607 days**
796
  - recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
797
  - public orgs: none visible
 
809
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqgallouedec)
810
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqgallouedec)
811
  - repo first seen: `2024-12-13T13:39:10Z`
812
+ - repo last seen: `2026-06-27T17:45:52Z`
813
  - first seen in snapshot: **no**
814
  - repo association: **MEMBER**
815
  - repo primary artifacts: **41**
816
  - snapshot authored PRs/issues: **27 PRs / 14 issues**
817
+ - snapshot discussion activity: **46 comments / 53 reviews / 53 review comments**
818
  - account age: **2692 days**
819
  - recent public PR activity: **128 PRs** (102 merged / 5 closed-unmerged / 21 open; merged rate **80%**, closed-unmerged rate **4%**, open rate **16%**)
820
  - public orgs: `huggingface`
 
1235
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunt-ing)
1236
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunt-ing)
1237
  - repo first seen: `2026-06-18T09:58:22Z`
1238
+ - repo last seen: `2026-06-27T17:37:33Z`
1239
  - first seen in snapshot: **no**
1240
  - repo association: **CONTRIBUTOR**
1241
  - repo primary artifacts: **9**
1242
  - snapshot authored PRs/issues: **9 PRs / 0 issues**
1243
+ - snapshot discussion activity: **9 comments / 3 reviews / 3 review comments**
1244
  - account age: **2841 days**
1245
  - recent public PR activity: **52 PRs** (17 merged / 6 closed-unmerged / 29 open; merged rate **33%**, closed-unmerged rate **12%**, open rate **56%**)
1246
  - public orgs: none visible
 
1512
  - [Issue #45859: `Qwen3_5MoeTextRotaryEmbedding.forward` is not compatible with CPU offload](https://github.com/huggingface/transformers/issues/45859) — closed
1513
  - [Issue #45759: `AutoModelForCausalLM.from_config` does not unwrap `text_config` for composite Qwen 3.5 and 3.6 multimodal configs](https://github.com/huggingface/transformers/issues/45759) — closed
1514
 
1515
+ ### `sharmax-vikas`
1516
+
1517
+ - profile: [github.com/sharmax-vikas](https://github.com/sharmax-vikas)
1518
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asharmax-vikas)
1519
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asharmax-vikas)
1520
+ - repo first seen: `2026-06-18T18:50:23Z`
1521
+ - repo last seen: `2026-06-27T12:31:10Z`
1522
+ - first seen in snapshot: **no**
1523
+ - repo association: **CONTRIBUTOR**
1524
+ - repo primary artifacts: **10**
1525
+ - snapshot authored PRs/issues: **5 PRs / 5 issues**
1526
+ - snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
1527
+ - account age: **702 days**
1528
+ - recent public PR activity: **8 PRs** (0 merged / 1 closed-unmerged / 7 open; merged rate **0%**, closed-unmerged rate **12%**, open rate **88%**)
1529
+ - public orgs: none visible
1530
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
1531
+ - heuristic read: **high open PR share; targets high-star repos**
1532
+
1533
+ Example artifacts:
1534
+ - [PR #46933: [Gemma4] Fix dtype casting for quantized vision/audio embedders](https://github.com/huggingface/transformers/pull/46933) — open
1535
+ - [PR #46898: Fix Florence2 training-loss double-shift (same pattern as Moonshine #…](https://github.com/huggingface/transformers/pull/46898) — open
1536
+ - [PR #46895: Fix CohereASR training-loss double-shift (same as Moonshine fix #46784)](https://github.com/huggingface/transformers/pull/46895) — open
1537
+ - [Issue #46932: [Gemma4] Fix dtype casting for quantized vision/audio embedders (same as #46904)](https://github.com/huggingface/transformers/issues/46932) — open
1538
+ - [Issue #46897: Florence2 training-loss double-shift bug (same pattern as Moonshine #46784)](https://github.com/huggingface/transformers/issues/46897) — open
1539
+ - [Issue #46894: CohereASR training-loss double-shift bug (same pattern as Moonshine #46784)](https://github.com/huggingface/transformers/issues/46894) — open
1540
+
1541
  ### `CharlieKerfoot`
1542
 
1543
  - profile: [github.com/CharlieKerfoot](https://github.com/CharlieKerfoot)
 
1677
  - [PR #46211: fix(llama): allow explicit head_dim when hidden_size not divisible by num_attention_heads](https://github.com/huggingface/transformers/pull/46211) — open
1678
  - [PR #46176: [Gemma4] Replace one-hot matmul with F.embedding in position embeddings](https://github.com/huggingface/transformers/pull/46176) — closed, merged
1679
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1680
  ### `Dev-X25874`
1681
 
1682
  - profile: [github.com/Dev-X25874](https://github.com/Dev-X25874)
 
2426
  - [Issue #32946: Support `StaticCache` in assisted generation](https://github.com/huggingface/transformers/issues/32946) — closed
2427
  - [Issue #29149: Generate: support passing position_ids](https://github.com/huggingface/transformers/issues/29149) — closed
2428
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2429
  ### `arnavkewalram`
2430
 
2431
  - profile: [github.com/arnavkewalram](https://github.com/arnavkewalram)
 
3654
  - [PR #44146: Ensure final evaluation runs with step-based evaluation strategy](https://github.com/huggingface/transformers/pull/44146) — closed, merged
3655
  - [PR #42428: logic to select tf32 API as per Pytorch version](https://github.com/huggingface/transformers/pull/42428) — closed, merged
3656
 
3657
+ ### `nurpax`
3658
+
3659
+ - profile: [github.com/nurpax](https://github.com/nurpax)
3660
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anurpax)
3661
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anurpax)
3662
+ - repo first seen: `2026-04-24T14:04:02Z`
3663
+ - repo last seen: `2026-06-02T13:48:43Z`
3664
+ - first seen in snapshot: **no**
3665
+ - repo association: **CONTRIBUTOR**
3666
+ - repo primary artifacts: **5**
3667
+ - snapshot authored PRs/issues: **2 PRs / 3 issues**
3668
+ - snapshot discussion activity: **11 comments / 1 reviews / 1 review comments**
3669
+ - account age: **5805 days**
3670
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3671
+ - public orgs: none visible
3672
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
3673
+ - heuristic read: **high open PR share; targets high-star repos**
3674
+
3675
+ Example artifacts:
3676
+ - [PR #45945: Fix OLMo 3 scaled RoPE handling for sliding attention](https://github.com/huggingface/transformers/pull/45945) — closed
3677
+ - [PR #45686: Fix custom-module copies inheriting read-only permissions](https://github.com/huggingface/transformers/pull/45686) — closed, merged
3678
+ - [Issue #45698: from_pretrained loads wrong custom module after save_pretrained](https://github.com/huggingface/transformers/issues/45698) — open
3679
+ - [Issue #45684: save_pretrained` (with `register_for_auto_class`) propagates read-only permissions from custom-model source files](https://github.com/huggingface/transformers/issues/45684) — closed
3680
+ - [Issue #45632: `trust_remote_code` cache path collides for local models sharing a leaf directory name](https://github.com/huggingface/transformers/issues/45632) — closed
3681
+
3682
  ### `oliverholworthy`
3683
 
3684
  - profile: [github.com/oliverholworthy](https://github.com/oliverholworthy)
 
4148
  - [Issue #46167: [deepseek_v4] save_pretrained silently downcasts FP32 tensors to BF16 (hc_*, attn_sink, ffn.gate.bias, compressor.ape, indexer.compressor.ape)](https://github.com/huggingface/transformers/issues/46167) — closed
4149
  - [Issue #46129: [deepseek_v4] conversion_mapping doesn't cover mtp.* paths — MTP keys silently random-init even after _keys_to_ignore is empty](https://github.com/huggingface/transformers/issues/46129) — open
4150
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4151
  ### `agiulucom42-del`
4152
 
4153
  - profile: [github.com/agiulucom42-del](https://github.com/agiulucom42-del)
 
4242
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ac1prk)
4243
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ac1prk)
4244
  - repo first seen: `2026-06-23T06:34:53Z`
4245
+ - repo last seen: `2026-06-27T17:25:03Z`
4246
  - first seen in snapshot: **no**
4247
  - repo association: **FIRST_TIME_CONTRIBUTOR**
4248
  - repo primary artifacts: **2**
4249
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
4250
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
4251
  - account age: **2143 days**
4252
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
4253
  - public orgs: none visible
 
5891
  Example artifacts:
5892
  - [PR #45708: fix(pytorch_utils): per-instance lru_cache to fix RT-DETR memory leak](https://github.com/huggingface/transformers/pull/45708) — closed
5893
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5894
  ### `guinik`
5895
 
5896
  - profile: [github.com/guinik](https://github.com/guinik)
 
6521
  Example artifacts:
6522
  - [PR #46413: Fix finegrained-fp8 offline loading bug](https://github.com/huggingface/transformers/pull/46413) — open
6523
 
6524
+ ### `lewtun`
6525
+
6526
+ - profile: [github.com/lewtun](https://github.com/lewtun)
6527
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alewtun)
6528
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alewtun)
6529
+ - repo first seen: `2024-10-18T08:50:17Z`
6530
+ - repo last seen: `2026-06-27T14:33:40Z`
6531
+ - first seen in snapshot: **yes**
6532
+ - repo association: **MEMBER**
6533
+ - repo primary artifacts: **1**
6534
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
6535
+ - snapshot discussion activity: **1 comments / 4 reviews / 4 review comments**
6536
+ - account age: **3372 days**
6537
+ - recent public PR activity: **85 PRs** (73 merged / 6 closed-unmerged / 6 open; merged rate **86%**, closed-unmerged rate **7%**, open rate **7%**)
6538
+ - public orgs: `huggingface`, `nlp-with-transformers`
6539
+ - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
6540
+ - heuristic read: **high recent PR volume; targets high-star repos**
6541
+
6542
+ Example artifacts:
6543
+ - [PR #46935: Fix `TrackioCallback` fails to log evaluation metrics after training ends](https://github.com/huggingface/transformers/pull/46935) — open
6544
+
6545
  ### `lianakoleva`
6546
 
6547
  - profile: [github.com/lianakoleva](https://github.com/lianakoleva)
 
6815
  Example artifacts:
6816
  - [PR #46718: Add GGUF loading support for GLM-4.5 MoE (glm4moe)](https://github.com/huggingface/transformers/pull/46718) — open
6817
 
6818
+ ### `MosadCreates`
6819
+
6820
+ - profile: [github.com/MosadCreates](https://github.com/MosadCreates)
6821
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMosadCreates)
6822
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMosadCreates)
6823
+ - repo first seen: `2026-06-27T13:49:21Z`
6824
+ - repo last seen: `2026-06-27T13:49:21Z`
6825
+ - first seen in snapshot: **yes**
6826
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
6827
+ - repo primary artifacts: **1**
6828
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
6829
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
6830
+ - account age: **586 days**
6831
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
6832
+ - public orgs: none visible
6833
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
6834
+ - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
6835
+
6836
+ Example artifacts:
6837
+ - [PR #46934: Add attention mask skip tests, tokenizer padding edge case tests, and…](https://github.com/huggingface/transformers/pull/46934) — open
6838
+
6839
  ### `msdsm`
6840
 
6841
  - profile: [github.com/msdsm](https://github.com/msdsm)
 
6926
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  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/vit_mae/modeling_vit_mae.py`, `src/transformers/models/vit_mae/modular_vit_mae.py`, `src/transformers/models/aimv2/modeling_aimv2.py`; representative PR #46780.",
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  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/auto/tokenization_auto.py`; representative PR #46580.",
3559
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  "summary": "3 open PRs share weighted file overlap around `tests/trainer/test_trainer.py`, `src/transformers/trainer.py`; representative PR #34925.",
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  "summary": "3 open PRs share weighted file overlap around `src/transformers/trainer.py`, `tests/trainer/distributed/test_trainer_distributed_deepspeed.py`; representative PR #44889.",
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4496
  "concentration_similarity": 0.812,
@@ -4507,8 +4507,8 @@
4507
  {
4508
  "left_pr_number": 44981,
4509
  "right_pr_number": 46775,
4510
- "similarity": 0.301,
4511
- "content_similarity": 0.123,
4512
  "size_similarity": 0.885,
4513
  "breadth_similarity": 0.458,
4514
  "concentration_similarity": 0.712,
@@ -4546,7 +4546,7 @@
4546
  "left_pr_number": 33686,
4547
  "right_pr_number": 44550,
4548
  "similarity": 0.391,
4549
- "content_similarity": 0.13,
4550
  "size_similarity": 1.0,
4551
  "breadth_similarity": 1.0,
4552
  "concentration_similarity": 1.0,
@@ -4562,7 +4562,7 @@
4562
  "left_pr_number": 44407,
4563
  "right_pr_number": 44550,
4564
  "similarity": 0.361,
4565
- "content_similarity": 0.096,
4566
  "size_similarity": 0.957,
4567
  "breadth_similarity": 1.0,
4568
  "concentration_similarity": 1.0,
@@ -4577,7 +4577,7 @@
4577
  "left_pr_number": 33686,
4578
  "right_pr_number": 44407,
4579
  "similarity": 0.352,
4580
- "content_similarity": 0.083,
4581
  "size_similarity": 0.957,
4582
  "breadth_similarity": 1.0,
4583
  "concentration_similarity": 1.0,
@@ -4924,7 +4924,7 @@
4924
  45607
4925
  ],
4926
  "representative_pr_number": 45606,
4927
- "average_similarity": 0.77,
4928
  "summary": "2 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`; representative PR #45606.",
4929
  "shared_filenames": [
4930
  "tests/models/gemma4/test_modeling_gemma4.py"
@@ -4938,8 +4938,8 @@
4938
  {
4939
  "left_pr_number": 45606,
4940
  "right_pr_number": 45607,
4941
- "similarity": 0.77,
4942
- "content_similarity": 0.819,
4943
  "size_similarity": 0.778,
4944
  "breadth_similarity": 0.417,
4945
  "concentration_similarity": 0.778,
@@ -5239,7 +5239,7 @@
5239
  43816
5240
  ],
5241
  "representative_pr_number": 43779,
5242
- "average_similarity": 0.663,
5243
  "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/integration_utils.py`; representative PR #43779.",
5244
  "shared_filenames": [
5245
  "src/transformers/integrations/integration_utils.py"
@@ -5253,8 +5253,8 @@
5253
  {
5254
  "left_pr_number": 43779,
5255
  "right_pr_number": 43816,
5256
- "similarity": 0.663,
5257
- "content_similarity": 0.68,
5258
  "size_similarity": 0.25,
5259
  "breadth_similarity": 1.0,
5260
  "concentration_similarity": 1.0,
@@ -5334,7 +5334,7 @@
5334
  "left_pr_number": 43875,
5335
  "right_pr_number": 46781,
5336
  "similarity": 0.635,
5337
- "content_similarity": 0.533,
5338
  "size_similarity": 0.756,
5339
  "breadth_similarity": 1.0,
5340
  "concentration_similarity": 0.971,
@@ -5713,7 +5713,7 @@
5713
  "left_pr_number": 45110,
5714
  "right_pr_number": 46128,
5715
  "similarity": 0.5,
5716
- "content_similarity": 0.438,
5717
  "size_similarity": 0.443,
5718
  "breadth_similarity": 0.84,
5719
  "concentration_similarity": 0.86,
@@ -5832,7 +5832,7 @@
5832
  46546
5833
  ],
5834
  "representative_pr_number": 46310,
5835
- "average_similarity": 0.489,
5836
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py`, `src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py`; representative PR #46310.",
5837
  "shared_filenames": [
5838
  "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py",
@@ -5848,7 +5848,7 @@
5848
  {
5849
  "left_pr_number": 46310,
5850
  "right_pr_number": 46546,
5851
- "similarity": 0.489,
5852
  "content_similarity": 0.538,
5853
  "size_similarity": 0.286,
5854
  "breadth_similarity": 0.417,
@@ -5894,7 +5894,7 @@
5894
  "left_pr_number": 45540,
5895
  "right_pr_number": 45868,
5896
  "similarity": 0.486,
5897
- "content_similarity": 0.357,
5898
  "size_similarity": 0.593,
5899
  "breadth_similarity": 1.0,
5900
  "concentration_similarity": 0.936,
@@ -6074,7 +6074,7 @@
6074
  "left_pr_number": 46404,
6075
  "right_pr_number": 46556,
6076
  "similarity": 0.464,
6077
- "content_similarity": 0.472,
6078
  "size_similarity": 0.298,
6079
  "breadth_similarity": 0.46,
6080
  "concentration_similarity": 0.86,
@@ -6151,7 +6151,7 @@
6151
  46257
6152
  ],
6153
  "representative_pr_number": 46127,
6154
- "average_similarity": 0.443,
6155
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/deepseek_v4/modeling_deepseek_v4.py`; representative PR #46127.",
6156
  "shared_filenames": [
6157
  "src/transformers/models/deepseek_v4/modeling_deepseek_v4.py"
@@ -6166,7 +6166,7 @@
6166
  {
6167
  "left_pr_number": 46127,
6168
  "right_pr_number": 46257,
6169
- "similarity": 0.443,
6170
  "content_similarity": 0.444,
6171
  "size_similarity": 0.053,
6172
  "breadth_similarity": 0.75,
@@ -6425,7 +6425,7 @@
6425
  "left_pr_number": 45017,
6426
  "right_pr_number": 46842,
6427
  "similarity": 0.41,
6428
- "content_similarity": 0.356,
6429
  "size_similarity": 0.158,
6430
  "breadth_similarity": 0.9,
6431
  "concentration_similarity": 0.927,
@@ -6562,6 +6562,86 @@
6562
  }
6563
  ]
6564
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6565
  {
6566
  "cluster_id": "pr-scope-46501-2",
6567
  "pr_numbers": [
@@ -6615,7 +6695,7 @@
6615
  "left_pr_number": 44642,
6616
  "right_pr_number": 45552,
6617
  "similarity": 0.361,
6618
- "content_similarity": 0.265,
6619
  "size_similarity": 0.167,
6620
  "breadth_similarity": 1.0,
6621
  "concentration_similarity": 1.0,
@@ -6691,7 +6771,7 @@
6691
  "left_pr_number": 46319,
6692
  "right_pr_number": 46889,
6693
  "similarity": 0.351,
6694
- "content_similarity": 0.078,
6695
  "size_similarity": 0.974,
6696
  "breadth_similarity": 1.0,
6697
  "concentration_similarity": 1.0,
@@ -6711,7 +6791,7 @@
6711
  46357
6712
  ],
6713
  "representative_pr_number": 45851,
6714
- "average_similarity": 0.341,
6715
  "summary": "2 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #45851.",
6716
  "shared_filenames": [],
6717
  "shared_directories": [
@@ -6723,8 +6803,8 @@
6723
  {
6724
  "left_pr_number": 45851,
6725
  "right_pr_number": 46357,
6726
- "similarity": 0.341,
6727
- "content_similarity": 0.11,
6728
  "size_similarity": 0.761,
6729
  "breadth_similarity": 1.0,
6730
  "concentration_similarity": 1.0,
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260627T180026Z",
4
+ "generated_at": "2026-06-27T18:01:05Z",
5
+ "cluster_count": 80,
6
  "pr_scope_clusters": [
7
  {
8
  "cluster_id": "pr-scope-43636-10",
 
65
  "left_pr_number": 43651,
66
  "right_pr_number": 43663,
67
  "similarity": 0.538,
68
+ "content_similarity": 0.4,
69
  "size_similarity": 0.72,
70
  "breadth_similarity": 1.0,
71
  "concentration_similarity": 1.0,
 
129
  "left_pr_number": 44123,
130
  "right_pr_number": 45067,
131
  "similarity": 0.473,
132
+ "content_similarity": 0.364,
133
  "size_similarity": 0.455,
134
  "breadth_similarity": 1.0,
135
  "concentration_similarity": 1.0,
 
289
  "left_pr_number": 43636,
290
  "right_pr_number": 44660,
291
  "similarity": 0.42,
292
+ "content_similarity": 0.269,
293
  "size_similarity": 0.545,
294
  "breadth_similarity": 1.0,
295
  "concentration_similarity": 1.0,
 
416
  {
417
  "left_pr_number": 43636,
418
  "right_pr_number": 44257,
419
+ "similarity": 0.393,
420
  "content_similarity": 0.23,
421
  "size_similarity": 0.545,
422
  "breadth_similarity": 1.0,
 
512
  {
513
  "left_pr_number": 44257,
514
  "right_pr_number": 45055,
515
+ "similarity": 0.381,
516
  "content_similarity": 0.222,
517
  "size_similarity": 0.5,
518
  "breadth_similarity": 1.0,
 
528
  {
529
  "left_pr_number": 44189,
530
  "right_pr_number": 45273,
531
+ "similarity": 0.38,
532
  "content_similarity": 0.221,
533
  "size_similarity": 0.5,
534
  "breadth_similarity": 1.0,
 
544
  {
545
  "left_pr_number": 44123,
546
  "right_pr_number": 44189,
547
+ "similarity": 0.375,
548
  "content_similarity": 0.305,
549
  "size_similarity": 0.073,
550
  "breadth_similarity": 1.0,
 
576
  {
577
  "left_pr_number": 43663,
578
  "right_pr_number": 45273,
579
+ "similarity": 0.365,
580
  "content_similarity": 0.289,
581
  "size_similarity": 0.08,
582
  "breadth_similarity": 1.0,
 
593
  "left_pr_number": 43651,
594
  "right_pr_number": 45055,
595
  "similarity": 0.361,
596
+ "content_similarity": 0.266,
597
  "size_similarity": 0.167,
598
  "breadth_similarity": 1.0,
599
  "concentration_similarity": 1.0,
 
609
  "left_pr_number": 44660,
610
  "right_pr_number": 45273,
611
  "similarity": 0.356,
612
+ "content_similarity": 0.223,
613
  "size_similarity": 0.333,
614
  "breadth_similarity": 1.0,
615
  "concentration_similarity": 1.0,
 
1015
  46718
1016
  ],
1017
  "representative_pr_number": 45546,
1018
+ "average_similarity": 0.63,
1019
  "summary": "6 open PRs share weighted file overlap around `src/transformers/modeling_gguf_pytorch_utils.py`, `src/transformers/integrations/ggml.py`, `tests/quantization/ggml/test_ggml.py`; representative PR #45546.",
1020
  "shared_filenames": [
1021
  "src/transformers/modeling_gguf_pytorch_utils.py",
 
1362
  {
1363
  "left_pr_number": 41606,
1364
  "right_pr_number": 44543,
1365
+ "similarity": 0.684,
1366
  "content_similarity": 0.66,
1367
  "size_similarity": 0.583,
1368
  "breadth_similarity": 1.0,
 
1421
  "left_pr_number": 42668,
1422
  "right_pr_number": 46161,
1423
  "similarity": 0.571,
1424
+ "content_similarity": 0.664,
1425
  "size_similarity": 0.253,
1426
  "breadth_similarity": 0.216,
1427
  "concentration_similarity": 0.937,
 
1897
  ]
1898
  },
1899
  {
1900
+ "left_pr_number": 45421,
1901
+ "right_pr_number": 45635,
1902
  "similarity": 0.462,
1903
+ "content_similarity": 0.374,
1904
+ "size_similarity": 0.803,
1905
+ "breadth_similarity": 0.5,
1906
+ "concentration_similarity": 0.586,
1907
  "shared_filenames": [
1908
  "src/transformers/core_model_loading.py",
1909
+ "tests/test_modeling_common.py"
1910
  ],
1911
  "shared_directories": [
1912
  "src/transformers",
 
1913
  "src",
1914
  "tests"
1915
  ]
1916
  },
1917
  {
1918
+ "left_pr_number": 44974,
1919
+ "right_pr_number": 46717,
1920
+ "similarity": 0.461,
1921
+ "content_similarity": 0.335,
1922
+ "size_similarity": 0.636,
1923
+ "breadth_similarity": 0.9,
1924
+ "concentration_similarity": 0.834,
1925
  "shared_filenames": [
1926
  "src/transformers/core_model_loading.py",
1927
+ "tests/utils/test_core_model_loading.py"
1928
  ],
1929
  "shared_directories": [
1930
  "src/transformers",
1931
+ "tests/utils",
1932
  "src",
1933
  "tests"
1934
  ]
 
1937
  "left_pr_number": 44974,
1938
  "right_pr_number": 45421,
1939
  "similarity": 0.419,
1940
+ "content_similarity": 0.3,
1941
  "size_similarity": 0.735,
1942
  "breadth_similarity": 0.667,
1943
  "concentration_similarity": 0.657,
 
1953
  {
1954
  "left_pr_number": 45635,
1955
  "right_pr_number": 46717,
1956
+ "similarity": 0.418,
1957
  "content_similarity": 0.338,
1958
  "size_similarity": 0.375,
1959
  "breadth_similarity": 0.875,
 
1972
  {
1973
  "left_pr_number": 45996,
1974
  "right_pr_number": 46717,
1975
+ "similarity": 0.381,
1976
+ "content_similarity": 0.273,
1977
  "size_similarity": 0.268,
1978
  "breadth_similarity": 1.0,
1979
  "concentration_similarity": 0.995,
 
2034
  46850
2035
  ],
2036
  "representative_pr_number": 45438,
2037
+ "average_similarity": 0.45,
2038
  "summary": "5 open PRs share weighted file overlap around `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`, `tests/models/gemma4/test_modeling_gemma4.py`; representative PR #45438.",
2039
  "shared_filenames": [
2040
  "src/transformers/models/gemma4/modular_gemma4.py",
 
2058
  {
2059
  "left_pr_number": 45294,
2060
  "right_pr_number": 45438,
2061
+ "similarity": 0.751,
2062
+ "content_similarity": 0.77,
2063
  "size_similarity": 0.42,
2064
  "breadth_similarity": 1.0,
2065
  "concentration_similarity": 0.989,
 
2086
  {
2087
  "left_pr_number": 45294,
2088
  "right_pr_number": 45883,
2089
+ "similarity": 0.544,
2090
+ "content_similarity": 0.465,
2091
  "size_similarity": 0.933,
2092
  "breadth_similarity": 0.325,
2093
  "concentration_similarity": 0.908,
 
2105
  {
2106
  "left_pr_number": 45438,
2107
  "right_pr_number": 45883,
2108
+ "similarity": 0.539,
2109
+ "content_similarity": 0.575,
2110
  "size_similarity": 0.392,
2111
  "breadth_similarity": 0.325,
2112
  "concentration_similarity": 0.92,
 
2124
  {
2125
  "left_pr_number": 45438,
2126
  "right_pr_number": 46850,
2127
+ "similarity": 0.487,
2128
+ "content_similarity": 0.424,
2129
  "size_similarity": 0.615,
2130
  "breadth_similarity": 0.757,
2131
  "concentration_similarity": 0.437,
 
2147
  {
2148
  "left_pr_number": 46642,
2149
  "right_pr_number": 46850,
2150
+ "similarity": 0.427,
2151
+ "content_similarity": 0.25,
2152
  "size_similarity": 0.811,
2153
  "breadth_similarity": 0.85,
2154
  "concentration_similarity": 0.909,
 
2170
  {
2171
  "left_pr_number": 45438,
2172
  "right_pr_number": 46642,
2173
+ "similarity": 0.408,
2174
+ "content_similarity": 0.29,
2175
  "size_similarity": 0.759,
2176
  "breadth_similarity": 0.65,
2177
  "concentration_similarity": 0.529,
 
2191
  {
2192
  "left_pr_number": 45294,
2193
  "right_pr_number": 46850,
2194
+ "similarity": 0.401,
2195
+ "content_similarity": 0.378,
2196
  "size_similarity": 0.258,
2197
  "breadth_similarity": 0.757,
2198
  "concentration_similarity": 0.449,
 
2214
  {
2215
  "left_pr_number": 45294,
2216
  "right_pr_number": 46642,
2217
+ "similarity": 0.331,
2218
+ "content_similarity": 0.274,
2219
  "size_similarity": 0.318,
2220
  "breadth_similarity": 0.65,
2221
  "concentration_similarity": 0.54,
 
2235
  {
2236
  "left_pr_number": 45883,
2237
  "right_pr_number": 46850,
2238
+ "similarity": 0.313,
2239
+ "content_similarity": 0.335,
2240
  "size_similarity": 0.241,
2241
  "breadth_similarity": 0.243,
2242
  "concentration_similarity": 0.357,
 
2254
  {
2255
  "left_pr_number": 45883,
2256
  "right_pr_number": 46642,
2257
+ "similarity": 0.299,
2258
+ "content_similarity": 0.302,
2259
  "size_similarity": 0.297,
2260
  "breadth_similarity": 0.2,
2261
  "concentration_similarity": 0.448,
 
2734
  {
2735
  "left_pr_number": 46207,
2736
  "right_pr_number": 46890,
2737
+ "similarity": 0.569,
2738
  "content_similarity": 0.505,
2739
  "size_similarity": 0.5,
2740
  "breadth_similarity": 1.0,
 
2772
  {
2773
  "left_pr_number": 44940,
2774
  "right_pr_number": 46207,
2775
+ "similarity": 0.536,
2776
  "content_similarity": 0.446,
2777
  "size_similarity": 0.662,
2778
  "breadth_similarity": 0.833,
 
2791
  {
2792
  "left_pr_number": 44940,
2793
  "right_pr_number": 46890,
2794
+ "similarity": 0.497,
2795
+ "content_similarity": 0.45,
2796
  "size_similarity": 0.331,
2797
  "breadth_similarity": 0.833,
2798
  "concentration_similarity": 0.988,
 
2811
  "left_pr_number": 46876,
2812
  "right_pr_number": 46890,
2813
  "similarity": 0.439,
2814
+ "content_similarity": 0.417,
2815
  "size_similarity": 0.331,
2816
  "breadth_similarity": 0.583,
2817
  "concentration_similarity": 0.772,
 
2867
  "left_pr_number": 45548,
2868
  "right_pr_number": 45649,
2869
  "similarity": 0.513,
2870
+ "content_similarity": 0.523,
2871
  "size_similarity": 0.149,
2872
  "breadth_similarity": 0.75,
2873
  "concentration_similarity": 1.0,
 
2985
  {
2986
  "left_pr_number": 39683,
2987
  "right_pr_number": 45985,
2988
+ "similarity": 0.597,
2989
  "content_similarity": 0.498,
2990
  "size_similarity": 0.652,
2991
  "breadth_similarity": 1.0,
 
3037
  "left_pr_number": 34667,
3038
  "right_pr_number": 44872,
3039
  "similarity": 0.432,
3040
+ "content_similarity": 0.345,
3041
  "size_similarity": 0.273,
3042
  "breadth_similarity": 1.0,
3043
  "concentration_similarity": 1.0,
 
3161
  "left_pr_number": 44615,
3162
  "right_pr_number": 45060,
3163
  "similarity": 0.314,
3164
+ "content_similarity": 0.24,
3165
  "size_similarity": 0.614,
3166
  "breadth_similarity": 0.333,
3167
  "concentration_similarity": 0.421,
 
3281
  46780
3282
  ],
3283
  "representative_pr_number": 46780,
3284
+ "average_similarity": 0.72,
3285
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/vit_mae/modeling_vit_mae.py`, `src/transformers/models/vit_mae/modular_vit_mae.py`, `src/transformers/models/aimv2/modeling_aimv2.py`; representative PR #46780.",
3286
  "shared_filenames": [
3287
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3560
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3594
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  {
4026
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  {
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4476
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4489
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4490
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4496
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4507
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4508
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4577
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4924
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4926
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4928
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4929
  "shared_filenames": [
4930
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4938
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4939
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5239
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5245
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5254
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5334
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5832
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5852
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5854
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5894
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5897
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5898
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5900
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6074
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6075
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6076
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6151
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