evalstate HF Staff commited on
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1 Parent(s): dc81c3f

Refresh transformers dataset snapshot 20260601T000028Z

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  - eval set creation
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  Notes:
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19963
  "name": "Dhruvin Vaghasiya",
new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260531T180028Z`
4
- - Generated: `2026-05-31T18:00:58Z`
5
  - Activity window: `60d`
6
- - Contributors: `338`
7
 
8
  ## Summary
9
 
@@ -41,7 +41,6 @@
41
  | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 9 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
42
  | `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 8 | 2 | strong | moderate | low | targets high-star repos |
43
  | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 8 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
44
- | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
45
  | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
46
  | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 7 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
47
  | `kchpp940` | [profile](https://github.com/kchpp940) | no | NONE | 375d | `2026-04-18T01:12:45Z` | 6 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
@@ -51,6 +50,7 @@
51
  | `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 |
52
  | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
53
  | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 4 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
 
54
  | `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 |
55
  | `Jah-yee` | [profile](https://github.com/Jah-yee) | no | NONE | 736d | `2026-04-16T00:55:40Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
56
  | `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4939d | `2026-04-15T08:26:45Z` | 4 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
@@ -59,7 +59,6 @@
59
  | `Sriniketh24` | [profile](https://github.com/Sriniketh24) | no | CONTRIBUTOR | 609d | `2026-05-18T14:39:34Z` | 4 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
60
  | `TheShreyanshiDwivedi` | [profile](https://github.com/TheShreyanshiDwivedi) | no | NONE | 87d | `2026-05-15T10:01:57Z` | 4 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
61
  | `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 |
62
- | `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | FIRST_TIME_CONTRIBUTOR | 9d | `2026-04-22T13:14:19Z` | 3 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
63
  | `Chao1Han` | [profile](https://github.com/Chao1Han) | no | FIRST_TIME_CONTRIBUTOR | 1422d | `2026-05-14T09:13:18Z` | 3 | 0 | mixed | moderate | low | high open PR share |
64
  | `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 3 | 0 | strong | low | low | — |
65
  | `irfaan101` | [profile](https://github.com/irfaan101) | no | CONTRIBUTOR | 613d | `2026-05-16T11:43:33Z` | 3 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -67,6 +66,7 @@
67
  | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 3 | 0 | mixed | low | low | — |
68
  | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 3 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
69
  | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 15 | 0 | strong | moderate | low | targets high-star repos |
 
70
  | `Qubitium` | [profile](https://github.com/Qubitium) | no | CONTRIBUTOR | 5681d | `2025-10-03T18:23:49Z` | 7 | 0 | strong | moderate | low | extremely high recent PR volume |
71
  | `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3177d | `2021-08-30T15:40:15Z` | 6 | 2 | mixed | low | low | targets high-star repos |
72
  | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 5 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
@@ -98,7 +98,6 @@
98
  | `DatLe203` | [profile](https://github.com/DatLe203) | no | NONE | 766d | `2026-04-07T14:30:38Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
99
  | `dhruv7477` | [profile](https://github.com/dhruv7477) | no | FIRST_TIME_CONTRIBUTOR | 1579d | `2026-04-29T09:34:56Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
100
  | `eladsegal` | [profile](https://github.com/eladsegal) | no | CONTRIBUTOR | 3919d | `2026-04-09T05:56:31Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
101
- | `ezylopx5` | [profile](https://github.com/ezylopx5) | no | FIRST_TIME_CONTRIBUTOR | 606d | `2026-04-01T19:25:12Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
102
  | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
103
  | `fyhon` | [profile](https://github.com/fyhon) | no | FIRST_TIME_CONTRIBUTOR | 1467d | `2026-05-06T09:12:14Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
104
  | `gabrielspmoreira` | [profile](https://github.com/gabrielspmoreira) | no | FIRST_TIME_CONTRIBUTOR | 5647d | `2026-05-18T23:25:12Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -108,7 +107,6 @@
108
  | `Jaeyo314` | [profile](https://github.com/Jaeyo314) | no | FIRST_TIMER | 289d | `2026-05-26T16:18:11Z` | 2 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
109
  | `Jeevang1-epic` | [profile](https://github.com/Jeevang1-epic) | no | CONTRIBUTOR | 207d | `2026-04-24T19:22:05Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
110
  | `jonghwanhyeon` | [profile](https://github.com/jonghwanhyeon) | no | CONTRIBUTOR | 5135d | `2026-04-21T11:42:03Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
111
- | `Kash6` | [profile](https://github.com/Kash6) | no | CONTRIBUTOR | 2226d | `2026-04-01T18:07:49Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
112
  | `Kaz-scr` | [profile](https://github.com/Kaz-scr) | no | FIRST_TIME_CONTRIBUTOR | 1941d | `2026-04-30T15:39:40Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
113
  | `KetanP1618` | [profile](https://github.com/KetanP1618) | no | FIRST_TIME_CONTRIBUTOR | 1632d | `2026-04-06T17:41:14Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
114
  | `lgeiger` | [profile](https://github.com/lgeiger) | no | CONTRIBUTOR | 3947d | `2026-04-30T12:35:42Z` | 2 | 0 | mixed | moderate | low | — |
@@ -148,8 +146,10 @@
148
  | `ionut-anghelina` | [profile](https://github.com/ionut-anghelina) | no | FIRST_TIME_CONTRIBUTOR | 556d | `2026-03-30T08:23:07Z` | 2 | 1 | weak | low | medium | many recent closed-unmerged PRs; 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
  | `kallewoof` | [profile](https://github.com/kallewoof) | no | CONTRIBUTOR | 5838d | `2026-03-24T23:50:07Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 
153
  | `matdou` | [profile](https://github.com/matdou) | no | FIRST_TIME_CONTRIBUTOR | 1502d | `2026-03-26T23:00:35Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
154
  | `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 |
155
  | `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 |
@@ -258,6 +258,7 @@
258
  | `i3hz` | [profile](https://github.com/i3hz) | no | CONTRIBUTOR | 961d | `2026-02-18T04:04:37Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
259
  | `igordertigor` | [profile](https://github.com/igordertigor) | no | CONTRIBUTOR | 5665d | `2026-05-12T19:17:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
260
  | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 1 | 0 | strong | low | low | high recent PR volume |
 
261
  | `JAE0Y2N` | [profile](https://github.com/JAE0Y2N) | no | NONE | 877d | `2026-05-20T11:02:07Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
262
  | `jagwar` | [profile](https://github.com/jagwar) | no | MEMBER | 3691d | `2026-04-07T21:35:38Z` | 1 | 0 | strong | low | low | targets high-star repos |
263
  | `jankipatel20` | [profile](https://github.com/jankipatel20) | no | NONE | 1001d | `2026-05-25T08:25:28Z` | 1 | 0 | strong | low | low | — |
@@ -293,6 +294,7 @@
293
  | `mrutkows` | [profile](https://github.com/mrutkows) | no | NONE | 4332d | `2026-04-09T17:46:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
294
  | `MukundaKatta` | [profile](https://github.com/MukundaKatta) | no | NONE | 1527d | `2026-04-15T08:33:29Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
295
  | `Oneirag` | [profile](https://github.com/Oneirag) | no | FIRST_TIME_CONTRIBUTOR | 4233d | `2026-04-24T04:00:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 
296
  | `owwll` | [profile](https://github.com/owwll) | no | NONE | 636d | `2026-04-10T21:13:32Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
297
  | `partacc` | [profile](https://github.com/partacc) | no | NONE | 282d | `2026-04-07T20:07:02Z` | 1 | 0 | n/a | low | low | young account; no visible non-self stars |
298
  | `pdufour` | [profile](https://github.com/pdufour) | no | FIRST_TIME_CONTRIBUTOR | 5247d | `2026-04-04T00:15:04Z` | 1 | 0 | weak | moderate | low | high open PR share |
@@ -1124,29 +1126,6 @@ Example artifacts:
1124
  - [PR #45771: perf(qwen3_vl): replace Conv3d with F.linear in patch embed forward](https://github.com/huggingface/transformers/pull/45771) — closed
1125
  - [PR #45222: fix(gemma3, gemma4): default token_type_ids to zeros for text-only training](https://github.com/huggingface/transformers/pull/45222) — closed
1126
 
1127
- ### `JJJYmmm`
1128
-
1129
- - profile: [github.com/JJJYmmm](https://github.com/JJJYmmm)
1130
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJJJYmmm)
1131
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJJJYmmm)
1132
- - repo first seen: `2026-01-27T10:34:17Z`
1133
- - repo last seen: `2026-05-26T17:18:14Z`
1134
- - first seen in snapshot: **no**
1135
- - repo association: **CONTRIBUTOR**
1136
- - repo primary artifacts: **8**
1137
- - snapshot authored PRs/issues: **8 PRs / 0 issues**
1138
- - snapshot discussion activity: **20 comments / 62 reviews / 62 review comments**
1139
- - account age: **1648 days**
1140
- - recent public PR activity: **11 PRs** (9 merged / 2 closed-unmerged / 0 open; merged rate **82%**, closed-unmerged rate **18%**, open rate **0%**)
1141
- - public orgs: none visible
1142
- - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
1143
- - heuristic read: **targets high-star repos**
1144
-
1145
- Example artifacts:
1146
- - [PR #46011: [new model] Add zaya1 vl](https://github.com/huggingface/transformers/pull/46011) — open, draft
1147
- - [PR #45862: [new model] Add Zyphra/ZAYA1-8B](https://github.com/huggingface/transformers/pull/45862) — open
1148
- - [PR #45173: [misc] fix qwen35 tests: correct the text model type and skip reverse_mapping](https://github.com/huggingface/transformers/pull/45173) — closed, merged
1149
-
1150
  ### `zhang-prog`
1151
 
1152
  - profile: [github.com/zhang-prog](https://github.com/zhang-prog)
@@ -1359,6 +1338,29 @@ Example artifacts:
1359
  - [PR #45442: Update workflow references to new commit hash](https://github.com/huggingface/transformers/pull/45442) — closed, merged
1360
  - [Issue #45182: 🔒 Track: Pin GitHub Actions to commit SHAs](https://github.com/huggingface/transformers/issues/45182) — closed
1361
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1362
  ### `Dev-X25874`
1363
 
1364
  - profile: [github.com/Dev-X25874](https://github.com/Dev-X25874)
@@ -1545,29 +1547,6 @@ Example artifacts:
1545
  - [Issue #45987: [Bug] StaticCache.get_seq_length() returns shape-(1,) Tensor despite -> int contract](https://github.com/huggingface/transformers/issues/45987) — open
1546
  - [Issue #45803: [Bug] Bare `except:` in FuyuBatchFeature.convert_to_tensors() swallows KeyboardInterrupt and hides real errors](https://github.com/huggingface/transformers/issues/45803) — closed
1547
 
1548
- ### `Anai-Guo`
1549
-
1550
- - profile: [github.com/Anai-Guo](https://github.com/Anai-Guo)
1551
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAnai-Guo)
1552
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAnai-Guo)
1553
- - repo first seen: `2026-04-22T13:14:19Z`
1554
- - repo last seen: `2026-05-31T16:16:34Z`
1555
- - first seen in snapshot: **no**
1556
- - repo association: **FIRST_TIME_CONTRIBUTOR**
1557
- - repo primary artifacts: **3**
1558
- - snapshot authored PRs/issues: **3 PRs / 0 issues**
1559
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
1560
- - account age: **9 days**
1561
- - recent public PR activity: **42 PRs** (4 merged / 5 closed-unmerged / 33 open; merged rate **10%**, closed-unmerged rate **12%**, open rate **79%**)
1562
- - public orgs: none visible
1563
- - compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
1564
- - heuristic read: **very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
1565
-
1566
- Example artifacts:
1567
- - [PR #46310: fix(moonshine_streaming): include full right window in sliding_window_mask_function](https://github.com/huggingface/transformers/pull/46310) — open
1568
- - [PR #46249: Export is_falcon_mamba_ssm_available alias to restore Falcon-Mamba fast path (#46234)](https://github.com/huggingface/transformers/pull/46249) — closed
1569
- - [PR #45576: docs(pipeline): fix num_workers docstring default from 8 to 0](https://github.com/huggingface/transformers/pull/45576) — closed
1570
-
1571
  ### `Chao1Han`
1572
 
1573
  - profile: [github.com/Chao1Han](https://github.com/Chao1Han)
@@ -1729,6 +1708,29 @@ Example artifacts:
1729
  - [PR #45363: n-to-1 kernel fusion via `KernelConfig`](https://github.com/huggingface/transformers/pull/45363) — open, draft
1730
  - [PR #45155: Load adapter with TP](https://github.com/huggingface/transformers/pull/45155) — closed, merged
1731
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1732
  ### `Qubitium`
1733
 
1734
  - profile: [github.com/Qubitium](https://github.com/Qubitium)
@@ -2443,28 +2445,6 @@ Example artifacts:
2443
  - [PR #45333: Add heterogeneous config support (per-layer configuration)](https://github.com/huggingface/transformers/pull/45333) — open
2444
  - [PR #45332: Add heterogeneous model support (per-layer config and modeling)](https://github.com/huggingface/transformers/pull/45332) — open
2445
 
2446
- ### `ezylopx5`
2447
-
2448
- - profile: [github.com/ezylopx5](https://github.com/ezylopx5)
2449
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aezylopx5)
2450
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aezylopx5)
2451
- - repo first seen: `2026-04-01T19:25:12Z`
2452
- - repo last seen: `2026-05-31T12:54:59Z`
2453
- - first seen in snapshot: **no**
2454
- - repo association: **FIRST_TIME_CONTRIBUTOR**
2455
- - repo primary artifacts: **2**
2456
- - snapshot authored PRs/issues: **2 PRs / 0 issues**
2457
- - snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
2458
- - account age: **606 days**
2459
- - recent public PR activity: **7 PRs** (1 merged / 2 closed-unmerged / 4 open; merged rate **14%**, closed-unmerged rate **29%**, open rate **57%**)
2460
- - public orgs: none visible
2461
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
2462
- - heuristic read: **high open PR share; targets high-star repos**
2463
-
2464
- Example artifacts:
2465
- - [PR #45413: Fix EtaLogitsWarper on fully masked logits](https://github.com/huggingface/transformers/pull/45413) — open
2466
- - [PR #45172: Add TopNSigmaLogitsWarper and top_n_sigma generation config support](https://github.com/huggingface/transformers/pull/45172) — closed
2467
-
2468
  ### `filipinescu`
2469
 
2470
  - profile: [github.com/filipinescu](https://github.com/filipinescu)
@@ -2664,28 +2644,6 @@ Example artifacts:
2664
  - [PR #45751: Add nvidia Conformer-CTC](https://github.com/huggingface/transformers/pull/45751) — open
2665
  - [PR #45549: fix: apply channel averaging correctly in audio feature extractors](https://github.com/huggingface/transformers/pull/45549) — open
2666
 
2667
- ### `Kash6`
2668
-
2669
- - profile: [github.com/Kash6](https://github.com/Kash6)
2670
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKash6)
2671
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKash6)
2672
- - repo first seen: `2026-04-01T18:07:49Z`
2673
- - repo last seen: `2026-05-11T18:49:56Z`
2674
- - first seen in snapshot: **no**
2675
- - repo association: **CONTRIBUTOR**
2676
- - repo primary artifacts: **2**
2677
- - snapshot authored PRs/issues: **2 PRs / 0 issues**
2678
- - snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
2679
- - account age: **2226 days**
2680
- - recent public PR activity: **6 PRs** (2 merged / 0 closed-unmerged / 4 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
2681
- - public orgs: `CynatraDevelopers`
2682
- - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
2683
- - heuristic read: **high open PR share; targets high-star repos**
2684
-
2685
- Example artifacts:
2686
- - [PR #45330: Fix Qwen2.5-VL temporal RoPE scaling applied to still images](https://github.com/huggingface/transformers/pull/45330) — closed, merged
2687
- - [PR #45171: Fix Sam3Processor missing input_boxes_labels for padded None entries](https://github.com/huggingface/transformers/pull/45171) — closed, merged
2688
-
2689
  ### `Kaz-scr`
2690
 
2691
  - profile: [github.com/Kaz-scr](https://github.com/Kaz-scr)
@@ -3570,6 +3528,28 @@ Example artifacts:
3570
  - [PR #45273: fix: liger unnecessarily materializes logits in VRAM during eval, causing OOM](https://github.com/huggingface/transformers/pull/45273) — open
3571
  - [PR #44189: fix: don't move model to device under other dist train backends](https://github.com/huggingface/transformers/pull/44189) — open
3572
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3573
  ### `jackcook`
3574
 
3575
  - profile: [github.com/jackcook](https://github.com/jackcook)
@@ -3614,6 +3594,28 @@ Example artifacts:
3614
  - [PR #45235: feat/rfc/poc: Agnostic GPU](https://github.com/huggingface/transformers/pull/45235) — closed, draft
3615
  - [PR #44980: bug-fix: do not assume torch.cuda is available when setting up norm values, even if flash linear attention is available](https://github.com/huggingface/transformers/pull/44980) — closed
3616
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3617
  ### `matdou`
3618
 
3619
  - profile: [github.com/matdou](https://github.com/matdou)
@@ -5925,6 +5927,27 @@ Example artifacts:
5925
  Example artifacts:
5926
  - [PR #45875: fix](https://github.com/huggingface/transformers/pull/45875) — closed
5927
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5928
  ### `JAE0Y2N`
5929
 
5930
  - profile: [github.com/JAE0Y2N](https://github.com/JAE0Y2N)
@@ -6660,6 +6683,27 @@ Example artifacts:
6660
  Example artifacts:
6661
  - [PR #45614: Add missing requests dependency to transformers[serving]](https://github.com/huggingface/transformers/pull/45614) — open
6662
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6663
  ### `owwll`
6664
 
6665
  - profile: [github.com/owwll](https://github.com/owwll)
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260601T000028Z`
4
+ - Generated: `2026-06-01T00:01:10Z`
5
  - Activity window: `60d`
6
+ - Contributors: `340`
7
 
8
  ## Summary
9
 
 
41
  | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 9 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
42
  | `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 8 | 2 | strong | moderate | low | targets high-star repos |
43
  | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 8 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 
44
  | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
45
  | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 7 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
46
  | `kchpp940` | [profile](https://github.com/kchpp940) | no | NONE | 375d | `2026-04-18T01:12:45Z` | 6 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 
50
  | `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 |
51
  | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
52
  | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 4 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
53
+ | `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | FIRST_TIME_CONTRIBUTOR | 9d | `2026-04-22T13:14:19Z` | 4 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
54
  | `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 |
55
  | `Jah-yee` | [profile](https://github.com/Jah-yee) | no | NONE | 736d | `2026-04-16T00:55:40Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
56
  | `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4939d | `2026-04-15T08:26:45Z` | 4 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
 
59
  | `Sriniketh24` | [profile](https://github.com/Sriniketh24) | no | CONTRIBUTOR | 609d | `2026-05-18T14:39:34Z` | 4 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
60
  | `TheShreyanshiDwivedi` | [profile](https://github.com/TheShreyanshiDwivedi) | no | NONE | 87d | `2026-05-15T10:01:57Z` | 4 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
61
  | `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 |
 
62
  | `Chao1Han` | [profile](https://github.com/Chao1Han) | no | FIRST_TIME_CONTRIBUTOR | 1422d | `2026-05-14T09:13:18Z` | 3 | 0 | mixed | moderate | low | high open PR share |
63
  | `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 3 | 0 | strong | low | low | — |
64
  | `irfaan101` | [profile](https://github.com/irfaan101) | no | CONTRIBUTOR | 613d | `2026-05-16T11:43:33Z` | 3 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 
66
  | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 3 | 0 | mixed | low | low | — |
67
  | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 3 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
68
  | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 15 | 0 | strong | moderate | low | targets high-star repos |
69
+ | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
70
  | `Qubitium` | [profile](https://github.com/Qubitium) | no | CONTRIBUTOR | 5681d | `2025-10-03T18:23:49Z` | 7 | 0 | strong | moderate | low | extremely high recent PR volume |
71
  | `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3177d | `2021-08-30T15:40:15Z` | 6 | 2 | mixed | low | low | targets high-star repos |
72
  | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 5 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 
98
  | `DatLe203` | [profile](https://github.com/DatLe203) | no | NONE | 766d | `2026-04-07T14:30:38Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
99
  | `dhruv7477` | [profile](https://github.com/dhruv7477) | no | FIRST_TIME_CONTRIBUTOR | 1579d | `2026-04-29T09:34:56Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
100
  | `eladsegal` | [profile](https://github.com/eladsegal) | no | CONTRIBUTOR | 3919d | `2026-04-09T05:56:31Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
101
  | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
102
  | `fyhon` | [profile](https://github.com/fyhon) | no | FIRST_TIME_CONTRIBUTOR | 1467d | `2026-05-06T09:12:14Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
103
  | `gabrielspmoreira` | [profile](https://github.com/gabrielspmoreira) | no | FIRST_TIME_CONTRIBUTOR | 5647d | `2026-05-18T23:25:12Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
107
  | `Jaeyo314` | [profile](https://github.com/Jaeyo314) | no | FIRST_TIMER | 289d | `2026-05-26T16:18:11Z` | 2 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
108
  | `Jeevang1-epic` | [profile](https://github.com/Jeevang1-epic) | no | CONTRIBUTOR | 207d | `2026-04-24T19:22:05Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
109
  | `jonghwanhyeon` | [profile](https://github.com/jonghwanhyeon) | no | CONTRIBUTOR | 5135d | `2026-04-21T11:42:03Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
110
  | `Kaz-scr` | [profile](https://github.com/Kaz-scr) | no | FIRST_TIME_CONTRIBUTOR | 1941d | `2026-04-30T15:39:40Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
111
  | `KetanP1618` | [profile](https://github.com/KetanP1618) | no | FIRST_TIME_CONTRIBUTOR | 1632d | `2026-04-06T17:41:14Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
112
  | `lgeiger` | [profile](https://github.com/lgeiger) | no | CONTRIBUTOR | 3947d | `2026-04-30T12:35:42Z` | 2 | 0 | mixed | moderate | low | — |
 
146
  | `ionut-anghelina` | [profile](https://github.com/ionut-anghelina) | no | FIRST_TIME_CONTRIBUTOR | 556d | `2026-03-30T08:23:07Z` | 2 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
147
  | `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 |
148
  | `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 |
149
+ | `ezylopx5` | [profile](https://github.com/ezylopx5) | no | FIRST_TIME_CONTRIBUTOR | 606d | `2026-04-01T19:25:12Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
150
  | `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 |
151
  | `kallewoof` | [profile](https://github.com/kallewoof) | no | CONTRIBUTOR | 5838d | `2026-03-24T23:50:07Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
152
+ | `Kash6` | [profile](https://github.com/Kash6) | no | CONTRIBUTOR | 2226d | `2026-04-01T18:07:49Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
153
  | `matdou` | [profile](https://github.com/matdou) | no | FIRST_TIME_CONTRIBUTOR | 1502d | `2026-03-26T23:00:35Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
154
  | `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 |
155
  | `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 |
 
258
  | `i3hz` | [profile](https://github.com/i3hz) | no | CONTRIBUTOR | 961d | `2026-02-18T04:04:37Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
259
  | `igordertigor` | [profile](https://github.com/igordertigor) | no | CONTRIBUTOR | 5665d | `2026-05-12T19:17:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
260
  | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 1 | 0 | strong | low | low | high recent PR volume |
261
+ | `jacopopper` | [profile](https://github.com/jacopopper) | yes | FIRST_TIME_CONTRIBUTOR | 1686d | `2026-05-31T20:04:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
262
  | `JAE0Y2N` | [profile](https://github.com/JAE0Y2N) | no | NONE | 877d | `2026-05-20T11:02:07Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
263
  | `jagwar` | [profile](https://github.com/jagwar) | no | MEMBER | 3691d | `2026-04-07T21:35:38Z` | 1 | 0 | strong | low | low | targets high-star repos |
264
  | `jankipatel20` | [profile](https://github.com/jankipatel20) | no | NONE | 1001d | `2026-05-25T08:25:28Z` | 1 | 0 | strong | low | low | — |
 
294
  | `mrutkows` | [profile](https://github.com/mrutkows) | no | NONE | 4332d | `2026-04-09T17:46:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
295
  | `MukundaKatta` | [profile](https://github.com/MukundaKatta) | no | NONE | 1527d | `2026-04-15T08:33:29Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
296
  | `Oneirag` | [profile](https://github.com/Oneirag) | no | FIRST_TIME_CONTRIBUTOR | 4233d | `2026-04-24T04:00:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
297
+ | `onuralpszr` | [profile](https://github.com/onuralpszr) | yes | FIRST_TIME_CONTRIBUTOR | 5146d | `2026-05-31T20:25:01Z` | 1 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread |
298
  | `owwll` | [profile](https://github.com/owwll) | no | NONE | 636d | `2026-04-10T21:13:32Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
299
  | `partacc` | [profile](https://github.com/partacc) | no | NONE | 282d | `2026-04-07T20:07:02Z` | 1 | 0 | n/a | low | low | young account; no visible non-self stars |
300
  | `pdufour` | [profile](https://github.com/pdufour) | no | FIRST_TIME_CONTRIBUTOR | 5247d | `2026-04-04T00:15:04Z` | 1 | 0 | weak | moderate | low | high open PR share |
 
1126
  - [PR #45771: perf(qwen3_vl): replace Conv3d with F.linear in patch embed forward](https://github.com/huggingface/transformers/pull/45771) — closed
1127
  - [PR #45222: fix(gemma3, gemma4): default token_type_ids to zeros for text-only training](https://github.com/huggingface/transformers/pull/45222) — closed
1128
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1129
  ### `zhang-prog`
1130
 
1131
  - profile: [github.com/zhang-prog](https://github.com/zhang-prog)
 
1338
  - [PR #45442: Update workflow references to new commit hash](https://github.com/huggingface/transformers/pull/45442) — closed, merged
1339
  - [Issue #45182: 🔒 Track: Pin GitHub Actions to commit SHAs](https://github.com/huggingface/transformers/issues/45182) — closed
1340
 
1341
+ ### `Anai-Guo`
1342
+
1343
+ - profile: [github.com/Anai-Guo](https://github.com/Anai-Guo)
1344
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAnai-Guo)
1345
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAnai-Guo)
1346
+ - repo first seen: `2026-04-22T13:14:19Z`
1347
+ - repo last seen: `2026-05-31T22:10:29Z`
1348
+ - first seen in snapshot: **no**
1349
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
1350
+ - repo primary artifacts: **4**
1351
+ - snapshot authored PRs/issues: **4 PRs / 0 issues**
1352
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
1353
+ - account age: **9 days**
1354
+ - recent public PR activity: **42 PRs** (4 merged / 5 closed-unmerged / 33 open; merged rate **10%**, closed-unmerged rate **12%**, open rate **79%**)
1355
+ - public orgs: none visible
1356
+ - compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
1357
+ - heuristic read: **very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
1358
+
1359
+ Example artifacts:
1360
+ - [PR #46313: fix(image_processing): don't warn/import on non-Fast attribute probes](https://github.com/huggingface/transformers/pull/46313) — open
1361
+ - [PR #46310: fix(moonshine_streaming): include full right window in sliding_window_mask_function](https://github.com/huggingface/transformers/pull/46310) — open
1362
+ - [PR #46249: Export is_falcon_mamba_ssm_available alias to restore Falcon-Mamba fast path (#46234)](https://github.com/huggingface/transformers/pull/46249) — closed
1363
+
1364
  ### `Dev-X25874`
1365
 
1366
  - profile: [github.com/Dev-X25874](https://github.com/Dev-X25874)
 
1547
  - [Issue #45987: [Bug] StaticCache.get_seq_length() returns shape-(1,) Tensor despite -> int contract](https://github.com/huggingface/transformers/issues/45987) — open
1548
  - [Issue #45803: [Bug] Bare `except:` in FuyuBatchFeature.convert_to_tensors() swallows KeyboardInterrupt and hides real errors](https://github.com/huggingface/transformers/issues/45803) — closed
1549
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1550
  ### `Chao1Han`
1551
 
1552
  - profile: [github.com/Chao1Han](https://github.com/Chao1Han)
 
1708
  - [PR #45363: n-to-1 kernel fusion via `KernelConfig`](https://github.com/huggingface/transformers/pull/45363) — open, draft
1709
  - [PR #45155: Load adapter with TP](https://github.com/huggingface/transformers/pull/45155) — closed, merged
1710
 
1711
+ ### `JJJYmmm`
1712
+
1713
+ - profile: [github.com/JJJYmmm](https://github.com/JJJYmmm)
1714
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJJJYmmm)
1715
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJJJYmmm)
1716
+ - repo first seen: `2026-01-27T10:34:17Z`
1717
+ - repo last seen: `2026-05-26T17:18:14Z`
1718
+ - first seen in snapshot: **no**
1719
+ - repo association: **CONTRIBUTOR**
1720
+ - repo primary artifacts: **8**
1721
+ - snapshot authored PRs/issues: **8 PRs / 0 issues**
1722
+ - snapshot discussion activity: **20 comments / 62 reviews / 62 review comments**
1723
+ - account age: **1648 days**
1724
+ - recent public PR activity: **11 PRs** (9 merged / 2 closed-unmerged / 0 open; merged rate **82%**, closed-unmerged rate **18%**, open rate **0%**)
1725
+ - public orgs: none visible
1726
+ - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
1727
+ - heuristic read: **targets high-star repos**
1728
+
1729
+ Example artifacts:
1730
+ - [PR #46011: [new model] Add zaya1 vl](https://github.com/huggingface/transformers/pull/46011) — open, draft
1731
+ - [PR #45862: [new model] Add Zyphra/ZAYA1-8B](https://github.com/huggingface/transformers/pull/45862) — open
1732
+ - [PR #45173: [misc] fix qwen35 tests: correct the text model type and skip reverse_mapping](https://github.com/huggingface/transformers/pull/45173) — closed, merged
1733
+
1734
  ### `Qubitium`
1735
 
1736
  - profile: [github.com/Qubitium](https://github.com/Qubitium)
 
2445
  - [PR #45333: Add heterogeneous config support (per-layer configuration)](https://github.com/huggingface/transformers/pull/45333) — open
2446
  - [PR #45332: Add heterogeneous model support (per-layer config and modeling)](https://github.com/huggingface/transformers/pull/45332) — open
2447
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2448
  ### `filipinescu`
2449
 
2450
  - profile: [github.com/filipinescu](https://github.com/filipinescu)
 
2644
  - [PR #45751: Add nvidia Conformer-CTC](https://github.com/huggingface/transformers/pull/45751) — open
2645
  - [PR #45549: fix: apply channel averaging correctly in audio feature extractors](https://github.com/huggingface/transformers/pull/45549) — open
2646
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2647
  ### `Kaz-scr`
2648
 
2649
  - profile: [github.com/Kaz-scr](https://github.com/Kaz-scr)
 
3528
  - [PR #45273: fix: liger unnecessarily materializes logits in VRAM during eval, causing OOM](https://github.com/huggingface/transformers/pull/45273) — open
3529
  - [PR #44189: fix: don't move model to device under other dist train backends](https://github.com/huggingface/transformers/pull/44189) — open
3530
 
3531
+ ### `ezylopx5`
3532
+
3533
+ - profile: [github.com/ezylopx5](https://github.com/ezylopx5)
3534
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aezylopx5)
3535
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aezylopx5)
3536
+ - repo first seen: `2026-04-01T19:25:12Z`
3537
+ - repo last seen: `2026-05-31T12:54:59Z`
3538
+ - first seen in snapshot: **no**
3539
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
3540
+ - repo primary artifacts: **2**
3541
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
3542
+ - snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
3543
+ - account age: **606 days**
3544
+ - recent public PR activity: **7 PRs** (1 merged / 2 closed-unmerged / 4 open; merged rate **14%**, closed-unmerged rate **29%**, open rate **57%**)
3545
+ - public orgs: none visible
3546
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
3547
+ - heuristic read: **high open PR share; targets high-star repos**
3548
+
3549
+ Example artifacts:
3550
+ - [PR #45413: Fix EtaLogitsWarper on fully masked logits](https://github.com/huggingface/transformers/pull/45413) — open
3551
+ - [PR #45172: Add TopNSigmaLogitsWarper and top_n_sigma generation config support](https://github.com/huggingface/transformers/pull/45172) — closed
3552
+
3553
  ### `jackcook`
3554
 
3555
  - profile: [github.com/jackcook](https://github.com/jackcook)
 
3594
  - [PR #45235: feat/rfc/poc: Agnostic GPU](https://github.com/huggingface/transformers/pull/45235) — closed, draft
3595
  - [PR #44980: bug-fix: do not assume torch.cuda is available when setting up norm values, even if flash linear attention is available](https://github.com/huggingface/transformers/pull/44980) — closed
3596
 
3597
+ ### `Kash6`
3598
+
3599
+ - profile: [github.com/Kash6](https://github.com/Kash6)
3600
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKash6)
3601
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKash6)
3602
+ - repo first seen: `2026-04-01T18:07:49Z`
3603
+ - repo last seen: `2026-05-11T18:49:56Z`
3604
+ - first seen in snapshot: **no**
3605
+ - repo association: **CONTRIBUTOR**
3606
+ - repo primary artifacts: **2**
3607
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
3608
+ - snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
3609
+ - account age: **2226 days**
3610
+ - recent public PR activity: **6 PRs** (2 merged / 0 closed-unmerged / 4 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
3611
+ - public orgs: `CynatraDevelopers`
3612
+ - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
3613
+ - heuristic read: **high open PR share; targets high-star repos**
3614
+
3615
+ Example artifacts:
3616
+ - [PR #45330: Fix Qwen2.5-VL temporal RoPE scaling applied to still images](https://github.com/huggingface/transformers/pull/45330) — closed, merged
3617
+ - [PR #45171: Fix Sam3Processor missing input_boxes_labels for padded None entries](https://github.com/huggingface/transformers/pull/45171) — closed, merged
3618
+
3619
  ### `matdou`
3620
 
3621
  - profile: [github.com/matdou](https://github.com/matdou)
 
5927
  Example artifacts:
5928
  - [PR #45875: fix](https://github.com/huggingface/transformers/pull/45875) — closed
5929
 
5930
+ ### `jacopopper`
5931
+
5932
+ - profile: [github.com/jacopopper](https://github.com/jacopopper)
5933
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajacopopper)
5934
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajacopopper)
5935
+ - repo first seen: `2026-05-31T20:04:47Z`
5936
+ - repo last seen: `2026-05-31T20:04:47Z`
5937
+ - first seen in snapshot: **yes**
5938
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
5939
+ - repo primary artifacts: **1**
5940
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
5941
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
5942
+ - account age: **1686 days**
5943
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
5944
+ - public orgs: none visible
5945
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
5946
+ - heuristic read: **high open PR share; targets high-star repos**
5947
+
5948
+ Example artifacts:
5949
+ - [PR #46311: feat(generation): add GenerationActivations utility for stacking hidden states from generate()](https://github.com/huggingface/transformers/pull/46311) — open
5950
+
5951
  ### `JAE0Y2N`
5952
 
5953
  - profile: [github.com/JAE0Y2N](https://github.com/JAE0Y2N)
 
6683
  Example artifacts:
6684
  - [PR #45614: Add missing requests dependency to transformers[serving]](https://github.com/huggingface/transformers/pull/45614) — open
6685
 
6686
+ ### `onuralpszr`
6687
+
6688
+ - profile: [github.com/onuralpszr](https://github.com/onuralpszr)
6689
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aonuralpszr)
6690
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aonuralpszr)
6691
+ - repo first seen: `2026-05-31T20:25:01Z`
6692
+ - repo last seen: `2026-05-31T20:25:01Z`
6693
+ - first seen in snapshot: **yes**
6694
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
6695
+ - repo primary artifacts: **1**
6696
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
6697
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
6698
+ - account age: **5146 days**
6699
+ - recent public PR activity: **122 PRs** (112 merged / 6 closed-unmerged / 4 open; merged rate **92%**, closed-unmerged rate **5%**, open rate **3%**)
6700
+ - public orgs: `openSUSE`, `conda-forge`, `ultralytics`, `gdgsamsun`
6701
+ - compact scores: follow-through **strong**, breadth **high**, automation risk **low**
6702
+ - heuristic read: **extremely high recent PR volume; broad repo spread**
6703
+
6704
+ Example artifacts:
6705
+ - [PR #46312: docs: 🌐 add Turkish translation for README file](https://github.com/huggingface/transformers/pull/46312) — open
6706
+
6707
  ### `owwll`
6708
 
6709
  - profile: [github.com/owwll](https://github.com/owwll)
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@@ -1790,7 +1790,7 @@
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1828
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1902
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1919
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1920
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1936
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1954
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1970
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1987
  {
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  "left_pr_number": 39683,
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1993
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1994
  "concentration_similarity": 1.0,
@@ -2041,7 +2041,7 @@
2041
  {
2042
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2043
  "right_pr_number": 46239,
2044
- "similarity": 0.502,
2045
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2047
  "breadth_similarity": 1.0,
@@ -2058,7 +2058,7 @@
2058
  "left_pr_number": 45649,
2059
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2060
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  "size_similarity": 0.778,
2063
  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
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2105
  {
2106
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2107
  "right_pr_number": 46239,
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2109
  "content_similarity": 0.265,
2110
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2111
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@@ -2178,7 +2178,7 @@
2178
  "left_pr_number": 44385,
2179
  "right_pr_number": 44615,
2180
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2181
- "content_similarity": 0.328,
2182
  "size_similarity": 0.371,
2183
  "breadth_similarity": 0.667,
2184
  "concentration_similarity": 1.0,
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2212
  "left_pr_number": 44615,
2213
  "right_pr_number": 45060,
2214
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2215
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2216
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2217
  "breadth_similarity": 0.333,
2218
  "concentration_similarity": 0.421,
@@ -2498,7 +2498,7 @@
2498
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2499
  "right_pr_number": 43842,
2500
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2501
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2502
  "size_similarity": 0.222,
2503
  "breadth_similarity": 1.0,
2504
  "concentration_similarity": 1.0,
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2571
  {
2572
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2573
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2575
  "content_similarity": 0.441,
2576
  "size_similarity": 0.662,
2577
  "breadth_similarity": 0.833,
@@ -2608,7 +2608,7 @@
2608
  {
2609
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2610
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2611
- "similarity": 0.426,
2612
  "content_similarity": 0.41,
2613
  "size_similarity": 0.458,
2614
  "breadth_similarity": 0.31,
@@ -3036,7 +3036,7 @@
3036
  "left_pr_number": 44407,
3037
  "right_pr_number": 44550,
3038
  "similarity": 0.358,
3039
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3040
  "size_similarity": 0.957,
3041
  "breadth_similarity": 1.0,
3042
  "concentration_similarity": 1.0,
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3051
  "left_pr_number": 33686,
3052
  "right_pr_number": 44407,
3053
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3054
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3055
  "size_similarity": 0.957,
3056
  "breadth_similarity": 1.0,
3057
  "concentration_similarity": 1.0,
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3625
  45523
3626
  ],
3627
  "representative_pr_number": 41901,
3628
- "average_similarity": 0.718,
3629
  "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/executorch.py`; representative PR #41901.",
3630
  "shared_filenames": [
3631
  "src/transformers/integrations/executorch.py"
@@ -3639,7 +3639,7 @@
3639
  {
3640
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3641
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3642
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3643
  "content_similarity": 0.778,
3644
  "size_similarity": 0.158,
3645
  "breadth_similarity": 1.0,
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4218
  "left_pr_number": 45332,
4219
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4220
  "similarity": 0.491,
4221
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4222
  "size_similarity": 0.203,
4223
  "breadth_similarity": 0.479,
4224
  "concentration_similarity": 0.976,
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4522
  45413
4523
  ],
4524
  "representative_pr_number": 42112,
4525
- "average_similarity": 0.423,
4526
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
4527
  "shared_filenames": [
4528
  "src/transformers/generation/logits_process.py",
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4539
  {
4540
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4541
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4545
  "breadth_similarity": 0.458,
4546
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4683
  "left_pr_number": 42655,
4684
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4685
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  "size_similarity": 0.038,
4688
  "breadth_similarity": 0.417,
4689
  "concentration_similarity": 0.753,
 
1
  {
2
  "repo": "huggingface/transformers",
3
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4
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5
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49
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50
  "right_pr_number": 45067,
51
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52
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53
  "size_similarity": 1.0,
54
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55
  "concentration_similarity": 1.0,
 
65
  "left_pr_number": 43651,
66
  "right_pr_number": 43663,
67
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68
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69
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70
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71
  "concentration_similarity": 1.0,
 
96
  {
97
  "left_pr_number": 43663,
98
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99
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100
+ "content_similarity": 0.408,
101
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102
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103
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128
  {
129
  "left_pr_number": 44123,
130
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131
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132
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133
  "size_similarity": 0.455,
134
  "breadth_similarity": 1.0,
 
193
  "left_pr_number": 43636,
194
  "right_pr_number": 45067,
195
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196
+ "content_similarity": 0.326,
197
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198
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199
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241
  "left_pr_number": 44660,
242
  "right_pr_number": 45067,
243
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244
+ "content_similarity": 0.366,
245
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246
  "breadth_similarity": 1.0,
247
  "concentration_similarity": 1.0,
 
257
  "left_pr_number": 44189,
258
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259
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260
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  "size_similarity": 0.75,
262
  "breadth_similarity": 1.0,
263
  "concentration_similarity": 1.0,
 
273
  "left_pr_number": 44189,
274
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275
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276
+ "content_similarity": 0.263,
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  "size_similarity": 0.667,
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279
  "concentration_similarity": 1.0,
 
481
  "left_pr_number": 45055,
482
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483
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+ "content_similarity": 0.197,
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  "size_similarity": 0.667,
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487
  "concentration_similarity": 1.0,
 
513
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514
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519
  "concentration_similarity": 1.0,
 
544
  {
545
  "left_pr_number": 45055,
546
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547
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549
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550
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593
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594
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+ "content_similarity": 0.236,
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599
  "concentration_similarity": 1.0,
 
624
  {
625
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626
  "right_pr_number": 44257,
627
+ "similarity": 0.361,
628
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629
  "size_similarity": 0.109,
630
  "breadth_similarity": 1.0,
 
705
  "left_pr_number": 43651,
706
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707
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+ "content_similarity": 0.241,
709
  "size_similarity": 0.111,
710
  "breadth_similarity": 1.0,
711
  "concentration_similarity": 1.0,
 
737
  "left_pr_number": 44123,
738
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739
  "similarity": 0.324,
740
+ "content_similarity": 0.241,
741
  "size_similarity": 0.036,
742
  "breadth_similarity": 1.0,
743
  "concentration_similarity": 1.0,
 
1082
  {
1083
  "left_pr_number": 45294,
1084
  "right_pr_number": 45438,
1085
+ "similarity": 0.755,
1086
  "content_similarity": 0.774,
1087
  "size_similarity": 0.42,
1088
  "breadth_similarity": 1.0,
 
1561
  "left_pr_number": 45077,
1562
  "right_pr_number": 46264,
1563
  "similarity": 0.541,
1564
+ "content_similarity": 0.5,
1565
  "size_similarity": 0.423,
1566
  "breadth_similarity": 0.775,
1567
  "concentration_similarity": 1.0,
 
1790
  "left_pr_number": 45635,
1791
  "right_pr_number": 45996,
1792
  "similarity": 0.651,
1793
+ "content_similarity": 0.598,
1794
  "size_similarity": 0.714,
1795
  "breadth_similarity": 0.875,
1796
  "concentration_similarity": 0.758,
 
1808
  {
1809
  "left_pr_number": 44974,
1810
  "right_pr_number": 45996,
1811
+ "similarity": 0.586,
1812
  "content_similarity": 0.558,
1813
  "size_similarity": 0.422,
1814
  "breadth_similarity": 0.9,
 
1828
  {
1829
  "left_pr_number": 45421,
1830
  "right_pr_number": 45635,
1831
+ "similarity": 0.464,
1832
  "content_similarity": 0.377,
1833
  "size_similarity": 0.803,
1834
  "breadth_similarity": 0.5,
 
1863
  {
1864
  "left_pr_number": 45421,
1865
  "right_pr_number": 45996,
1866
+ "similarity": 0.32,
1867
  "content_similarity": 0.191,
1868
  "size_similarity": 0.573,
1869
  "breadth_similarity": 0.583,
 
1902
  {
1903
  "left_pr_number": 34667,
1904
  "right_pr_number": 45985,
1905
+ "similarity": 0.61,
1906
+ "content_similarity": 0.501,
1907
  "size_similarity": 0.733,
1908
  "breadth_similarity": 1.0,
1909
  "concentration_similarity": 1.0,
 
1919
  {
1920
  "left_pr_number": 39683,
1921
  "right_pr_number": 45985,
1922
+ "similarity": 0.604,
1923
+ "content_similarity": 0.509,
1924
  "size_similarity": 0.652,
1925
  "breadth_similarity": 1.0,
1926
  "concentration_similarity": 1.0,
 
1936
  {
1937
  "left_pr_number": 34667,
1938
  "right_pr_number": 39683,
1939
+ "similarity": 0.533,
1940
+ "content_similarity": 0.444,
1941
  "size_similarity": 0.478,
1942
  "breadth_similarity": 1.0,
1943
  "concentration_similarity": 1.0,
 
1954
  "left_pr_number": 44872,
1955
  "right_pr_number": 45985,
1956
  "similarity": 0.468,
1957
+ "content_similarity": 0.411,
1958
  "size_similarity": 0.2,
1959
  "breadth_similarity": 1.0,
1960
  "concentration_similarity": 1.0,
 
1970
  {
1971
  "left_pr_number": 34667,
1972
  "right_pr_number": 44872,
1973
+ "similarity": 0.442,
1974
+ "content_similarity": 0.359,
1975
  "size_similarity": 0.273,
1976
  "breadth_similarity": 1.0,
1977
  "concentration_similarity": 1.0,
 
1987
  {
1988
  "left_pr_number": 39683,
1989
  "right_pr_number": 44872,
1990
+ "similarity": 0.425,
1991
+ "content_similarity": 0.365,
1992
  "size_similarity": 0.13,
1993
  "breadth_similarity": 1.0,
1994
  "concentration_similarity": 1.0,
 
2041
  {
2042
  "left_pr_number": 45649,
2043
  "right_pr_number": 46239,
2044
+ "similarity": 0.503,
2045
  "content_similarity": 0.32,
2046
  "size_similarity": 0.857,
2047
  "breadth_similarity": 1.0,
 
2058
  "left_pr_number": 45649,
2059
  "right_pr_number": 45655,
2060
  "similarity": 0.501,
2061
+ "content_similarity": 0.335,
2062
  "size_similarity": 0.778,
2063
  "breadth_similarity": 1.0,
2064
  "concentration_similarity": 1.0,
 
2105
  {
2106
  "left_pr_number": 45548,
2107
  "right_pr_number": 46239,
2108
+ "similarity": 0.33,
2109
  "content_similarity": 0.265,
2110
  "size_similarity": 0.128,
2111
  "breadth_similarity": 0.75,
 
2178
  "left_pr_number": 44385,
2179
  "right_pr_number": 44615,
2180
  "similarity": 0.402,
2181
+ "content_similarity": 0.329,
2182
  "size_similarity": 0.371,
2183
  "breadth_similarity": 0.667,
2184
  "concentration_similarity": 1.0,
 
2212
  "left_pr_number": 44615,
2213
  "right_pr_number": 45060,
2214
  "similarity": 0.309,
2215
+ "content_similarity": 0.232,
2216
  "size_similarity": 0.614,
2217
  "breadth_similarity": 0.333,
2218
  "concentration_similarity": 0.421,
 
2498
  "left_pr_number": 43656,
2499
  "right_pr_number": 43842,
2500
  "similarity": 0.585,
2501
+ "content_similarity": 0.574,
2502
  "size_similarity": 0.222,
2503
  "breadth_similarity": 1.0,
2504
  "concentration_similarity": 1.0,
 
2571
  {
2572
  "left_pr_number": 44940,
2573
  "right_pr_number": 46207,
2574
+ "similarity": 0.534,
2575
  "content_similarity": 0.441,
2576
  "size_similarity": 0.662,
2577
  "breadth_similarity": 0.833,
 
2608
  {
2609
  "left_pr_number": 46114,
2610
  "right_pr_number": 46207,
2611
+ "similarity": 0.427,
2612
  "content_similarity": 0.41,
2613
  "size_similarity": 0.458,
2614
  "breadth_similarity": 0.31,
 
3036
  "left_pr_number": 44407,
3037
  "right_pr_number": 44550,
3038
  "similarity": 0.358,
3039
+ "content_similarity": 0.092,
3040
  "size_similarity": 0.957,
3041
  "breadth_similarity": 1.0,
3042
  "concentration_similarity": 1.0,
 
3051
  "left_pr_number": 33686,
3052
  "right_pr_number": 44407,
3053
  "similarity": 0.352,
3054
+ "content_similarity": 0.083,
3055
  "size_similarity": 0.957,
3056
  "breadth_similarity": 1.0,
3057
  "concentration_similarity": 1.0,
 
3625
  45523
3626
  ],
3627
  "representative_pr_number": 41901,
3628
+ "average_similarity": 0.719,
3629
  "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/executorch.py`; representative PR #41901.",
3630
  "shared_filenames": [
3631
  "src/transformers/integrations/executorch.py"
 
3639
  {
3640
  "left_pr_number": 41901,
3641
  "right_pr_number": 45523,
3642
+ "similarity": 0.719,
3643
  "content_similarity": 0.778,
3644
  "size_similarity": 0.158,
3645
  "breadth_similarity": 1.0,
 
4218
  "left_pr_number": 45332,
4219
  "right_pr_number": 45333,
4220
  "similarity": 0.491,
4221
+ "content_similarity": 0.521,
4222
  "size_similarity": 0.203,
4223
  "breadth_similarity": 0.479,
4224
  "concentration_similarity": 0.976,
 
4522
  45413
4523
  ],
4524
  "representative_pr_number": 42112,
4525
+ "average_similarity": 0.422,
4526
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
4527
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