evalstate HF Staff commited on
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Refresh transformers dataset snapshot 20260719T120035Z

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  Notes:
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new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260719T060027Z`
4
- - Generated: `2026-07-19T06:01:09Z`
5
  - Activity window: `60d`
6
- - Contributors: `364`
7
 
8
  ## Summary
9
 
@@ -72,6 +72,7 @@
72
  | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 4 | 0 | mixed | low | low | — |
73
  | `rodrigoheniquesouza` | [profile](https://github.com/rodrigoheniquesouza) | no | NONE | 19d | `2026-07-13T03:46:02Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
74
  | `samyuktahegde` | [profile](https://github.com/samyuktahegde) | no | CONTRIBUTOR | 3567d | `2026-07-06T07:32:26Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 
75
  | `ZAID646` | [profile](https://github.com/ZAID646) | no | FIRST_TIME_CONTRIBUTOR | 1315d | `2026-07-01T18:24:26Z` | 4 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
76
  | `ldkhang1201` | [profile](https://github.com/ldkhang1201) | no | CONTRIBUTOR | 1377d | `2026-06-12T19:30:35Z` | 3 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
77
  | `MutugiD` | [profile](https://github.com/MutugiD) | no | FIRST_TIME_CONTRIBUTOR | 2310d | `2026-07-04T00:14:46Z` | 3 | 1 | strong | moderate | low | high recent PR volume |
@@ -91,7 +92,6 @@
91
  | `yuvrajsharma9981` | [profile](https://github.com/yuvrajsharma9981) | no | FIRST_TIME_CONTRIBUTOR | 3814d | `2026-05-21T22:27:49Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
92
  | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
93
  | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5791d | `2024-10-17T15:17:05Z` | 11 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
94
- | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 9 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
95
  | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 8 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
96
  | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3449d | `2026-03-09T09:03:10Z` | 5 | 0 | mixed | low | low | — |
97
  | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 5 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -138,15 +138,14 @@
138
  | `primordialomegazero` | [profile](https://github.com/primordialomegazero) | no | FIRST_TIME_CONTRIBUTOR | 98d | `2026-06-18T22:40:42Z` | 2 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
139
  | `punyamodi` | [profile](https://github.com/punyamodi) | no | CONTRIBUTOR | 2156d | `2026-06-12T08:32:21Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
140
  | `py-ai-dev` | [profile](https://github.com/py-ai-dev) | no | NONE | 78d | `2026-03-21T22:53:27Z` | 2 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
141
- | `rohanbalsaraf` | [profile](https://github.com/rohanbalsaraf) | no | NONE | 1145d | `2026-05-20T11:01:54Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
142
  | `srishtiii28` | [profile](https://github.com/srishtiii28) | no | FIRST_TIME_CONTRIBUTOR | 1008d | `2026-06-09T09:34:02Z` | 2 | 0 | mixed | low | low | — |
143
  | `w-Jessamine` | [profile](https://github.com/w-Jessamine) | no | FIRST_TIME_CONTRIBUTOR | 980d | `2026-06-28T20:34:00Z` | 2 | 0 | weak | moderate | low | high open PR share |
144
  | `XananasX7` | [profile](https://github.com/XananasX7) | no | NONE | 116d | `2026-06-28T03:40:37Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share |
145
  | `ZubairAli999` | [profile](https://github.com/ZubairAli999) | no | NONE | 1721d | `2026-07-07T09:31:21Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
146
  | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 3012d | `2025-12-02T16:00:11Z` | 19 | 7 | strong | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 
147
  | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 9 | 0 | mixed | moderate | low | targets high-star repos |
148
  | `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3267d | `2021-08-30T15:40:15Z` | 7 | 2 | strong | low | low | — |
149
- | `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 596d | `2025-06-12T08:51:40Z` | 7 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
150
  | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
151
  | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3900d | `2026-01-21T06:14:39Z` | 5 | 4 | weak | low | low | high open PR share; targets high-star repos |
152
  | `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 |
@@ -166,6 +165,7 @@
166
  | `lucianommartins` | [profile](https://github.com/lucianommartins) | no | CONTRIBUTOR | 3503d | `2026-04-05T22:07:53Z` | 2 | 0 | weak | low | low | no visible non-self stars; targets high-star repos |
167
  | `otjdiepluong` | [profile](https://github.com/otjdiepluong) | no | NONE | 32d | `2026-05-14T03:52:29Z` | 2 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
168
  | `ranjithchinnanan` | [profile](https://github.com/ranjithchinnanan) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-05-05T12:03:53Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
169
  | `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | CONTRIBUTOR | 1796d | `2026-04-06T18:01:42Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
170
  | `WilliamRoyNelson` | [profile](https://github.com/WilliamRoyNelson) | no | CONTRIBUTOR | 4404d | `2026-02-03T01:06:06Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
171
  | `zRzRzRzRzRzRzR` | [profile](https://github.com/zRzRzRzRzRzRzR) | no | CONTRIBUTOR | 1671d | `2026-01-21T13:37:27Z` | 2 | 0 | strong | moderate | low | targets high-star repos |
@@ -272,7 +272,6 @@
272
  | `iamsharduld` | [profile](https://github.com/iamsharduld) | no | NONE | 4324d | `2026-06-13T10:20:36Z` | 1 | 0 | mixed | high | low | broad repo spread |
273
  | `itxsamad1` | [profile](https://github.com/itxsamad1) | no | NONE | 635d | `2026-06-26T12:25:41Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
274
  | `jacopopper` | [profile](https://github.com/jacopopper) | no | NONE | 1686d | `2026-05-31T20:04:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
275
- | `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 |
276
  | `jankipatel20` | [profile](https://github.com/jankipatel20) | no | NONE | 1001d | `2026-05-25T08:25:28Z` | 1 | 0 | strong | low | low | — |
277
  | `jmayank1511` | [profile](https://github.com/jmayank1511) | no | NONE | 2753d | `2026-05-20T18:13:18Z` | 1 | 0 | strong | moderate | low | no visible non-self stars |
278
  | `joaopedroassad` | [profile](https://github.com/joaopedroassad) | no | CONTRIBUTOR | 341d | `2026-06-02T19:08:14Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
@@ -337,7 +336,6 @@
337
  | `sergioperezcheco` | [profile](https://github.com/sergioperezcheco) | no | NONE | 1522d | `2026-06-28T17:06:32Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
338
  | `sezer-muhammed` | [profile](https://github.com/sezer-muhammed) | no | CONTRIBUTOR | 2054d | `2026-06-28T03:58:25Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
339
  | `sgerrard` | [profile](https://github.com/sgerrard) | no | CONTRIBUTOR | 3845d | `2026-06-05T15:02:56Z` | 1 | 0 | strong | low | low | targets high-star repos |
340
- | `shadeMe` | [profile](https://github.com/shadeMe) | no | CONTRIBUTOR | 5922d | `2026-05-20T09:24:48Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
341
  | `ShamSaleem` | [profile](https://github.com/ShamSaleem) | no | CONTRIBUTOR | 1520d | `2026-06-22T07:57:42Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
342
  | `Shanmuk4622` | [profile](https://github.com/Shanmuk4622) | no | NONE | 948d | `2026-05-28T06:31:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
343
  | `ShareLer` | [profile](https://github.com/ShareLer) | no | FIRST_TIME_CONTRIBUTOR | 2684d | `2026-07-08T10:26:48Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -368,7 +366,6 @@
368
  | `W-Akrabi` | [profile](https://github.com/W-Akrabi) | no | NONE | 1346d | `2026-06-07T22:07:11Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
369
  | `wangyi7099` | [profile](https://github.com/wangyi7099) | no | FIRST_TIME_CONTRIBUTOR | 3473d | `2026-06-11T00:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
370
  | `wasim-builds` | [profile](https://github.com/wasim-builds) | no | NONE | 1478d | `2026-07-15T15:49:19Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
371
- | `webtecnica` | [profile](https://github.com/webtecnica) | yes | FIRST_TIME_CONTRIBUTOR | 2051d | `2026-07-19T03:43:20Z` | 1 | 0 | weak | moderate | medium | extremely high recent PR volume; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
372
  | `Yooniel` | [profile](https://github.com/Yooniel) | no | CONTRIBUTOR | 2080d | `2026-05-21T15:59:30Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
373
  | `YuChangHui` | [profile](https://github.com/YuChangHui) | no | FIRST_TIME_CONTRIBUTOR | 2154d | `2026-07-06T02:04:32Z` | 1 | 0 | strong | low | low | — |
374
  | `yuekaizhang` | [profile](https://github.com/yuekaizhang) | no | CONTRIBUTOR | 3305d | `2026-06-08T05:30:02Z` | 1 | 0 | mixed | moderate | low | high open PR share |
@@ -1359,7 +1356,7 @@ Example artifacts:
1359
  - [PR #47131: Fix false __len__ claims in Trainer docstrings](https://github.com/huggingface/transformers/pull/47131) — closed, merged
1360
  - [PR #46155: Update dev version](https://github.com/huggingface/transformers/pull/46155) — closed
1361
  - [Issue #45137: IndexError: pop from an empty deque with DeepSpeed ZeRO3](https://github.com/huggingface/transformers/issues/45137) — closed
1362
- - [Issue #44273: Lazy loading is not working properly](https://github.com/huggingface/transformers/issues/44273) — open
1363
  - [Issue #43334: Qwen3-VL can't be loaded in transformers dev: AttributeError: 'Qwen3VLTextConfig' object has no attribute 'pad_token_id'](https://github.com/huggingface/transformers/issues/43334) — closed
1364
 
1365
  ### `IMvision12`
@@ -1876,6 +1873,29 @@ Example artifacts:
1876
  - [PR #47239: Clarify extra_special_tokens documentation to match the example](https://github.com/huggingface/transformers/pull/47239) — closed
1877
  - [PR #47136: Clarify input device placement in the Quicktour inference example](https://github.com/huggingface/transformers/pull/47136) — closed, merged
1878
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1879
  ### `ZAID646`
1880
 
1881
  - profile: [github.com/ZAID646](https://github.com/ZAID646)
@@ -2316,29 +2336,6 @@ Example artifacts:
2316
  - [PR #47210: Route packed sdpa rows through torch.nn.attention.varlen.varlen_attn](https://github.com/huggingface/transformers/pull/47210) — open
2317
  - [PR #45814: Add pretrained model-family distributed smoke matrix](https://github.com/huggingface/transformers/pull/45814) — open
2318
 
2319
- ### `AmineDiro`
2320
-
2321
- - profile: [github.com/AmineDiro](https://github.com/AmineDiro)
2322
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAmineDiro)
2323
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAmineDiro)
2324
- - repo first seen: `2026-04-14T15:35:56Z`
2325
- - repo last seen: `2026-05-29T20:43:17Z`
2326
- - first seen in snapshot: **no**
2327
- - repo association: **MEMBER**
2328
- - repo primary artifacts: **9**
2329
- - snapshot authored PRs/issues: **9 PRs / 0 issues**
2330
- - snapshot discussion activity: **19 comments / 16 reviews / 16 review comments**
2331
- - account age: **3865 days**
2332
- - recent public PR activity: **17 PRs** (8 merged / 1 closed-unmerged / 8 open; merged rate **47%**, closed-unmerged rate **6%**, open rate **47%**)
2333
- - public orgs: `huggingface`
2334
- - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
2335
- - heuristic read: **high open PR share; targets high-star repos**
2336
-
2337
- Example artifacts:
2338
- - [PR #46126: EP + Trainer integration on top of DistributedConfig (#45028)](https://github.com/huggingface/transformers/pull/46126) — open
2339
- - [PR #46113: clip_grad_norm avoid O(global_params) replication](https://github.com/huggingface/transformers/pull/46113) — open
2340
- - [PR #45994: Trainer.compute_loss: fix loss over-counting under TP and EP-as-TP](https://github.com/huggingface/transformers/pull/45994) — closed, merged
2341
-
2342
  ### `Charly21r`
2343
 
2344
  - profile: [github.com/Charly21r](https://github.com/Charly21r)
@@ -2465,12 +2462,12 @@ Example artifacts:
2465
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acurnane-lab)
2466
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acurnane-lab)
2467
  - repo first seen: `2026-04-24T15:14:11Z`
2468
- - repo last seen: `2026-07-17T02:33:47Z`
2469
  - first seen in snapshot: **no**
2470
  - repo association: **FIRST_TIME_CONTRIBUTOR**
2471
  - repo primary artifacts: **4**
2472
  - snapshot authored PRs/issues: **4 PRs / 0 issues**
2473
- - snapshot discussion activity: **6 comments / 1 reviews / 1 review comments**
2474
  - account age: **248 days**
2475
  - recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
2476
  - public orgs: none visible
@@ -2624,7 +2621,7 @@ Example artifacts:
2624
  Example artifacts:
2625
  - [PR #46535: Use cached added-token dicts in per-token decode loops](https://github.com/huggingface/transformers/pull/46535) — closed, merged
2626
  - [PR #46323: Fix convert_tokens_to_ids performance regression for slow tokenizers (#46315)](https://github.com/huggingface/transformers/pull/46323) — closed, merged
2627
- - [Issue #46552: Wav2Vec2CTCTokenizer in v5 treats the word delimiter as a special token, which leaks into get_special_tokens_mask and convert_ids_to_tokens](https://github.com/huggingface/transformers/issues/46552) — open
2628
  - [Issue #46396: `added_tokens_encoder` rebuilds the entire added-token map on every access](https://github.com/huggingface/transformers/issues/46396) — closed
2629
 
2630
  ### `Bluear7878`
@@ -3381,28 +3378,6 @@ Example artifacts:
3381
  - [PR #47278: feat(rope): fused Triton kernel for apply_rotary_pos_emb via torchembed (3–5× faster)](https://github.com/huggingface/transformers/pull/47278) — closed
3382
  - [PR #46479: Add `torchembed` as an optional RoPE/embedding backend](https://github.com/huggingface/transformers/pull/46479) — closed, draft
3383
 
3384
- ### `rohanbalsaraf`
3385
-
3386
- - profile: [github.com/rohanbalsaraf](https://github.com/rohanbalsaraf)
3387
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arohanbalsaraf)
3388
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arohanbalsaraf)
3389
- - repo first seen: `2026-05-20T11:01:54Z`
3390
- - repo last seen: `2026-05-20T18:41:24Z`
3391
- - first seen in snapshot: **no**
3392
- - repo association: **NONE**
3393
- - repo primary artifacts: **2**
3394
- - snapshot authored PRs/issues: **2 PRs / 0 issues**
3395
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
3396
- - account age: **1145 days**
3397
- - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3398
- - public orgs: none visible
3399
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
3400
- - heuristic read: **high open PR share; targets high-star repos**
3401
-
3402
- Example artifacts:
3403
- - [PR #46124: Fix crash and tokenization mismatch in speculative decoding with different tokenizers](https://github.com/huggingface/transformers/pull/46124) — closed
3404
- - [PR #46117: [Generation] Fix continuous batching crash when out of memory during …](https://github.com/huggingface/transformers/pull/46117) — closed
3405
-
3406
  ### `srishtiii28`
3407
 
3408
  - profile: [github.com/srishtiii28](https://github.com/srishtiii28)
@@ -3517,6 +3492,29 @@ Example artifacts:
3517
  - [Issue #45030: tiny-random glm4v configuration can't load due to config validation changes](https://github.com/huggingface/transformers/issues/45030) — closed
3518
  - [Issue #44877: Strict config prevents loading `granite_speech` config](https://github.com/huggingface/transformers/issues/44877) — closed
3519
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3520
  ### `zhang-prog`
3521
 
3522
  - profile: [github.com/zhang-prog](https://github.com/zhang-prog)
@@ -3565,29 +3563,6 @@ Example artifacts:
3565
  - [Issue #43489: Transformers' version 5 is out!](https://github.com/huggingface/transformers/issues/43489) — closed
3566
  - [Issue #40822: Welcome v5](https://github.com/huggingface/transformers/issues/40822) — closed
3567
 
3568
- ### `ydshieh2`
3569
-
3570
- - profile: [github.com/ydshieh2](https://github.com/ydshieh2)
3571
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh2)
3572
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh2)
3573
- - repo first seen: `2025-06-12T08:51:40Z`
3574
- - repo last seen: `2026-05-20T06:27:36Z`
3575
- - first seen in snapshot: **no**
3576
- - repo association: **CONTRIBUTOR**
3577
- - repo primary artifacts: **7**
3578
- - snapshot authored PRs/issues: **7 PRs / 0 issues**
3579
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
3580
- - account age: **596 days**
3581
- - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3582
- - public orgs: none visible
3583
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
3584
- - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
3585
-
3586
- Example artifacts:
3587
- - [PR #46100: [DO NOT merge!] test migration](https://github.com/huggingface/transformers/pull/46100) — open
3588
- - [PR #44529: test merge queue 1](https://github.com/huggingface/transformers/pull/44529) — closed, merged
3589
- - [PR #43665: fix](https://github.com/huggingface/transformers/pull/43665) — open
3590
-
3591
  ### `SangbumChoi`
3592
 
3593
  - profile: [github.com/SangbumChoi](https://github.com/SangbumChoi)
@@ -4018,6 +3993,28 @@ Example artifacts:
4018
  - [PR #46330: Fix: strip EOS token when continue_final_message=True in MistralCommo…](https://github.com/huggingface/transformers/pull/46330) — open
4019
  - [PR #45784: fix: remove upper bound on tokenizers version constraint](https://github.com/huggingface/transformers/pull/45784) — closed
4020
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4021
  ### `ryota-komatsu`
4022
 
4023
  - profile: [github.com/ryota-komatsu](https://github.com/ryota-komatsu)
@@ -4801,12 +4798,12 @@ Example artifacts:
4801
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYigtwxx)
4802
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYigtwxx)
4803
  - repo first seen: `2026-07-18T08:03:46Z`
4804
- - repo last seen: `2026-07-18T08:05:05Z`
4805
  - first seen in snapshot: **no**
4806
  - repo association: **FIRST_TIME_CONTRIBUTOR**
4807
  - repo primary artifacts: **2**
4808
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
4809
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
4810
  - account age: **912 days**
4811
  - recent public PR activity: **43 PRs** (13 merged / 4 closed-unmerged / 26 open; merged rate **30%**, closed-unmerged rate **9%**, open rate **60%**)
4812
  - public orgs: none visible
@@ -6012,7 +6009,7 @@ Example artifacts:
6012
  - heuristic read: **high open PR share**
6013
 
6014
  Example artifacts:
6015
- - [PR #47401: Add LoMa keypoint matching model](https://github.com/huggingface/transformers/pull/47401) — open, draft
6016
 
6017
  ### `gmrnlg1971`
6018
 
@@ -6287,27 +6284,6 @@ Example artifacts:
6287
  Example artifacts:
6288
  - [PR #46311: feat(generation): add GenerationActivations utility for stacking hidden states from generate()](https://github.com/huggingface/transformers/pull/46311) — closed
6289
 
6290
- ### `JAE0Y2N`
6291
-
6292
- - profile: [github.com/JAE0Y2N](https://github.com/JAE0Y2N)
6293
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJAE0Y2N)
6294
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJAE0Y2N)
6295
- - repo first seen: `2026-05-20T11:02:07Z`
6296
- - repo last seen: `2026-05-20T11:02:07Z`
6297
- - first seen in snapshot: **no**
6298
- - repo association: **NONE**
6299
- - repo primary artifacts: **1**
6300
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
6301
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
6302
- - account age: **877 days**
6303
- - recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
6304
- - public orgs: none visible
6305
- - compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
6306
- - heuristic read: **no visible non-self stars**
6307
-
6308
- Example artifacts:
6309
- - [PR #46118: Defensive: validate tar members in parakeet NeMo conversion (CWE-22 / Zip Slip)](https://github.com/huggingface/transformers/pull/46118) — closed
6310
-
6311
  ### `jankipatel20`
6312
 
6313
  - profile: [github.com/jankipatel20](https://github.com/jankipatel20)
@@ -7511,12 +7487,12 @@ Example artifacts:
7511
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASanjays2402)
7512
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASanjays2402)
7513
  - repo first seen: `2026-05-23T19:26:01Z`
7514
- - repo last seen: `2026-05-25T19:03:33Z`
7515
  - first seen in snapshot: **no**
7516
  - repo association: **NONE**
7517
  - repo primary artifacts: **1**
7518
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7519
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
7520
  - account age: **2554 days**
7521
  - recent public PR activity: **204 PRs** (46 merged / 92 closed-unmerged / 66 open; merged rate **23%**, closed-unmerged rate **45%**, open rate **32%**)
7522
  - public orgs: none visible
@@ -7652,27 +7628,6 @@ Example artifacts:
7652
  Example artifacts:
7653
  - [PR #46449: Quantization for small models](https://github.com/huggingface/transformers/pull/46449) — closed, merged
7654
 
7655
- ### `shadeMe`
7656
-
7657
- - profile: [github.com/shadeMe](https://github.com/shadeMe)
7658
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AshadeMe)
7659
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AshadeMe)
7660
- - repo first seen: `2026-05-20T09:24:48Z`
7661
- - repo last seen: `2026-05-28T16:38:08Z`
7662
- - first seen in snapshot: **no**
7663
- - repo association: **CONTRIBUTOR**
7664
- - repo primary artifacts: **1**
7665
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
7666
- - snapshot discussion activity: **2 comments / 4 reviews / 4 review comments**
7667
- - account age: **5922 days**
7668
- - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
7669
- - public orgs: none visible
7670
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
7671
- - heuristic read: **high open PR share; targets high-star repos**
7672
-
7673
- Example artifacts:
7674
- - [PR #46112: feat: Add support for JetBrains' `Mellum` v2 code generation model](https://github.com/huggingface/transformers/pull/46112) �� closed, merged
7675
-
7676
  ### `ShamSaleem`
7677
 
7678
  - profile: [github.com/ShamSaleem](https://github.com/ShamSaleem)
@@ -8303,27 +8258,6 @@ Example artifacts:
8303
  Example artifacts:
8304
  - [PR #47343: docs: fix typo 'succesful' -> 'successful' in modeling_utils.py](https://github.com/huggingface/transformers/pull/47343) — closed
8305
 
8306
- ### `webtecnica`
8307
-
8308
- - profile: [github.com/webtecnica](https://github.com/webtecnica)
8309
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Awebtecnica)
8310
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Awebtecnica)
8311
- - repo first seen: `2026-07-19T03:43:20Z`
8312
- - repo last seen: `2026-07-19T03:43:26Z`
8313
- - first seen in snapshot: **yes**
8314
- - repo association: **FIRST_TIME_CONTRIBUTOR**
8315
- - repo primary artifacts: **1**
8316
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
8317
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
8318
- - account age: **2051 days**
8319
- - recent public PR activity: **395 PRs** (5 merged / 160 closed-unmerged / 230 open; merged rate **1%**, closed-unmerged rate **41%**, open rate **58%**)
8320
- - public orgs: none visible
8321
- - compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
8322
- - heuristic read: **extremely high recent PR volume; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
8323
-
8324
- Example artifacts:
8325
- - [PR #47409: fix: make num_experts BC fallback not override explicit n_routed_experts](https://github.com/huggingface/transformers/pull/47409) — open
8326
-
8327
  ### `Yooniel`
8328
 
8329
  - profile: [github.com/Yooniel](https://github.com/Yooniel)
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260719T120035Z`
4
+ - Generated: `2026-07-19T12:01:13Z`
5
  - Activity window: `60d`
6
+ - Contributors: `361`
7
 
8
  ## Summary
9
 
 
72
  | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 4 | 0 | mixed | low | low | — |
73
  | `rodrigoheniquesouza` | [profile](https://github.com/rodrigoheniquesouza) | no | NONE | 19d | `2026-07-13T03:46:02Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
74
  | `samyuktahegde` | [profile](https://github.com/samyuktahegde) | no | CONTRIBUTOR | 3567d | `2026-07-06T07:32:26Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
75
+ | `webtecnica` | [profile](https://github.com/webtecnica) | no | FIRST_TIME_CONTRIBUTOR | 2051d | `2026-07-19T03:43:20Z` | 4 | 0 | weak | moderate | medium | extremely high recent PR volume; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
76
  | `ZAID646` | [profile](https://github.com/ZAID646) | no | FIRST_TIME_CONTRIBUTOR | 1315d | `2026-07-01T18:24:26Z` | 4 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
77
  | `ldkhang1201` | [profile](https://github.com/ldkhang1201) | no | CONTRIBUTOR | 1377d | `2026-06-12T19:30:35Z` | 3 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
78
  | `MutugiD` | [profile](https://github.com/MutugiD) | no | FIRST_TIME_CONTRIBUTOR | 2310d | `2026-07-04T00:14:46Z` | 3 | 1 | strong | moderate | low | high recent PR volume |
 
92
  | `yuvrajsharma9981` | [profile](https://github.com/yuvrajsharma9981) | no | FIRST_TIME_CONTRIBUTOR | 3814d | `2026-05-21T22:27:49Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
93
  | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
94
  | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5791d | `2024-10-17T15:17:05Z` | 11 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
 
95
  | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 8 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
96
  | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3449d | `2026-03-09T09:03:10Z` | 5 | 0 | mixed | low | low | — |
97
  | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 5 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 
138
  | `primordialomegazero` | [profile](https://github.com/primordialomegazero) | no | FIRST_TIME_CONTRIBUTOR | 98d | `2026-06-18T22:40:42Z` | 2 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
139
  | `punyamodi` | [profile](https://github.com/punyamodi) | no | CONTRIBUTOR | 2156d | `2026-06-12T08:32:21Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
140
  | `py-ai-dev` | [profile](https://github.com/py-ai-dev) | no | NONE | 78d | `2026-03-21T22:53:27Z` | 2 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 
141
  | `srishtiii28` | [profile](https://github.com/srishtiii28) | no | FIRST_TIME_CONTRIBUTOR | 1008d | `2026-06-09T09:34:02Z` | 2 | 0 | mixed | low | low | — |
142
  | `w-Jessamine` | [profile](https://github.com/w-Jessamine) | no | FIRST_TIME_CONTRIBUTOR | 980d | `2026-06-28T20:34:00Z` | 2 | 0 | weak | moderate | low | high open PR share |
143
  | `XananasX7` | [profile](https://github.com/XananasX7) | no | NONE | 116d | `2026-06-28T03:40:37Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share |
144
  | `ZubairAli999` | [profile](https://github.com/ZubairAli999) | no | NONE | 1721d | `2026-07-07T09:31:21Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
145
  | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 3012d | `2025-12-02T16:00:11Z` | 19 | 7 | strong | high | low | high recent PR volume; broad repo spread; targets high-star repos |
146
+ | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 9 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
147
  | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 9 | 0 | mixed | moderate | low | targets high-star repos |
148
  | `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3267d | `2021-08-30T15:40:15Z` | 7 | 2 | strong | low | low | — |
 
149
  | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
150
  | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3900d | `2026-01-21T06:14:39Z` | 5 | 4 | weak | low | low | high open PR share; targets high-star repos |
151
  | `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 |
 
165
  | `lucianommartins` | [profile](https://github.com/lucianommartins) | no | CONTRIBUTOR | 3503d | `2026-04-05T22:07:53Z` | 2 | 0 | weak | low | low | no visible non-self stars; targets high-star repos |
166
  | `otjdiepluong` | [profile](https://github.com/otjdiepluong) | no | NONE | 32d | `2026-05-14T03:52:29Z` | 2 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
167
  | `ranjithchinnanan` | [profile](https://github.com/ranjithchinnanan) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-05-05T12:03:53Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
168
+ | `rohanbalsaraf` | [profile](https://github.com/rohanbalsaraf) | no | NONE | 1145d | `2026-05-20T11:01:54Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
169
  | `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | CONTRIBUTOR | 1796d | `2026-04-06T18:01:42Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
170
  | `WilliamRoyNelson` | [profile](https://github.com/WilliamRoyNelson) | no | CONTRIBUTOR | 4404d | `2026-02-03T01:06:06Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
171
  | `zRzRzRzRzRzRzR` | [profile](https://github.com/zRzRzRzRzRzRzR) | no | CONTRIBUTOR | 1671d | `2026-01-21T13:37:27Z` | 2 | 0 | strong | moderate | low | targets high-star repos |
 
272
  | `iamsharduld` | [profile](https://github.com/iamsharduld) | no | NONE | 4324d | `2026-06-13T10:20:36Z` | 1 | 0 | mixed | high | low | broad repo spread |
273
  | `itxsamad1` | [profile](https://github.com/itxsamad1) | no | NONE | 635d | `2026-06-26T12:25:41Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
274
  | `jacopopper` | [profile](https://github.com/jacopopper) | no | NONE | 1686d | `2026-05-31T20:04:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
275
  | `jankipatel20` | [profile](https://github.com/jankipatel20) | no | NONE | 1001d | `2026-05-25T08:25:28Z` | 1 | 0 | strong | low | low | — |
276
  | `jmayank1511` | [profile](https://github.com/jmayank1511) | no | NONE | 2753d | `2026-05-20T18:13:18Z` | 1 | 0 | strong | moderate | low | no visible non-self stars |
277
  | `joaopedroassad` | [profile](https://github.com/joaopedroassad) | no | CONTRIBUTOR | 341d | `2026-06-02T19:08:14Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
 
336
  | `sergioperezcheco` | [profile](https://github.com/sergioperezcheco) | no | NONE | 1522d | `2026-06-28T17:06:32Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
337
  | `sezer-muhammed` | [profile](https://github.com/sezer-muhammed) | no | CONTRIBUTOR | 2054d | `2026-06-28T03:58:25Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
338
  | `sgerrard` | [profile](https://github.com/sgerrard) | no | CONTRIBUTOR | 3845d | `2026-06-05T15:02:56Z` | 1 | 0 | strong | low | low | targets high-star repos |
 
339
  | `ShamSaleem` | [profile](https://github.com/ShamSaleem) | no | CONTRIBUTOR | 1520d | `2026-06-22T07:57:42Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
340
  | `Shanmuk4622` | [profile](https://github.com/Shanmuk4622) | no | NONE | 948d | `2026-05-28T06:31:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
341
  | `ShareLer` | [profile](https://github.com/ShareLer) | no | FIRST_TIME_CONTRIBUTOR | 2684d | `2026-07-08T10:26:48Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 
366
  | `W-Akrabi` | [profile](https://github.com/W-Akrabi) | no | NONE | 1346d | `2026-06-07T22:07:11Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
367
  | `wangyi7099` | [profile](https://github.com/wangyi7099) | no | FIRST_TIME_CONTRIBUTOR | 3473d | `2026-06-11T00:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
368
  | `wasim-builds` | [profile](https://github.com/wasim-builds) | no | NONE | 1478d | `2026-07-15T15:49:19Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 
369
  | `Yooniel` | [profile](https://github.com/Yooniel) | no | CONTRIBUTOR | 2080d | `2026-05-21T15:59:30Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
370
  | `YuChangHui` | [profile](https://github.com/YuChangHui) | no | FIRST_TIME_CONTRIBUTOR | 2154d | `2026-07-06T02:04:32Z` | 1 | 0 | strong | low | low | — |
371
  | `yuekaizhang` | [profile](https://github.com/yuekaizhang) | no | CONTRIBUTOR | 3305d | `2026-06-08T05:30:02Z` | 1 | 0 | mixed | moderate | low | high open PR share |
 
1356
  - [PR #47131: Fix false __len__ claims in Trainer docstrings](https://github.com/huggingface/transformers/pull/47131) — closed, merged
1357
  - [PR #46155: Update dev version](https://github.com/huggingface/transformers/pull/46155) — closed
1358
  - [Issue #45137: IndexError: pop from an empty deque with DeepSpeed ZeRO3](https://github.com/huggingface/transformers/issues/45137) — closed
1359
+ - [Issue #44273: Lazy loading is not working properly](https://github.com/huggingface/transformers/issues/44273) — closed
1360
  - [Issue #43334: Qwen3-VL can't be loaded in transformers dev: AttributeError: 'Qwen3VLTextConfig' object has no attribute 'pad_token_id'](https://github.com/huggingface/transformers/issues/43334) — closed
1361
 
1362
  ### `IMvision12`
 
1873
  - [PR #47239: Clarify extra_special_tokens documentation to match the example](https://github.com/huggingface/transformers/pull/47239) — closed
1874
  - [PR #47136: Clarify input device placement in the Quicktour inference example](https://github.com/huggingface/transformers/pull/47136) — closed, merged
1875
 
1876
+ ### `webtecnica`
1877
+
1878
+ - profile: [github.com/webtecnica](https://github.com/webtecnica)
1879
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Awebtecnica)
1880
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Awebtecnica)
1881
+ - repo first seen: `2026-07-19T03:43:20Z`
1882
+ - repo last seen: `2026-07-19T11:54:07Z`
1883
+ - first seen in snapshot: **no**
1884
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
1885
+ - repo primary artifacts: **4**
1886
+ - snapshot authored PRs/issues: **4 PRs / 0 issues**
1887
+ - snapshot discussion activity: **3 comments / 1 reviews / 0 review comments**
1888
+ - account age: **2051 days**
1889
+ - recent public PR activity: **395 PRs** (5 merged / 160 closed-unmerged / 230 open; merged rate **1%**, closed-unmerged rate **41%**, open rate **58%**)
1890
+ - public orgs: none visible
1891
+ - compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
1892
+ - heuristic read: **extremely high recent PR volume; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
1893
+
1894
+ Example artifacts:
1895
+ - [PR #47412: fix: Wav2Vec2PhonemeCTCTokenizer.phonemize stale phonemizer_lang](https://github.com/huggingface/transformers/pull/47412) — open
1896
+ - [PR #47411: fix: raise hard error on total weight mismatch with conversions or quantization](https://github.com/huggingface/transformers/pull/47411) — open
1897
+ - [PR #47410: fix: raise hard error when compressed-tensors packed weights cannot be mapped](https://github.com/huggingface/transformers/pull/47410) — open
1898
+
1899
  ### `ZAID646`
1900
 
1901
  - profile: [github.com/ZAID646](https://github.com/ZAID646)
 
2336
  - [PR #47210: Route packed sdpa rows through torch.nn.attention.varlen.varlen_attn](https://github.com/huggingface/transformers/pull/47210) — open
2337
  - [PR #45814: Add pretrained model-family distributed smoke matrix](https://github.com/huggingface/transformers/pull/45814) — open
2338
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2339
  ### `Charly21r`
2340
 
2341
  - profile: [github.com/Charly21r](https://github.com/Charly21r)
 
2462
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acurnane-lab)
2463
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acurnane-lab)
2464
  - repo first seen: `2026-04-24T15:14:11Z`
2465
+ - repo last seen: `2026-07-19T09:23:11Z`
2466
  - first seen in snapshot: **no**
2467
  - repo association: **FIRST_TIME_CONTRIBUTOR**
2468
  - repo primary artifacts: **4**
2469
  - snapshot authored PRs/issues: **4 PRs / 0 issues**
2470
+ - snapshot discussion activity: **7 comments / 1 reviews / 1 review comments**
2471
  - account age: **248 days**
2472
  - recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
2473
  - public orgs: none visible
 
2621
  Example artifacts:
2622
  - [PR #46535: Use cached added-token dicts in per-token decode loops](https://github.com/huggingface/transformers/pull/46535) — closed, merged
2623
  - [PR #46323: Fix convert_tokens_to_ids performance regression for slow tokenizers (#46315)](https://github.com/huggingface/transformers/pull/46323) — closed, merged
2624
+ - [Issue #46552: Wav2Vec2CTCTokenizer in v5 treats the word delimiter as a special token, which leaks into get_special_tokens_mask and convert_ids_to_tokens](https://github.com/huggingface/transformers/issues/46552) — closed
2625
  - [Issue #46396: `added_tokens_encoder` rebuilds the entire added-token map on every access](https://github.com/huggingface/transformers/issues/46396) — closed
2626
 
2627
  ### `Bluear7878`
 
3378
  - [PR #47278: feat(rope): fused Triton kernel for apply_rotary_pos_emb via torchembed (3–5× faster)](https://github.com/huggingface/transformers/pull/47278) — closed
3379
  - [PR #46479: Add `torchembed` as an optional RoPE/embedding backend](https://github.com/huggingface/transformers/pull/46479) — closed, draft
3380
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3381
  ### `srishtiii28`
3382
 
3383
  - profile: [github.com/srishtiii28](https://github.com/srishtiii28)
 
3492
  - [Issue #45030: tiny-random glm4v configuration can't load due to config validation changes](https://github.com/huggingface/transformers/issues/45030) — closed
3493
  - [Issue #44877: Strict config prevents loading `granite_speech` config](https://github.com/huggingface/transformers/issues/44877) — closed
3494
 
3495
+ ### `AmineDiro`
3496
+
3497
+ - profile: [github.com/AmineDiro](https://github.com/AmineDiro)
3498
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAmineDiro)
3499
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAmineDiro)
3500
+ - repo first seen: `2026-04-14T15:35:56Z`
3501
+ - repo last seen: `2026-05-29T20:43:17Z`
3502
+ - first seen in snapshot: **no**
3503
+ - repo association: **MEMBER**
3504
+ - repo primary artifacts: **9**
3505
+ - snapshot authored PRs/issues: **9 PRs / 0 issues**
3506
+ - snapshot discussion activity: **19 comments / 16 reviews / 16 review comments**
3507
+ - account age: **3865 days**
3508
+ - recent public PR activity: **17 PRs** (8 merged / 1 closed-unmerged / 8 open; merged rate **47%**, closed-unmerged rate **6%**, open rate **47%**)
3509
+ - public orgs: `huggingface`
3510
+ - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
3511
+ - heuristic read: **high open PR share; targets high-star repos**
3512
+
3513
+ Example artifacts:
3514
+ - [PR #46126: EP + Trainer integration on top of DistributedConfig (#45028)](https://github.com/huggingface/transformers/pull/46126) — open
3515
+ - [PR #46113: clip_grad_norm avoid O(global_params) replication](https://github.com/huggingface/transformers/pull/46113) — open
3516
+ - [PR #45994: Trainer.compute_loss: fix loss over-counting under TP and EP-as-TP](https://github.com/huggingface/transformers/pull/45994) — closed, merged
3517
+
3518
  ### `zhang-prog`
3519
 
3520
  - profile: [github.com/zhang-prog](https://github.com/zhang-prog)
 
3563
  - [Issue #43489: Transformers' version 5 is out!](https://github.com/huggingface/transformers/issues/43489) — closed
3564
  - [Issue #40822: Welcome v5](https://github.com/huggingface/transformers/issues/40822) — closed
3565
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3566
  ### `SangbumChoi`
3567
 
3568
  - profile: [github.com/SangbumChoi](https://github.com/SangbumChoi)
 
3993
  - [PR #46330: Fix: strip EOS token when continue_final_message=True in MistralCommo…](https://github.com/huggingface/transformers/pull/46330) — open
3994
  - [PR #45784: fix: remove upper bound on tokenizers version constraint](https://github.com/huggingface/transformers/pull/45784) — closed
3995
 
3996
+ ### `rohanbalsaraf`
3997
+
3998
+ - profile: [github.com/rohanbalsaraf](https://github.com/rohanbalsaraf)
3999
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arohanbalsaraf)
4000
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arohanbalsaraf)
4001
+ - repo first seen: `2026-05-20T11:01:54Z`
4002
+ - repo last seen: `2026-05-20T18:41:24Z`
4003
+ - first seen in snapshot: **no**
4004
+ - repo association: **NONE**
4005
+ - repo primary artifacts: **2**
4006
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
4007
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
4008
+ - account age: **1145 days**
4009
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
4010
+ - public orgs: none visible
4011
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
4012
+ - heuristic read: **high open PR share; targets high-star repos**
4013
+
4014
+ Example artifacts:
4015
+ - [PR #46124: Fix crash and tokenization mismatch in speculative decoding with different tokenizers](https://github.com/huggingface/transformers/pull/46124) — closed
4016
+ - [PR #46117: [Generation] Fix continuous batching crash when out of memory during …](https://github.com/huggingface/transformers/pull/46117) — closed
4017
+
4018
  ### `ryota-komatsu`
4019
 
4020
  - profile: [github.com/ryota-komatsu](https://github.com/ryota-komatsu)
 
4798
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYigtwxx)
4799
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYigtwxx)
4800
  - repo first seen: `2026-07-18T08:03:46Z`
4801
+ - repo last seen: `2026-07-19T07:53:51Z`
4802
  - first seen in snapshot: **no**
4803
  - repo association: **FIRST_TIME_CONTRIBUTOR**
4804
  - repo primary artifacts: **2**
4805
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
4806
+ - snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
4807
  - account age: **912 days**
4808
  - recent public PR activity: **43 PRs** (13 merged / 4 closed-unmerged / 26 open; merged rate **30%**, closed-unmerged rate **9%**, open rate **60%**)
4809
  - public orgs: none visible
 
6009
  - heuristic read: **high open PR share**
6010
 
6011
  Example artifacts:
6012
+ - [PR #47401: Add LoMa keypoint matching model](https://github.com/huggingface/transformers/pull/47401) — open
6013
 
6014
  ### `gmrnlg1971`
6015
 
 
6284
  Example artifacts:
6285
  - [PR #46311: feat(generation): add GenerationActivations utility for stacking hidden states from generate()](https://github.com/huggingface/transformers/pull/46311) — closed
6286
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6287
  ### `jankipatel20`
6288
 
6289
  - profile: [github.com/jankipatel20](https://github.com/jankipatel20)
 
7487
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASanjays2402)
7488
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASanjays2402)
7489
  - repo first seen: `2026-05-23T19:26:01Z`
7490
+ - repo last seen: `2026-07-19T07:24:15Z`
7491
  - first seen in snapshot: **no**
7492
  - repo association: **NONE**
7493
  - repo primary artifacts: **1**
7494
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7495
+ - snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
7496
  - account age: **2554 days**
7497
  - recent public PR activity: **204 PRs** (46 merged / 92 closed-unmerged / 66 open; merged rate **23%**, closed-unmerged rate **45%**, open rate **32%**)
7498
  - public orgs: none visible
 
7628
  Example artifacts:
7629
  - [PR #46449: Quantization for small models](https://github.com/huggingface/transformers/pull/46449) — closed, merged
7630
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7631
  ### `ShamSaleem`
7632
 
7633
  - profile: [github.com/ShamSaleem](https://github.com/ShamSaleem)
 
8258
  Example artifacts:
8259
  - [PR #47343: docs: fix typo 'succesful' -> 'successful' in modeling_utils.py](https://github.com/huggingface/transformers/pull/47343) — closed
8260
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
8261
  ### `Yooniel`
8262
 
8263
  - profile: [github.com/Yooniel](https://github.com/Yooniel)
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  "content_similarity": 0.085,
4532
  "size_similarity": 0.921,
4533
  "breadth_similarity": 1.0,
@@ -4984,7 +5065,7 @@
4984
  "left_pr_number": 46461,
4985
  "right_pr_number": 47389,
4986
  "similarity": 0.451,
4987
- "content_similarity": 0.379,
4988
  "size_similarity": 0.362,
4989
  "breadth_similarity": 1.0,
4990
  "concentration_similarity": 0.63,
@@ -5001,8 +5082,8 @@
5001
  {
5002
  "left_pr_number": 42824,
5003
  "right_pr_number": 47389,
5004
- "similarity": 0.404,
5005
- "content_similarity": 0.405,
5006
  "size_similarity": 0.236,
5007
  "breadth_similarity": 0.5,
5008
  "concentration_similarity": 0.702,
@@ -5368,7 +5449,7 @@
5368
  "left_pr_number": 46099,
5369
  "right_pr_number": 46269,
5370
  "similarity": 0.411,
5371
- "content_similarity": 0.487,
5372
  "size_similarity": 0.013,
5373
  "breadth_similarity": 0.284,
5374
  "concentration_similarity": 0.805,
@@ -5537,7 +5618,7 @@
5537
  "left_pr_number": 45541,
5538
  "right_pr_number": 46177,
5539
  "similarity": 0.526,
5540
- "content_similarity": 0.426,
5541
  "size_similarity": 0.519,
5542
  "breadth_similarity": 1.0,
5543
  "concentration_similarity": 1.0,
@@ -5651,6 +5732,84 @@
5651
  }
5652
  ]
5653
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5654
  {
5655
  "cluster_id": "pr-scope-44889-3",
5656
  "pr_numbers": [
@@ -5676,7 +5835,7 @@
5676
  {
5677
  "left_pr_number": 44889,
5678
  "right_pr_number": 46775,
5679
- "similarity": 0.453,
5680
  "content_similarity": 0.33,
5681
  "size_similarity": 0.877,
5682
  "breadth_similarity": 0.458,
@@ -6659,7 +6818,7 @@
6659
  46324
6660
  ],
6661
  "representative_pr_number": 44228,
6662
- "average_similarity": 0.565,
6663
  "summary": "2 open PRs share weighted file overlap around `src/transformers/quantizers/quantizers_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44228.",
6664
  "shared_filenames": [
6665
  "src/transformers/quantizers/quantizers_utils.py",
@@ -6674,8 +6833,8 @@
6674
  {
6675
  "left_pr_number": 44228,
6676
  "right_pr_number": 46324,
6677
- "similarity": 0.565,
6678
- "content_similarity": 0.603,
6679
  "size_similarity": 0.259,
6680
  "breadth_similarity": 0.583,
6681
  "concentration_similarity": 0.926,
@@ -6730,47 +6889,6 @@
6730
  }
6731
  ]
6732
  },
6733
- {
6734
- "cluster_id": "pr-scope-44940-2",
6735
- "pr_numbers": [
6736
- 44940,
6737
- 47408
6738
- ],
6739
- "representative_pr_number": 44940,
6740
- "average_similarity": 0.539,
6741
- "summary": "2 open PRs share weighted file overlap around `tests/utils/test_modeling_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44940.",
6742
- "shared_filenames": [
6743
- "tests/utils/test_modeling_utils.py",
6744
- "src/transformers/modeling_utils.py"
6745
- ],
6746
- "shared_directories": [
6747
- "tests/utils",
6748
- "src/transformers",
6749
- "tests",
6750
- "src"
6751
- ],
6752
- "pairwise": [
6753
- {
6754
- "left_pr_number": 44940,
6755
- "right_pr_number": 47408,
6756
- "similarity": 0.539,
6757
- "content_similarity": 0.481,
6758
- "size_similarity": 0.473,
6759
- "breadth_similarity": 0.833,
6760
- "concentration_similarity": 0.965,
6761
- "shared_filenames": [
6762
- "src/transformers/modeling_utils.py",
6763
- "tests/utils/test_modeling_utils.py"
6764
- ],
6765
- "shared_directories": [
6766
- "src/transformers",
6767
- "tests/utils",
6768
- "src",
6769
- "tests"
6770
- ]
6771
- }
6772
- ]
6773
- },
6774
  {
6775
  "cluster_id": "pr-scope-45300-2",
6776
  "pr_numbers": [
@@ -6844,7 +6962,7 @@
6844
  "left_pr_number": 46376,
6845
  "right_pr_number": 47341,
6846
  "similarity": 0.516,
6847
- "content_similarity": 0.575,
6848
  "size_similarity": 0.037,
6849
  "breadth_similarity": 0.6,
6850
  "concentration_similarity": 0.967,
@@ -7053,41 +7171,6 @@
7053
  }
7054
  ]
7055
  },
7056
- {
7057
- "cluster_id": "pr-scope-46735-2",
7058
- "pr_numbers": [
7059
- 46735,
7060
- 47153
7061
- ],
7062
- "representative_pr_number": 46735,
7063
- "average_similarity": 0.496,
7064
- "summary": "2 open PRs share weighted file overlap around `tests/generation/test_utils.py`; representative PR #46735.",
7065
- "shared_filenames": [
7066
- "tests/generation/test_utils.py"
7067
- ],
7068
- "shared_directories": [
7069
- "tests/generation",
7070
- "tests"
7071
- ],
7072
- "pairwise": [
7073
- {
7074
- "left_pr_number": 46735,
7075
- "right_pr_number": 47153,
7076
- "similarity": 0.496,
7077
- "content_similarity": 0.471,
7078
- "size_similarity": 0.55,
7079
- "breadth_similarity": 0.5,
7080
- "concentration_similarity": 0.667,
7081
- "shared_filenames": [
7082
- "tests/generation/test_utils.py"
7083
- ],
7084
- "shared_directories": [
7085
- "tests/generation",
7086
- "tests"
7087
- ]
7088
- }
7089
- ]
7090
- },
7091
  {
7092
  "cluster_id": "pr-scope-45540-2",
7093
  "pr_numbers": [
@@ -7137,6 +7220,41 @@
7137
  }
7138
  ]
7139
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7140
  {
7141
  "cluster_id": "pr-scope-40755-2",
7142
  "pr_numbers": [
@@ -7279,7 +7397,7 @@
7279
  42655
7280
  ],
7281
  "representative_pr_number": 32189,
7282
- "average_similarity": 0.459,
7283
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/candidate_generator.py`, `src/transformers/generation/utils.py`; representative PR #32189.",
7284
  "shared_filenames": [
7285
  "src/transformers/generation/candidate_generator.py",
@@ -7294,8 +7412,8 @@
7294
  {
7295
  "left_pr_number": 32189,
7296
  "right_pr_number": 42655,
7297
- "similarity": 0.459,
7298
- "content_similarity": 0.495,
7299
  "size_similarity": 0.231,
7300
  "breadth_similarity": 0.5,
7301
  "concentration_similarity": 0.568,
@@ -7523,7 +7641,7 @@
7523
  46257
7524
  ],
7525
  "representative_pr_number": 46127,
7526
- "average_similarity": 0.432,
7527
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/deepseek_v4/modeling_deepseek_v4.py`; representative PR #46127.",
7528
  "shared_filenames": [
7529
  "src/transformers/models/deepseek_v4/modeling_deepseek_v4.py"
@@ -7538,7 +7656,7 @@
7538
  {
7539
  "left_pr_number": 46127,
7540
  "right_pr_number": 46257,
7541
- "similarity": 0.432,
7542
  "content_similarity": 0.428,
7543
  "size_similarity": 0.053,
7544
  "breadth_similarity": 0.75,
@@ -7780,6 +7898,41 @@
7780
  }
7781
  ]
7782
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7783
  {
7784
  "cluster_id": "pr-scope-43446-2",
7785
  "pr_numbers": [
@@ -7845,41 +7998,6 @@
7845
  }
7846
  ]
7847
  },
7848
- {
7849
- "cluster_id": "pr-scope-44606-2",
7850
- "pr_numbers": [
7851
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7852
- 45086
7853
- ],
7854
- "representative_pr_number": 44606,
7855
- "average_similarity": 0.402,
7856
- "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #44606.",
7857
- "shared_filenames": [
7858
- "src/transformers/tokenization_utils_tokenizers.py"
7859
- ],
7860
- "shared_directories": [
7861
- "src/transformers",
7862
- "src"
7863
- ],
7864
- "pairwise": [
7865
- {
7866
- "left_pr_number": 44606,
7867
- "right_pr_number": 45086,
7868
- "similarity": 0.402,
7869
- "content_similarity": 0.313,
7870
- "size_similarity": 0.222,
7871
- "breadth_similarity": 1.0,
7872
- "concentration_similarity": 1.0,
7873
- "shared_filenames": [
7874
- "src/transformers/tokenization_utils_tokenizers.py"
7875
- ],
7876
- "shared_directories": [
7877
- "src/transformers",
7878
- "src"
7879
- ]
7880
- }
7881
- ]
7882
- },
7883
  {
7884
  "cluster_id": "pr-scope-45513-2",
7885
  "pr_numbers": [
@@ -7887,7 +8005,7 @@
7887
  46148
7888
  ],
7889
  "representative_pr_number": 45513,
7890
- "average_similarity": 0.386,
7891
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/qwen3_next/modular_qwen3_next.py`, `src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py`, `src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py`; representative PR #45513.",
7892
  "shared_filenames": [
7893
  "src/transformers/models/qwen3_next/modular_qwen3_next.py",
@@ -7909,8 +8027,8 @@
7909
  {
7910
  "left_pr_number": 45513,
7911
  "right_pr_number": 46148,
7912
- "similarity": 0.386,
7913
- "content_similarity": 0.368,
7914
  "size_similarity": 0.229,
7915
  "breadth_similarity": 0.536,
7916
  "concentration_similarity": 0.812,
@@ -7954,7 +8072,7 @@
7954
  "left_pr_number": 43757,
7955
  "right_pr_number": 46467,
7956
  "similarity": 0.372,
7957
- "content_similarity": 0.293,
7958
  "size_similarity": 0.6,
7959
  "breadth_similarity": 0.5,
7960
  "concentration_similarity": 0.533,
@@ -7990,7 +8108,7 @@
7990
  "left_pr_number": 44642,
7991
  "right_pr_number": 45552,
7992
  "similarity": 0.365,
7993
- "content_similarity": 0.271,
7994
  "size_similarity": 0.167,
7995
  "breadth_similarity": 1.0,
7996
  "concentration_similarity": 1.0,
@@ -8012,7 +8130,7 @@
8012
  46357
8013
  ],
8014
  "representative_pr_number": 45851,
8015
- "average_similarity": 0.345,
8016
  "summary": "2 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #45851.",
8017
  "shared_filenames": [],
8018
  "shared_directories": [
@@ -8024,7 +8142,7 @@
8024
  {
8025
  "left_pr_number": 45851,
8026
  "right_pr_number": 46357,
8027
- "similarity": 0.345,
8028
  "content_similarity": 0.115,
8029
  "size_similarity": 0.761,
8030
  "breadth_similarity": 1.0,
@@ -8037,41 +8155,6 @@
8037
  ]
8038
  }
8039
  ]
8040
- },
8041
- {
8042
- "cluster_id": "pr-scope-45105-2",
8043
- "pr_numbers": [
8044
- 45105,
8045
- 47342
8046
- ],
8047
- "representative_pr_number": 45105,
8048
- "average_similarity": 0.34,
8049
- "summary": "2 open PRs cluster in `tests/utils`, `src/transformers`, `tests` with similar change breadth; representative PR #45105.",
8050
- "shared_filenames": [],
8051
- "shared_directories": [
8052
- "tests/utils",
8053
- "src/transformers",
8054
- "tests",
8055
- "src"
8056
- ],
8057
- "pairwise": [
8058
- {
8059
- "left_pr_number": 45105,
8060
- "right_pr_number": 47342,
8061
- "similarity": 0.34,
8062
- "content_similarity": 0.067,
8063
- "size_similarity": 1.0,
8064
- "breadth_similarity": 1.0,
8065
- "concentration_similarity": 0.863,
8066
- "shared_filenames": [],
8067
- "shared_directories": [
8068
- "src/transformers",
8069
- "tests/utils",
8070
- "src",
8071
- "tests"
8072
- ]
8073
- }
8074
- ]
8075
  }
8076
  ]
8077
  }
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260719T120035Z",
4
+ "generated_at": "2026-07-19T12:01:11Z",
5
+ "cluster_count": 83,
6
  "pr_scope_clusters": [
7
  {
8
  "cluster_id": "pr-scope-43636-11",
 
50
  "left_pr_number": 43663,
51
  "right_pr_number": 45067,
52
  "similarity": 0.626,
53
+ "content_similarity": 0.466,
54
  "size_similarity": 1.0,
55
  "breadth_similarity": 1.0,
56
  "concentration_similarity": 1.0,
 
66
  "left_pr_number": 43651,
67
  "right_pr_number": 43663,
68
  "similarity": 0.54,
69
+ "content_similarity": 0.404,
70
  "size_similarity": 0.72,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
 
162
  "left_pr_number": 43663,
163
  "right_pr_number": 47379,
164
  "similarity": 0.477,
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+ "content_similarity": 0.416,
166
  "size_similarity": 0.24,
167
  "breadth_similarity": 1.0,
168
  "concentration_similarity": 1.0,
 
258
  "left_pr_number": 45067,
259
  "right_pr_number": 47379,
260
  "similarity": 0.45,
261
+ "content_similarity": 0.378,
262
  "size_similarity": 0.24,
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  "breadth_similarity": 1.0,
264
  "concentration_similarity": 1.0,
 
562
  "left_pr_number": 43636,
563
  "right_pr_number": 44189,
564
  "similarity": 0.394,
565
+ "content_similarity": 0.271,
566
  "size_similarity": 0.364,
567
  "breadth_similarity": 1.0,
568
  "concentration_similarity": 1.0,
 
674
  "left_pr_number": 44189,
675
  "right_pr_number": 45273,
676
  "similarity": 0.381,
677
+ "content_similarity": 0.224,
678
  "size_similarity": 0.5,
679
  "breadth_similarity": 1.0,
680
  "concentration_similarity": 1.0,
 
722
  "left_pr_number": 43663,
723
  "right_pr_number": 45273,
724
  "similarity": 0.367,
725
+ "content_similarity": 0.293,
726
  "size_similarity": 0.08,
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  "breadth_similarity": 1.0,
728
  "concentration_similarity": 1.0,
 
770
  "left_pr_number": 44660,
771
  "right_pr_number": 45273,
772
  "similarity": 0.358,
773
+ "content_similarity": 0.226,
774
  "size_similarity": 0.333,
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  "breadth_similarity": 1.0,
776
  "concentration_similarity": 1.0,
 
801
  {
802
  "left_pr_number": 44123,
803
  "right_pr_number": 44257,
804
+ "similarity": 0.352,
805
+ "content_similarity": 0.265,
806
  "size_similarity": 0.109,
807
  "breadth_similarity": 1.0,
808
  "concentration_similarity": 1.0,
 
1567
  "left_pr_number": 46554,
1568
  "right_pr_number": 46558,
1569
  "similarity": 0.825,
1570
+ "content_similarity": 0.94,
1571
  "size_similarity": 0.111,
1572
  "breadth_similarity": 1.0,
1573
  "concentration_similarity": 1.0,
 
1779
  "left_pr_number": 45635,
1780
  "right_pr_number": 47387,
1781
  "similarity": 0.535,
1782
+ "content_similarity": 0.398,
1783
  "size_similarity": 0.847,
1784
  "breadth_similarity": 0.833,
1785
  "concentration_similarity": 0.927,
 
1814
  "left_pr_number": 45421,
1815
  "right_pr_number": 45635,
1816
  "similarity": 0.462,
1817
+ "content_similarity": 0.375,
1818
  "size_similarity": 0.803,
1819
  "breadth_similarity": 0.5,
1820
  "concentration_similarity": 0.586,
 
1867
  "left_pr_number": 45996,
1868
  "right_pr_number": 47387,
1869
  "similarity": 0.388,
1870
+ "content_similarity": 0.213,
1871
  "size_similarity": 0.843,
1872
  "breadth_similarity": 0.708,
1873
  "concentration_similarity": 0.831,
 
1917
  {
1918
  "left_pr_number": 45421,
1919
  "right_pr_number": 47387,
1920
+ "similarity": 0.311,
1921
+ "content_similarity": 0.192,
1922
  "size_similarity": 0.68,
1923
  "breadth_similarity": 0.417,
1924
  "concentration_similarity": 0.659,
 
1949
  }
1950
  ]
1951
  },
1952
+ {
1953
+ "cluster_id": "pr-scope-45548-6",
1954
+ "pr_numbers": [
1955
+ 45548,
1956
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1957
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1959
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1961
+ ],
1962
+ "representative_pr_number": 45649,
1963
+ "average_similarity": 0.461,
1964
+ "summary": "6 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
1965
+ "shared_filenames": [
1966
+ "src/transformers/modeling_utils.py"
1967
+ ],
1968
+ "shared_directories": [
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+ "src/transformers",
1970
+ "src"
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+ ],
1972
+ "pairwise": [
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+ {
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+ "left_pr_number": 47335,
1975
+ "right_pr_number": 47410,
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+ "similarity": 0.547,
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+ "content_similarity": 0.386,
1978
+ "size_similarity": 0.842,
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+ "breadth_similarity": 1.0,
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+ "concentration_similarity": 1.0,
1981
+ "shared_filenames": [
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+ "src/transformers/modeling_utils.py"
1983
+ ],
1984
+ "shared_directories": [
1985
+ "src/transformers",
1986
+ "src"
1987
+ ]
1988
+ },
1989
+ {
1990
+ "left_pr_number": 45649,
1991
+ "right_pr_number": 47336,
1992
+ "similarity": 0.526,
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+ "content_similarity": 0.35,
1994
+ "size_similarity": 0.875,
1995
+ "breadth_similarity": 1.0,
1996
+ "concentration_similarity": 1.0,
1997
+ "shared_filenames": [
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+ "src/transformers/modeling_utils.py"
1999
+ ],
2000
+ "shared_directories": [
2001
+ "src/transformers",
2002
+ "src"
2003
+ ]
2004
+ },
2005
+ {
2006
+ "left_pr_number": 45548,
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+ "right_pr_number": 45649,
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+ "content_similarity": 0.513,
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+ "size_similarity": 0.149,
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+ "breadth_similarity": 0.75,
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+ "concentration_similarity": 1.0,
2013
+ "shared_filenames": [
2014
+ "src/transformers/modeling_utils.py"
2015
+ ],
2016
+ "shared_directories": [
2017
+ "src/transformers",
2018
+ "src"
2019
+ ]
2020
+ },
2021
+ {
2022
+ "left_pr_number": 45649,
2023
+ "right_pr_number": 45655,
2024
+ "similarity": 0.503,
2025
+ "content_similarity": 0.337,
2026
+ "size_similarity": 0.778,
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+ "breadth_similarity": 1.0,
2028
+ "concentration_similarity": 1.0,
2029
+ "shared_filenames": [
2030
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2031
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2032
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2033
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2034
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2035
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2036
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2037
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2038
+ "left_pr_number": 45649,
2039
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2040
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2043
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2044
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2045
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2046
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2047
+ ],
2048
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2049
+ "src/transformers",
2050
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2051
+ ]
2052
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2053
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2054
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2055
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2056
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2057
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2058
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2059
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2060
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2061
+ "shared_filenames": [
2062
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2063
+ ],
2064
+ "shared_directories": [
2065
+ "src/transformers",
2066
+ "src"
2067
+ ]
2068
+ },
2069
+ {
2070
+ "left_pr_number": 45649,
2071
+ "right_pr_number": 47335,
2072
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2073
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2074
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2075
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2076
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2077
+ "shared_filenames": [
2078
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2079
+ ],
2080
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2081
+ "src/transformers",
2082
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2083
+ ]
2084
+ },
2085
+ {
2086
+ "left_pr_number": 47336,
2087
+ "right_pr_number": 47410,
2088
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2089
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2090
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2091
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2092
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2093
+ "shared_filenames": [
2094
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2095
+ ],
2096
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2097
+ "src/transformers",
2098
+ "src"
2099
+ ]
2100
+ },
2101
+ {
2102
+ "left_pr_number": 45655,
2103
+ "right_pr_number": 47410,
2104
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2105
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2106
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2109
+ "shared_filenames": [
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2111
+ ],
2112
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2114
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2115
+ ]
2116
+ },
2117
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2118
+ "left_pr_number": 45655,
2119
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2120
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2124
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2125
+ "shared_filenames": [
2126
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2127
+ ],
2128
+ "shared_directories": [
2129
+ "src/transformers",
2130
+ "src"
2131
+ ]
2132
+ },
2133
+ {
2134
+ "left_pr_number": 47335,
2135
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2136
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2137
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2138
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2139
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2140
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2141
+ "shared_filenames": [
2142
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2143
+ ],
2144
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2145
+ "src/transformers",
2146
+ "src"
2147
+ ]
2148
+ },
2149
+ {
2150
+ "left_pr_number": 45548,
2151
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2154
+ "size_similarity": 0.404,
2155
+ "breadth_similarity": 0.75,
2156
+ "concentration_similarity": 1.0,
2157
+ "shared_filenames": [
2158
+ "src/transformers/modeling_utils.py"
2159
+ ],
2160
+ "shared_directories": [
2161
+ "src/transformers",
2162
+ "src"
2163
+ ]
2164
+ },
2165
+ {
2166
+ "left_pr_number": 45548,
2167
+ "right_pr_number": 47335,
2168
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2169
+ "content_similarity": 0.311,
2170
+ "size_similarity": 0.34,
2171
+ "breadth_similarity": 0.75,
2172
+ "concentration_similarity": 1.0,
2173
+ "shared_filenames": [
2174
+ "src/transformers/modeling_utils.py"
2175
+ ],
2176
+ "shared_directories": [
2177
+ "src/transformers",
2178
+ "src"
2179
+ ]
2180
+ },
2181
+ {
2182
+ "left_pr_number": 45548,
2183
+ "right_pr_number": 47336,
2184
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2185
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2186
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2187
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2188
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2189
+ "shared_filenames": [
2190
+ "src/transformers/modeling_utils.py"
2191
+ ],
2192
+ "shared_directories": [
2193
+ "src/transformers",
2194
+ "src"
2195
+ ]
2196
+ },
2197
+ {
2198
+ "left_pr_number": 45548,
2199
+ "right_pr_number": 45655,
2200
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2201
+ "content_similarity": 0.282,
2202
+ "size_similarity": 0.191,
2203
+ "breadth_similarity": 0.75,
2204
+ "concentration_similarity": 1.0,
2205
+ "shared_filenames": [
2206
+ "src/transformers/modeling_utils.py"
2207
+ ],
2208
+ "shared_directories": [
2209
+ "src/transformers",
2210
+ "src"
2211
+ ]
2212
+ }
2213
+ ]
2214
+ },
2215
  {
2216
  "cluster_id": "pr-scope-41606-6",
2217
  "pr_numbers": [
 
2356
  "left_pr_number": 44543,
2357
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2358
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2359
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2360
  "size_similarity": 0.566,
2361
  "breadth_similarity": 1.0,
2362
  "concentration_similarity": 0.97,
 
2605
  {
2606
  "left_pr_number": 45294,
2607
  "right_pr_number": 45883,
2608
+ "similarity": 0.541,
2609
  "content_similarity": 0.461,
2610
  "size_similarity": 0.933,
2611
  "breadth_similarity": 0.325,
 
3248
  "left_pr_number": 34667,
3249
  "right_pr_number": 45985,
3250
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3251
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3252
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3253
  "breadth_similarity": 1.0,
3254
  "concentration_similarity": 1.0,
 
3265
  "left_pr_number": 34667,
3266
  "right_pr_number": 39683,
3267
  "similarity": 0.53,
3268
+ "content_similarity": 0.441,
3269
  "size_similarity": 0.478,
3270
  "breadth_similarity": 1.0,
3271
  "concentration_similarity": 1.0,
 
3281
  {
3282
  "left_pr_number": 44872,
3283
  "right_pr_number": 47310,
3284
+ "similarity": 0.497,
3285
  "content_similarity": 0.281,
3286
  "size_similarity": 1.0,
3287
  "breadth_similarity": 1.0,
 
3333
  "left_pr_number": 34667,
3334
  "right_pr_number": 44872,
3335
  "similarity": 0.431,
3336
+ "content_similarity": 0.343,
3337
  "size_similarity": 0.273,
3338
  "breadth_similarity": 1.0,
3339
  "concentration_similarity": 1.0,
 
3349
  {
3350
  "left_pr_number": 34667,
3351
  "right_pr_number": 47310,
3352
+ "similarity": 0.429,
3353
  "content_similarity": 0.339,
3354
  "size_similarity": 0.273,
3355
  "breadth_similarity": 1.0,
 
3366
  {
3367
  "left_pr_number": 39683,
3368
  "right_pr_number": 44872,
3369
+ "similarity": 0.425,
3370
  "content_similarity": 0.364,
3371
  "size_similarity": 0.13,
3372
  "breadth_similarity": 1.0,
 
3399
  }
3400
  ]
3401
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3402
  {
3403
  "cluster_id": "pr-scope-44385-5",
3404
  "pr_numbers": [
 
3457
  {
3458
  "left_pr_number": 46152,
3459
  "right_pr_number": 46995,
3460
+ "similarity": 0.472,
3461
  "content_similarity": 0.431,
3462
  "size_similarity": 0.133,
3463
  "breadth_similarity": 1.0,
 
3475
  "left_pr_number": 44385,
3476
  "right_pr_number": 46995,
3477
  "similarity": 0.429,
3478
+ "content_similarity": 0.315,
3479
  "size_similarity": 0.615,
3480
  "breadth_similarity": 0.667,
3481
  "concentration_similarity": 1.0,
 
3491
  {
3492
  "left_pr_number": 44615,
3493
  "right_pr_number": 47222,
3494
+ "similarity": 0.411,
3495
  "content_similarity": 0.284,
3496
  "size_similarity": 0.857,
3497
  "breadth_similarity": 0.5,
 
3577
  "left_pr_number": 44385,
3578
  "right_pr_number": 47222,
3579
  "similarity": 0.304,
3580
+ "content_similarity": 0.211,
3581
  "size_similarity": 0.433,
3582
  "breadth_similarity": 0.583,
3583
  "concentration_similarity": 0.667,
 
3791
  {
3792
  "left_pr_number": 42975,
3793
  "right_pr_number": 45077,
3794
+ "similarity": 0.662,
3795
  "content_similarity": 0.598,
3796
  "size_similarity": 0.731,
3797
  "breadth_similarity": 0.833,
 
4207
  "left_pr_number": 45293,
4208
  "right_pr_number": 45317,
4209
  "similarity": 0.505,
4210
+ "content_similarity": 0.35,
4211
  "size_similarity": 0.741,
4212
  "breadth_similarity": 1.0,
4213
  "concentration_similarity": 0.972,
 
4409
  47301
4410
  ],
4411
  "representative_pr_number": 44550,
4412
+ "average_similarity": 0.359,
4413
  "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
4414
  "shared_filenames": [],
4415
  "shared_directories": [
 
4422
  {
4423
  "left_pr_number": 33686,
4424
  "right_pr_number": 44550,
4425
+ "similarity": 0.392,
4426
  "content_similarity": 0.132,
4427
  "size_similarity": 1.0,
4428
  "breadth_similarity": 1.0,
 
4484
  "left_pr_number": 33686,
4485
  "right_pr_number": 47301,
4486
  "similarity": 0.348,
4487
+ "content_similarity": 0.087,
4488
  "size_similarity": 0.909,
4489
  "breadth_similarity": 1.0,
4490
  "concentration_similarity": 1.0,
 
4498
  {
4499
  "left_pr_number": 44407,
4500
  "right_pr_number": 47301,
4501
+ "similarity": 0.345,
4502
  "content_similarity": 0.093,
4503
  "size_similarity": 0.87,
4504
  "breadth_similarity": 1.0,
 
4532
  "pairwise": [
4533
  {
4534
  "left_pr_number": 46319,
4535
+ "right_pr_number": 47212,
4536
+ "similarity": 0.359,
4537
+ "content_similarity": 0.09,
4538
+ "size_similarity": 0.974,
4539
  "breadth_similarity": 1.0,
4540
  "concentration_similarity": 1.0,
4541
  "shared_filenames": [],
 
4547
  },
4548
  {
4549
  "left_pr_number": 46319,
4550
+ "right_pr_number": 47304,
4551
  "similarity": 0.359,
4552
+ "content_similarity": 0.097,
4553
+ "size_similarity": 0.946,
4554
  "breadth_similarity": 1.0,
4555
  "concentration_similarity": 1.0,
4556
  "shared_filenames": [],
 
4563
  {
4564
  "left_pr_number": 46889,
4565
  "right_pr_number": 47212,
4566
+ "similarity": 0.355,
4567
  "content_similarity": 0.079,
4568
  "size_similarity": 1.0,
4569
  "breadth_similarity": 1.0,
 
4608
  {
4609
  "left_pr_number": 46889,
4610
  "right_pr_number": 47304,
4611
+ "similarity": 0.347,
4612
  "content_similarity": 0.085,
4613
  "size_similarity": 0.921,
4614
  "breadth_similarity": 1.0,
 
5065
  "left_pr_number": 46461,
5066
  "right_pr_number": 47389,
5067
  "similarity": 0.451,
5068
+ "content_similarity": 0.378,
5069
  "size_similarity": 0.362,
5070
  "breadth_similarity": 1.0,
5071
  "concentration_similarity": 0.63,
 
5082
  {
5083
  "left_pr_number": 42824,
5084
  "right_pr_number": 47389,
5085
+ "similarity": 0.403,
5086
+ "content_similarity": 0.404,
5087
  "size_similarity": 0.236,
5088
  "breadth_similarity": 0.5,
5089
  "concentration_similarity": 0.702,
 
5449
  "left_pr_number": 46099,
5450
  "right_pr_number": 46269,
5451
  "similarity": 0.411,
5452
+ "content_similarity": 0.486,
5453
  "size_similarity": 0.013,
5454
  "breadth_similarity": 0.284,
5455
  "concentration_similarity": 0.805,
 
5618
  "left_pr_number": 45541,
5619
  "right_pr_number": 46177,
5620
  "similarity": 0.526,
5621
+ "content_similarity": 0.427,
5622
  "size_similarity": 0.519,
5623
  "breadth_similarity": 1.0,
5624
  "concentration_similarity": 1.0,
 
5732
  }
5733
  ]
5734
  },
5735
+ {
5736
+ "cluster_id": "pr-scope-44940-3",
5737
+ "pr_numbers": [
5738
+ 44940,
5739
+ 47408,
5740
+ 47411
5741
+ ],
5742
+ "representative_pr_number": 47408,
5743
+ "average_similarity": 0.411,
5744
+ "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`, `tests/utils/test_modeling_utils.py`; representative PR #47408.",
5745
+ "shared_filenames": [
5746
+ "src/transformers/modeling_utils.py",
5747
+ "tests/utils/test_modeling_utils.py"
5748
+ ],
5749
+ "shared_directories": [
5750
+ "tests/utils",
5751
+ "src/transformers",
5752
+ "tests",
5753
+ "src"
5754
+ ],
5755
+ "pairwise": [
5756
+ {
5757
+ "left_pr_number": 44940,
5758
+ "right_pr_number": 47408,
5759
+ "similarity": 0.541,
5760
+ "content_similarity": 0.483,
5761
+ "size_similarity": 0.473,
5762
+ "breadth_similarity": 0.833,
5763
+ "concentration_similarity": 0.965,
5764
+ "shared_filenames": [
5765
+ "src/transformers/modeling_utils.py",
5766
+ "tests/utils/test_modeling_utils.py"
5767
+ ],
5768
+ "shared_directories": [
5769
+ "src/transformers",
5770
+ "tests/utils",
5771
+ "src",
5772
+ "tests"
5773
+ ]
5774
+ },
5775
+ {
5776
+ "left_pr_number": 47408,
5777
+ "right_pr_number": 47411,
5778
+ "similarity": 0.372,
5779
+ "content_similarity": 0.201,
5780
+ "size_similarity": 0.574,
5781
+ "breadth_similarity": 1.0,
5782
+ "concentration_similarity": 0.893,
5783
+ "shared_filenames": [
5784
+ "src/transformers/modeling_utils.py"
5785
+ ],
5786
+ "shared_directories": [
5787
+ "src/transformers",
5788
+ "tests/utils",
5789
+ "src",
5790
+ "tests"
5791
+ ]
5792
+ },
5793
+ {
5794
+ "left_pr_number": 44940,
5795
+ "right_pr_number": 47411,
5796
+ "similarity": 0.32,
5797
+ "content_similarity": 0.095,
5798
+ "size_similarity": 0.824,
5799
+ "breadth_similarity": 0.833,
5800
+ "concentration_similarity": 0.927,
5801
+ "shared_filenames": [
5802
+ "src/transformers/modeling_utils.py"
5803
+ ],
5804
+ "shared_directories": [
5805
+ "src/transformers",
5806
+ "tests/utils",
5807
+ "src",
5808
+ "tests"
5809
+ ]
5810
+ }
5811
+ ]
5812
+ },
5813
  {
5814
  "cluster_id": "pr-scope-44889-3",
5815
  "pr_numbers": [
 
5835
  {
5836
  "left_pr_number": 44889,
5837
  "right_pr_number": 46775,
5838
+ "similarity": 0.454,
5839
  "content_similarity": 0.33,
5840
  "size_similarity": 0.877,
5841
  "breadth_similarity": 0.458,
 
6818
  46324
6819
  ],
6820
  "representative_pr_number": 44228,
6821
+ "average_similarity": 0.568,
6822
  "summary": "2 open PRs share weighted file overlap around `src/transformers/quantizers/quantizers_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44228.",
6823
  "shared_filenames": [
6824
  "src/transformers/quantizers/quantizers_utils.py",
 
6833
  {
6834
  "left_pr_number": 44228,
6835
  "right_pr_number": 46324,
6836
+ "similarity": 0.568,
6837
+ "content_similarity": 0.607,
6838
  "size_similarity": 0.259,
6839
  "breadth_similarity": 0.583,
6840
  "concentration_similarity": 0.926,
 
6889
  }
6890
  ]
6891
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6892
  {
6893
  "cluster_id": "pr-scope-45300-2",
6894
  "pr_numbers": [
 
6962
  "left_pr_number": 46376,
6963
  "right_pr_number": 47341,
6964
  "similarity": 0.516,
6965
+ "content_similarity": 0.574,
6966
  "size_similarity": 0.037,
6967
  "breadth_similarity": 0.6,
6968
  "concentration_similarity": 0.967,
 
7171
  }
7172
  ]
7173
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7174
  {
7175
  "cluster_id": "pr-scope-45540-2",
7176
  "pr_numbers": [
 
7220
  }
7221
  ]
7222
  },
7223
+ {
7224
+ "cluster_id": "pr-scope-46735-2",
7225
+ "pr_numbers": [
7226
+ 46735,
7227
+ 47153
7228
+ ],
7229
+ "representative_pr_number": 46735,
7230
+ "average_similarity": 0.489,
7231
+ "summary": "2 open PRs share weighted file overlap around `tests/generation/test_utils.py`; representative PR #46735.",
7232
+ "shared_filenames": [
7233
+ "tests/generation/test_utils.py"
7234
+ ],
7235
+ "shared_directories": [
7236
+ "tests/generation",
7237
+ "tests"
7238
+ ],
7239
+ "pairwise": [
7240
+ {
7241
+ "left_pr_number": 46735,
7242
+ "right_pr_number": 47153,
7243
+ "similarity": 0.489,
7244
+ "content_similarity": 0.462,
7245
+ "size_similarity": 0.55,
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