evalstate HF Staff commited on
Commit
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1 Parent(s): 8a750b4

Refresh transformers dataset snapshot 20260603T120101Z

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21776
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21999
  {
22000
  "author_login": "Shikhar-S",
22001
  "name": "Shikhar Bharadwaj",
new-contributors-report.md CHANGED
@@ -1,7 +1,7 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260603T060020Z`
4
- - Generated: `2026-06-03T06:01:25Z`
5
  - Activity window: `60d`
6
  - Contributors: `347`
7
 
@@ -11,26 +11,26 @@
11
  | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
12
  | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 102 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
13
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 92 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
14
- | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 90 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
15
- | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 89 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
16
- | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 81 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
17
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 61 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
18
  | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 59 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
19
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 47 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
20
  | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 47 | 2 | mixed | low | low | targets high-star repos |
21
  | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 45 | 0 | strong | low | low | targets high-star repos |
22
  | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 39 | 1 | strong | moderate | low | targets high-star repos |
 
23
  | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 32 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
24
- | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 32 | 0 | strong | low | low | targets high-star repos |
25
  | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
26
  | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 25 | 4 | strong | moderate | low | high recent PR volume |
27
  | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 24 | 0 | strong | low | low | targets high-star repos |
28
  | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 21 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
29
  | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 20 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 
30
  | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 19 | 0 | strong | moderate | low | — |
31
  | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 19 | 0 | mixed | moderate | low | — |
32
  | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2949d | `2025-12-02T16:00:11Z` | 18 | 6 | strong | moderate | low | high recent PR volume; targets high-star repos |
33
- | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 18 | 3 | strong | low | low | — |
34
  | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 18 | 0 | n/a | n/a | n/a | summary unavailable |
35
  | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 17 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
36
  | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 16 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
@@ -73,7 +73,6 @@
73
  | `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 |
74
  | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 5 | 0 | weak | low | low | high open PR share; targets high-star repos |
75
  | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 4 | 3 | weak | low | low | targets high-star repos |
76
- | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3839d | `2026-01-21T06:14:39Z` | 4 | 3 | weak | low | low | targets high-star repos |
77
  | `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2500d | `2025-10-30T12:45:06Z` | 4 | 1 | mixed | moderate | low | — |
78
  | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 4 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
79
  | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 3 | 0 | n/a | n/a | n/a | summary unavailable |
@@ -91,11 +90,13 @@
91
  | `ArjunSrivastava1` | [profile](https://github.com/ArjunSrivastava1) | no | CONTRIBUTOR | 430d | `2026-05-07T18:36:08Z` | 2 | 0 | weak | moderate | low | high open PR share |
92
  | `armorbreak001` | [profile](https://github.com/armorbreak001) | no | NONE | 13d | `2026-04-22T05:24:00Z` | 2 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; no visible non-self stars |
93
  | `avihu111` | [profile](https://github.com/avihu111) | no | CONTRIBUTOR | 2928d | `2026-04-29T11:45:47Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
94
  | `Brianzhengca` | [profile](https://github.com/Brianzhengca) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-04-11T21:41:32Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
95
  | `catwell` | [profile](https://github.com/catwell) | no | FIRST_TIME_CONTRIBUTOR | 5907d | `2026-05-14T17:00:06Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
96
  | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
97
  | `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 |
98
  | `dhruv7477` | [profile](https://github.com/dhruv7477) | no | 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 |
 
99
  | `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 |
100
  | `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 |
101
  | `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 |
@@ -136,6 +137,7 @@
136
  | `CodersAcademy006` | [profile](https://github.com/CodersAcademy006) | no | CONTRIBUTOR | 1448d | `2025-10-15T09:44:53Z` | 6 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
137
  | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
138
  | `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
 
139
  | `ghost` | [profile](https://github.com/ghost) | no | NONE | 6553d | `2024-05-09T10:45:25Z` | 4 | 2 | weak | low | low | high open PR share; no visible non-self stars |
140
  | `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 508d | `2026-03-22T17:27:20Z` | 4 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
141
  | `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2909d | `2026-03-14T18:33:53Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
@@ -149,7 +151,6 @@
149
  | `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 |
150
  | `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 |
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
  | `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 |
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 |
@@ -211,7 +212,7 @@
211
  | `ansley` | [profile](https://github.com/ansley) | no | NONE | 2296d | `2026-04-09T14:31:40Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
212
  | `Apeksha23-hub` | [profile](https://github.com/Apeksha23-hub) | no | FIRST_TIME_CONTRIBUTOR | 79d | `2026-05-16T13:17:12Z` | 1 | 0 | mixed | low | low | very new account; no visible non-self stars; targets high-star repos |
213
  | `ArkaD171717` | [profile](https://github.com/ArkaD171717) | no | FIRST_TIME_CONTRIBUTOR | 1206d | `2026-05-02T09:31:22Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
214
- | `arnav-144p` | [profile](https://github.com/arnav-144p) | no | FIRST_TIME_CONTRIBUTOR | 634d | `2026-06-02T18:52:53Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
215
  | `aryanp2107` | [profile](https://github.com/aryanp2107) | no | NONE | 1390d | `2026-04-25T21:44:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
216
  | `Ashutosh-177` | [profile](https://github.com/Ashutosh-177) | no | NONE | 978d | `2026-05-19T06:28:43Z` | 1 | 0 | mixed | moderate | low | high open PR share |
217
  | `avarga1` | [profile](https://github.com/avarga1) | no | NONE | 2176d | `2026-04-07T02:22:26Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
@@ -219,13 +220,12 @@
219
  | `balgaly` | [profile](https://github.com/balgaly) | no | NONE | 3775d | `2026-04-05T15:38:58Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs |
220
  | `Beichen-Ma` | [profile](https://github.com/Beichen-Ma) | no | FIRST_TIME_CONTRIBUTOR | 1684d | `2026-04-20T23:21:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
221
  | `belamaran96-coder` | [profile](https://github.com/belamaran96-coder) | no | NONE | 288d | `2026-05-03T16:53:02Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
222
- | `blipbyte` | [profile](https://github.com/blipbyte) | no | CONTRIBUTOR | 2606d | `2026-05-20T19:46:05Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
223
  | `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 1 | 0 | mixed | low | low | — |
224
  | `blut-agent` | [profile](https://github.com/blut-agent) | no | FIRST_TIME_CONTRIBUTOR | 23d | `2026-05-16T06:31:21Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
225
  | `butterwecksolutions` | [profile](https://github.com/butterwecksolutions) | no | NONE | 4479d | `2026-05-03T23:41:12Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
226
  | `calliec-1223` | [profile](https://github.com/calliec-1223) | no | CONTRIBUTOR | 68d | `2026-06-02T02:20:39Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
227
  | `Caromisc` | [profile](https://github.com/Caromisc) | no | CONTRIBUTOR | 2207d | `2026-05-07T11:04:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
228
- | `cheparity` | [profile](https://github.com/cheparity) | yes | FIRST_TIME_CONTRIBUTOR | 1517d | `2026-06-03T05:18:26Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
229
  | `chirag-gupta-07` | [profile](https://github.com/chirag-gupta-07) | no | FIRST_TIMER | 276d | `2026-05-11T05:43:53Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
230
  | `cloudyun888` | [profile](https://github.com/cloudyun888) | no | NONE | 45d | `2026-04-15T13:18:36Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
231
  | `damodharg6` | [profile](https://github.com/damodharg6) | no | FIRST_TIME_CONTRIBUTOR | 407d | `2026-05-15T03:01:55Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -238,7 +238,6 @@
238
  | `Dhruv908615` | [profile](https://github.com/Dhruv908615) | no | NONE | 300d | `2026-05-03T06:02:43Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
239
  | `Dippp10` | [profile](https://github.com/Dippp10) | no | FIRST_TIME_CONTRIBUTOR | ?d | `2026-04-11T14:17:32Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
240
  | `DiwanshuG` | [profile](https://github.com/DiwanshuG) | no | NONE | 1279d | `2026-05-22T10:39:02Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
241
- | `Dovis01` | [profile](https://github.com/Dovis01) | no | CONTRIBUTOR | 2009d | `2026-06-02T09:04:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
242
  | `duyhv-qualgo` | [profile](https://github.com/duyhv-qualgo) | no | FIRST_TIME_CONTRIBUTOR | 34d | `2026-04-20T05:20:19Z` | 1 | 0 | strong | moderate | low | very new account |
243
  | `EhteshamSid` | [profile](https://github.com/EhteshamSid) | no | NONE | 1668d | `2026-04-07T18:40:05Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars |
244
  | `evalstate` | [profile](https://github.com/evalstate) | no | MEMBER | 5042d | `2026-04-23T11:41:51Z` | 1 | 0 | n/a | low | low | — |
@@ -250,11 +249,12 @@
250
  | `garybadwal` | [profile](https://github.com/garybadwal) | no | FIRST_TIME_CONTRIBUTOR | 1178d | `2026-04-21T04:38:14Z` | 1 | 0 | weak | low | low | targets high-star repos |
251
  | `gaurav0107` | [profile](https://github.com/gaurav0107) | no | CONTRIBUTOR | 3970d | `2026-04-23T19:12:43Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
252
  | `glegendre01` | [profile](https://github.com/glegendre01) | no | MEMBER | 1282d | `2026-04-21T12:37:31Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
253
- | `goingforstudying-ctrl` | [profile](https://github.com/goingforstudying-ctrl) | no | FIRST_TIME_CONTRIBUTOR | 120d | `2026-06-02T23:21:10Z` | 1 | 0 | weak | very high | high | young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
254
  | `GopalGB` | [profile](https://github.com/GopalGB) | no | NONE | 2136d | `2026-04-30T04:04:10Z` | 1 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
255
  | `GuaiZai233` | [profile](https://github.com/GuaiZai233) | no | CONTRIBUTOR | 821d | `2026-04-28T15:36:03Z` | 1 | 0 | strong | low | low | — |
256
  | `guinik` | [profile](https://github.com/guinik) | no | FIRST_TIME_CONTRIBUTOR | 1302d | `2026-05-23T07:48:33Z` | 1 | 0 | strong | low | low | — |
257
  | `HamzaDogann` | [profile](https://github.com/HamzaDogann) | no | NONE | 1672d | `2026-05-21T15:32:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
258
  | `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 2974d | `2026-04-10T11:59:37Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
259
  | `harryfrzz` | [profile](https://github.com/harryfrzz) | no | NONE | 735d | `2026-05-09T15:53:39Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
260
  | `HelloAnner` | [profile](https://github.com/HelloAnner) | no | NONE | 1658d | `2026-04-11T06:22:52Z` | 1 | 0 | mixed | low | low | — |
@@ -275,7 +275,7 @@
275
  | `joaopedroassad` | [profile](https://github.com/joaopedroassad) | no | FIRST_TIME_CONTRIBUTOR | 341d | `2026-06-02T19:08:14Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
276
  | `joerowell` | [profile](https://github.com/joerowell) | no | CONTRIBUTOR | 3394d | `2026-04-28T08:24:28Z` | 1 | 0 | strong | low | low | targets high-star repos |
277
  | `juliabush` | [profile](https://github.com/juliabush) | no | NONE | 526d | `2026-04-07T21:37:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
278
- | `julien-gadonneix` | [profile](https://github.com/julien-gadonneix) | no | FIRST_TIME_CONTRIBUTOR | 987d | `2026-06-02T15:31:42Z` | 1 | 0 | mixed | low | low | high open PR share |
279
  | `Kabir08` | [profile](https://github.com/Kabir08) | no | NONE | 2216d | `2026-04-19T08:27:15Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
280
  | `Kaisan10` | [profile](https://github.com/Kaisan10) | no | NONE | 1151d | `2026-05-02T07:35:16Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
281
  | `kamalrajkannan78` | [profile](https://github.com/kamalrajkannan78) | no | CONTRIBUTOR | 814d | `2026-04-07T05:24:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume; no visible non-self stars |
@@ -292,6 +292,7 @@
292
  | `lvliang-intel` | [profile](https://github.com/lvliang-intel) | no | CONTRIBUTOR | 1455d | `2026-04-17T14:12:41Z` | 1 | 0 | mixed | low | low | — |
293
  | `MaciejBalaNV` | [profile](https://github.com/MaciejBalaNV) | no | FIRST_TIME_CONTRIBUTOR | 717d | `2026-05-21T19:47:46Z` | 1 | 0 | weak | moderate | low | high open PR share |
294
  | `madhav1k` | [profile](https://github.com/madhav1k) | no | FIRST_TIME_CONTRIBUTOR | 2059d | `2026-04-06T17:47:07Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
295
  | `marvinzh` | [profile](https://github.com/marvinzh) | no | CONTRIBUTOR | 4429d | `2026-04-07T06:49:34Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
296
  | `massimilianoviola` | [profile](https://github.com/massimilianoviola) | no | CONTRIBUTOR | 2120d | `2026-05-11T07:00:47Z` | 1 | 0 | mixed | low | low | high open PR share |
297
  | `mathceo` | [profile](https://github.com/mathceo) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-04-16T09:30:36Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -329,7 +330,6 @@
329
  | `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 |
330
  | `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 |
331
  | `Shashank-Tripathi-07` | [profile](https://github.com/Shashank-Tripathi-07) | no | NONE | 644d | `2026-05-20T15:18:30Z` | 1 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
332
- | `shhKnight30` | [profile](https://github.com/shhKnight30) | no | CONTRIBUTOR | 931d | `2026-04-04T10:29:57Z` | 1 | 0 | strong | low | low | targets high-star repos |
333
  | `Shikhar-S` | [profile](https://github.com/Shikhar-S) | no | FIRST_TIME_CONTRIBUTOR | 3763d | `2026-04-10T04:26:05Z` | 1 | 0 | weak | low | low | high open PR share |
334
  | `silencelamb` | [profile](https://github.com/silencelamb) | no | CONTRIBUTOR | 4218d | `2026-05-05T09:41:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
335
  | `simon-testaccount` | [profile](https://github.com/simon-testaccount) | no | NONE | 545d | `2026-05-05T09:01:04Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
@@ -414,12 +414,12 @@ Example artifacts:
414
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
415
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
416
  - repo first seen: `2025-03-31T13:54:54Z`
417
- - repo last seen: `2026-06-02T14:15:55Z`
418
  - first seen in snapshot: **no**
419
  - repo association: **MEMBER**
420
- - repo primary artifacts: **90**
421
- - snapshot authored PRs/issues: **90 PRs / 0 issues**
422
- - snapshot discussion activity: **126 comments / 217 reviews / 153 review comments**
423
  - account age: **4938 days**
424
  - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
425
  - public orgs: none visible
@@ -427,9 +427,9 @@ Example artifacts:
427
  - heuristic read: **high recent PR volume; targets high-star repos**
428
 
429
  Example artifacts:
 
430
  - [PR #46346: remove sec](https://github.com/huggingface/transformers/pull/46346) — closed, merged
431
  - [PR #46340: Fix TestAppRoutes test failures caused by deprecated asyncio.get_event_loop() on Python 3.10+](https://github.com/huggingface/transformers/pull/46340) — closed, merged
432
- - [PR #46327: fix: remove dynamic per-actor Slack ID lookup in ssh-runner workflow](https://github.com/huggingface/transformers/pull/46327) — open
433
 
434
  ### `kaixuanliu`
435
 
@@ -437,11 +437,11 @@ Example artifacts:
437
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
438
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
439
  - repo first seen: `2025-06-20T09:58:55Z`
440
- - repo last seen: `2026-06-03T02:58:53Z`
441
  - first seen in snapshot: **no**
442
  - repo association: **CONTRIBUTOR**
443
- - repo primary artifacts: **93**
444
- - snapshot authored PRs/issues: **89 PRs / 4 issues**
445
  - snapshot discussion activity: **77 comments / 92 reviews / 91 review comments**
446
  - account age: **3934 days**
447
  - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
@@ -450,9 +450,9 @@ Example artifacts:
450
  - heuristic read: **high recent PR volume; targets high-star repos**
451
 
452
  Example artifacts:
 
453
  - [PR #46362: skip quant cache tests for deepseek v4](https://github.com/huggingface/transformers/pull/46362) — open
454
  - [PR #46337: cohere2_moe: skip invalid test cases](https://github.com/huggingface/transformers/pull/46337) — open
455
- - [PR #46316: fix qwen series VL model's model parallel bug](https://github.com/huggingface/transformers/pull/46316) — open
456
  - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
457
  - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
458
  - [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
@@ -463,12 +463,12 @@ Example artifacts:
463
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
464
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
465
  - repo first seen: `2024-09-26T09:23:39Z`
466
- - repo last seen: `2026-06-02T15:08:38Z`
467
  - first seen in snapshot: **no**
468
  - repo association: **MEMBER**
469
- - repo primary artifacts: **81**
470
- - snapshot authored PRs/issues: **81 PRs / 0 issues**
471
- - snapshot discussion activity: **571 comments / 887 reviews / 1946 review comments**
472
  - account age: **1508 days**
473
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
474
  - public orgs: `huggingface`, `deeppavlov`
@@ -476,9 +476,9 @@ Example artifacts:
476
  - heuristic read: **high recent PR volume; targets high-star repos**
477
 
478
  Example artifacts:
 
 
479
  - [PR #46284: Delete docstring if same as in auto-doc](https://github.com/huggingface/transformers/pull/46284) — open
480
- - [PR #46283: [docs] fix auto-add release dates](https://github.com/huggingface/transformers/pull/46283) — closed, merged
481
- - [PR #46258: Processor compatibility with vLLM ](https://github.com/huggingface/transformers/pull/46258) — closed, merged
482
 
483
  ### `ArthurZucker`
484
 
@@ -486,12 +486,12 @@ Example artifacts:
486
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
487
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
488
  - repo first seen: `2023-02-24T14:13:29Z`
489
- - repo last seen: `2026-06-02T19:28:31Z`
490
  - first seen in snapshot: **no**
491
  - repo association: **MEMBER**
492
  - repo primary artifacts: **64**
493
  - snapshot authored PRs/issues: **61 PRs / 3 issues**
494
- - snapshot discussion activity: **193 comments / 642 reviews / 1292 review comments**
495
  - account age: **2590 days**
496
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
497
  - public orgs: none visible
@@ -587,12 +587,12 @@ Example artifacts:
587
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
588
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
589
  - repo first seen: `2023-02-27T14:00:41Z`
590
- - repo last seen: `2026-06-02T13:22:45Z`
591
  - first seen in snapshot: **no**
592
  - repo association: **MEMBER**
593
  - repo primary artifacts: **45**
594
  - snapshot authored PRs/issues: **45 PRs / 0 issues**
595
- - snapshot discussion activity: **719 comments / 247 reviews / 135 review comments**
596
  - account age: **3961 days**
597
  - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
598
  - public orgs: `huggingface`
@@ -628,18 +628,41 @@ Example artifacts:
628
  - [PR #46252: find pytest launch error in torch 2.13.0.dev20260526](https://github.com/huggingface/transformers/pull/46252) — closed, merged
629
  - [Issue #42890: tests/models/sam_hq/test_modeling_sam_hq.py::SamHQModelIntegrationTest may fail since a lot of cases are lack of set_seed()](https://github.com/huggingface/transformers/issues/42890) — closed
630
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
631
  ### `itazap`
632
 
633
  - profile: [github.com/itazap](https://github.com/itazap)
634
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
635
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
636
  - repo first seen: `2024-10-21T07:08:47Z`
637
- - repo last seen: `2026-06-02T15:31:32Z`
638
  - first seen in snapshot: **no**
639
  - repo association: **MEMBER**
640
  - repo primary artifacts: **32**
641
  - snapshot authored PRs/issues: **32 PRs / 0 issues**
642
- - snapshot discussion activity: **54 comments / 53 reviews / 35 review comments**
643
  - account age: **3139 days**
644
  - recent public PR activity: **20 PRs** (10 merged / 5 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
645
  - public orgs: none visible
@@ -651,29 +674,6 @@ Example artifacts:
651
  - [PR #46091: Update tokenizer mappings to use TokenizersBackend for additional models](https://github.com/huggingface/transformers/pull/46091) — open
652
  - [PR #45936: Fix models for which we don't have a dedicated tokenizer class, and the listed one is incorrect](https://github.com/huggingface/transformers/pull/45936) — open
653
 
654
- ### `remi-or`
655
-
656
- - profile: [github.com/remi-or](https://github.com/remi-or)
657
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
658
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
659
- - repo first seen: `2026-01-13T09:15:18Z`
660
- - repo last seen: `2026-06-02T03:23:28Z`
661
- - first seen in snapshot: **no**
662
- - repo association: **MEMBER**
663
- - repo primary artifacts: **32**
664
- - snapshot authored PRs/issues: **32 PRs / 0 issues**
665
- - snapshot discussion activity: **52 comments / 154 reviews / 164 review comments**
666
- - account age: **1813 days**
667
- - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
668
- - public orgs: none visible
669
- - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
670
- - heuristic read: **targets high-star repos**
671
-
672
- Example artifacts:
673
- - [PR #46251: [CB] Fix crashes when fork is not possible](https://github.com/huggingface/transformers/pull/46251) — open
674
- - [PR #46242: [Distributed] Reformat tensor parallel](https://github.com/huggingface/transformers/pull/46242) — open, draft
675
- - [PR #46116: [Fix] Stranded params](https://github.com/huggingface/transformers/pull/46116) — closed
676
-
677
  ### `yonigozlan`
678
 
679
  - profile: [github.com/yonigozlan](https://github.com/yonigozlan)
@@ -729,12 +729,12 @@ Example artifacts:
729
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
730
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
731
  - repo first seen: `2025-01-20T12:27:19Z`
732
- - repo last seen: `2026-06-01T17:04:06Z`
733
  - first seen in snapshot: **no**
734
  - repo association: **MEMBER**
735
  - repo primary artifacts: **24**
736
  - snapshot authored PRs/issues: **24 PRs / 0 issues**
737
- - snapshot discussion activity: **40 comments / 160 reviews / 307 review comments**
738
  - account age: **1607 days**
739
  - recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
740
  - public orgs: none visible
@@ -796,6 +796,32 @@ Example artifacts:
796
  - [PR #46269: DIstributed branch base](https://github.com/huggingface/transformers/pull/46269) — open
797
  - [Issue #46187: cohere2_moe fails training + tensor parallel tests](https://github.com/huggingface/transformers/issues/46187) — closed
798
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
799
  ### `Abdennacer-Badaoui`
800
 
801
  - profile: [github.com/Abdennacer-Badaoui](https://github.com/Abdennacer-Badaoui)
@@ -868,32 +894,6 @@ Example artifacts:
868
  - [Issue #44877: Strict config prevents loading `granite_speech` config](https://github.com/huggingface/transformers/issues/44877) — closed
869
  - [Issue #44625: Qwen3.5 `num_labels` not propagated from core config to text config](https://github.com/huggingface/transformers/issues/44625) — closed
870
 
871
- ### `IlyasMoutawwakil`
872
-
873
- - profile: [github.com/IlyasMoutawwakil](https://github.com/IlyasMoutawwakil)
874
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
875
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
876
- - repo first seen: `2025-07-04T08:41:29Z`
877
- - repo last seen: `2026-06-02T08:28:43Z`
878
- - first seen in snapshot: **no**
879
- - repo association: **MEMBER**
880
- - repo primary artifacts: **21**
881
- - snapshot authored PRs/issues: **18 PRs / 3 issues**
882
- - snapshot discussion activity: **61 comments / 242 reviews / 215 review comments**
883
- - account age: **2354 days**
884
- - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
885
- - public orgs: `huggingface`, `Chouafa`
886
- - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
887
- - heuristic read: **—**
888
-
889
- Example artifacts:
890
- - [PR #45981: Fix colqwen2 test](https://github.com/huggingface/transformers/pull/45981) — closed, merged
891
- - [PR #45634: DeepGEMM BF16 + mixed FP8/FP4 + MegaMoE + refactor](https://github.com/huggingface/transformers/pull/45634) — closed, merged
892
- - [PR #45621: Better Grouped GEMM + EP](https://github.com/huggingface/transformers/pull/45621) — closed, merged
893
- - [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
894
- - [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
895
- - [Issue #43317: device_map=auto fails to load the dequantized model on gpu+cpu offload](https://github.com/huggingface/transformers/issues/43317) — closed
896
-
897
  ### `hf-security-analysis[bot]`
898
 
899
  - profile: [github.com/hf-security-analysis[bot]](https://github.com/hf-security-analysis[bot])
@@ -1348,12 +1348,12 @@ Example artifacts:
1348
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Afilipinescu)
1349
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Afilipinescu)
1350
  - repo first seen: `2026-05-22T20:20:49Z`
1351
- - repo last seen: `2026-06-02T20:16:21Z`
1352
  - first seen in snapshot: **no**
1353
  - repo association: **CONTRIBUTOR**
1354
  - repo primary artifacts: **4**
1355
  - snapshot authored PRs/issues: **4 PRs / 0 issues**
1356
- - snapshot discussion activity: **3 comments / 23 reviews / 19 review comments**
1357
  - account age: **953 days**
1358
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
1359
  - public orgs: none visible
@@ -1371,12 +1371,12 @@ Example artifacts:
1371
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
1372
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
1373
  - repo first seen: `2026-05-12T18:20:58Z`
1374
- - repo last seen: `2026-06-02T18:47:16Z`
1375
  - first seen in snapshot: **no**
1376
  - repo association: **MEMBER**
1377
  - repo primary artifacts: **4**
1378
  - snapshot authored PRs/issues: **4 PRs / 0 issues**
1379
- - snapshot discussion activity: **16 comments / 83 reviews / 96 review comments**
1380
  - account age: **2794 days**
1381
  - recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
1382
  - public orgs: `huggingface`
@@ -1757,7 +1757,7 @@ Example artifacts:
1757
  - heuristic read: **young account; extremely high recent PR volume; very broad repo spread**
1758
 
1759
  Example artifacts:
1760
- - [PR #46363: fix: warn before applying HPU torch patches](https://github.com/huggingface/transformers/pull/46363) — open
1761
  - [PR #46013: docs: document flash attention supports_mapping](https://github.com/huggingface/transformers/pull/46013) — open
1762
  - [PR #44210: fix(lasr): remove spurious center arg from _torch_extract_fbank_features call](https://github.com/huggingface/transformers/pull/44210) — closed
1763
 
@@ -1790,12 +1790,12 @@ Example artifacts:
1790
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
1791
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
1792
  - repo first seen: `2024-10-17T11:56:32Z`
1793
- - repo last seen: `2026-06-02T10:19:51Z`
1794
  - first seen in snapshot: **no**
1795
  - repo association: **MEMBER**
1796
  - repo primary artifacts: **5**
1797
  - snapshot authored PRs/issues: **5 PRs / 0 issues**
1798
- - snapshot discussion activity: **27 comments / 11 reviews / 14 review comments**
1799
  - account age: **4501 days**
1800
  - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
1801
  - public orgs: `huggingface`
@@ -1879,32 +1879,6 @@ Example artifacts:
1879
  - [Issue #45459: `except import_protobuf_decode_error()` hides real tokenizer errors when protobuf isn't installed](https://github.com/huggingface/transformers/issues/45459) — closed
1880
  - [Issue #44423: [Bug] `transformers serve --continuous-batching` crashes with multimodal models (Qwen3.5) — AttributeError: 'str' object has no attribute 'to'](https://github.com/huggingface/transformers/issues/44423) — closed
1881
 
1882
- ### `KoichiYasuoka`
1883
-
1884
- - profile: [github.com/KoichiYasuoka](https://github.com/KoichiYasuoka)
1885
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKoichiYasuoka)
1886
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKoichiYasuoka)
1887
- - repo first seen: `2026-01-21T06:14:39Z`
1888
- - repo last seen: `2026-04-25T09:16:29Z`
1889
- - first seen in snapshot: **no**
1890
- - repo association: **CONTRIBUTOR**
1891
- - repo primary artifacts: **7**
1892
- - snapshot authored PRs/issues: **4 PRs / 3 issues**
1893
- - snapshot discussion activity: **17 comments / 1 reviews / 1 review comments**
1894
- - account age: **3839 days**
1895
- - recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
1896
- - public orgs: none visible
1897
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
1898
- - heuristic read: **targets high-star repos**
1899
-
1900
- Example artifacts:
1901
- - [PR #45311: resize_token_embeddings does not effect to output_embeddings](https://github.com/huggingface/transformers/pull/45311) — closed
1902
- - [PR #45236: resize_token_embeddings does not resize lm_head](https://github.com/huggingface/transformers/pull/45236) — closed
1903
- - [PR #44621: pipelines do not have modelcard](https://github.com/huggingface/transformers/pull/44621) — closed, merged
1904
- - [Issue #45335: [t5gemma] resize_token_embeddings does not effect to decoder.embed_tokens](https://github.com/huggingface/transformers/issues/45335) — closed
1905
- - [Issue #45292: resize_token_embeddings does not effect to output_embeddings](https://github.com/huggingface/transformers/issues/45292) — closed
1906
- - [Issue #45276: [gemma4] resize_token_embeddings does not effect to embed_tokens_per_layer or output_embeddings](https://github.com/huggingface/transformers/issues/45276) — closed
1907
-
1908
  ### `merveenoyan`
1909
 
1910
  - profile: [github.com/merveenoyan](https://github.com/merveenoyan)
@@ -2278,12 +2252,12 @@ Example artifacts:
2278
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aavihu111)
2279
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aavihu111)
2280
  - repo first seen: `2026-04-29T11:45:47Z`
2281
- - repo last seen: `2026-06-01T08:41:30Z`
2282
  - first seen in snapshot: **no**
2283
  - repo association: **CONTRIBUTOR**
2284
  - repo primary artifacts: **2**
2285
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
2286
- - snapshot discussion activity: **2 comments / 10 reviews / 10 review comments**
2287
  - account age: **2928 days**
2288
  - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
2289
  - public orgs: none visible
@@ -2294,6 +2268,28 @@ Example artifacts:
2294
  - [PR #46306: fix: Enable flash_attention in Granite4Vision](https://github.com/huggingface/transformers/pull/46306) — closed
2295
  - [PR #46031: Support Granite Speech NAR (NLE)](https://github.com/huggingface/transformers/pull/46031) — open
2296
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2297
  ### `Brianzhengca`
2298
 
2299
  - profile: [github.com/Brianzhengca](https://github.com/Brianzhengca)
@@ -2404,6 +2400,28 @@ Example artifacts:
2404
  - [PR #45752: Fix unhandled exception noise from background safetensors conversion thread](https://github.com/huggingface/transformers/pull/45752) — closed, merged
2405
  - [PR #45700: Add docstrings to type validator functions](https://github.com/huggingface/transformers/pull/45700) — closed
2406
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2407
  ### `eladsegal`
2408
 
2409
  - profile: [github.com/eladsegal](https://github.com/eladsegal)
@@ -3304,6 +3322,32 @@ Example artifacts:
3304
  - [Issue #43526: reduce_labels returns only one label instead of the whole array of labels in BeitImageProcessorFast](https://github.com/huggingface/transformers/issues/43526) — closed
3305
  - [Issue #42977: Add ViT NEPA](https://github.com/huggingface/transformers/issues/42977) — open
3306
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3307
  ### `ghost`
3308
 
3309
  - profile: [github.com/ghost](https://github.com/ghost)
@@ -3511,7 +3555,7 @@ Example artifacts:
3511
  - heuristic read: **high recent PR volume**
3512
 
3513
  Example artifacts:
3514
- - [PR #46318: Pass library_name/version to Hub calls via a shared HfApi](https://github.com/huggingface/transformers/pull/46318) — open
3515
  - [PR #43586: Increase default ReadTimeout in tests](https://github.com/huggingface/transformers/pull/43586) — closed, merged
3516
  - [Issue #42556: [v5] Remove `safe_serialization` parameter](https://github.com/huggingface/transformers/issues/42556) — closed
3517
 
@@ -3603,28 +3647,6 @@ Example artifacts:
3603
  - [PR #45367: Add dtype config options for Four Over Six](https://github.com/huggingface/transformers/pull/45367) — closed, merged
3604
  - [PR #43970: Add Four Over Six quantization integration](https://github.com/huggingface/transformers/pull/43970) — closed, merged
3605
 
3606
- ### `kallewoof`
3607
-
3608
- - profile: [github.com/kallewoof](https://github.com/kallewoof)
3609
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akallewoof)
3610
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akallewoof)
3611
- - repo first seen: `2026-03-24T23:50:07Z`
3612
- - repo last seen: `2026-04-09T14:34:19Z`
3613
- - first seen in snapshot: **no**
3614
- - repo association: **CONTRIBUTOR**
3615
- - repo primary artifacts: **2**
3616
- - snapshot authored PRs/issues: **2 PRs / 0 issues**
3617
- - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
3618
- - account age: **5838 days**
3619
- - recent public PR activity: **6 PRs** (3 merged / 3 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
3620
- - public orgs: none visible
3621
- - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
3622
- - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
3623
-
3624
- Example artifacts:
3625
- - [PR #45235: feat/rfc/poc: Agnostic GPU](https://github.com/huggingface/transformers/pull/45235) — closed, draft
3626
- - [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
3627
-
3628
  ### `Kash6`
3629
 
3630
  - profile: [github.com/Kash6](https://github.com/Kash6)
@@ -4682,12 +4704,12 @@ Example artifacts:
4682
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aagesf)
4683
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aagesf)
4684
  - repo first seen: `2026-06-01T12:58:11Z`
4685
- - repo last seen: `2026-06-02T14:26:47Z`
4686
  - first seen in snapshot: **no**
4687
  - repo association: **FIRST_TIMER**
4688
  - repo primary artifacts: **1**
4689
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
4690
- - snapshot discussion activity: **0 comments / 2 reviews / 2 review comments**
4691
  - account age: **1259 days**
4692
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
4693
  - public orgs: none visible
@@ -4957,7 +4979,7 @@ Example artifacts:
4957
  - repo first seen: `2026-06-02T18:52:53Z`
4958
  - repo last seen: `2026-06-03T05:32:32Z`
4959
  - first seen in snapshot: **no**
4960
- - repo association: **FIRST_TIME_CONTRIBUTOR**
4961
  - repo primary artifacts: **1**
4962
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
4963
  - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
@@ -4968,7 +4990,7 @@ Example artifacts:
4968
  - heuristic read: **high open PR share; targets high-star repos**
4969
 
4970
  Example artifacts:
4971
- - [PR #46353: [Mistral] Raise ValueError when continue_final_message=True with mist…](https://github.com/huggingface/transformers/pull/46353) — open
4972
 
4973
  ### `aryanp2107`
4974
 
@@ -5117,27 +5139,6 @@ Example artifacts:
5117
  Example artifacts:
5118
  - [PR #45754: Fix mps device check for moe histogram routing](https://github.com/huggingface/transformers/pull/45754) — closed
5119
 
5120
- ### `blipbyte`
5121
-
5122
- - profile: [github.com/blipbyte](https://github.com/blipbyte)
5123
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ablipbyte)
5124
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ablipbyte)
5125
- - repo first seen: `2026-05-20T19:46:05Z`
5126
- - repo last seen: `2026-06-02T13:18:16Z`
5127
- - first seen in snapshot: **no**
5128
- - repo association: **CONTRIBUTOR**
5129
- - repo primary artifacts: **1**
5130
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
5131
- - snapshot discussion activity: **3 comments / 5 reviews / 5 review comments**
5132
- - account age: **2606 days**
5133
- - 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**)
5134
- - public orgs: none visible
5135
- - compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
5136
- - heuristic read: **no visible non-self stars**
5137
-
5138
- Example artifacts:
5139
- - [PR #46125: Fix _is_package_available reporting available without a version](https://github.com/huggingface/transformers/pull/46125) — closed, merged
5140
-
5141
  ### `Bluear7878`
5142
 
5143
  - profile: [github.com/Bluear7878](https://github.com/Bluear7878)
@@ -5250,7 +5251,7 @@ Example artifacts:
5250
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acheparity)
5251
  - repo first seen: `2026-06-03T05:18:26Z`
5252
  - repo last seen: `2026-06-03T05:18:26Z`
5253
- - first seen in snapshot: **yes**
5254
  - repo association: **FIRST_TIME_CONTRIBUTOR**
5255
  - repo primary artifacts: **1**
5256
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -5517,27 +5518,6 @@ Example artifacts:
5517
  Example artifacts:
5518
  - [PR #46158: Add beginner-friendly RAG example](https://github.com/huggingface/transformers/pull/46158) — closed
5519
 
5520
- ### `Dovis01`
5521
-
5522
- - profile: [github.com/Dovis01](https://github.com/Dovis01)
5523
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADovis01)
5524
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADovis01)
5525
- - repo first seen: `2026-06-02T09:04:53Z`
5526
- - repo last seen: `2026-06-02T09:04:53Z`
5527
- - first seen in snapshot: **no**
5528
- - repo association: **CONTRIBUTOR**
5529
- - repo primary artifacts: **1**
5530
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
5531
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
5532
- - account age: **2009 days**
5533
- - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
5534
- - public orgs: none visible
5535
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
5536
- - heuristic read: **high open PR share; targets high-star repos**
5537
-
5538
- Example artifacts:
5539
- - [PR #46338: Fix incorrect attribute mapping relationships in GLM MoE DSA Config](https://github.com/huggingface/transformers/pull/46338) — closed, merged
5540
-
5541
  ### `duyhv-qualgo`
5542
 
5543
  - profile: [github.com/duyhv-qualgo](https://github.com/duyhv-qualgo)
@@ -5777,7 +5757,7 @@ Example artifacts:
5777
  - repo first seen: `2026-06-02T23:21:10Z`
5778
  - repo last seen: `2026-06-02T23:21:10Z`
5779
  - first seen in snapshot: **no**
5780
- - repo association: **FIRST_TIME_CONTRIBUTOR**
5781
  - repo primary artifacts: **1**
5782
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5783
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -5788,7 +5768,7 @@ Example artifacts:
5788
  - heuristic read: **young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
5789
 
5790
  Example artifacts:
5791
- - [PR #46359: fix(tokenization): avoid O(T·N·logN) performance regression in convert_tokens_to_ids](https://github.com/huggingface/transformers/pull/46359) — open
5792
 
5793
  ### `GopalGB`
5794
 
@@ -5874,6 +5854,27 @@ Example artifacts:
5874
  Example artifacts:
5875
  - [PR #46147: Use attention interface in RoFormerSelfAttention](https://github.com/huggingface/transformers/pull/46147) — closed
5876
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5877
  ### `hanouticelina`
5878
 
5879
  - profile: [github.com/hanouticelina](https://github.com/hanouticelina)
@@ -6302,7 +6303,7 @@ Example artifacts:
6302
  - repo first seen: `2026-06-02T15:31:42Z`
6303
  - repo last seen: `2026-06-02T15:31:42Z`
6304
  - first seen in snapshot: **no**
6305
- - repo association: **FIRST_TIME_CONTRIBUTOR**
6306
  - repo primary artifacts: **1**
6307
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6308
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -6313,7 +6314,7 @@ Example artifacts:
6313
  - heuristic read: **high open PR share**
6314
 
6315
  Example artifacts:
6316
- - [PR #46348: Propagation of output_hidden_states in sub_configs](https://github.com/huggingface/transformers/pull/46348) — open
6317
 
6318
  ### `Kabir08`
6319
 
@@ -6651,6 +6652,27 @@ Example artifacts:
6651
  Example artifacts:
6652
  - [PR #45270: [Trainer] Support multi-loss component logging](https://github.com/huggingface/transformers/pull/45270) — open, draft
6653
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6654
  ### `marvinzh`
6655
 
6656
  - profile: [github.com/marvinzh](https://github.com/marvinzh)
@@ -7350,12 +7372,12 @@ Example artifacts:
7350
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asebastianvlad1)
7351
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asebastianvlad1)
7352
  - repo first seen: `2026-04-30T16:48:02Z`
7353
- - repo last seen: `2026-05-29T18:45:57Z`
7354
  - first seen in snapshot: **no**
7355
  - repo association: **CONTRIBUTOR**
7356
  - repo primary artifacts: **1**
7357
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7358
- - snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
7359
  - account age: **3207 days**
7360
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
7361
  - public orgs: none visible
@@ -7428,27 +7450,6 @@ Example artifacts:
7428
  Example artifacts:
7429
  - [PR #46120: Add video_processor support to VideoClassificationPipeline](https://github.com/huggingface/transformers/pull/46120) — closed
7430
 
7431
- ### `shhKnight30`
7432
-
7433
- - profile: [github.com/shhKnight30](https://github.com/shhKnight30)
7434
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AshhKnight30)
7435
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AshhKnight30)
7436
- - repo first seen: `2026-04-04T10:29:57Z`
7437
- - repo last seen: `2026-04-10T10:21:30Z`
7438
- - first seen in snapshot: **no**
7439
- - repo association: **CONTRIBUTOR**
7440
- - repo primary artifacts: **1**
7441
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
7442
- - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
7443
- - account age: **931 days**
7444
- - recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
7445
- - public orgs: none visible
7446
- - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
7447
- - heuristic read: **targets high-star repos**
7448
-
7449
- Example artifacts:
7450
- - [PR #45240: fix: restore mypy type checking for PreTrainedConfig subclasses (#45071)](https://github.com/huggingface/transformers/pull/45240) — closed, merged
7451
-
7452
  ### `Shikhar-S`
7453
 
7454
  - profile: [github.com/Shikhar-S](https://github.com/Shikhar-S)
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260603T120101Z`
4
+ - Generated: `2026-06-03T12:03:10Z`
5
  - Activity window: `60d`
6
  - Contributors: `347`
7
 
 
11
  | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
12
  | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 102 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
13
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 92 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
14
+ | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 91 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
15
+ | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 90 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
16
+ | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 83 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
17
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 61 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
18
  | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 59 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
19
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 47 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
20
  | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 47 | 2 | mixed | low | low | targets high-star repos |
21
  | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 45 | 0 | strong | low | low | targets high-star repos |
22
  | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 39 | 1 | strong | moderate | low | targets high-star repos |
23
+ | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 33 | 0 | strong | low | low | targets high-star repos |
24
  | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 32 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
 
25
  | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
26
  | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 25 | 4 | strong | moderate | low | high recent PR volume |
27
  | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 24 | 0 | strong | low | low | targets high-star repos |
28
  | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 21 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
29
  | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 20 | 1 | mixed | low | low | high open PR share; targets high-star repos |
30
+ | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 19 | 3 | strong | low | low | — |
31
  | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 19 | 0 | strong | moderate | low | — |
32
  | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 19 | 0 | mixed | moderate | low | — |
33
  | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2949d | `2025-12-02T16:00:11Z` | 18 | 6 | strong | moderate | low | high recent PR volume; targets high-star repos |
 
34
  | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 18 | 0 | n/a | n/a | n/a | summary unavailable |
35
  | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 17 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
36
  | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 16 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 
73
  | `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 |
74
  | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 5 | 0 | weak | low | low | high open PR share; targets high-star repos |
75
  | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 4 | 3 | weak | low | low | targets high-star repos |
 
76
  | `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2500d | `2025-10-30T12:45:06Z` | 4 | 1 | mixed | moderate | low | — |
77
  | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 4 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
78
  | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 3 | 0 | n/a | n/a | n/a | summary unavailable |
 
90
  | `ArjunSrivastava1` | [profile](https://github.com/ArjunSrivastava1) | no | CONTRIBUTOR | 430d | `2026-05-07T18:36:08Z` | 2 | 0 | weak | moderate | low | high open PR share |
91
  | `armorbreak001` | [profile](https://github.com/armorbreak001) | no | NONE | 13d | `2026-04-22T05:24:00Z` | 2 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; no visible non-self stars |
92
  | `avihu111` | [profile](https://github.com/avihu111) | no | CONTRIBUTOR | 2928d | `2026-04-29T11:45:47Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
93
+ | `blipbyte` | [profile](https://github.com/blipbyte) | no | CONTRIBUTOR | 2606d | `2026-05-20T19:46:05Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
94
  | `Brianzhengca` | [profile](https://github.com/Brianzhengca) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-04-11T21:41:32Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
95
  | `catwell` | [profile](https://github.com/catwell) | no | FIRST_TIME_CONTRIBUTOR | 5907d | `2026-05-14T17:00:06Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
96
  | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
97
  | `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 |
98
  | `dhruv7477` | [profile](https://github.com/dhruv7477) | no | 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 |
99
+ | `Dovis01` | [profile](https://github.com/Dovis01) | no | CONTRIBUTOR | 2009d | `2026-06-02T09:04:53Z` | 2 | 0 | weak | low | low | high open PR share; 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
  | `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 |
102
  | `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 |
 
137
  | `CodersAcademy006` | [profile](https://github.com/CodersAcademy006) | no | CONTRIBUTOR | 1448d | `2025-10-15T09:44:53Z` | 6 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
138
  | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
139
  | `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
140
+ | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3839d | `2026-01-21T06:14:39Z` | 4 | 3 | weak | low | low | targets high-star repos |
141
  | `ghost` | [profile](https://github.com/ghost) | no | NONE | 6553d | `2024-05-09T10:45:25Z` | 4 | 2 | weak | low | low | high open PR share; no visible non-self stars |
142
  | `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 508d | `2026-03-22T17:27:20Z` | 4 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
143
  | `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2909d | `2026-03-14T18:33:53Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 
151
  | `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 |
152
  | `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 |
153
  | `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 |
 
154
  | `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 |
155
  | `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 |
156
  | `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 |
 
212
  | `ansley` | [profile](https://github.com/ansley) | no | NONE | 2296d | `2026-04-09T14:31:40Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
213
  | `Apeksha23-hub` | [profile](https://github.com/Apeksha23-hub) | no | FIRST_TIME_CONTRIBUTOR | 79d | `2026-05-16T13:17:12Z` | 1 | 0 | mixed | low | low | very new account; no visible non-self stars; targets high-star repos |
214
  | `ArkaD171717` | [profile](https://github.com/ArkaD171717) | no | FIRST_TIME_CONTRIBUTOR | 1206d | `2026-05-02T09:31:22Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
215
+ | `arnav-144p` | [profile](https://github.com/arnav-144p) | no | NONE | 634d | `2026-06-02T18:52:53Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
216
  | `aryanp2107` | [profile](https://github.com/aryanp2107) | no | NONE | 1390d | `2026-04-25T21:44:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
217
  | `Ashutosh-177` | [profile](https://github.com/Ashutosh-177) | no | NONE | 978d | `2026-05-19T06:28:43Z` | 1 | 0 | mixed | moderate | low | high open PR share |
218
  | `avarga1` | [profile](https://github.com/avarga1) | no | NONE | 2176d | `2026-04-07T02:22:26Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
 
220
  | `balgaly` | [profile](https://github.com/balgaly) | no | NONE | 3775d | `2026-04-05T15:38:58Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs |
221
  | `Beichen-Ma` | [profile](https://github.com/Beichen-Ma) | no | FIRST_TIME_CONTRIBUTOR | 1684d | `2026-04-20T23:21:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
222
  | `belamaran96-coder` | [profile](https://github.com/belamaran96-coder) | no | NONE | 288d | `2026-05-03T16:53:02Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 
223
  | `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 1 | 0 | mixed | low | low | — |
224
  | `blut-agent` | [profile](https://github.com/blut-agent) | no | FIRST_TIME_CONTRIBUTOR | 23d | `2026-05-16T06:31:21Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
225
  | `butterwecksolutions` | [profile](https://github.com/butterwecksolutions) | no | NONE | 4479d | `2026-05-03T23:41:12Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
226
  | `calliec-1223` | [profile](https://github.com/calliec-1223) | no | CONTRIBUTOR | 68d | `2026-06-02T02:20:39Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
227
  | `Caromisc` | [profile](https://github.com/Caromisc) | no | CONTRIBUTOR | 2207d | `2026-05-07T11:04:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
228
+ | `cheparity` | [profile](https://github.com/cheparity) | no | FIRST_TIME_CONTRIBUTOR | 1517d | `2026-06-03T05:18:26Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
229
  | `chirag-gupta-07` | [profile](https://github.com/chirag-gupta-07) | no | FIRST_TIMER | 276d | `2026-05-11T05:43:53Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
230
  | `cloudyun888` | [profile](https://github.com/cloudyun888) | no | NONE | 45d | `2026-04-15T13:18:36Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
231
  | `damodharg6` | [profile](https://github.com/damodharg6) | no | FIRST_TIME_CONTRIBUTOR | 407d | `2026-05-15T03:01:55Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 
238
  | `Dhruv908615` | [profile](https://github.com/Dhruv908615) | no | NONE | 300d | `2026-05-03T06:02:43Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
239
  | `Dippp10` | [profile](https://github.com/Dippp10) | no | FIRST_TIME_CONTRIBUTOR | ?d | `2026-04-11T14:17:32Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
240
  | `DiwanshuG` | [profile](https://github.com/DiwanshuG) | no | NONE | 1279d | `2026-05-22T10:39:02Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 
241
  | `duyhv-qualgo` | [profile](https://github.com/duyhv-qualgo) | no | FIRST_TIME_CONTRIBUTOR | 34d | `2026-04-20T05:20:19Z` | 1 | 0 | strong | moderate | low | very new account |
242
  | `EhteshamSid` | [profile](https://github.com/EhteshamSid) | no | NONE | 1668d | `2026-04-07T18:40:05Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars |
243
  | `evalstate` | [profile](https://github.com/evalstate) | no | MEMBER | 5042d | `2026-04-23T11:41:51Z` | 1 | 0 | n/a | low | low | — |
 
249
  | `garybadwal` | [profile](https://github.com/garybadwal) | no | FIRST_TIME_CONTRIBUTOR | 1178d | `2026-04-21T04:38:14Z` | 1 | 0 | weak | low | low | targets high-star repos |
250
  | `gaurav0107` | [profile](https://github.com/gaurav0107) | no | CONTRIBUTOR | 3970d | `2026-04-23T19:12:43Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
251
  | `glegendre01` | [profile](https://github.com/glegendre01) | no | MEMBER | 1282d | `2026-04-21T12:37:31Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
252
+ | `goingforstudying-ctrl` | [profile](https://github.com/goingforstudying-ctrl) | no | NONE | 120d | `2026-06-02T23:21:10Z` | 1 | 0 | weak | very high | high | young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
253
  | `GopalGB` | [profile](https://github.com/GopalGB) | no | NONE | 2136d | `2026-04-30T04:04:10Z` | 1 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
254
  | `GuaiZai233` | [profile](https://github.com/GuaiZai233) | no | CONTRIBUTOR | 821d | `2026-04-28T15:36:03Z` | 1 | 0 | strong | low | low | — |
255
  | `guinik` | [profile](https://github.com/guinik) | no | FIRST_TIME_CONTRIBUTOR | 1302d | `2026-05-23T07:48:33Z` | 1 | 0 | strong | low | low | — |
256
  | `HamzaDogann` | [profile](https://github.com/HamzaDogann) | no | NONE | 1672d | `2026-05-21T15:32:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
257
+ | `Hannan-Komari` | [profile](https://github.com/Hannan-Komari) | yes | NONE | 1308d | `2026-06-03T10:28:04Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs; no visible non-self stars |
258
  | `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 2974d | `2026-04-10T11:59:37Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
259
  | `harryfrzz` | [profile](https://github.com/harryfrzz) | no | NONE | 735d | `2026-05-09T15:53:39Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
260
  | `HelloAnner` | [profile](https://github.com/HelloAnner) | no | NONE | 1658d | `2026-04-11T06:22:52Z` | 1 | 0 | mixed | low | low | — |
 
275
  | `joaopedroassad` | [profile](https://github.com/joaopedroassad) | no | FIRST_TIME_CONTRIBUTOR | 341d | `2026-06-02T19:08:14Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
276
  | `joerowell` | [profile](https://github.com/joerowell) | no | CONTRIBUTOR | 3394d | `2026-04-28T08:24:28Z` | 1 | 0 | strong | low | low | targets high-star repos |
277
  | `juliabush` | [profile](https://github.com/juliabush) | no | NONE | 526d | `2026-04-07T21:37:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
278
+ | `julien-gadonneix` | [profile](https://github.com/julien-gadonneix) | no | NONE | 987d | `2026-06-02T15:31:42Z` | 1 | 0 | mixed | low | low | high open PR share |
279
  | `Kabir08` | [profile](https://github.com/Kabir08) | no | NONE | 2216d | `2026-04-19T08:27:15Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
280
  | `Kaisan10` | [profile](https://github.com/Kaisan10) | no | NONE | 1151d | `2026-05-02T07:35:16Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
281
  | `kamalrajkannan78` | [profile](https://github.com/kamalrajkannan78) | no | CONTRIBUTOR | 814d | `2026-04-07T05:24:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume; no visible non-self stars |
 
292
  | `lvliang-intel` | [profile](https://github.com/lvliang-intel) | no | CONTRIBUTOR | 1455d | `2026-04-17T14:12:41Z` | 1 | 0 | mixed | low | low | — |
293
  | `MaciejBalaNV` | [profile](https://github.com/MaciejBalaNV) | no | FIRST_TIME_CONTRIBUTOR | 717d | `2026-05-21T19:47:46Z` | 1 | 0 | weak | moderate | low | high open PR share |
294
  | `madhav1k` | [profile](https://github.com/madhav1k) | no | FIRST_TIME_CONTRIBUTOR | 2059d | `2026-04-06T17:47:07Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
295
+ | `manavmax` | [profile](https://github.com/manavmax) | yes | NONE | 1226d | `2026-06-03T07:57:11Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
296
  | `marvinzh` | [profile](https://github.com/marvinzh) | no | CONTRIBUTOR | 4429d | `2026-04-07T06:49:34Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
297
  | `massimilianoviola` | [profile](https://github.com/massimilianoviola) | no | CONTRIBUTOR | 2120d | `2026-05-11T07:00:47Z` | 1 | 0 | mixed | low | low | high open PR share |
298
  | `mathceo` | [profile](https://github.com/mathceo) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-04-16T09:30:36Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
330
  | `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 |
331
  | `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 |
332
  | `Shashank-Tripathi-07` | [profile](https://github.com/Shashank-Tripathi-07) | no | NONE | 644d | `2026-05-20T15:18:30Z` | 1 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 
333
  | `Shikhar-S` | [profile](https://github.com/Shikhar-S) | no | FIRST_TIME_CONTRIBUTOR | 3763d | `2026-04-10T04:26:05Z` | 1 | 0 | weak | low | low | high open PR share |
334
  | `silencelamb` | [profile](https://github.com/silencelamb) | no | CONTRIBUTOR | 4218d | `2026-05-05T09:41:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
335
  | `simon-testaccount` | [profile](https://github.com/simon-testaccount) | no | NONE | 545d | `2026-05-05T09:01:04Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
 
414
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
415
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
416
  - repo first seen: `2025-03-31T13:54:54Z`
417
+ - repo last seen: `2026-06-03T09:39:45Z`
418
  - first seen in snapshot: **no**
419
  - repo association: **MEMBER**
420
+ - repo primary artifacts: **91**
421
+ - snapshot authored PRs/issues: **91 PRs / 0 issues**
422
+ - snapshot discussion activity: **126 comments / 218 reviews / 154 review comments**
423
  - account age: **4938 days**
424
  - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
425
  - public orgs: none visible
 
427
  - heuristic read: **high recent PR volume; targets high-star repos**
428
 
429
  Example artifacts:
430
+ - [PR #46371: Fix wrong changes produced by style/repo. check bot](https://github.com/huggingface/transformers/pull/46371) — open
431
  - [PR #46346: remove sec](https://github.com/huggingface/transformers/pull/46346) — closed, merged
432
  - [PR #46340: Fix TestAppRoutes test failures caused by deprecated asyncio.get_event_loop() on Python 3.10+](https://github.com/huggingface/transformers/pull/46340) — closed, merged
 
433
 
434
  ### `kaixuanliu`
435
 
 
437
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
438
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
439
  - repo first seen: `2025-06-20T09:58:55Z`
440
+ - repo last seen: `2026-06-03T07:23:55Z`
441
  - first seen in snapshot: **no**
442
  - repo association: **CONTRIBUTOR**
443
+ - repo primary artifacts: **94**
444
+ - snapshot authored PRs/issues: **90 PRs / 4 issues**
445
  - snapshot discussion activity: **77 comments / 92 reviews / 91 review comments**
446
  - account age: **3934 days**
447
  - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
 
450
  - heuristic read: **high recent PR volume; targets high-star repos**
451
 
452
  Example artifacts:
453
+ - [PR #46368: skip invalid quant_cache test for nemotron_h](https://github.com/huggingface/transformers/pull/46368) — open
454
  - [PR #46362: skip quant cache tests for deepseek v4](https://github.com/huggingface/transformers/pull/46362) — open
455
  - [PR #46337: cohere2_moe: skip invalid test cases](https://github.com/huggingface/transformers/pull/46337) — open
 
456
  - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
457
  - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
458
  - [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
 
463
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
464
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
465
  - repo first seen: `2024-09-26T09:23:39Z`
466
+ - repo last seen: `2026-06-03T11:54:53Z`
467
  - first seen in snapshot: **no**
468
  - repo association: **MEMBER**
469
+ - repo primary artifacts: **83**
470
+ - snapshot authored PRs/issues: **83 PRs / 0 issues**
471
+ - snapshot discussion activity: **571 comments / 893 reviews / 1951 review comments**
472
  - account age: **1508 days**
473
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
474
  - public orgs: `huggingface`, `deeppavlov`
 
476
  - heuristic read: **high recent PR volume; targets high-star repos**
477
 
478
  Example artifacts:
479
+ - [PR #46379: Update hub metadata](https://github.com/huggingface/transformers/pull/46379) — open
480
+ - [PR #46374: Better processing tests](https://github.com/huggingface/transformers/pull/46374) — open
481
  - [PR #46284: Delete docstring if same as in auto-doc](https://github.com/huggingface/transformers/pull/46284) — open
 
 
482
 
483
  ### `ArthurZucker`
484
 
 
486
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
487
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
488
  - repo first seen: `2023-02-24T14:13:29Z`
489
+ - repo last seen: `2026-06-03T11:44:19Z`
490
  - first seen in snapshot: **no**
491
  - repo association: **MEMBER**
492
  - repo primary artifacts: **64**
493
  - snapshot authored PRs/issues: **61 PRs / 3 issues**
494
+ - snapshot discussion activity: **194 comments / 643 reviews / 1293 review comments**
495
  - account age: **2590 days**
496
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
497
  - public orgs: none visible
 
587
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
588
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
589
  - repo first seen: `2023-02-27T14:00:41Z`
590
+ - repo last seen: `2026-06-03T11:55:14Z`
591
  - first seen in snapshot: **no**
592
  - repo association: **MEMBER**
593
  - repo primary artifacts: **45**
594
  - snapshot authored PRs/issues: **45 PRs / 0 issues**
595
+ - snapshot discussion activity: **724 comments / 250 reviews / 135 review comments**
596
  - account age: **3961 days**
597
  - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
598
  - public orgs: `huggingface`
 
628
  - [PR #46252: find pytest launch error in torch 2.13.0.dev20260526](https://github.com/huggingface/transformers/pull/46252) — closed, merged
629
  - [Issue #42890: tests/models/sam_hq/test_modeling_sam_hq.py::SamHQModelIntegrationTest may fail since a lot of cases are lack of set_seed()](https://github.com/huggingface/transformers/issues/42890) — closed
630
 
631
+ ### `remi-or`
632
+
633
+ - profile: [github.com/remi-or](https://github.com/remi-or)
634
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
635
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
636
+ - repo first seen: `2026-01-13T09:15:18Z`
637
+ - repo last seen: `2026-06-03T10:27:22Z`
638
+ - first seen in snapshot: **no**
639
+ - repo association: **MEMBER**
640
+ - repo primary artifacts: **33**
641
+ - snapshot authored PRs/issues: **33 PRs / 0 issues**
642
+ - snapshot discussion activity: **52 comments / 154 reviews / 164 review comments**
643
+ - account age: **1813 days**
644
+ - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
645
+ - public orgs: none visible
646
+ - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
647
+ - heuristic read: **targets high-star repos**
648
+
649
+ Example artifacts:
650
+ - [PR #46376: [CB] [Major] Add multimodal support to continous batching](https://github.com/huggingface/transformers/pull/46376) — open, draft
651
+ - [PR #46251: [CB] Fix crashes when fork is not possible](https://github.com/huggingface/transformers/pull/46251) — open
652
+ - [PR #46242: [Distributed] Reformat tensor parallel](https://github.com/huggingface/transformers/pull/46242) — open, draft
653
+
654
  ### `itazap`
655
 
656
  - profile: [github.com/itazap](https://github.com/itazap)
657
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
658
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
659
  - repo first seen: `2024-10-21T07:08:47Z`
660
+ - repo last seen: `2026-06-03T09:13:09Z`
661
  - first seen in snapshot: **no**
662
  - repo association: **MEMBER**
663
  - repo primary artifacts: **32**
664
  - snapshot authored PRs/issues: **32 PRs / 0 issues**
665
+ - snapshot discussion activity: **54 comments / 54 reviews / 35 review comments**
666
  - account age: **3139 days**
667
  - recent public PR activity: **20 PRs** (10 merged / 5 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
668
  - public orgs: none visible
 
674
  - [PR #46091: Update tokenizer mappings to use TokenizersBackend for additional models](https://github.com/huggingface/transformers/pull/46091) — open
675
  - [PR #45936: Fix models for which we don't have a dedicated tokenizer class, and the listed one is incorrect](https://github.com/huggingface/transformers/pull/45936) — open
676
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
677
  ### `yonigozlan`
678
 
679
  - profile: [github.com/yonigozlan](https://github.com/yonigozlan)
 
729
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
730
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
731
  - repo first seen: `2025-01-20T12:27:19Z`
732
+ - repo last seen: `2026-06-03T09:02:51Z`
733
  - first seen in snapshot: **no**
734
  - repo association: **MEMBER**
735
  - repo primary artifacts: **24**
736
  - snapshot authored PRs/issues: **24 PRs / 0 issues**
737
+ - snapshot discussion activity: **40 comments / 161 reviews / 317 review comments**
738
  - account age: **1607 days**
739
  - recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
740
  - public orgs: none visible
 
796
  - [PR #46269: DIstributed branch base](https://github.com/huggingface/transformers/pull/46269) — open
797
  - [Issue #46187: cohere2_moe fails training + tensor parallel tests](https://github.com/huggingface/transformers/issues/46187) — closed
798
 
799
+ ### `IlyasMoutawwakil`
800
+
801
+ - profile: [github.com/IlyasMoutawwakil](https://github.com/IlyasMoutawwakil)
802
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
803
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
804
+ - repo first seen: `2025-07-04T08:41:29Z`
805
+ - repo last seen: `2026-06-03T11:41:34Z`
806
+ - first seen in snapshot: **no**
807
+ - repo association: **MEMBER**
808
+ - repo primary artifacts: **22**
809
+ - snapshot authored PRs/issues: **19 PRs / 3 issues**
810
+ - snapshot discussion activity: **61 comments / 258 reviews / 229 review comments**
811
+ - account age: **2354 days**
812
+ - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
813
+ - public orgs: `huggingface`, `Chouafa`
814
+ - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
815
+ - heuristic read: **—**
816
+
817
+ Example artifacts:
818
+ - [PR #46378: Fix dsv4 dequant + tp/ep](https://github.com/huggingface/transformers/pull/46378) — open
819
+ - [PR #45981: Fix colqwen2 test](https://github.com/huggingface/transformers/pull/45981) — closed, merged
820
+ - [PR #45634: DeepGEMM BF16 + mixed FP8/FP4 + MegaMoE + refactor](https://github.com/huggingface/transformers/pull/45634) — closed, merged
821
+ - [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
822
+ - [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
823
+ - [Issue #43317: device_map=auto fails to load the dequantized model on gpu+cpu offload](https://github.com/huggingface/transformers/issues/43317) — closed
824
+
825
  ### `Abdennacer-Badaoui`
826
 
827
  - profile: [github.com/Abdennacer-Badaoui](https://github.com/Abdennacer-Badaoui)
 
894
  - [Issue #44877: Strict config prevents loading `granite_speech` config](https://github.com/huggingface/transformers/issues/44877) — closed
895
  - [Issue #44625: Qwen3.5 `num_labels` not propagated from core config to text config](https://github.com/huggingface/transformers/issues/44625) — closed
896
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
897
  ### `hf-security-analysis[bot]`
898
 
899
  - profile: [github.com/hf-security-analysis[bot]](https://github.com/hf-security-analysis[bot])
 
1348
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Afilipinescu)
1349
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Afilipinescu)
1350
  - repo first seen: `2026-05-22T20:20:49Z`
1351
+ - repo last seen: `2026-06-03T09:20:38Z`
1352
  - first seen in snapshot: **no**
1353
  - repo association: **CONTRIBUTOR**
1354
  - repo primary artifacts: **4**
1355
  - snapshot authored PRs/issues: **4 PRs / 0 issues**
1356
+ - snapshot discussion activity: **3 comments / 32 reviews / 27 review comments**
1357
  - account age: **953 days**
1358
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
1359
  - public orgs: none visible
 
1371
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
1372
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
1373
  - repo first seen: `2026-05-12T18:20:58Z`
1374
+ - repo last seen: `2026-06-03T09:27:17Z`
1375
  - first seen in snapshot: **no**
1376
  - repo association: **MEMBER**
1377
  - repo primary artifacts: **4**
1378
  - snapshot authored PRs/issues: **4 PRs / 0 issues**
1379
+ - snapshot discussion activity: **18 comments / 83 reviews / 96 review comments**
1380
  - account age: **2794 days**
1381
  - recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
1382
  - public orgs: `huggingface`
 
1757
  - heuristic read: **young account; extremely high recent PR volume; very broad repo spread**
1758
 
1759
  Example artifacts:
1760
+ - [PR #46363: fix: warn before applying HPU torch patches](https://github.com/huggingface/transformers/pull/46363) — closed
1761
  - [PR #46013: docs: document flash attention supports_mapping](https://github.com/huggingface/transformers/pull/46013) — open
1762
  - [PR #44210: fix(lasr): remove spurious center arg from _torch_extract_fbank_features call](https://github.com/huggingface/transformers/pull/44210) — closed
1763
 
 
1790
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
1791
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
1792
  - repo first seen: `2024-10-17T11:56:32Z`
1793
+ - repo last seen: `2026-06-03T11:49:01Z`
1794
  - first seen in snapshot: **no**
1795
  - repo association: **MEMBER**
1796
  - repo primary artifacts: **5**
1797
  - snapshot authored PRs/issues: **5 PRs / 0 issues**
1798
+ - snapshot discussion activity: **29 comments / 11 reviews / 14 review comments**
1799
  - account age: **4501 days**
1800
  - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
1801
  - public orgs: `huggingface`
 
1879
  - [Issue #45459: `except import_protobuf_decode_error()` hides real tokenizer errors when protobuf isn't installed](https://github.com/huggingface/transformers/issues/45459) — closed
1880
  - [Issue #44423: [Bug] `transformers serve --continuous-batching` crashes with multimodal models (Qwen3.5) — AttributeError: 'str' object has no attribute 'to'](https://github.com/huggingface/transformers/issues/44423) — closed
1881
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1882
  ### `merveenoyan`
1883
 
1884
  - profile: [github.com/merveenoyan](https://github.com/merveenoyan)
 
2252
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aavihu111)
2253
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aavihu111)
2254
  - repo first seen: `2026-04-29T11:45:47Z`
2255
+ - repo last seen: `2026-06-03T09:17:04Z`
2256
  - first seen in snapshot: **no**
2257
  - repo association: **CONTRIBUTOR**
2258
  - repo primary artifacts: **2**
2259
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
2260
+ - snapshot discussion activity: **2 comments / 12 reviews / 12 review comments**
2261
  - account age: **2928 days**
2262
  - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
2263
  - public orgs: none visible
 
2268
  - [PR #46306: fix: Enable flash_attention in Granite4Vision](https://github.com/huggingface/transformers/pull/46306) — closed
2269
  - [PR #46031: Support Granite Speech NAR (NLE)](https://github.com/huggingface/transformers/pull/46031) — open
2270
 
2271
+ ### `blipbyte`
2272
+
2273
+ - profile: [github.com/blipbyte](https://github.com/blipbyte)
2274
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ablipbyte)
2275
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ablipbyte)
2276
+ - repo first seen: `2026-05-20T19:46:05Z`
2277
+ - repo last seen: `2026-06-03T09:56:14Z`
2278
+ - first seen in snapshot: **no**
2279
+ - repo association: **CONTRIBUTOR**
2280
+ - repo primary artifacts: **2**
2281
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
2282
+ - snapshot discussion activity: **3 comments / 5 reviews / 5 review comments**
2283
+ - account age: **2606 days**
2284
+ - 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**)
2285
+ - public orgs: none visible
2286
+ - compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
2287
+ - heuristic read: **no visible non-self stars**
2288
+
2289
+ Example artifacts:
2290
+ - [PR #46375: [VITS] Un-skip test_model_forward](https://github.com/huggingface/transformers/pull/46375) — open
2291
+ - [PR #46125: Fix _is_package_available reporting available without a version](https://github.com/huggingface/transformers/pull/46125) — closed, merged
2292
+
2293
  ### `Brianzhengca`
2294
 
2295
  - profile: [github.com/Brianzhengca](https://github.com/Brianzhengca)
 
2400
  - [PR #45752: Fix unhandled exception noise from background safetensors conversion thread](https://github.com/huggingface/transformers/pull/45752) — closed, merged
2401
  - [PR #45700: Add docstrings to type validator functions](https://github.com/huggingface/transformers/pull/45700) — closed
2402
 
2403
+ ### `Dovis01`
2404
+
2405
+ - profile: [github.com/Dovis01](https://github.com/Dovis01)
2406
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADovis01)
2407
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADovis01)
2408
+ - repo first seen: `2026-06-02T09:04:53Z`
2409
+ - repo last seen: `2026-06-03T08:39:53Z`
2410
+ - first seen in snapshot: **no**
2411
+ - repo association: **CONTRIBUTOR**
2412
+ - repo primary artifacts: **2**
2413
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
2414
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
2415
+ - account age: **2009 days**
2416
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
2417
+ - public orgs: none visible
2418
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
2419
+ - heuristic read: **high open PR share; targets high-star repos**
2420
+
2421
+ Example artifacts:
2422
+ - [PR #46372: Fix: interleaved RoPE application for MLA and Support Index Cache DSA indexer skip-topk sharing for GLM5](https://github.com/huggingface/transformers/pull/46372) — open
2423
+ - [PR #46338: Fix incorrect attribute mapping relationships in GLM MoE DSA Config](https://github.com/huggingface/transformers/pull/46338) — closed, merged
2424
+
2425
  ### `eladsegal`
2426
 
2427
  - profile: [github.com/eladsegal](https://github.com/eladsegal)
 
3322
  - [Issue #43526: reduce_labels returns only one label instead of the whole array of labels in BeitImageProcessorFast](https://github.com/huggingface/transformers/issues/43526) — closed
3323
  - [Issue #42977: Add ViT NEPA](https://github.com/huggingface/transformers/issues/42977) — open
3324
 
3325
+ ### `KoichiYasuoka`
3326
+
3327
+ - profile: [github.com/KoichiYasuoka](https://github.com/KoichiYasuoka)
3328
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKoichiYasuoka)
3329
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKoichiYasuoka)
3330
+ - repo first seen: `2026-01-21T06:14:39Z`
3331
+ - repo last seen: `2026-04-25T09:16:29Z`
3332
+ - first seen in snapshot: **no**
3333
+ - repo association: **CONTRIBUTOR**
3334
+ - repo primary artifacts: **7**
3335
+ - snapshot authored PRs/issues: **4 PRs / 3 issues**
3336
+ - snapshot discussion activity: **17 comments / 1 reviews / 1 review comments**
3337
+ - account age: **3839 days**
3338
+ - recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
3339
+ - public orgs: none visible
3340
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
3341
+ - heuristic read: **targets high-star repos**
3342
+
3343
+ Example artifacts:
3344
+ - [PR #45311: resize_token_embeddings does not effect to output_embeddings](https://github.com/huggingface/transformers/pull/45311) — closed
3345
+ - [PR #45236: resize_token_embeddings does not resize lm_head](https://github.com/huggingface/transformers/pull/45236) — closed
3346
+ - [PR #44621: pipelines do not have modelcard](https://github.com/huggingface/transformers/pull/44621) — closed, merged
3347
+ - [Issue #45335: [t5gemma] resize_token_embeddings does not effect to decoder.embed_tokens](https://github.com/huggingface/transformers/issues/45335) — closed
3348
+ - [Issue #45292: resize_token_embeddings does not effect to output_embeddings](https://github.com/huggingface/transformers/issues/45292) — closed
3349
+ - [Issue #45276: [gemma4] resize_token_embeddings does not effect to embed_tokens_per_layer or output_embeddings](https://github.com/huggingface/transformers/issues/45276) — closed
3350
+
3351
  ### `ghost`
3352
 
3353
  - profile: [github.com/ghost](https://github.com/ghost)
 
3555
  - heuristic read: **high recent PR volume**
3556
 
3557
  Example artifacts:
3558
+ - [PR #46318: Pass library_name/version to Hub calls via a shared HfApi](https://github.com/huggingface/transformers/pull/46318) — closed, merged
3559
  - [PR #43586: Increase default ReadTimeout in tests](https://github.com/huggingface/transformers/pull/43586) — closed, merged
3560
  - [Issue #42556: [v5] Remove `safe_serialization` parameter](https://github.com/huggingface/transformers/issues/42556) — closed
3561
 
 
3647
  - [PR #45367: Add dtype config options for Four Over Six](https://github.com/huggingface/transformers/pull/45367) — closed, merged
3648
  - [PR #43970: Add Four Over Six quantization integration](https://github.com/huggingface/transformers/pull/43970) — closed, merged
3649
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3650
  ### `Kash6`
3651
 
3652
  - profile: [github.com/Kash6](https://github.com/Kash6)
 
4704
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aagesf)
4705
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aagesf)
4706
  - repo first seen: `2026-06-01T12:58:11Z`
4707
+ - repo last seen: `2026-06-03T10:18:29Z`
4708
  - first seen in snapshot: **no**
4709
  - repo association: **FIRST_TIMER**
4710
  - repo primary artifacts: **1**
4711
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
4712
+ - snapshot discussion activity: **0 comments / 4 reviews / 4 review comments**
4713
  - account age: **1259 days**
4714
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
4715
  - public orgs: none visible
 
4979
  - repo first seen: `2026-06-02T18:52:53Z`
4980
  - repo last seen: `2026-06-03T05:32:32Z`
4981
  - first seen in snapshot: **no**
4982
+ - repo association: **NONE**
4983
  - repo primary artifacts: **1**
4984
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
4985
  - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 
4990
  - heuristic read: **high open PR share; targets high-star repos**
4991
 
4992
  Example artifacts:
4993
+ - [PR #46353: [Mistral] Raise ValueError when continue_final_message=True with mist…](https://github.com/huggingface/transformers/pull/46353) — closed
4994
 
4995
  ### `aryanp2107`
4996
 
 
5139
  Example artifacts:
5140
  - [PR #45754: Fix mps device check for moe histogram routing](https://github.com/huggingface/transformers/pull/45754) — closed
5141
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5142
  ### `Bluear7878`
5143
 
5144
  - profile: [github.com/Bluear7878](https://github.com/Bluear7878)
 
5251
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acheparity)
5252
  - repo first seen: `2026-06-03T05:18:26Z`
5253
  - repo last seen: `2026-06-03T05:18:26Z`
5254
+ - first seen in snapshot: **no**
5255
  - repo association: **FIRST_TIME_CONTRIBUTOR**
5256
  - repo primary artifacts: **1**
5257
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
5518
  Example artifacts:
5519
  - [PR #46158: Add beginner-friendly RAG example](https://github.com/huggingface/transformers/pull/46158) — closed
5520
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5521
  ### `duyhv-qualgo`
5522
 
5523
  - profile: [github.com/duyhv-qualgo](https://github.com/duyhv-qualgo)
 
5757
  - repo first seen: `2026-06-02T23:21:10Z`
5758
  - repo last seen: `2026-06-02T23:21:10Z`
5759
  - first seen in snapshot: **no**
5760
+ - repo association: **NONE**
5761
  - repo primary artifacts: **1**
5762
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5763
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
 
5768
  - heuristic read: **young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
5769
 
5770
  Example artifacts:
5771
+ - [PR #46359: fix(tokenization): avoid O(T·N·logN) performance regression in convert_tokens_to_ids](https://github.com/huggingface/transformers/pull/46359) — closed
5772
 
5773
  ### `GopalGB`
5774
 
 
5854
  Example artifacts:
5855
  - [PR #46147: Use attention interface in RoFormerSelfAttention](https://github.com/huggingface/transformers/pull/46147) — closed
5856
 
5857
+ ### `Hannan-Komari`
5858
+
5859
+ - profile: [github.com/Hannan-Komari](https://github.com/Hannan-Komari)
5860
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AHannan-Komari)
5861
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AHannan-Komari)
5862
+ - repo first seen: `2026-06-03T10:28:04Z`
5863
+ - repo last seen: `2026-06-03T10:28:04Z`
5864
+ - first seen in snapshot: **yes**
5865
+ - repo association: **NONE**
5866
+ - repo primary artifacts: **1**
5867
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
5868
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
5869
+ - account age: **1308 days**
5870
+ - recent public PR activity: **10 PRs** (5 merged / 4 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **40%**, open rate **10%**)
5871
+ - public orgs: none visible
5872
+ - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
5873
+ - heuristic read: **many recent closed-unmerged PRs; no visible non-self stars**
5874
+
5875
+ Example artifacts:
5876
+ - [PR #46377: update transformers to the latest commits](https://github.com/huggingface/transformers/pull/46377) — closed
5877
+
5878
  ### `hanouticelina`
5879
 
5880
  - profile: [github.com/hanouticelina](https://github.com/hanouticelina)
 
6303
  - repo first seen: `2026-06-02T15:31:42Z`
6304
  - repo last seen: `2026-06-02T15:31:42Z`
6305
  - first seen in snapshot: **no**
6306
+ - repo association: **NONE**
6307
  - repo primary artifacts: **1**
6308
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6309
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
 
6314
  - heuristic read: **high open PR share**
6315
 
6316
  Example artifacts:
6317
+ - [PR #46348: Propagation of output_hidden_states in sub_configs](https://github.com/huggingface/transformers/pull/46348) — closed
6318
 
6319
  ### `Kabir08`
6320
 
 
6652
  Example artifacts:
6653
  - [PR #45270: [Trainer] Support multi-loss component logging](https://github.com/huggingface/transformers/pull/45270) — open, draft
6654
 
6655
+ ### `manavmax`
6656
+
6657
+ - profile: [github.com/manavmax](https://github.com/manavmax)
6658
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amanavmax)
6659
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amanavmax)
6660
+ - repo first seen: `2026-06-03T07:57:11Z`
6661
+ - repo last seen: `2026-06-03T09:04:48Z`
6662
+ - first seen in snapshot: **yes**
6663
+ - repo association: **NONE**
6664
+ - repo primary artifacts: **1**
6665
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
6666
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
6667
+ - account age: **1226 days**
6668
+ - recent public PR activity: **9 PRs** (1 merged / 6 closed-unmerged / 2 open; merged rate **11%**, closed-unmerged rate **67%**, open rate **22%**)
6669
+ - public orgs: none visible
6670
+ - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
6671
+ - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
6672
+
6673
+ Example artifacts:
6674
+ - [PR #46373: Fix#31501: Include train_tokens_per_second in final training metrics](https://github.com/huggingface/transformers/pull/46373) — closed
6675
+
6676
  ### `marvinzh`
6677
 
6678
  - profile: [github.com/marvinzh](https://github.com/marvinzh)
 
7372
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asebastianvlad1)
7373
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asebastianvlad1)
7374
  - repo first seen: `2026-04-30T16:48:02Z`
7375
+ - repo last seen: `2026-06-03T09:51:30Z`
7376
  - first seen in snapshot: **no**
7377
  - repo association: **CONTRIBUTOR**
7378
  - repo primary artifacts: **1**
7379
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7380
+ - snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
7381
  - account age: **3207 days**
7382
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
7383
  - public orgs: none visible
 
7450
  Example artifacts:
7451
  - [PR #46120: Add video_processor support to VideoClassificationPipeline](https://github.com/huggingface/transformers/pull/46120) — closed
7452
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7453
  ### `Shikhar-S`
7454
 
7455
  - profile: [github.com/Shikhar-S](https://github.com/Shikhar-S)
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@@ -254,11 +254,11 @@
254
  ]
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  },
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  {
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  "concentration_similarity": 1.0,
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  "shared_filenames": [
@@ -272,8 +272,8 @@
272
  {
273
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275
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276
- "content_similarity": 0.259,
277
  "size_similarity": 0.667,
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  "breadth_similarity": 1.0,
279
  "concentration_similarity": 1.0,
@@ -286,11 +286,11 @@
286
  ]
287
  },
288
  {
289
- "left_pr_number": 43636,
290
- "right_pr_number": 44660,
291
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- "size_similarity": 0.545,
294
  "breadth_similarity": 1.0,
295
  "concentration_similarity": 1.0,
296
  "shared_filenames": [
@@ -302,11 +302,11 @@
302
  ]
303
  },
304
  {
305
- "left_pr_number": 43651,
306
- "right_pr_number": 44123,
307
- "similarity": 0.428,
308
- "content_similarity": 0.327,
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- "size_similarity": 0.327,
310
  "breadth_similarity": 1.0,
311
  "concentration_similarity": 1.0,
312
  "shared_filenames": [
@@ -320,8 +320,8 @@
320
  {
321
  "left_pr_number": 43651,
322
  "right_pr_number": 44660,
323
- "similarity": 0.424,
324
- "content_similarity": 0.32,
325
  "size_similarity": 0.333,
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  "breadth_similarity": 1.0,
327
  "concentration_similarity": 1.0,
@@ -336,8 +336,8 @@
336
  {
337
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338
  "right_pr_number": 44257,
339
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340
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  "concentration_similarity": 1.0,
@@ -352,8 +352,8 @@
352
  {
353
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354
  "right_pr_number": 45055,
355
- "similarity": 0.415,
356
- "content_similarity": 0.271,
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  "size_similarity": 0.5,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
@@ -366,11 +366,11 @@
366
  ]
367
  },
368
  {
369
- "left_pr_number": 43663,
370
- "right_pr_number": 45055,
371
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- "size_similarity": 0.12,
374
  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
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  "shared_filenames": [
@@ -382,11 +382,11 @@
382
  ]
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  },
384
  {
385
- "left_pr_number": 44257,
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- "right_pr_number": 45067,
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  "shared_filenames": [
@@ -400,8 +400,8 @@
400
  {
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- "similarity": 0.4,
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- "content_similarity": 0.24,
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  "size_similarity": 0.545,
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  "breadth_similarity": 1.0,
407
  "concentration_similarity": 1.0,
@@ -414,11 +414,11 @@
414
  ]
415
  },
416
  {
417
- "left_pr_number": 43651,
418
- "right_pr_number": 44189,
419
- "similarity": 0.4,
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- "content_similarity": 0.309,
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- "size_similarity": 0.222,
422
  "breadth_similarity": 1.0,
423
  "concentration_similarity": 1.0,
424
  "shared_filenames": [
@@ -432,8 +432,8 @@
432
  {
433
  "left_pr_number": 43636,
434
  "right_pr_number": 44189,
435
- "similarity": 0.394,
436
- "content_similarity": 0.271,
437
  "size_similarity": 0.364,
438
  "breadth_similarity": 1.0,
439
  "concentration_similarity": 1.0,
@@ -448,8 +448,8 @@
448
  {
449
  "left_pr_number": 43651,
450
  "right_pr_number": 44257,
451
- "similarity": 0.392,
452
- "content_similarity": 0.274,
453
  "size_similarity": 0.333,
454
  "breadth_similarity": 1.0,
455
  "concentration_similarity": 1.0,
@@ -461,27 +461,11 @@
461
  "src"
462
  ]
463
  },
464
- {
465
- "left_pr_number": 45055,
466
- "right_pr_number": 45273,
467
- "similarity": 0.391,
468
- "content_similarity": 0.202,
469
- "size_similarity": 0.667,
470
- "breadth_similarity": 1.0,
471
- "concentration_similarity": 1.0,
472
- "shared_filenames": [
473
- "src/transformers/trainer.py"
474
- ],
475
- "shared_directories": [
476
- "src/transformers",
477
- "src"
478
- ]
479
- },
480
  {
481
  "left_pr_number": 44123,
482
  "right_pr_number": 44660,
483
- "similarity": 0.39,
484
- "content_similarity": 0.32,
485
  "size_similarity": 0.109,
486
  "breadth_similarity": 1.0,
487
  "concentration_similarity": 1.0,
@@ -494,11 +478,11 @@
494
  ]
495
  },
496
  {
497
- "left_pr_number": 44257,
498
- "right_pr_number": 45055,
499
  "similarity": 0.388,
500
- "content_similarity": 0.232,
501
- "size_similarity": 0.5,
502
  "breadth_similarity": 1.0,
503
  "concentration_similarity": 1.0,
504
  "shared_filenames": [
@@ -510,11 +494,11 @@
510
  ]
511
  },
512
  {
513
- "left_pr_number": 45055,
514
- "right_pr_number": 45067,
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- "similarity": 0.387,
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- "content_similarity": 0.313,
517
- "size_similarity": 0.12,
518
  "breadth_similarity": 1.0,
519
  "concentration_similarity": 1.0,
520
  "shared_filenames": [
@@ -526,10 +510,10 @@
526
  ]
527
  },
528
  {
529
- "left_pr_number": 44189,
530
- "right_pr_number": 45273,
531
- "similarity": 0.382,
532
- "content_similarity": 0.225,
533
  "size_similarity": 0.5,
534
  "breadth_similarity": 1.0,
535
  "concentration_similarity": 1.0,
@@ -544,8 +528,8 @@
544
  {
545
  "left_pr_number": 43636,
546
  "right_pr_number": 44123,
547
- "similarity": 0.38,
548
- "content_similarity": 0.286,
549
  "size_similarity": 0.2,
550
  "breadth_similarity": 1.0,
551
  "concentration_similarity": 1.0,
@@ -558,11 +542,11 @@
558
  ]
559
  },
560
  {
561
- "left_pr_number": 44123,
562
- "right_pr_number": 44189,
563
- "similarity": 0.377,
564
- "content_similarity": 0.309,
565
- "size_similarity": 0.073,
566
  "breadth_similarity": 1.0,
567
  "concentration_similarity": 1.0,
568
  "shared_filenames": [
@@ -574,11 +558,11 @@
574
  ]
575
  },
576
  {
577
- "left_pr_number": 43651,
578
- "right_pr_number": 45055,
579
- "similarity": 0.369,
580
- "content_similarity": 0.277,
581
- "size_similarity": 0.167,
582
  "breadth_similarity": 1.0,
583
  "concentration_similarity": 1.0,
584
  "shared_filenames": [
@@ -592,8 +576,8 @@
592
  {
593
  "left_pr_number": 43663,
594
  "right_pr_number": 45273,
595
- "similarity": 0.367,
596
- "content_similarity": 0.293,
597
  "size_similarity": 0.08,
598
  "breadth_similarity": 1.0,
599
  "concentration_similarity": 1.0,
@@ -608,8 +592,8 @@
608
  {
609
  "left_pr_number": 44660,
610
  "right_pr_number": 45273,
611
- "similarity": 0.363,
612
- "content_similarity": 0.233,
613
  "size_similarity": 0.333,
614
  "breadth_similarity": 1.0,
615
  "concentration_similarity": 1.0,
@@ -622,11 +606,11 @@
622
  ]
623
  },
624
  {
625
- "left_pr_number": 43636,
626
  "right_pr_number": 45055,
627
- "similarity": 0.361,
628
- "content_similarity": 0.243,
629
- "size_similarity": 0.273,
630
  "breadth_similarity": 1.0,
631
  "concentration_similarity": 1.0,
632
  "shared_filenames": [
@@ -640,8 +624,8 @@
640
  {
641
  "left_pr_number": 44123,
642
  "right_pr_number": 44257,
643
- "similarity": 0.358,
644
- "content_similarity": 0.274,
645
  "size_similarity": 0.109,
646
  "breadth_similarity": 1.0,
647
  "concentration_similarity": 1.0,
@@ -654,11 +638,11 @@
654
  ]
655
  },
656
  {
657
- "left_pr_number": 44123,
658
  "right_pr_number": 45055,
659
- "similarity": 0.352,
660
- "content_similarity": 0.277,
661
- "size_similarity": 0.055,
662
  "breadth_similarity": 1.0,
663
  "concentration_similarity": 1.0,
664
  "shared_filenames": [
@@ -672,8 +656,8 @@
672
  {
673
  "left_pr_number": 45067,
674
  "right_pr_number": 45273,
675
- "similarity": 0.35,
676
- "content_similarity": 0.269,
677
  "size_similarity": 0.08,
678
  "breadth_similarity": 1.0,
679
  "concentration_similarity": 1.0,
@@ -685,11 +669,27 @@
685
  "src"
686
  ]
687
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
688
  {
689
  "left_pr_number": 44257,
690
  "right_pr_number": 45273,
691
- "similarity": 0.339,
692
- "content_similarity": 0.199,
693
  "size_similarity": 0.333,
694
  "breadth_similarity": 1.0,
695
  "concentration_similarity": 1.0,
@@ -704,8 +704,8 @@
704
  {
705
  "left_pr_number": 43651,
706
  "right_pr_number": 45273,
707
- "similarity": 0.333,
708
- "content_similarity": 0.238,
709
  "size_similarity": 0.111,
710
  "breadth_similarity": 1.0,
711
  "concentration_similarity": 1.0,
@@ -720,8 +720,8 @@
720
  {
721
  "left_pr_number": 43636,
722
  "right_pr_number": 45273,
723
- "similarity": 0.323,
724
- "content_similarity": 0.208,
725
  "size_similarity": 0.182,
726
  "breadth_similarity": 1.0,
727
  "concentration_similarity": 1.0,
@@ -736,8 +736,8 @@
736
  {
737
  "left_pr_number": 44123,
738
  "right_pr_number": 45273,
739
- "similarity": 0.322,
740
- "content_similarity": 0.238,
741
  "size_similarity": 0.036,
742
  "breadth_similarity": 1.0,
743
  "concentration_similarity": 1.0,
@@ -762,7 +762,7 @@
762
  46161
763
  ],
764
  "representative_pr_number": 45627,
765
- "average_similarity": 0.429,
766
  "summary": "6 open PRs share weighted file overlap around `src/transformers/processing_utils.py`, `tests/test_processing_common.py`, `tests/models/auto/test_processor_auto.py`; representative PR #45627.",
767
  "shared_filenames": [
768
  "src/transformers/processing_utils.py",
@@ -780,8 +780,8 @@
780
  {
781
  "left_pr_number": 41606,
782
  "right_pr_number": 44543,
783
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784
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785
  "size_similarity": 0.583,
786
  "breadth_similarity": 1.0,
787
  "concentration_similarity": 0.683,
@@ -798,8 +798,8 @@
798
  {
799
  "left_pr_number": 45627,
800
  "right_pr_number": 46161,
801
- "similarity": 0.675,
802
- "content_similarity": 0.591,
803
  "size_similarity": 0.747,
804
  "breadth_similarity": 1.0,
805
  "concentration_similarity": 0.985,
@@ -838,8 +838,8 @@
838
  {
839
  "left_pr_number": 42668,
840
  "right_pr_number": 46161,
841
- "similarity": 0.571,
842
- "content_similarity": 0.663,
843
  "size_similarity": 0.253,
844
  "breadth_similarity": 0.216,
845
  "concentration_similarity": 0.937,
@@ -858,8 +858,8 @@
858
  {
859
  "left_pr_number": 41606,
860
  "right_pr_number": 45422,
861
- "similarity": 0.499,
862
- "content_similarity": 0.422,
863
  "size_similarity": 0.569,
864
  "breadth_similarity": 0.75,
865
  "concentration_similarity": 0.881,
@@ -876,8 +876,8 @@
876
  {
877
  "left_pr_number": 44543,
878
  "right_pr_number": 45422,
879
- "similarity": 0.484,
880
- "content_similarity": 0.457,
881
  "size_similarity": 0.331,
882
  "breadth_similarity": 0.75,
883
  "concentration_similarity": 0.802,
@@ -894,8 +894,8 @@
894
  {
895
  "left_pr_number": 44543,
896
  "right_pr_number": 46161,
897
- "similarity": 0.392,
898
- "content_similarity": 0.227,
899
  "size_similarity": 0.566,
900
  "breadth_similarity": 1.0,
901
  "concentration_similarity": 0.97,
@@ -911,8 +911,8 @@
911
  {
912
  "left_pr_number": 41606,
913
  "right_pr_number": 46161,
914
- "similarity": 0.367,
915
- "content_similarity": 0.122,
916
  "size_similarity": 0.971,
917
  "breadth_similarity": 1.0,
918
  "concentration_similarity": 0.712,
@@ -928,8 +928,8 @@
928
  {
929
  "left_pr_number": 44543,
930
  "right_pr_number": 45627,
931
- "similarity": 0.364,
932
- "content_similarity": 0.216,
933
  "size_similarity": 0.423,
934
  "breadth_similarity": 1.0,
935
  "concentration_similarity": 0.985,
@@ -945,8 +945,8 @@
945
  {
946
  "left_pr_number": 42668,
947
  "right_pr_number": 44543,
948
- "similarity": 0.354,
949
- "content_similarity": 0.31,
950
  "size_similarity": 0.446,
951
  "breadth_similarity": 0.216,
952
  "concentration_similarity": 0.967,
@@ -963,8 +963,8 @@
963
  {
964
  "left_pr_number": 41606,
965
  "right_pr_number": 45627,
966
- "similarity": 0.325,
967
- "content_similarity": 0.116,
968
  "size_similarity": 0.725,
969
  "breadth_similarity": 1.0,
970
  "concentration_similarity": 0.697,
@@ -980,8 +980,8 @@
980
  {
981
  "left_pr_number": 45422,
982
  "right_pr_number": 45627,
983
- "similarity": 0.305,
984
- "content_similarity": 0.103,
985
  "size_similarity": 0.784,
986
  "breadth_similarity": 0.75,
987
  "concentration_similarity": 0.816,
@@ -997,8 +997,8 @@
997
  {
998
  "left_pr_number": 45422,
999
  "right_pr_number": 46161,
1000
- "similarity": 0.28,
1001
- "content_similarity": 0.108,
1002
  "size_similarity": 0.586,
1003
  "breadth_similarity": 0.75,
1004
  "concentration_similarity": 0.831,
@@ -1014,8 +1014,8 @@
1014
  {
1015
  "left_pr_number": 41606,
1016
  "right_pr_number": 42668,
1017
- "similarity": 0.276,
1018
- "content_similarity": 0.262,
1019
  "size_similarity": 0.26,
1020
  "breadth_similarity": 0.216,
1021
  "concentration_similarity": 0.649,
@@ -1033,7 +1033,7 @@
1033
  "left_pr_number": 42668,
1034
  "right_pr_number": 45422,
1035
  "similarity": 0.202,
1036
- "content_similarity": 0.158,
1037
  "size_similarity": 0.148,
1038
  "breadth_similarity": 0.307,
1039
  "concentration_similarity": 0.768,
@@ -1148,8 +1148,8 @@
1148
  {
1149
  "left_pr_number": 45438,
1150
  "right_pr_number": 45883,
1151
- "similarity": 0.548,
1152
- "content_similarity": 0.587,
1153
  "size_similarity": 0.392,
1154
  "breadth_similarity": 0.325,
1155
  "concentration_similarity": 0.92,
@@ -1281,63 +1281,259 @@
1281
  ]
1282
  },
1283
  {
1284
- "cluster_id": "pr-scope-44070-4",
1285
  "pr_numbers": [
1286
- 44070,
1287
- 45296,
1288
- 45546,
1289
- 45668
 
1290
  ],
1291
- "representative_pr_number": 45546,
1292
- "average_similarity": 0.749,
1293
- "summary": "4 open PRs share weighted file overlap around `src/transformers/integrations/ggml.py`, `tests/quantization/ggml/test_ggml.py`, `src/transformers/modeling_gguf_pytorch_utils.py`; representative PR #45546.",
1294
  "shared_filenames": [
1295
- "src/transformers/integrations/ggml.py",
1296
- "tests/quantization/ggml/test_ggml.py",
1297
- "src/transformers/modeling_gguf_pytorch_utils.py"
1298
  ],
1299
  "shared_directories": [
1300
- "tests/quantization/ggml",
1301
- "src/transformers/integrations",
1302
- "tests/quantization",
1303
  "src/transformers",
 
 
1304
  "tests",
1305
- "src"
1306
  ],
1307
  "pairwise": [
1308
  {
1309
- "left_pr_number": 44070,
1310
- "right_pr_number": 45296,
1311
- "similarity": 0.876,
1312
- "content_similarity": 0.892,
1313
- "size_similarity": 0.702,
1314
- "breadth_similarity": 1.0,
1315
- "concentration_similarity": 0.932,
1316
  "shared_filenames": [
1317
- "src/transformers/integrations/ggml.py",
1318
- "src/transformers/modeling_gguf_pytorch_utils.py",
1319
- "tests/quantization/ggml/test_ggml.py"
1320
  ],
1321
  "shared_directories": [
1322
- "src/transformers/integrations",
1323
- "tests/quantization/ggml",
1324
  "src/transformers",
1325
- "tests/quantization",
1326
  "src",
1327
  "tests"
1328
  ]
1329
  },
1330
  {
1331
- "left_pr_number": 45546,
1332
- "right_pr_number": 45668,
1333
- "similarity": 0.804,
1334
- "content_similarity": 0.776,
1335
- "size_similarity": 0.773,
1336
- "breadth_similarity": 1.0,
1337
- "concentration_similarity": 0.903,
1338
  "shared_filenames": [
1339
- "src/transformers/integrations/ggml.py",
1340
- "src/transformers/modeling_gguf_pytorch_utils.py",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1341
  "tests/quantization/ggml/test_ggml.py"
1342
  ],
1343
  "shared_directories": [
@@ -1448,7 +1644,7 @@
1448
  46264
1449
  ],
1450
  "representative_pr_number": 46264,
1451
- "average_similarity": 0.571,
1452
  "summary": "4 open PRs share weighted file overlap around `.github/workflows/build-ci-docker-images.yml`, `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`; representative PR #46264.",
1453
  "shared_filenames": [
1454
  ".github/workflows/build-ci-docker-images.yml",
@@ -1469,7 +1665,7 @@
1469
  "left_pr_number": 42975,
1470
  "right_pr_number": 46264,
1471
  "similarity": 0.746,
1472
- "content_similarity": 0.74,
1473
  "size_similarity": 0.579,
1474
  "breadth_similarity": 0.912,
1475
  "concentration_similarity": 1.0,
@@ -1493,8 +1689,8 @@
1493
  {
1494
  "left_pr_number": 42975,
1495
  "right_pr_number": 45077,
1496
- "similarity": 0.678,
1497
- "content_similarity": 0.622,
1498
  "size_similarity": 0.731,
1499
  "breadth_similarity": 0.833,
1500
  "concentration_similarity": 1.0,
@@ -1540,8 +1736,8 @@
1540
  {
1541
  "left_pr_number": 45077,
1542
  "right_pr_number": 46264,
1543
- "similarity": 0.539,
1544
- "content_similarity": 0.498,
1545
  "size_similarity": 0.423,
1546
  "breadth_similarity": 0.775,
1547
  "concentration_similarity": 1.0,
@@ -1565,8 +1761,8 @@
1565
  {
1566
  "left_pr_number": 42976,
1567
  "right_pr_number": 45077,
1568
- "similarity": 0.484,
1569
- "content_similarity": 0.509,
1570
  "size_similarity": 0.074,
1571
  "breadth_similarity": 0.659,
1572
  "concentration_similarity": 1.0,
@@ -1585,8 +1781,8 @@
1585
  {
1586
  "left_pr_number": 42975,
1587
  "right_pr_number": 42976,
1588
- "similarity": 0.41,
1589
- "content_similarity": 0.406,
1590
  "size_similarity": 0.101,
1591
  "breadth_similarity": 0.606,
1592
  "concentration_similarity": 1.0,
@@ -1723,142 +1919,6 @@
1723
  }
1724
  ]
1725
  },
1726
- {
1727
- "cluster_id": "pr-scope-44974-4",
1728
- "pr_numbers": [
1729
- 44974,
1730
- 45421,
1731
- 45635,
1732
- 45996
1733
- ],
1734
- "representative_pr_number": 45635,
1735
- "average_similarity": 0.526,
1736
- "summary": "4 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `tests/utils/test_core_model_loading.py`, `tests/test_modeling_common.py`; representative PR #45635.",
1737
- "shared_filenames": [
1738
- "src/transformers/core_model_loading.py",
1739
- "tests/utils/test_core_model_loading.py",
1740
- "tests/test_modeling_common.py"
1741
- ],
1742
- "shared_directories": [
1743
- "src/transformers",
1744
- "tests",
1745
- "src",
1746
- "tests/utils",
1747
- "src/transformers/integrations"
1748
- ],
1749
- "pairwise": [
1750
- {
1751
- "left_pr_number": 44974,
1752
- "right_pr_number": 45635,
1753
- "similarity": 0.718,
1754
- "content_similarity": 0.719,
1755
- "size_similarity": 0.59,
1756
- "breadth_similarity": 0.8,
1757
- "concentration_similarity": 0.929,
1758
- "shared_filenames": [
1759
- "src/transformers/core_model_loading.py",
1760
- "tests/utils/test_core_model_loading.py"
1761
- ],
1762
- "shared_directories": [
1763
- "src/transformers",
1764
- "tests/utils",
1765
- "src",
1766
- "tests"
1767
- ]
1768
- },
1769
- {
1770
- "left_pr_number": 45635,
1771
- "right_pr_number": 45996,
1772
- "similarity": 0.651,
1773
- "content_similarity": 0.598,
1774
- "size_similarity": 0.714,
1775
- "breadth_similarity": 0.875,
1776
- "concentration_similarity": 0.758,
1777
- "shared_filenames": [
1778
- "src/transformers/core_model_loading.py",
1779
- "tests/utils/test_core_model_loading.py"
1780
- ],
1781
- "shared_directories": [
1782
- "src/transformers",
1783
- "tests/utils",
1784
- "src",
1785
- "tests"
1786
- ]
1787
- },
1788
- {
1789
- "left_pr_number": 44974,
1790
- "right_pr_number": 45996,
1791
- "similarity": 0.585,
1792
- "content_similarity": 0.558,
1793
- "size_similarity": 0.422,
1794
- "breadth_similarity": 0.9,
1795
- "concentration_similarity": 0.829,
1796
- "shared_filenames": [
1797
- "src/transformers/core_model_loading.py",
1798
- "tests/utils/test_core_model_loading.py"
1799
- ],
1800
- "shared_directories": [
1801
- "src/transformers/integrations",
1802
- "src/transformers",
1803
- "tests/utils",
1804
- "src",
1805
- "tests"
1806
- ]
1807
- },
1808
- {
1809
- "left_pr_number": 45421,
1810
- "right_pr_number": 45635,
1811
- "similarity": 0.464,
1812
- "content_similarity": 0.378,
1813
- "size_similarity": 0.803,
1814
- "breadth_similarity": 0.5,
1815
- "concentration_similarity": 0.586,
1816
- "shared_filenames": [
1817
- "src/transformers/core_model_loading.py",
1818
- "tests/test_modeling_common.py"
1819
- ],
1820
- "shared_directories": [
1821
- "src/transformers",
1822
- "src",
1823
- "tests"
1824
- ]
1825
- },
1826
- {
1827
- "left_pr_number": 44974,
1828
- "right_pr_number": 45421,
1829
- "similarity": 0.42,
1830
- "content_similarity": 0.301,
1831
- "size_similarity": 0.735,
1832
- "breadth_similarity": 0.667,
1833
- "concentration_similarity": 0.657,
1834
- "shared_filenames": [
1835
- "src/transformers/core_model_loading.py"
1836
- ],
1837
- "shared_directories": [
1838
- "src/transformers",
1839
- "src",
1840
- "tests"
1841
- ]
1842
- },
1843
- {
1844
- "left_pr_number": 45421,
1845
- "right_pr_number": 45996,
1846
- "similarity": 0.32,
1847
- "content_similarity": 0.191,
1848
- "size_similarity": 0.573,
1849
- "breadth_similarity": 0.583,
1850
- "concentration_similarity": 0.828,
1851
- "shared_filenames": [
1852
- "src/transformers/core_model_loading.py"
1853
- ],
1854
- "shared_directories": [
1855
- "src/transformers",
1856
- "src",
1857
- "tests"
1858
- ]
1859
- }
1860
- ]
1861
- },
1862
  {
1863
  "cluster_id": "pr-scope-34667-4",
1864
  "pr_numbers": [
@@ -1868,7 +1928,7 @@
1868
  45985
1869
  ],
1870
  "representative_pr_number": 45985,
1871
- "average_similarity": 0.52,
1872
  "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
1873
  "shared_filenames": [
1874
  "src/transformers/generation/utils.py"
@@ -1882,8 +1942,8 @@
1882
  {
1883
  "left_pr_number": 34667,
1884
  "right_pr_number": 45985,
1885
- "similarity": 0.617,
1886
- "content_similarity": 0.51,
1887
  "size_similarity": 0.733,
1888
  "breadth_similarity": 1.0,
1889
  "concentration_similarity": 1.0,
@@ -1899,8 +1959,8 @@
1899
  {
1900
  "left_pr_number": 39683,
1901
  "right_pr_number": 45985,
1902
- "similarity": 0.61,
1903
- "content_similarity": 0.518,
1904
  "size_similarity": 0.652,
1905
  "breadth_similarity": 1.0,
1906
  "concentration_similarity": 1.0,
@@ -1916,8 +1976,8 @@
1916
  {
1917
  "left_pr_number": 34667,
1918
  "right_pr_number": 39683,
1919
- "similarity": 0.539,
1920
- "content_similarity": 0.454,
1921
  "size_similarity": 0.478,
1922
  "breadth_similarity": 1.0,
1923
  "concentration_similarity": 1.0,
@@ -1933,8 +1993,8 @@
1933
  {
1934
  "left_pr_number": 44872,
1935
  "right_pr_number": 45985,
1936
- "similarity": 0.474,
1937
- "content_similarity": 0.42,
1938
  "size_similarity": 0.2,
1939
  "breadth_similarity": 1.0,
1940
  "concentration_similarity": 1.0,
@@ -1950,8 +2010,8 @@
1950
  {
1951
  "left_pr_number": 34667,
1952
  "right_pr_number": 44872,
1953
- "similarity": 0.448,
1954
- "content_similarity": 0.368,
1955
  "size_similarity": 0.273,
1956
  "breadth_similarity": 1.0,
1957
  "concentration_similarity": 1.0,
@@ -1967,8 +2027,8 @@
1967
  {
1968
  "left_pr_number": 39683,
1969
  "right_pr_number": 44872,
1970
- "similarity": 0.431,
1971
- "content_similarity": 0.373,
1972
  "size_similarity": 0.13,
1973
  "breadth_similarity": 1.0,
1974
  "concentration_similarity": 1.0,
@@ -1992,7 +2052,7 @@
1992
  46152
1993
  ],
1994
  "representative_pr_number": 46152,
1995
- "average_similarity": 0.402,
1996
  "summary": "4 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #46152.",
1997
  "shared_filenames": [
1998
  "src/transformers/utils/import_utils.py"
@@ -2006,8 +2066,8 @@
2006
  {
2007
  "left_pr_number": 44615,
2008
  "right_pr_number": 46152,
2009
- "similarity": 0.62,
2010
- "content_similarity": 0.547,
2011
  "size_similarity": 0.583,
2012
  "breadth_similarity": 1.0,
2013
  "concentration_similarity": 1.0,
@@ -2023,8 +2083,8 @@
2023
  {
2024
  "left_pr_number": 45060,
2025
  "right_pr_number": 46152,
2026
- "similarity": 0.436,
2027
- "content_similarity": 0.341,
2028
  "size_similarity": 0.95,
2029
  "breadth_similarity": 0.333,
2030
  "concentration_similarity": 0.421,
@@ -2040,8 +2100,8 @@
2040
  {
2041
  "left_pr_number": 44385,
2042
  "right_pr_number": 44615,
2043
- "similarity": 0.407,
2044
- "content_similarity": 0.335,
2045
  "size_similarity": 0.371,
2046
  "breadth_similarity": 0.667,
2047
  "concentration_similarity": 1.0,
@@ -2057,8 +2117,8 @@
2057
  {
2058
  "left_pr_number": 44385,
2059
  "right_pr_number": 46152,
2060
- "similarity": 0.391,
2061
- "content_similarity": 0.346,
2062
  "size_similarity": 0.217,
2063
  "breadth_similarity": 0.667,
2064
  "concentration_similarity": 1.0,
@@ -2074,8 +2134,8 @@
2074
  {
2075
  "left_pr_number": 44615,
2076
  "right_pr_number": 45060,
2077
- "similarity": 0.312,
2078
- "content_similarity": 0.237,
2079
  "size_similarity": 0.614,
2080
  "breadth_similarity": 0.333,
2081
  "concentration_similarity": 0.421,
@@ -2091,8 +2151,8 @@
2091
  {
2092
  "left_pr_number": 44385,
2093
  "right_pr_number": 45060,
2094
- "similarity": 0.243,
2095
- "content_similarity": 0.173,
2096
  "size_similarity": 0.228,
2097
  "breadth_similarity": 0.667,
2098
  "concentration_similarity": 0.421,
@@ -2208,7 +2268,7 @@
2208
  {
2209
  "left_pr_number": 41441,
2210
  "right_pr_number": 43469,
2211
- "similarity": 0.667,
2212
  "content_similarity": 0.752,
2213
  "size_similarity": 0.35,
2214
  "breadth_similarity": 0.5,
@@ -2224,109 +2284,33 @@
2224
  {
2225
  "left_pr_number": 41441,
2226
  "right_pr_number": 46364,
2227
- "similarity": 0.654,
2228
- "content_similarity": 0.506,
2229
- "size_similarity": 1.0,
2230
- "breadth_similarity": 1.0,
2231
- "concentration_similarity": 1.0,
2232
- "shared_filenames": [
2233
- "src/transformers/hf_argparser.py"
2234
- ],
2235
- "shared_directories": [
2236
- "src/transformers",
2237
- "src"
2238
- ]
2239
- },
2240
- {
2241
- "left_pr_number": 43469,
2242
- "right_pr_number": 46364,
2243
- "similarity": 0.386,
2244
- "content_similarity": 0.351,
2245
- "size_similarity": 0.35,
2246
- "breadth_similarity": 0.5,
2247
- "concentration_similarity": 0.75,
2248
- "shared_filenames": [
2249
- "src/transformers/hf_argparser.py"
2250
- ],
2251
- "shared_directories": [
2252
- "src/transformers",
2253
- "src"
2254
- ]
2255
- }
2256
- ]
2257
- },
2258
- {
2259
- "cluster_id": "pr-scope-41855-3",
2260
- "pr_numbers": [
2261
- 41855,
2262
- 46330,
2263
- 46353
2264
- ],
2265
- "representative_pr_number": 46353,
2266
- "average_similarity": 0.567,
2267
- "summary": "3 open PRs share weighted file overlap around `tests/test_tokenization_mistral_common.py`, `src/transformers/tokenization_mistral_common.py`; representative PR #46353.",
2268
- "shared_filenames": [
2269
- "tests/test_tokenization_mistral_common.py",
2270
- "src/transformers/tokenization_mistral_common.py"
2271
- ],
2272
- "shared_directories": [
2273
- "src/transformers",
2274
- "tests",
2275
- "src"
2276
- ],
2277
- "pairwise": [
2278
- {
2279
- "left_pr_number": 46330,
2280
- "right_pr_number": 46353,
2281
- "similarity": 0.769,
2282
- "content_similarity": 0.807,
2283
- "size_similarity": 0.357,
2284
- "breadth_similarity": 1.0,
2285
- "concentration_similarity": 1.0,
2286
- "shared_filenames": [
2287
- "src/transformers/tokenization_mistral_common.py",
2288
- "tests/test_tokenization_mistral_common.py"
2289
- ],
2290
- "shared_directories": [
2291
- "src/transformers",
2292
- "src",
2293
- "tests"
2294
- ]
2295
- },
2296
- {
2297
- "left_pr_number": 41855,
2298
- "right_pr_number": 46353,
2299
- "similarity": 0.478,
2300
- "content_similarity": 0.457,
2301
- "size_similarity": 0.133,
2302
  "breadth_similarity": 1.0,
2303
- "concentration_similarity": 0.758,
2304
  "shared_filenames": [
2305
- "src/transformers/tokenization_mistral_common.py",
2306
- "tests/test_tokenization_mistral_common.py"
2307
  ],
2308
  "shared_directories": [
2309
  "src/transformers",
2310
- "src",
2311
- "tests"
2312
  ]
2313
  },
2314
  {
2315
- "left_pr_number": 41855,
2316
- "right_pr_number": 46330,
2317
- "similarity": 0.455,
2318
- "content_similarity": 0.373,
2319
- "size_similarity": 0.371,
2320
- "breadth_similarity": 1.0,
2321
- "concentration_similarity": 0.758,
2322
  "shared_filenames": [
2323
- "src/transformers/tokenization_mistral_common.py",
2324
- "tests/test_tokenization_mistral_common.py"
2325
  ],
2326
  "shared_directories": [
2327
  "src/transformers",
2328
- "src",
2329
- "tests"
2330
  ]
2331
  }
2332
  ]
@@ -2457,7 +2441,7 @@
2457
  "left_pr_number": 44680,
2458
  "right_pr_number": 45666,
2459
  "similarity": 0.453,
2460
- "content_similarity": 0.533,
2461
  "size_similarity": 0.042,
2462
  "breadth_similarity": 0.417,
2463
  "concentration_similarity": 0.632,
@@ -2570,6 +2554,70 @@
2570
  }
2571
  ]
2572
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2573
  {
2574
  "cluster_id": "pr-scope-44940-3",
2575
  "pr_numbers": [
@@ -2578,7 +2626,7 @@
2578
  46207
2579
  ],
2580
  "representative_pr_number": 44940,
2581
- "average_similarity": 0.482,
2582
  "summary": "3 open PRs share weighted file overlap around `tests/utils/test_modeling_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44940.",
2583
  "shared_filenames": [
2584
  "tests/utils/test_modeling_utils.py",
@@ -2594,8 +2642,8 @@
2594
  {
2595
  "left_pr_number": 44940,
2596
  "right_pr_number": 46207,
2597
- "similarity": 0.534,
2598
- "content_similarity": 0.441,
2599
  "size_similarity": 0.662,
2600
  "breadth_similarity": 0.833,
2601
  "concentration_similarity": 0.839,
@@ -2613,8 +2661,8 @@
2613
  {
2614
  "left_pr_number": 44940,
2615
  "right_pr_number": 46114,
2616
- "similarity": 0.484,
2617
- "content_similarity": 0.42,
2618
  "size_similarity": 0.692,
2619
  "breadth_similarity": 0.381,
2620
  "concentration_similarity": 0.96,
@@ -2631,8 +2679,8 @@
2631
  {
2632
  "left_pr_number": 46114,
2633
  "right_pr_number": 46207,
2634
- "similarity": 0.428,
2635
- "content_similarity": 0.412,
2636
  "size_similarity": 0.458,
2637
  "breadth_similarity": 0.31,
2638
  "concentration_similarity": 0.798,
@@ -2770,7 +2818,7 @@
2770
  "left_pr_number": 45293,
2771
  "right_pr_number": 45317,
2772
  "similarity": 0.492,
2773
- "content_similarity": 0.332,
2774
  "size_similarity": 0.741,
2775
  "breadth_similarity": 1.0,
2776
  "concentration_similarity": 0.972,
@@ -2788,8 +2836,8 @@
2788
  {
2789
  "left_pr_number": 45317,
2790
  "right_pr_number": 46091,
2791
- "similarity": 0.42,
2792
- "content_similarity": 0.377,
2793
  "size_similarity": 0.276,
2794
  "breadth_similarity": 0.667,
2795
  "concentration_similarity": 0.957,
@@ -2814,7 +2862,7 @@
2814
  45655
2815
  ],
2816
  "representative_pr_number": 45649,
2817
- "average_similarity": 0.454,
2818
  "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
2819
  "shared_filenames": [
2820
  "src/transformers/modeling_utils.py"
@@ -2827,8 +2875,8 @@
2827
  {
2828
  "left_pr_number": 45548,
2829
  "right_pr_number": 45649,
2830
- "similarity": 0.507,
2831
- "content_similarity": 0.513,
2832
  "size_similarity": 0.149,
2833
  "breadth_similarity": 0.75,
2834
  "concentration_similarity": 1.0,
@@ -2843,8 +2891,8 @@
2843
  {
2844
  "left_pr_number": 45649,
2845
  "right_pr_number": 45655,
2846
- "similarity": 0.505,
2847
- "content_similarity": 0.34,
2848
  "size_similarity": 0.778,
2849
  "breadth_similarity": 1.0,
2850
  "concentration_similarity": 1.0,
@@ -2859,8 +2907,8 @@
2859
  {
2860
  "left_pr_number": 45548,
2861
  "right_pr_number": 45655,
2862
- "similarity": 0.351,
2863
- "content_similarity": 0.282,
2864
  "size_similarity": 0.191,
2865
  "breadth_similarity": 0.75,
2866
  "concentration_similarity": 1.0,
@@ -3037,7 +3085,7 @@
3037
  45783
3038
  ],
3039
  "representative_pr_number": 45783,
3040
- "average_similarity": 0.411,
3041
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/aya_vision/modeling_aya_vision.py`, `src/transformers/models/cohere2_vision/modeling_cohere2_vision.py`, `src/transformers/models/deepseek_vl/modeling_deepseek_vl.py`; representative PR #45783.",
3042
  "shared_filenames": [
3043
  "src/transformers/models/aya_vision/modeling_aya_vision.py",
@@ -3063,11 +3111,11 @@
3063
  {
3064
  "left_pr_number": 44907,
3065
  "right_pr_number": 45783,
3066
- "similarity": 0.495,
3067
- "content_similarity": 0.502,
3068
- "size_similarity": 0.077,
3069
- "breadth_similarity": 0.824,
3070
- "concentration_similarity": 0.987,
3071
  "shared_filenames": [
3072
  "src/transformers/models/aria/modeling_aria.py",
3073
  "src/transformers/models/aya_vision/modeling_aya_vision.py",
@@ -3096,11 +3144,11 @@
3096
  {
3097
  "left_pr_number": 43446,
3098
  "right_pr_number": 45783,
3099
- "similarity": 0.405,
3100
- "content_similarity": 0.382,
3101
- "size_similarity": 0.35,
3102
- "breadth_similarity": 0.392,
3103
- "concentration_similarity": 0.912,
3104
  "shared_filenames": [
3105
  "src/transformers/models/aria/modeling_aria.py",
3106
  "src/transformers/models/aria/modular_aria.py",
@@ -3228,11 +3276,11 @@
3228
  {
3229
  "left_pr_number": 46099,
3230
  "right_pr_number": 46290,
3231
- "similarity": 0.376,
3232
  "content_similarity": 0.34,
3233
  "size_similarity": 0.089,
3234
  "breadth_similarity": 0.745,
3235
- "concentration_similarity": 0.998,
3236
  "shared_filenames": [
3237
  "src/transformers/distributed/tensor_parallel.py",
3238
  "src/transformers/models/deepseek_v2/configuration_deepseek_v2.py",
@@ -3265,7 +3313,7 @@
3265
  "content_similarity": 0.395,
3266
  "size_similarity": 0.148,
3267
  "breadth_similarity": 0.223,
3268
- "concentration_similarity": 0.798,
3269
  "shared_filenames": [
3270
  "src/transformers/distributed/tensor_parallel.py",
3271
  "src/transformers/integrations/moe.py",
@@ -3314,8 +3362,8 @@
3314
  {
3315
  "left_pr_number": 33686,
3316
  "right_pr_number": 44550,
3317
- "similarity": 0.388,
3318
- "content_similarity": 0.126,
3319
  "size_similarity": 1.0,
3320
  "breadth_similarity": 1.0,
3321
  "concentration_similarity": 1.0,
@@ -3331,7 +3379,7 @@
3331
  "left_pr_number": 44407,
3332
  "right_pr_number": 44550,
3333
  "similarity": 0.359,
3334
- "content_similarity": 0.094,
3335
  "size_similarity": 0.957,
3336
  "breadth_similarity": 1.0,
3337
  "concentration_similarity": 1.0,
@@ -3345,7 +3393,7 @@
3345
  {
3346
  "left_pr_number": 33686,
3347
  "right_pr_number": 44407,
3348
- "similarity": 0.349,
3349
  "content_similarity": 0.08,
3350
  "size_similarity": 0.957,
3351
  "breadth_similarity": 1.0,
@@ -3382,8 +3430,8 @@
3382
  {
3383
  "left_pr_number": 44889,
3384
  "right_pr_number": 44981,
3385
- "similarity": 0.4,
3386
- "content_similarity": 0.159,
3387
  "size_similarity": 0.991,
3388
  "breadth_similarity": 1.0,
3389
  "concentration_similarity": 0.812,
@@ -3716,7 +3764,7 @@
3716
  45645
3717
  ],
3718
  "representative_pr_number": 45639,
3719
- "average_similarity": 0.777,
3720
  "summary": "2 open PRs share weighted file overlap around `tests/utils/test_testing_utils.py`, `src/transformers/testing_utils.py`; representative PR #45639.",
3721
  "shared_filenames": [
3722
  "tests/utils/test_testing_utils.py",
@@ -3732,7 +3780,7 @@
3732
  {
3733
  "left_pr_number": 45639,
3734
  "right_pr_number": 45645,
3735
- "similarity": 0.777,
3736
  "content_similarity": 0.837,
3737
  "size_similarity": 0.646,
3738
  "breadth_similarity": 0.5,
@@ -3936,7 +3984,7 @@
3936
  "left_pr_number": 44893,
3937
  "right_pr_number": 46173,
3938
  "similarity": 0.738,
3939
- "content_similarity": 0.792,
3940
  "size_similarity": 0.222,
3941
  "breadth_similarity": 1.0,
3942
  "concentration_similarity": 1.0,
@@ -4031,7 +4079,7 @@
4031
  43816
4032
  ],
4033
  "representative_pr_number": 43779,
4034
- "average_similarity": 0.667,
4035
  "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/integration_utils.py`; representative PR #43779.",
4036
  "shared_filenames": [
4037
  "src/transformers/integrations/integration_utils.py"
@@ -4045,7 +4093,7 @@
4045
  {
4046
  "left_pr_number": 43779,
4047
  "right_pr_number": 43816,
4048
- "similarity": 0.667,
4049
  "content_similarity": 0.686,
4050
  "size_similarity": 0.25,
4051
  "breadth_similarity": 1.0,
@@ -4068,7 +4116,7 @@
4068
  46174
4069
  ],
4070
  "representative_pr_number": 45932,
4071
- "average_similarity": 0.596,
4072
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/vit_mae/modeling_vit_mae.py`, `src/transformers/models/vit_mae/modular_vit_mae.py`, `src/transformers/models/aimv2/modeling_aimv2.py`; representative PR #45932.",
4073
  "shared_filenames": [
4074
  "src/transformers/models/vit_mae/modeling_vit_mae.py",
@@ -4094,8 +4142,8 @@
4094
  {
4095
  "left_pr_number": 45932,
4096
  "right_pr_number": 46174,
4097
- "similarity": 0.596,
4098
- "content_similarity": 0.636,
4099
  "size_similarity": 0.248,
4100
  "breadth_similarity": 0.679,
4101
  "concentration_similarity": 0.916,
@@ -4280,7 +4328,7 @@
4280
  46177
4281
  ],
4282
  "representative_pr_number": 45541,
4283
- "average_similarity": 0.538,
4284
  "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_base.py`; representative PR #45541.",
4285
  "shared_filenames": [
4286
  "src/transformers/tokenization_utils_base.py"
@@ -4293,8 +4341,8 @@
4293
  {
4294
  "left_pr_number": 45541,
4295
  "right_pr_number": 46177,
4296
- "similarity": 0.538,
4297
- "content_similarity": 0.443,
4298
  "size_similarity": 0.519,
4299
  "breadth_similarity": 1.0,
4300
  "concentration_similarity": 1.0,
@@ -4417,7 +4465,7 @@
4417
  43649
4418
  ],
4419
  "representative_pr_number": 43532,
4420
- "average_similarity": 0.507,
4421
  "summary": "2 open PRs share weighted file overlap around `utils/notification_service.py`, `.github/workflows/self-comment-ci.yml`, `.github/workflows/self-scheduled.yml`; representative PR #43532.",
4422
  "shared_filenames": [
4423
  "utils/notification_service.py",
@@ -4437,8 +4485,8 @@
4437
  {
4438
  "left_pr_number": 43532,
4439
  "right_pr_number": 43649,
4440
- "similarity": 0.507,
4441
- "content_similarity": 0.45,
4442
  "size_similarity": 0.395,
4443
  "breadth_similarity": 0.875,
4444
  "concentration_similarity": 0.893,
@@ -4481,7 +4529,7 @@
4481
  "left_pr_number": 45056,
4482
  "right_pr_number": 45128,
4483
  "similarity": 0.504,
4484
- "content_similarity": 0.4,
4485
  "size_similarity": 0.669,
4486
  "breadth_similarity": 0.875,
4487
  "concentration_similarity": 0.724,
@@ -4503,7 +4551,7 @@
4503
  46128
4504
  ],
4505
  "representative_pr_number": 45110,
4506
- "average_similarity": 0.5,
4507
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/sam3_1_video/__init__.py`, `src/transformers/models/sam3_1_video/configuration_sam3_1_video.py`, `src/transformers/models/sam3_1_video/convert_sam3_1_video_to_hf.py`; representative PR #45110.",
4508
  "shared_filenames": [
4509
  "src/transformers/models/sam3_1_video/__init__.py",
@@ -4528,7 +4576,7 @@
4528
  {
4529
  "left_pr_number": 45110,
4530
  "right_pr_number": 46128,
4531
- "similarity": 0.5,
4532
  "content_similarity": 0.439,
4533
  "size_similarity": 0.443,
4534
  "breadth_similarity": 0.84,
@@ -4564,7 +4612,7 @@
4564
  45333
4565
  ],
4566
  "representative_pr_number": 45332,
4567
- "average_similarity": 0.491,
4568
  "summary": "2 open PRs share weighted file overlap around `src/transformers/heterogeneity/__init__.py`, `src/transformers/heterogeneity/configuration_utils.py`, `tests/heterogeneity/__init__.py`; representative PR #45332.",
4569
  "shared_filenames": [
4570
  "src/transformers/heterogeneity/__init__.py",
@@ -4584,8 +4632,8 @@
4584
  {
4585
  "left_pr_number": 45332,
4586
  "right_pr_number": 45333,
4587
- "similarity": 0.491,
4588
- "content_similarity": 0.52,
4589
  "size_similarity": 0.203,
4590
  "breadth_similarity": 0.479,
4591
  "concentration_similarity": 0.976,
@@ -4655,6 +4703,86 @@
4655
  }
4656
  ]
4657
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4658
  {
4659
  "cluster_id": "pr-scope-46113-2",
4660
  "pr_numbers": [
@@ -4677,7 +4805,7 @@
4677
  "left_pr_number": 46113,
4678
  "right_pr_number": 46126,
4679
  "similarity": 0.473,
4680
- "content_similarity": 0.527,
4681
  "size_similarity": 0.302,
4682
  "breadth_similarity": 0.292,
4683
  "concentration_similarity": 0.603,
@@ -4741,6 +4869,45 @@
4741
  }
4742
  ]
4743
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4744
  {
4745
  "cluster_id": "pr-scope-46127-2",
4746
  "pr_numbers": [
@@ -4889,7 +5056,7 @@
4889
  45086
4890
  ],
4891
  "representative_pr_number": 44606,
4892
- "average_similarity": 0.411,
4893
  "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #44606.",
4894
  "shared_filenames": [
4895
  "src/transformers/tokenization_utils_tokenizers.py"
@@ -4902,8 +5069,8 @@
4902
  {
4903
  "left_pr_number": 44606,
4904
  "right_pr_number": 45086,
4905
- "similarity": 0.411,
4906
- "content_similarity": 0.325,
4907
  "size_similarity": 0.222,
4908
  "breadth_similarity": 1.0,
4909
  "concentration_similarity": 1.0,
@@ -4942,7 +5109,7 @@
4942
  "left_pr_number": 42655,
4943
  "right_pr_number": 46124,
4944
  "similarity": 0.409,
4945
- "content_similarity": 0.462,
4946
  "size_similarity": 0.038,
4947
  "breadth_similarity": 0.417,
4948
  "concentration_similarity": 0.753,
@@ -5015,39 +5182,6 @@
5015
  }
5016
  ]
5017
  },
5018
- {
5019
- "cluster_id": "pr-scope-46019-2",
5020
- "pr_numbers": [
5021
- 46019,
5022
- 46357
5023
- ],
5024
- "representative_pr_number": 46019,
5025
- "average_similarity": 0.36,
5026
- "summary": "2 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #46019.",
5027
- "shared_filenames": [],
5028
- "shared_directories": [
5029
- "docs/source/en",
5030
- "docs/source",
5031
- "docs"
5032
- ],
5033
- "pairwise": [
5034
- {
5035
- "left_pr_number": 46019,
5036
- "right_pr_number": 46357,
5037
- "similarity": 0.36,
5038
- "content_similarity": 0.103,
5039
- "size_similarity": 0.915,
5040
- "breadth_similarity": 1.0,
5041
- "concentration_similarity": 1.0,
5042
- "shared_filenames": [],
5043
- "shared_directories": [
5044
- "docs/source/en",
5045
- "docs/source",
5046
- "docs"
5047
- ]
5048
- }
5049
- ]
5050
- },
5051
  {
5052
  "cluster_id": "pr-scope-44642-2",
5053
  "pr_numbers": [
@@ -5055,7 +5189,7 @@
5055
  45552
5056
  ],
5057
  "representative_pr_number": 44642,
5058
- "average_similarity": 0.359,
5059
  "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #44642.",
5060
  "shared_filenames": [
5061
  "src/transformers/utils/auto_docstring.py"
@@ -5069,8 +5203,8 @@
5069
  {
5070
  "left_pr_number": 44642,
5071
  "right_pr_number": 45552,
5072
- "similarity": 0.359,
5073
- "content_similarity": 0.263,
5074
  "size_similarity": 0.167,
5075
  "breadth_similarity": 1.0,
5076
  "concentration_similarity": 1.0,
@@ -5084,6 +5218,39 @@
5084
  ]
5085
  }
5086
  ]
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5087
  }
5088
  ]
5089
  }
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260603T120101Z",
4
+ "generated_at": "2026-06-03T12:03:01Z",
5
+ "cluster_count": 64,
6
  "pr_scope_clusters": [
7
  {
8
  "cluster_id": "pr-scope-43636-10",
 
19
  45273
20
  ],
21
  "representative_pr_number": 45067,
22
+ "average_similarity": 0.424,
23
  "summary": "10 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
24
  "shared_filenames": [
25
  "src/transformers/trainer.py"
 
32
  {
33
  "left_pr_number": 44189,
34
  "right_pr_number": 45067,
35
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36
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37
  "size_similarity": 0.16,
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  "breadth_similarity": 1.0,
39
  "concentration_similarity": 1.0,
 
48
  {
49
  "left_pr_number": 43663,
50
  "right_pr_number": 45067,
51
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  "size_similarity": 1.0,
54
  "breadth_similarity": 1.0,
55
  "concentration_similarity": 1.0,
 
64
  {
65
  "left_pr_number": 43651,
66
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68
+ "content_similarity": 0.409,
69
  "size_similarity": 0.72,
70
  "breadth_similarity": 1.0,
71
  "concentration_similarity": 1.0,
 
80
  {
81
  "left_pr_number": 43651,
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83
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85
  "size_similarity": 0.72,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
 
96
  {
97
  "left_pr_number": 43663,
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99
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  "size_similarity": 0.455,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
 
112
  {
113
  "left_pr_number": 44257,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
 
128
  {
129
  "left_pr_number": 44123,
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131
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+ "content_similarity": 0.375,
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  "size_similarity": 0.455,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
 
144
  {
145
  "left_pr_number": 43636,
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  "size_similarity": 0.44,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
 
160
  {
161
  "left_pr_number": 43663,
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  "size_similarity": 0.24,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
 
176
  {
177
  "left_pr_number": 44189,
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  "size_similarity": 0.667,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
 
190
  ]
191
  },
192
  {
193
+ "left_pr_number": 43636,
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195
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
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  "shared_filenames": [
 
206
  ]
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  },
208
  {
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+ "left_pr_number": 43663,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
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  "shared_filenames": [
 
223
  },
224
  {
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  "left_pr_number": 43636,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
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  "shared_filenames": [
 
238
  ]
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  },
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  {
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+ "left_pr_number": 44660,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
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  "shared_filenames": [
 
254
  ]
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  },
256
  {
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+ "left_pr_number": 44189,
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+ "size_similarity": 0.75,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
264
  "shared_filenames": [
 
272
  {
273
  "left_pr_number": 44189,
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275
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+ "content_similarity": 0.264,
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  "size_similarity": 0.667,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
 
286
  ]
287
  },
288
  {
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+ "left_pr_number": 43651,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
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  "shared_filenames": [
 
302
  ]
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  },
304
  {
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+ "left_pr_number": 43636,
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  {
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414
  ]
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  {
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461
  "src"
462
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463
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
464
  {
465
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478
  ]
479
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  },
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  ]
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  },
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  "concentration_similarity": 1.0,
 
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  {
529
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  ]
543
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  },
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  "shared_filenames": [
 
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  "concentration_similarity": 1.0,
 
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  {
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606
  ]
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  ]
639
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641
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  "shared_filenames": [
 
656
  {
657
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660
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661
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663
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669
  "src"
670
  ]
671
  },
672
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688
  {
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704
  {
705
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706
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707
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709
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711
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720
  {
721
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722
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723
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  "concentration_similarity": 1.0,
 
762
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  ],
764
  "representative_pr_number": 45627,
765
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766
  "summary": "6 open PRs share weighted file overlap around `src/transformers/processing_utils.py`, `tests/test_processing_common.py`, `tests/models/auto/test_processor_auto.py`; representative PR #45627.",
767
  "shared_filenames": [
768
  "src/transformers/processing_utils.py",
 
780
  {
781
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782
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783
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784
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786
  "breadth_similarity": 1.0,
787
  "concentration_similarity": 0.683,
 
798
  {
799
  "left_pr_number": 45627,
800
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801
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802
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  "size_similarity": 0.747,
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838
  {
839
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841
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  "breadth_similarity": 0.216,
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  "concentration_similarity": 0.937,
 
858
  {
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  "size_similarity": 0.569,
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876
  {
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879
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894
  {
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896
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897
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898
+ "content_similarity": 0.234,
899
  "size_similarity": 0.566,
900
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901
  "concentration_similarity": 0.97,
 
911
  {
912
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913
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914
+ "similarity": 0.37,
915
+ "content_similarity": 0.127,
916
  "size_similarity": 0.971,
917
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918
  "concentration_similarity": 0.712,
 
928
  {
929
  "left_pr_number": 44543,
930
  "right_pr_number": 45627,
931
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932
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933
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934
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  "concentration_similarity": 0.985,
 
945
  {
946
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948
+ "similarity": 0.357,
949
+ "content_similarity": 0.314,
950
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951
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952
  "concentration_similarity": 0.967,
 
963
  {
964
  "left_pr_number": 41606,
965
  "right_pr_number": 45627,
966
+ "similarity": 0.328,
967
+ "content_similarity": 0.12,
968
  "size_similarity": 0.725,
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970
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980
  {
981
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982
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983
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984
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985
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986
  "breadth_similarity": 0.75,
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997
  {
998
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999
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1000
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1001
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1002
  "size_similarity": 0.586,
1003
  "breadth_similarity": 0.75,
1004
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1014
  {
1015
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1016
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1017
+ "similarity": 0.277,
1018
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1019
  "size_similarity": 0.26,
1020
  "breadth_similarity": 0.216,
1021
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1033
  "left_pr_number": 42668,
1034
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1035
  "similarity": 0.202,
1036
+ "content_similarity": 0.159,
1037
  "size_similarity": 0.148,
1038
  "breadth_similarity": 0.307,
1039
  "concentration_similarity": 0.768,
 
1148
  {
1149
  "left_pr_number": 45438,
1150
  "right_pr_number": 45883,
1151
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1152
+ "content_similarity": 0.588,
1153
  "size_similarity": 0.392,
1154
  "breadth_similarity": 0.325,
1155
  "concentration_similarity": 0.92,
 
1281
  ]
1282
  },
1283
  {
1284
+ "cluster_id": "pr-scope-44974-5",
1285
  "pr_numbers": [
1286
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1287
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1288
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1289
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1290
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1291
  ],
1292
+ "representative_pr_number": 45635,
1293
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1294
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1295
  "shared_filenames": [
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+ "src/transformers/core_model_loading.py",
1297
+ "tests/utils/test_core_model_loading.py"
 
1298
  ],
1299
  "shared_directories": [
 
 
 
1300
  "src/transformers",
1301
+ "src",
1302
+ "tests/utils",
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  "tests",
1304
+ "src/transformers/integrations"
1305
  ],
1306
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1314
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1315
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+ "src/transformers/core_model_loading.py",
1317
+ "tests/utils/test_core_model_loading.py"
 
1318
  ],
1319
  "shared_directories": [
 
 
1320
  "src/transformers",
1321
+ "tests/utils",
1322
  "src",
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  "tests"
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  ]
1325
  },
1326
  {
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1334
  "shared_filenames": [
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1336
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1337
+ ],
1338
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1339
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1340
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1353
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1354
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1355
+ "tests/utils/test_core_model_loading.py"
1356
+ ],
1357
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1358
+ "src/transformers/integrations",
1359
+ "src/transformers",
1360
+ "tests/utils",
1361
+ "src",
1362
+ "tests"
1363
+ ]
1364
+ },
1365
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+ ],
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+ "src"
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+ ]
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+ },
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+ "src/transformers/core_model_loading.py"
1391
+ ],
1392
+ "shared_directories": [
1393
+ "src/transformers",
1394
+ "src"
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+ ]
1396
+ },
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+ {
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+ "src/transformers/core_model_loading.py"
1407
+ ],
1408
+ "shared_directories": [
1409
+ "src/transformers",
1410
+ "src"
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+ ]
1412
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+ "concentration_similarity": 0.743,
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+ "src/transformers/core_model_loading.py"
1423
+ ],
1424
+ "shared_directories": [
1425
+ "src/transformers",
1426
+ "src"
1427
+ ]
1428
+ },
1429
+ {
1430
+ "left_pr_number": 45996,
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1432
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1433
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+ "size_similarity": 0.014,
1435
+ "breadth_similarity": 0.292,
1436
+ "concentration_similarity": 0.572,
1437
+ "shared_filenames": [
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+ "src/transformers/core_model_loading.py"
1439
+ ],
1440
+ "shared_directories": [
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+ "src/transformers",
1442
+ "src"
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+ ]
1444
+ },
1445
+ {
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+ "left_pr_number": 45635,
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1453
+ "shared_filenames": [
1454
+ "src/transformers/core_model_loading.py"
1455
+ ],
1456
+ "shared_directories": [
1457
+ "src/transformers",
1458
+ "src"
1459
+ ]
1460
+ },
1461
+ {
1462
+ "left_pr_number": 45756,
1463
+ "right_pr_number": 45996,
1464
+ "similarity": 0.182,
1465
+ "content_similarity": 0.175,
1466
+ "size_similarity": 0.009,
1467
+ "breadth_similarity": 0.292,
1468
+ "concentration_similarity": 0.572,
1469
+ "shared_filenames": [
1470
+ "src/transformers/core_model_loading.py"
1471
+ ],
1472
+ "shared_directories": [
1473
+ "src/transformers",
1474
+ "src"
1475
+ ]
1476
+ }
1477
+ ]
1478
+ },
1479
+ {
1480
+ "cluster_id": "pr-scope-44070-4",
1481
+ "pr_numbers": [
1482
+ 44070,
1483
+ 45296,
1484
+ 45546,
1485
+ 45668
1486
+ ],
1487
+ "representative_pr_number": 45546,
1488
+ "average_similarity": 0.749,
1489
+ "summary": "4 open PRs share weighted file overlap around `src/transformers/integrations/ggml.py`, `tests/quantization/ggml/test_ggml.py`, `src/transformers/modeling_gguf_pytorch_utils.py`; representative PR #45546.",
1490
+ "shared_filenames": [
1491
+ "src/transformers/integrations/ggml.py",
1492
+ "tests/quantization/ggml/test_ggml.py",
1493
+ "src/transformers/modeling_gguf_pytorch_utils.py"
1494
+ ],
1495
+ "shared_directories": [
1496
+ "tests/quantization/ggml",
1497
+ "src/transformers/integrations",
1498
+ "tests/quantization",
1499
+ "src/transformers",
1500
+ "tests",
1501
+ "src"
1502
+ ],
1503
+ "pairwise": [
1504
+ {
1505
+ "left_pr_number": 44070,
1506
+ "right_pr_number": 45296,
1507
+ "similarity": 0.876,
1508
+ "content_similarity": 0.892,
1509
+ "size_similarity": 0.702,
1510
+ "breadth_similarity": 1.0,
1511
+ "concentration_similarity": 0.932,
1512
+ "shared_filenames": [
1513
+ "src/transformers/integrations/ggml.py",
1514
+ "src/transformers/modeling_gguf_pytorch_utils.py",
1515
+ "tests/quantization/ggml/test_ggml.py"
1516
+ ],
1517
+ "shared_directories": [
1518
+ "src/transformers/integrations",
1519
+ "tests/quantization/ggml",
1520
+ "src/transformers",
1521
+ "tests/quantization",
1522
+ "src",
1523
+ "tests"
1524
+ ]
1525
+ },
1526
+ {
1527
+ "left_pr_number": 45546,
1528
+ "right_pr_number": 45668,
1529
+ "similarity": 0.804,
1530
+ "content_similarity": 0.776,
1531
+ "size_similarity": 0.773,
1532
+ "breadth_similarity": 1.0,
1533
+ "concentration_similarity": 0.903,
1534
+ "shared_filenames": [
1535
+ "src/transformers/integrations/ggml.py",
1536
+ "src/transformers/modeling_gguf_pytorch_utils.py",
1537
  "tests/quantization/ggml/test_ggml.py"
1538
  ],
1539
  "shared_directories": [
 
1644
  46264
1645
  ],
1646
  "representative_pr_number": 46264,
1647
+ "average_similarity": 0.57,
1648
  "summary": "4 open PRs share weighted file overlap around `.github/workflows/build-ci-docker-images.yml`, `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`; representative PR #46264.",
1649
  "shared_filenames": [
1650
  ".github/workflows/build-ci-docker-images.yml",
 
1665
  "left_pr_number": 42975,
1666
  "right_pr_number": 46264,
1667
  "similarity": 0.746,
1668
+ "content_similarity": 0.739,
1669
  "size_similarity": 0.579,
1670
  "breadth_similarity": 0.912,
1671
  "concentration_similarity": 1.0,
 
1689
  {
1690
  "left_pr_number": 42975,
1691
  "right_pr_number": 45077,
1692
+ "similarity": 0.677,
1693
+ "content_similarity": 0.621,
1694
  "size_similarity": 0.731,
1695
  "breadth_similarity": 0.833,
1696
  "concentration_similarity": 1.0,
 
1736
  {
1737
  "left_pr_number": 45077,
1738
  "right_pr_number": 46264,
1739
+ "similarity": 0.538,
1740
+ "content_similarity": 0.496,
1741
  "size_similarity": 0.423,
1742
  "breadth_similarity": 0.775,
1743
  "concentration_similarity": 1.0,
 
1761
  {
1762
  "left_pr_number": 42976,
1763
  "right_pr_number": 45077,
1764
+ "similarity": 0.482,
1765
+ "content_similarity": 0.507,
1766
  "size_similarity": 0.074,
1767
  "breadth_similarity": 0.659,
1768
  "concentration_similarity": 1.0,
 
1781
  {
1782
  "left_pr_number": 42975,
1783
  "right_pr_number": 42976,
1784
+ "similarity": 0.408,
1785
+ "content_similarity": 0.404,
1786
  "size_similarity": 0.101,
1787
  "breadth_similarity": 0.606,
1788
  "concentration_similarity": 1.0,
 
1919
  }
1920
  ]
1921
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1922
  {
1923
  "cluster_id": "pr-scope-34667-4",
1924
  "pr_numbers": [
 
1928
  45985
1929
  ],
1930
  "representative_pr_number": 45985,
1931
+ "average_similarity": 0.521,
1932
  "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
1933
  "shared_filenames": [
1934
  "src/transformers/generation/utils.py"
 
1942
  {
1943
  "left_pr_number": 34667,
1944
  "right_pr_number": 45985,
1945
+ "similarity": 0.618,
1946
+ "content_similarity": 0.512,
1947
  "size_similarity": 0.733,
1948
  "breadth_similarity": 1.0,
1949
  "concentration_similarity": 1.0,
 
1959
  {
1960
  "left_pr_number": 39683,
1961
  "right_pr_number": 45985,
1962
+ "similarity": 0.611,
1963
+ "content_similarity": 0.519,
1964
  "size_similarity": 0.652,
1965
  "breadth_similarity": 1.0,
1966
  "concentration_similarity": 1.0,
 
1976
  {
1977
  "left_pr_number": 34667,
1978
  "right_pr_number": 39683,
1979
+ "similarity": 0.541,
1980
+ "content_similarity": 0.455,
1981
  "size_similarity": 0.478,
1982
  "breadth_similarity": 1.0,
1983
  "concentration_similarity": 1.0,
 
1993
  {
1994
  "left_pr_number": 44872,
1995
  "right_pr_number": 45985,
1996
+ "similarity": 0.475,
1997
+ "content_similarity": 0.421,
1998
  "size_similarity": 0.2,
1999
  "breadth_similarity": 1.0,
2000
  "concentration_similarity": 1.0,
 
2010
  {
2011
  "left_pr_number": 34667,
2012
  "right_pr_number": 44872,
2013
+ "similarity": 0.449,
2014
+ "content_similarity": 0.369,
2015
  "size_similarity": 0.273,
2016
  "breadth_similarity": 1.0,
2017
  "concentration_similarity": 1.0,
 
2027
  {
2028
  "left_pr_number": 39683,
2029
  "right_pr_number": 44872,
2030
+ "similarity": 0.432,
2031
+ "content_similarity": 0.375,
2032
  "size_similarity": 0.13,
2033
  "breadth_similarity": 1.0,
2034
  "concentration_similarity": 1.0,
 
2052
  46152
2053
  ],
2054
  "representative_pr_number": 46152,
2055
+ "average_similarity": 0.406,
2056
  "summary": "4 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #46152.",
2057
  "shared_filenames": [
2058
  "src/transformers/utils/import_utils.py"
 
2066
  {
2067
  "left_pr_number": 44615,
2068
  "right_pr_number": 46152,
2069
+ "similarity": 0.625,
2070
+ "content_similarity": 0.554,
2071
  "size_similarity": 0.583,
2072
  "breadth_similarity": 1.0,
2073
  "concentration_similarity": 1.0,
 
2083
  {
2084
  "left_pr_number": 45060,
2085
  "right_pr_number": 46152,
2086
+ "similarity": 0.439,
2087
+ "content_similarity": 0.345,
2088
  "size_similarity": 0.95,
2089
  "breadth_similarity": 0.333,
2090
  "concentration_similarity": 0.421,
 
2100
  {
2101
  "left_pr_number": 44385,
2102
  "right_pr_number": 44615,
2103
+ "similarity": 0.412,
2104
+ "content_similarity": 0.342,
2105
  "size_similarity": 0.371,
2106
  "breadth_similarity": 0.667,
2107
  "concentration_similarity": 1.0,
 
2117
  {
2118
  "left_pr_number": 44385,
2119
  "right_pr_number": 46152,
2120
+ "similarity": 0.396,
2121
+ "content_similarity": 0.353,
2122
  "size_similarity": 0.217,
2123
  "breadth_similarity": 0.667,
2124
  "concentration_similarity": 1.0,
 
2134
  {
2135
  "left_pr_number": 44615,
2136
  "right_pr_number": 45060,
2137
+ "similarity": 0.316,
2138
+ "content_similarity": 0.242,
2139
  "size_similarity": 0.614,
2140
  "breadth_similarity": 0.333,
2141
  "concentration_similarity": 0.421,
 
2151
  {
2152
  "left_pr_number": 44385,
2153
  "right_pr_number": 45060,
2154
+ "similarity": 0.247,
2155
+ "content_similarity": 0.178,
2156
  "size_similarity": 0.228,
2157
  "breadth_similarity": 0.667,
2158
  "concentration_similarity": 0.421,
 
2268
  {
2269
  "left_pr_number": 41441,
2270
  "right_pr_number": 43469,
2271
+ "similarity": 0.666,
2272
  "content_similarity": 0.752,
2273
  "size_similarity": 0.35,
2274
  "breadth_similarity": 0.5,
 
2284
  {
2285
  "left_pr_number": 41441,
2286
  "right_pr_number": 46364,
2287
+ "similarity": 0.654,
2288
+ "content_similarity": 0.506,
2289
+ "size_similarity": 1.0,
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2290
  "breadth_similarity": 1.0,
2291
+ "concentration_similarity": 1.0,
2292
  "shared_filenames": [
2293
+ "src/transformers/hf_argparser.py"
 
2294
  ],
2295
  "shared_directories": [
2296
  "src/transformers",
2297
+ "src"
 
2298
  ]
2299
  },
2300
  {
2301
+ "left_pr_number": 43469,
2302
+ "right_pr_number": 46364,
2303
+ "similarity": 0.386,
2304
+ "content_similarity": 0.351,
2305
+ "size_similarity": 0.35,
2306
+ "breadth_similarity": 0.5,
2307
+ "concentration_similarity": 0.75,
2308
  "shared_filenames": [
2309
+ "src/transformers/hf_argparser.py"
 
2310
  ],
2311
  "shared_directories": [
2312
  "src/transformers",
2313
+ "src"
 
2314
  ]
2315
  }
2316
  ]
 
2441
  "left_pr_number": 44680,
2442
  "right_pr_number": 45666,
2443
  "similarity": 0.453,
2444
+ "content_similarity": 0.534,
2445
  "size_similarity": 0.042,
2446
  "breadth_similarity": 0.417,
2447
  "concentration_similarity": 0.632,
 
2554
  }
2555
  ]
2556
  },
2557
+ {
2558
+ "cluster_id": "pr-scope-45825-3",
2559
+ "pr_numbers": [
2560
+ 45825,
2561
+ 46327,
2562
+ 46371
2563
+ ],
2564
+ "representative_pr_number": 45825,
2565
+ "average_similarity": 0.488,
2566
+ "summary": "3 open PRs share weighted file overlap around `.github/workflows/pr-repo-consistency-bot.yml`; representative PR #45825.",
2567
+ "shared_filenames": [
2568
+ ".github/workflows/pr-repo-consistency-bot.yml"
2569
+ ],
2570
+ "shared_directories": [
2571
+ ".github/workflows",
2572
+ ".github"
2573
+ ],
2574
+ "pairwise": [
2575
+ {
2576
+ "left_pr_number": 45825,
2577
+ "right_pr_number": 46371,
2578
+ "similarity": 0.736,
2579
+ "content_similarity": 0.781,
2580
+ "size_similarity": 0.265,
2581
+ "breadth_similarity": 1.0,
2582
+ "concentration_similarity": 1.0,
2583
+ "shared_filenames": [
2584
+ ".github/workflows/pr-repo-consistency-bot.yml"
2585
+ ],
2586
+ "shared_directories": [
2587
+ ".github/workflows",
2588
+ ".github"
2589
+ ]
2590
+ },
2591
+ {
2592
+ "left_pr_number": 45825,
2593
+ "right_pr_number": 46327,
2594
+ "similarity": 0.376,
2595
+ "content_similarity": 0.185,
2596
+ "size_similarity": 0.643,
2597
+ "breadth_similarity": 1.0,
2598
+ "concentration_similarity": 1.0,
2599
+ "shared_filenames": [],
2600
+ "shared_directories": [
2601
+ ".github/workflows",
2602
+ ".github"
2603
+ ]
2604
+ },
2605
+ {
2606
+ "left_pr_number": 46327,
2607
+ "right_pr_number": 46371,
2608
+ "similarity": 0.353,
2609
+ "content_similarity": 0.201,
2610
+ "size_similarity": 0.412,
2611
+ "breadth_similarity": 1.0,
2612
+ "concentration_similarity": 1.0,
2613
+ "shared_filenames": [],
2614
+ "shared_directories": [
2615
+ ".github/workflows",
2616
+ ".github"
2617
+ ]
2618
+ }
2619
+ ]
2620
+ },
2621
  {
2622
  "cluster_id": "pr-scope-44940-3",
2623
  "pr_numbers": [
 
2626
  46207
2627
  ],
2628
  "representative_pr_number": 44940,
2629
+ "average_similarity": 0.483,
2630
  "summary": "3 open PRs share weighted file overlap around `tests/utils/test_modeling_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44940.",
2631
  "shared_filenames": [
2632
  "tests/utils/test_modeling_utils.py",
 
2642
  {
2643
  "left_pr_number": 44940,
2644
  "right_pr_number": 46207,
2645
+ "similarity": 0.535,
2646
+ "content_similarity": 0.444,
2647
  "size_similarity": 0.662,
2648
  "breadth_similarity": 0.833,
2649
  "concentration_similarity": 0.839,
 
2661
  {
2662
  "left_pr_number": 44940,
2663
  "right_pr_number": 46114,
2664
+ "similarity": 0.485,
2665
+ "content_similarity": 0.422,
2666
  "size_similarity": 0.692,
2667
  "breadth_similarity": 0.381,
2668
  "concentration_similarity": 0.96,
 
2679
  {
2680
  "left_pr_number": 46114,
2681
  "right_pr_number": 46207,
2682
+ "similarity": 0.429,
2683
+ "content_similarity": 0.414,
2684
  "size_similarity": 0.458,
2685
  "breadth_similarity": 0.31,
2686
  "concentration_similarity": 0.798,
 
2818
  "left_pr_number": 45293,
2819
  "right_pr_number": 45317,
2820
  "similarity": 0.492,
2821
+ "content_similarity": 0.331,
2822
  "size_similarity": 0.741,
2823
  "breadth_similarity": 1.0,
2824
  "concentration_similarity": 0.972,
 
2836
  {
2837
  "left_pr_number": 45317,
2838
  "right_pr_number": 46091,
2839
+ "similarity": 0.419,
2840
+ "content_similarity": 0.376,
2841
  "size_similarity": 0.276,
2842
  "breadth_similarity": 0.667,
2843
  "concentration_similarity": 0.957,
 
2862
  45655
2863
  ],
2864
  "representative_pr_number": 45649,
2865
+ "average_similarity": 0.457,
2866
  "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
2867
  "shared_filenames": [
2868
  "src/transformers/modeling_utils.py"
 
2875
  {
2876
  "left_pr_number": 45548,
2877
  "right_pr_number": 45649,
2878
+ "similarity": 0.509,
2879
+ "content_similarity": 0.516,
2880
  "size_similarity": 0.149,
2881
  "breadth_similarity": 0.75,
2882
  "concentration_similarity": 1.0,
 
2891
  {
2892
  "left_pr_number": 45649,
2893
  "right_pr_number": 45655,
2894
+ "similarity": 0.508,
2895
+ "content_similarity": 0.344,
2896
  "size_similarity": 0.778,
2897
  "breadth_similarity": 1.0,
2898
  "concentration_similarity": 1.0,
 
2907
  {
2908
  "left_pr_number": 45548,
2909
  "right_pr_number": 45655,
2910
+ "similarity": 0.354,
2911
+ "content_similarity": 0.286,
2912
  "size_similarity": 0.191,
2913
  "breadth_similarity": 0.75,
2914
  "concentration_similarity": 1.0,
 
3085
  45783
3086
  ],
3087
  "representative_pr_number": 45783,
3088
+ "average_similarity": 0.407,
3089
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/aya_vision/modeling_aya_vision.py`, `src/transformers/models/cohere2_vision/modeling_cohere2_vision.py`, `src/transformers/models/deepseek_vl/modeling_deepseek_vl.py`; representative PR #45783.",
3090
  "shared_filenames": [
3091
  "src/transformers/models/aya_vision/modeling_aya_vision.py",
 
3111
  {
3112
  "left_pr_number": 44907,
3113
  "right_pr_number": 45783,
3114
+ "similarity": 0.487,
3115
+ "content_similarity": 0.494,
3116
+ "size_similarity": 0.075,
3117
+ "breadth_similarity": 0.809,
3118
+ "concentration_similarity": 0.99,
3119
  "shared_filenames": [
3120
  "src/transformers/models/aria/modeling_aria.py",
3121
  "src/transformers/models/aya_vision/modeling_aya_vision.py",
 
3144
  {
3145
  "left_pr_number": 43446,
3146
  "right_pr_number": 45783,
3147
+ "similarity": 0.4,
3148
+ "content_similarity": 0.376,
3149
+ "size_similarity": 0.344,
3150
+ "breadth_similarity": 0.4,
3151
+ "concentration_similarity": 0.909,
3152
  "shared_filenames": [
3153
  "src/transformers/models/aria/modeling_aria.py",
3154
  "src/transformers/models/aria/modular_aria.py",
 
3276
  {
3277
  "left_pr_number": 46099,
3278
  "right_pr_number": 46290,
3279
+ "similarity": 0.375,
3280
  "content_similarity": 0.34,
3281
  "size_similarity": 0.089,
3282
  "breadth_similarity": 0.745,
3283
+ "concentration_similarity": 0.996,
3284
  "shared_filenames": [
3285
  "src/transformers/distributed/tensor_parallel.py",
3286
  "src/transformers/models/deepseek_v2/configuration_deepseek_v2.py",
 
3313
  "content_similarity": 0.395,
3314
  "size_similarity": 0.148,
3315
  "breadth_similarity": 0.223,
3316
+ "concentration_similarity": 0.8,
3317
  "shared_filenames": [
3318
  "src/transformers/distributed/tensor_parallel.py",
3319
  "src/transformers/integrations/moe.py",
 
3362
  {
3363
  "left_pr_number": 33686,
3364
  "right_pr_number": 44550,
3365
+ "similarity": 0.387,
3366
+ "content_similarity": 0.124,
3367
  "size_similarity": 1.0,
3368
  "breadth_similarity": 1.0,
3369
  "concentration_similarity": 1.0,
 
3379
  "left_pr_number": 44407,
3380
  "right_pr_number": 44550,
3381
  "similarity": 0.359,
3382
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3781
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4079
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4081
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4085
  "src/transformers/integrations/integration_utils.py"
 
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4094
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  {
4143
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4330
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4332
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4334
  "src/transformers/tokenization_utils_base.py"
 
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4342
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4465
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4467
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4471
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4529
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4551
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4614
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4616
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4632
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@@ -1,7 +1,7 @@
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  {
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- "effective_since": "2026-06-03T00:00:24Z",
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- "last_successful_snapshot_id": "20260603T060020Z",
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- "next_since": "2026-06-03T06:00:20Z",
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  "repo": "huggingface/transformers",
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- "updated_at": "2026-06-03T06:00:20Z"
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  }
 
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  {
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+ "effective_since": "2026-06-03T06:00:20Z",
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+ "last_successful_snapshot_id": "20260603T120101Z",
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+ "next_since": "2026-06-03T12:01:01Z",
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  "repo": "huggingface/transformers",
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+ "updated_at": "2026-06-03T12:01:01Z"
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  }