evalstate HF Staff commited on
Commit
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1 Parent(s): 2e471d4

Refresh transformers dataset snapshot 20260626T180014Z

Browse files
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  - eval set creation
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  Notes:
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  - raw data only; no labels or moderation decisions
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new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260626T120015Z`
4
- - Generated: `2026-06-26T12:02:36Z`
5
  - Activity window: `60d`
6
- - Contributors: `354`
7
 
8
  ## Summary
9
 
@@ -16,7 +16,7 @@
16
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 97 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
17
  | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 71 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
18
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
19
- | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 55 | 2 | mixed | low | low | targets high-star repos |
20
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 50 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
21
  | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 46 | 0 | strong | low | low | targets high-star repos |
22
  | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 45 | 1 | strong | low | low | targets high-star repos |
@@ -38,7 +38,7 @@
38
  | `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 16 | 1 | weak | moderate | low | high open PR share |
39
  | `AI-Safeter` | [profile](https://github.com/AI-Safeter) | no | NONE | 0d | `2026-05-19T04:38:35Z` | 14 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
40
  | `Rohan5commit` | [profile](https://github.com/Rohan5commit) | no | FIRST_TIME_CONTRIBUTOR | 636d | `2026-06-12T06:11:19Z` | 13 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
41
- | `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 11 | 1 | weak | low | low | high open PR share; targets high-star repos |
42
  | `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2909d | `2026-03-14T18:33:53Z` | 11 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
43
  | `KartavyaDikshit` | [profile](https://github.com/KartavyaDikshit) | no | FIRST_TIME_CONTRIBUTOR | 1742d | `2026-06-22T01:23:43Z` | 11 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
44
  | `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | CONTRIBUTOR | 9d | `2026-04-22T13:14:19Z` | 10 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
@@ -46,10 +46,10 @@
46
  | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 9 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
47
  | `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 9 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
48
  | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 8 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
 
49
  | `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 7 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
50
  | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 7 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
51
  | `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 7 | 0 | strong | low | low | — |
52
- | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 7 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
53
  | `kpal002` | [profile](https://github.com/kpal002) | no | CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 7 | 0 | strong | moderate | low | high recent PR volume |
54
  | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 6 | 0 | n/a | n/a | n/a | summary unavailable |
55
  | `KirtiRamchandani` | [profile](https://github.com/KirtiRamchandani) | no | NONE | 3143d | `2026-06-13T17:53:25Z` | 6 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
@@ -82,6 +82,7 @@
82
  | `Sahith59` | [profile](https://github.com/Sahith59) | no | FIRST_TIME_CONTRIBUTOR | 1626d | `2026-06-19T02:27:30Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
83
  | `Snakinya` | [profile](https://github.com/Snakinya) | no | FIRST_TIME_CONTRIBUTOR | 2115d | `2026-06-08T10:08:10Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
84
  | `Vitaliy-Pikalo` | [profile](https://github.com/Vitaliy-Pikalo) | no | NONE | 636d | `2026-06-21T01:56:59Z` | 3 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 
85
  | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 9 | 0 | mixed | moderate | low | targets high-star repos |
86
  | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 8 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
87
  | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
@@ -128,16 +129,15 @@
128
  | `nileshpatil6` | [profile](https://github.com/nileshpatil6) | no | CONTRIBUTOR | 1148d | `2026-05-16T14:53:41Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
129
  | `otjdiepluong` | [profile](https://github.com/otjdiepluong) | no | NONE | 32d | `2026-05-14T03:52:29Z` | 2 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
130
  | `poojansatani` | [profile](https://github.com/poojansatani) | no | FIRST_TIME_CONTRIBUTOR | 1048d | `2026-05-16T15:35:41Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
131
- | `praful-srinivasan-027` | [profile](https://github.com/praful-srinivasan-027) | no | FIRST_TIME_CONTRIBUTOR | 469d | `2026-06-25T18:51:59Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
132
  | `primordialomegazero` | [profile](https://github.com/primordialomegazero) | no | FIRST_TIME_CONTRIBUTOR | 98d | `2026-06-18T22:40:42Z` | 2 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
133
  | `punyamodi` | [profile](https://github.com/punyamodi) | no | CONTRIBUTOR | 2156d | `2026-06-12T08:32:21Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
134
  | `ranjithchinnanan` | [profile](https://github.com/ranjithchinnanan) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-05-05T12:03:53Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
135
  | `rmotgi1227` | [profile](https://github.com/rmotgi1227) | no | NONE | 295d | `2026-05-12T21:21:10Z` | 2 | 0 | mixed | moderate | low | young account; targets high-star repos |
136
  | `rohanbalsaraf` | [profile](https://github.com/rohanbalsaraf) | no | FIRST_TIME_CONTRIBUTOR | 1145d | `2026-05-20T11:01:54Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
137
- | `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | yes | NONE | ?d | `2026-05-13T06:40:41Z` | 2 | 0 | n/a | n/a | n/a | summary unavailable |
138
  | `SindhuRaghuram97` | [profile](https://github.com/SindhuRaghuram97) | no | CONTRIBUTOR | 1319d | `2026-05-05T14:47:02Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
139
  | `yuvrajsharma9981` | [profile](https://github.com/yuvrajsharma9981) | no | FIRST_TIME_CONTRIBUTOR | 3814d | `2026-05-21T22:27:49Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
140
- | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3752d | `2025-08-10T08:43:09Z` | 28 | 0 | weak | moderate | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
141
  | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 3012d | `2025-12-02T16:00:11Z` | 19 | 7 | strong | high | low | high recent PR volume; broad repo spread; targets high-star repos |
142
  | `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2888d | `2025-12-12T17:57:18Z` | 15 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
143
  | `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 10 | 0 | mixed | low | low | high open PR share |
@@ -270,6 +270,7 @@
270
  | `iamsharduld` | [profile](https://github.com/iamsharduld) | no | NONE | 4324d | `2026-06-13T10:20:36Z` | 1 | 0 | mixed | high | low | broad repo spread |
271
  | `igordertigor` | [profile](https://github.com/igordertigor) | no | CONTRIBUTOR | 5665d | `2026-05-12T19:17:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
272
  | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 1 | 0 | strong | low | low | high recent PR volume |
 
273
  | `jacopopper` | [profile](https://github.com/jacopopper) | no | NONE | 1686d | `2026-05-31T20:04:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
274
  | `JAE0Y2N` | [profile](https://github.com/JAE0Y2N) | no | NONE | 877d | `2026-05-20T11:02:07Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
275
  | `jankipatel20` | [profile](https://github.com/jankipatel20) | no | NONE | 1001d | `2026-05-25T08:25:28Z` | 1 | 0 | strong | low | low | — |
@@ -301,6 +302,7 @@
301
  | `MinuriRajapakse` | [profile](https://github.com/MinuriRajapakse) | no | FIRST_TIME_CONTRIBUTOR | 1037d | `2026-04-29T06:12:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
302
  | `mironable` | [profile](https://github.com/mironable) | no | FIRST_TIME_CONTRIBUTOR | 3559d | `2026-06-15T12:56:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
303
  | `msdsm` | [profile](https://github.com/msdsm) | no | FIRST_TIME_CONTRIBUTOR | 2197d | `2026-06-06T10:53:47Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 
304
  | `n0gu-furiosa` | [profile](https://github.com/n0gu-furiosa) | no | CONTRIBUTOR | 863d | `2026-06-04T05:04:15Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
305
  | `NanoCode012` | [profile](https://github.com/NanoCode012) | no | CONTRIBUTOR | 4220d | `2026-06-13T06:09:47Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
306
  | `ndvbd` | [profile](https://github.com/ndvbd) | no | FIRST_TIME_CONTRIBUTOR | 5482d | `2026-06-16T08:24:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -312,6 +314,7 @@
312
  | `pritishyuvraj` | [profile](https://github.com/pritishyuvraj) | no | FIRST_TIME_CONTRIBUTOR | 3913d | `2026-04-30T04:36:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
313
  | `professoralbay` | [profile](https://github.com/professoralbay) | no | FIRST_TIMER | 780d | `2026-06-03T20:51:18Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
314
  | `Protocol-zero-0` | [profile](https://github.com/Protocol-zero-0) | no | NONE | 110d | `2026-05-16T15:42:56Z` | 1 | 0 | weak | very high | high | young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 
315
  | `puneetdixit200` | [profile](https://github.com/puneetdixit200) | no | NONE | 223d | `2026-05-16T09:13:29Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
316
  | `puwaer` | [profile](https://github.com/puwaer) | no | NONE | 1811d | `2026-06-16T05:24:18Z` | 1 | 0 | strong | moderate | low | — |
317
  | `pvelayudhan` | [profile](https://github.com/pvelayudhan) | no | CONTRIBUTOR | 2051d | `2026-05-27T14:26:06Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -395,12 +398,12 @@ Example artifacts:
395
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
396
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
397
  - repo first seen: `2025-03-19T10:58:02Z`
398
- - repo last seen: `2026-06-26T10:23:09Z`
399
  - first seen in snapshot: **no**
400
  - repo association: **MEMBER**
401
  - repo primary artifacts: **108**
402
  - snapshot authored PRs/issues: **108 PRs / 0 issues**
403
- - snapshot discussion activity: **262 comments / 367 reviews / 552 review comments**
404
  - account age: **2036 days**
405
  - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
406
  - public orgs: `huggingface`
@@ -408,7 +411,7 @@ Example artifacts:
408
  - heuristic read: **high recent PR volume; targets high-star repos**
409
 
410
  Example artifacts:
411
- - [PR #46914: Fix flash attention with StaticCache](https://github.com/huggingface/transformers/pull/46914) — open
412
  - [PR #46876: Fix auto-mappings registration for remote code & fixes a few custom code issues](https://github.com/huggingface/transformers/pull/46876) — open
413
  - [PR #46862: Rework some old cache getters/properties](https://github.com/huggingface/transformers/pull/46862) — closed, merged
414
 
@@ -544,12 +547,12 @@ Example artifacts:
544
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
545
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
546
  - repo first seen: `2025-08-26T12:13:50Z`
547
- - repo last seen: `2026-06-26T11:39:56Z`
548
  - first seen in snapshot: **no**
549
  - repo association: **MEMBER**
550
- - repo primary artifacts: **57**
551
- - snapshot authored PRs/issues: **55 PRs / 2 issues**
552
- - snapshot discussion activity: **730 comments / 1354 reviews / 5539 review comments**
553
  - account age: **1991 days**
554
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
555
  - public orgs: none visible
@@ -557,9 +560,9 @@ Example artifacts:
557
  - heuristic read: **targets high-star repos**
558
 
559
  Example artifacts:
 
560
  - [PR #46883: [`Kernels`] Refactor function handling](https://github.com/huggingface/transformers/pull/46883) — open, draft
561
  - [PR #46755: [`Kernels`] Trigger proper kernelization on `use_kernels=True`](https://github.com/huggingface/transformers/pull/46755) — closed, merged
562
- - [PR #46751: [`CI`] Fix some failures introduced by myself :grimacing: ](https://github.com/huggingface/transformers/pull/46751) — closed, merged
563
  - [Issue #46245: [`Layer Types`] Split keys across MLP and Attentions](https://github.com/huggingface/transformers/issues/46245) — open
564
  - [Issue #40827: [`Cache`] Proper support for Linear Attention (related) caches](https://github.com/huggingface/transformers/issues/40827) — closed
565
 
@@ -569,12 +572,12 @@ Example artifacts:
569
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc)
570
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc)
571
  - repo first seen: `2024-09-02T13:41:47Z`
572
- - repo last seen: `2026-06-25T18:22:08Z`
573
  - first seen in snapshot: **no**
574
  - repo association: **MEMBER**
575
  - repo primary artifacts: **52**
576
  - snapshot authored PRs/issues: **50 PRs / 2 issues**
577
- - snapshot discussion activity: **192 comments / 349 reviews / 472 review comments**
578
  - account age: **2360 days**
579
  - recent public PR activity: **35 PRs** (28 merged / 3 closed-unmerged / 4 open; merged rate **80%**, closed-unmerged rate **9%**, open rate **11%**)
580
  - public orgs: `huggingface`
@@ -1073,12 +1076,12 @@ Example artifacts:
1073
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
1074
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
1075
  - repo first seen: `2024-06-13T14:13:17Z`
1076
- - repo last seen: `2026-06-25T16:18:16Z`
1077
  - first seen in snapshot: **no**
1078
  - repo association: **MEMBER**
1079
- - repo primary artifacts: **12**
1080
- - snapshot authored PRs/issues: **11 PRs / 1 issues**
1081
- - snapshot discussion activity: **47 comments / 232 reviews / 667 review comments**
1082
  - account age: **2914 days**
1083
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
1084
  - public orgs: none visible
@@ -1086,9 +1089,9 @@ Example artifacts:
1086
  - heuristic read: **high open PR share; targets high-star repos**
1087
 
1088
  Example artifacts:
 
1089
  - [PR #46776: Add LocateAnything](https://github.com/huggingface/transformers/pull/46776) — open
1090
  - [PR #46771: [WIP] Support custom kernels for processing ops](https://github.com/huggingface/transformers/pull/46771) — open
1091
- - [PR #46691: add conversion scripts for EUPE](https://github.com/huggingface/transformers/pull/46691) — closed, merged
1092
  - [Issue #43979: Call to contributions: refactor output tracing in transformers](https://github.com/huggingface/transformers/issues/43979) — closed
1093
 
1094
  ### `he-yufeng`
@@ -1253,6 +1256,29 @@ Example artifacts:
1253
  - [PR #45718: Fix check_auto.py wiping auto_mappings.py due to missing flush](https://github.com/huggingface/transformers/pull/45718) — open
1254
  - [Issue #46121: `convert_rope_params_to_dict` raises `TypeError` when `ignore_keys_at_rope_validation` is a JSON-loaded list](https://github.com/huggingface/transformers/issues/46121) — closed
1255
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1256
  ### `Incheonkirin`
1257
 
1258
  - profile: [github.com/Incheonkirin](https://github.com/Incheonkirin)
@@ -1324,29 +1350,6 @@ Example artifacts:
1324
  - [PR #46674: Sapiens2: Remove modeling imports in image processing](https://github.com/huggingface/transformers/pull/46674) — closed, merged
1325
  - [PR #46438: Speed up modular conversion by reusing process pool](https://github.com/huggingface/transformers/pull/46438) — closed, merged
1326
 
1327
- ### `juliendenize`
1328
-
1329
- - profile: [github.com/juliendenize](https://github.com/juliendenize)
1330
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajuliendenize)
1331
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajuliendenize)
1332
- - repo first seen: `2026-03-13T10:24:11Z`
1333
- - repo last seen: `2026-06-23T13:19:21Z`
1334
- - first seen in snapshot: **no**
1335
- - repo association: **CONTRIBUTOR**
1336
- - repo primary artifacts: **7**
1337
- - snapshot authored PRs/issues: **7 PRs / 0 issues**
1338
- - snapshot discussion activity: **7 comments / 7 reviews / 7 review comments**
1339
- - account age: **2852 days**
1340
- - recent public PR activity: **26 PRs** (20 merged / 5 closed-unmerged / 1 open; merged rate **77%**, closed-unmerged rate **19%**, open rate **4%**)
1341
- - public orgs: none visible
1342
- - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
1343
- - heuristic read: **high recent PR volume; targets high-star repos**
1344
-
1345
- Example artifacts:
1346
- - [PR #46604: [Mistral] Add tekken tokenizer detection, conversion, and save utilities](https://github.com/huggingface/transformers/pull/46604) — open, draft
1347
- - [PR #46603: [Mistral] Move MistralConverter into integrations/mistral/ package](https://github.com/huggingface/transformers/pull/46603) — open
1348
- - [PR #45744: [MINISTRAL3] Fix conversion script yarn's apply_scale support.](https://github.com/huggingface/transformers/pull/45744) — closed, merged
1349
-
1350
  ### `kpal002`
1351
 
1352
  - profile: [github.com/kpal002](https://github.com/kpal002)
@@ -1436,7 +1439,7 @@ Example artifacts:
1436
  - heuristic read: **high recent PR volume; high open PR share**
1437
 
1438
  Example artifacts:
1439
- - [PR #46905: [Docs] Fix full disk offloading docs](https://github.com/huggingface/transformers/pull/46905) — open
1440
  - [PR #46902: [Bugfix] [Offloading] Save disk-offloaded buffers, Save converted weights](https://github.com/huggingface/transformers/pull/46902) — open, draft
1441
  - [PR #46849: [Offloading] [Bugfix] Fix disk offloading of models with explicit tensor dtypes](https://github.com/huggingface/transformers/pull/46849) — closed, merged
1442
 
@@ -1633,12 +1636,12 @@ Example artifacts:
1633
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asharmax-vikas)
1634
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asharmax-vikas)
1635
  - repo first seen: `2026-06-18T18:50:23Z`
1636
- - repo last seen: `2026-06-25T19:26:41Z`
1637
  - first seen in snapshot: **no**
1638
  - repo association: **CONTRIBUTOR**
1639
  - repo primary artifacts: **8**
1640
  - snapshot authored PRs/issues: **4 PRs / 4 issues**
1641
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
1642
  - account age: **702 days**
1643
  - recent public PR activity: **8 PRs** (0 merged / 1 closed-unmerged / 7 open; merged rate **0%**, closed-unmerged rate **12%**, open rate **88%**)
1644
  - public orgs: none visible
@@ -2095,6 +2098,29 @@ Example artifacts:
2095
  - [PR #46789: fix(tokenization): guard against IndexError when apply_chat_template …](https://github.com/huggingface/transformers/pull/46789) — closed
2096
  - [PR #46788: fix: cast q_offset/kv_offset to int in flex_attention_mask to prevent tensor-type mask shape errors](https://github.com/huggingface/transformers/pull/46788) — closed
2097
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2098
  ### `zhang-prog`
2099
 
2100
  - profile: [github.com/zhang-prog](https://github.com/zhang-prog)
@@ -2504,12 +2530,12 @@ Example artifacts:
2504
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atengomucho)
2505
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atengomucho)
2506
  - repo first seen: `2026-04-29T09:26:52Z`
2507
- - repo last seen: `2026-06-24T16:25:31Z`
2508
  - first seen in snapshot: **no**
2509
  - repo association: **MEMBER**
2510
  - repo primary artifacts: **3**
2511
  - snapshot authored PRs/issues: **2 PRs / 1 issues**
2512
- - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
2513
  - account age: **4442 days**
2514
  - recent public PR activity: **8 PRs** (5 merged / 2 closed-unmerged / 1 open; merged rate **62%**, closed-unmerged rate **25%**, open rate **12%**)
2515
  - public orgs: none visible
@@ -3146,7 +3172,7 @@ Example artifacts:
3146
  - repo first seen: `2026-06-25T18:51:59Z`
3147
  - repo last seen: `2026-06-26T10:55:07Z`
3148
  - first seen in snapshot: **no**
3149
- - repo association: **FIRST_TIME_CONTRIBUTOR**
3150
  - repo primary artifacts: **2**
3151
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
3152
  - snapshot discussion activity: **2 comments / 1 reviews / 1 review comments**
@@ -3157,7 +3183,7 @@ Example artifacts:
3157
  - heuristic read: **high open PR share; targets high-star repos**
3158
 
3159
  Example artifacts:
3160
- - [PR #46904: Fix dtype casting for quantized multimodal embedders](https://github.com/huggingface/transformers/pull/46904) — open
3161
  - [PR #46896: Update EvalPrediction annotations for batch_eval_metrics](https://github.com/huggingface/transformers/pull/46896) — open
3162
 
3163
  ### `primordialomegazero`
@@ -3277,7 +3303,7 @@ Example artifacts:
3277
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergereview%5Bbot%5D)
3278
  - repo first seen: `2026-05-13T06:40:41Z`
3279
  - repo last seen: `2026-06-26T08:02:05Z`
3280
- - first seen in snapshot: **yes**
3281
  - repo association: **NONE**
3282
  - repo primary artifacts: **2**
3283
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
@@ -3337,29 +3363,6 @@ Example artifacts:
3337
  - [PR #46759: Default Gemma4 processor text padding to False (align with Gemma3 / Qwen3-VL)](https://github.com/huggingface/transformers/pull/46759) — closed
3338
  - [PR #46148: [Qwen3Next] preserve linear-attn-mask optimization under torch.compile/export](https://github.com/huggingface/transformers/pull/46148) — open
3339
 
3340
- ### `cyyever`
3341
-
3342
- - profile: [github.com/cyyever](https://github.com/cyyever)
3343
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acyyever)
3344
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acyyever)
3345
- - repo first seen: `2025-08-10T08:43:09Z`
3346
- - repo last seen: `2026-06-21T03:37:03Z`
3347
- - first seen in snapshot: **no**
3348
- - repo association: **CONTRIBUTOR**
3349
- - repo primary artifacts: **28**
3350
- - snapshot authored PRs/issues: **28 PRs / 0 issues**
3351
- - snapshot discussion activity: **8 comments / 8 reviews / 8 review comments**
3352
- - account age: **3752 days**
3353
- - recent public PR activity: **204 PRs** (17 merged / 117 closed-unmerged / 70 open; merged rate **8%**, closed-unmerged rate **57%**, open rate **34%**)
3354
- - public orgs: none visible
3355
- - compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
3356
- - heuristic read: **extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos**
3357
-
3358
- Example artifacts:
3359
- - [PR #46579: Fix typos in code](https://github.com/huggingface/transformers/pull/46579) — closed, merged
3360
- - [PR #45113: Add GDS support for safetensors loading ](https://github.com/huggingface/transformers/pull/45113) — open
3361
- - [PR #44123: Avoid device sync in training loss accumulation](https://github.com/huggingface/transformers/pull/44123) — open
3362
-
3363
  ### `tomaarsen`
3364
 
3365
  - profile: [github.com/tomaarsen](https://github.com/tomaarsen)
@@ -3415,12 +3418,12 @@ Example artifacts:
3415
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
3416
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
3417
  - repo first seen: `2025-07-25T12:59:52Z`
3418
- - repo last seen: `2026-06-25T16:42:27Z`
3419
  - first seen in snapshot: **no**
3420
  - repo association: **MEMBER**
3421
  - repo primary artifacts: **10**
3422
  - snapshot authored PRs/issues: **10 PRs / 0 issues**
3423
- - snapshot discussion activity: **76 comments / 350 reviews / 933 review comments**
3424
  - account age: **4714 days**
3425
  - recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
3426
  - public orgs: `LCAV`
@@ -4527,12 +4530,12 @@ Example artifacts:
4527
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AOmkumarSolanki)
4528
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AOmkumarSolanki)
4529
  - repo first seen: `2026-06-26T02:23:31Z`
4530
- - repo last seen: `2026-06-26T02:24:39Z`
4531
  - first seen in snapshot: **no**
4532
  - repo association: **FIRST_TIME_CONTRIBUTOR**
4533
  - repo primary artifacts: **2**
4534
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
4535
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
4536
  - account age: **1018 days**
4537
  - recent public PR activity: **32 PRs** (3 merged / 11 closed-unmerged / 18 open; merged rate **9%**, closed-unmerged rate **34%**, open rate **56%**)
4538
  - public orgs: `CSYE6225-Network-Struct-Cloud-Computing`
@@ -6228,6 +6231,27 @@ Example artifacts:
6228
  Example artifacts:
6229
  - [PR #45875: fix](https://github.com/huggingface/transformers/pull/45875) — closed
6230
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6231
  ### `jacopopper`
6232
 
6233
  - profile: [github.com/jacopopper](https://github.com/jacopopper)
@@ -6879,6 +6903,27 @@ Example artifacts:
6879
  Example artifacts:
6880
  - [PR #46461: Speed up nested BatchFeature tensor conversion](https://github.com/huggingface/transformers/pull/46461) — open
6881
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6882
  ### `n0gu-furiosa`
6883
 
6884
  - profile: [github.com/n0gu-furiosa](https://github.com/n0gu-furiosa)
@@ -7110,6 +7155,27 @@ Example artifacts:
7110
  Example artifacts:
7111
  - [PR #46008: chore: Automated Quality Improvements](https://github.com/huggingface/transformers/pull/46008) — closed
7112
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7113
  ### `puneetdixit200`
7114
 
7115
  - profile: [github.com/puneetdixit200](https://github.com/puneetdixit200)
@@ -7809,12 +7875,12 @@ Example artifacts:
7809
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asrishtiii28)
7810
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asrishtiii28)
7811
  - repo first seen: `2026-06-09T09:34:02Z`
7812
- - repo last seen: `2026-06-11T09:45:30Z`
7813
  - first seen in snapshot: **no**
7814
  - repo association: **NONE**
7815
  - repo primary artifacts: **1**
7816
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7817
- - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
7818
  - account age: **1008 days**
7819
  - recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
7820
  - public orgs: none visible
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260626T180014Z`
4
+ - Generated: `2026-06-26T18:01:45Z`
5
  - Activity window: `60d`
6
+ - Contributors: `357`
7
 
8
  ## Summary
9
 
 
16
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 97 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
17
  | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 71 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
18
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
19
+ | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 56 | 2 | mixed | low | low | targets high-star repos |
20
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 50 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
21
  | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 46 | 0 | strong | low | low | targets high-star repos |
22
  | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 45 | 1 | strong | low | low | targets high-star repos |
 
38
  | `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 16 | 1 | weak | moderate | low | high open PR share |
39
  | `AI-Safeter` | [profile](https://github.com/AI-Safeter) | no | NONE | 0d | `2026-05-19T04:38:35Z` | 14 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
40
  | `Rohan5commit` | [profile](https://github.com/Rohan5commit) | no | FIRST_TIME_CONTRIBUTOR | 636d | `2026-06-12T06:11:19Z` | 13 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
41
+ | `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 12 | 1 | weak | low | low | high open PR share; targets high-star repos |
42
  | `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2909d | `2026-03-14T18:33:53Z` | 11 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
43
  | `KartavyaDikshit` | [profile](https://github.com/KartavyaDikshit) | no | FIRST_TIME_CONTRIBUTOR | 1742d | `2026-06-22T01:23:43Z` | 11 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
44
  | `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | CONTRIBUTOR | 9d | `2026-04-22T13:14:19Z` | 10 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 
46
  | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 9 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
47
  | `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 9 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
48
  | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 8 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
49
+ | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 8 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
50
  | `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 7 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
51
  | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 7 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
52
  | `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 7 | 0 | strong | low | low | — |
 
53
  | `kpal002` | [profile](https://github.com/kpal002) | no | CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 7 | 0 | strong | moderate | low | high recent PR volume |
54
  | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 6 | 0 | n/a | n/a | n/a | summary unavailable |
55
  | `KirtiRamchandani` | [profile](https://github.com/KirtiRamchandani) | no | NONE | 3143d | `2026-06-13T17:53:25Z` | 6 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 
82
  | `Sahith59` | [profile](https://github.com/Sahith59) | no | FIRST_TIME_CONTRIBUTOR | 1626d | `2026-06-19T02:27:30Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
83
  | `Snakinya` | [profile](https://github.com/Snakinya) | no | FIRST_TIME_CONTRIBUTOR | 2115d | `2026-06-08T10:08:10Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
84
  | `Vitaliy-Pikalo` | [profile](https://github.com/Vitaliy-Pikalo) | no | NONE | 636d | `2026-06-21T01:56:59Z` | 3 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
85
+ | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3752d | `2025-08-10T08:43:09Z` | 29 | 0 | weak | moderate | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
86
  | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 9 | 0 | mixed | moderate | low | targets high-star repos |
87
  | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 8 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
88
  | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
 
129
  | `nileshpatil6` | [profile](https://github.com/nileshpatil6) | no | CONTRIBUTOR | 1148d | `2026-05-16T14:53:41Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
130
  | `otjdiepluong` | [profile](https://github.com/otjdiepluong) | no | NONE | 32d | `2026-05-14T03:52:29Z` | 2 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
131
  | `poojansatani` | [profile](https://github.com/poojansatani) | no | FIRST_TIME_CONTRIBUTOR | 1048d | `2026-05-16T15:35:41Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
132
+ | `praful-srinivasan-027` | [profile](https://github.com/praful-srinivasan-027) | no | CONTRIBUTOR | 469d | `2026-06-25T18:51:59Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
133
  | `primordialomegazero` | [profile](https://github.com/primordialomegazero) | no | FIRST_TIME_CONTRIBUTOR | 98d | `2026-06-18T22:40:42Z` | 2 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
134
  | `punyamodi` | [profile](https://github.com/punyamodi) | no | CONTRIBUTOR | 2156d | `2026-06-12T08:32:21Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
135
  | `ranjithchinnanan` | [profile](https://github.com/ranjithchinnanan) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-05-05T12:03:53Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
136
  | `rmotgi1227` | [profile](https://github.com/rmotgi1227) | no | NONE | 295d | `2026-05-12T21:21:10Z` | 2 | 0 | mixed | moderate | low | young account; targets high-star repos |
137
  | `rohanbalsaraf` | [profile](https://github.com/rohanbalsaraf) | no | FIRST_TIME_CONTRIBUTOR | 1145d | `2026-05-20T11:01:54Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
138
+ | `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | NONE | ?d | `2026-05-13T06:40:41Z` | 2 | 0 | n/a | n/a | n/a | summary unavailable |
139
  | `SindhuRaghuram97` | [profile](https://github.com/SindhuRaghuram97) | no | CONTRIBUTOR | 1319d | `2026-05-05T14:47:02Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
140
  | `yuvrajsharma9981` | [profile](https://github.com/yuvrajsharma9981) | no | FIRST_TIME_CONTRIBUTOR | 3814d | `2026-05-21T22:27:49Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
141
  | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 3012d | `2025-12-02T16:00:11Z` | 19 | 7 | strong | high | low | high recent PR volume; broad repo spread; targets high-star repos |
142
  | `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2888d | `2025-12-12T17:57:18Z` | 15 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
143
  | `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 10 | 0 | mixed | low | low | high open PR share |
 
270
  | `iamsharduld` | [profile](https://github.com/iamsharduld) | no | NONE | 4324d | `2026-06-13T10:20:36Z` | 1 | 0 | mixed | high | low | broad repo spread |
271
  | `igordertigor` | [profile](https://github.com/igordertigor) | no | CONTRIBUTOR | 5665d | `2026-05-12T19:17:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
272
  | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 1 | 0 | strong | low | low | high recent PR volume |
273
+ | `itxsamad1` | [profile](https://github.com/itxsamad1) | yes | FIRST_TIME_CONTRIBUTOR | 635d | `2026-06-26T12:25:41Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
274
  | `jacopopper` | [profile](https://github.com/jacopopper) | no | NONE | 1686d | `2026-05-31T20:04:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
275
  | `JAE0Y2N` | [profile](https://github.com/JAE0Y2N) | no | NONE | 877d | `2026-05-20T11:02:07Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
276
  | `jankipatel20` | [profile](https://github.com/jankipatel20) | no | NONE | 1001d | `2026-05-25T08:25:28Z` | 1 | 0 | strong | low | low | — |
 
302
  | `MinuriRajapakse` | [profile](https://github.com/MinuriRajapakse) | no | FIRST_TIME_CONTRIBUTOR | 1037d | `2026-04-29T06:12:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
303
  | `mironable` | [profile](https://github.com/mironable) | no | FIRST_TIME_CONTRIBUTOR | 3559d | `2026-06-15T12:56:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
304
  | `msdsm` | [profile](https://github.com/msdsm) | no | FIRST_TIME_CONTRIBUTOR | 2197d | `2026-06-06T10:53:47Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
305
+ | `MushiSenpai` | [profile](https://github.com/MushiSenpai) | yes | FIRST_TIME_CONTRIBUTOR | 143d | `2026-06-26T15:25:50Z` | 1 | 0 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
306
  | `n0gu-furiosa` | [profile](https://github.com/n0gu-furiosa) | no | CONTRIBUTOR | 863d | `2026-06-04T05:04:15Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
307
  | `NanoCode012` | [profile](https://github.com/NanoCode012) | no | CONTRIBUTOR | 4220d | `2026-06-13T06:09:47Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
308
  | `ndvbd` | [profile](https://github.com/ndvbd) | no | FIRST_TIME_CONTRIBUTOR | 5482d | `2026-06-16T08:24:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
314
  | `pritishyuvraj` | [profile](https://github.com/pritishyuvraj) | no | FIRST_TIME_CONTRIBUTOR | 3913d | `2026-04-30T04:36:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
315
  | `professoralbay` | [profile](https://github.com/professoralbay) | no | FIRST_TIMER | 780d | `2026-06-03T20:51:18Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
316
  | `Protocol-zero-0` | [profile](https://github.com/Protocol-zero-0) | no | NONE | 110d | `2026-05-16T15:42:56Z` | 1 | 0 | weak | very high | high | young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
317
+ | `Pruthvi226` | [profile](https://github.com/Pruthvi226) | yes | FIRST_TIMER | 657d | `2026-06-26T13:43:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
318
  | `puneetdixit200` | [profile](https://github.com/puneetdixit200) | no | NONE | 223d | `2026-05-16T09:13:29Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
319
  | `puwaer` | [profile](https://github.com/puwaer) | no | NONE | 1811d | `2026-06-16T05:24:18Z` | 1 | 0 | strong | moderate | low | — |
320
  | `pvelayudhan` | [profile](https://github.com/pvelayudhan) | no | CONTRIBUTOR | 2051d | `2026-05-27T14:26:06Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 
398
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
399
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
400
  - repo first seen: `2025-03-19T10:58:02Z`
401
+ - repo last seen: `2026-06-26T12:06:34Z`
402
  - first seen in snapshot: **no**
403
  - repo association: **MEMBER**
404
  - repo primary artifacts: **108**
405
  - snapshot authored PRs/issues: **108 PRs / 0 issues**
406
+ - snapshot discussion activity: **262 comments / 368 reviews / 553 review comments**
407
  - account age: **2036 days**
408
  - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
409
  - public orgs: `huggingface`
 
411
  - heuristic read: **high recent PR volume; targets high-star repos**
412
 
413
  Example artifacts:
414
+ - [PR #46914: Fix flash attention with StaticCache](https://github.com/huggingface/transformers/pull/46914) — closed, merged
415
  - [PR #46876: Fix auto-mappings registration for remote code & fixes a few custom code issues](https://github.com/huggingface/transformers/pull/46876) — open
416
  - [PR #46862: Rework some old cache getters/properties](https://github.com/huggingface/transformers/pull/46862) — closed, merged
417
 
 
547
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
548
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
549
  - repo first seen: `2025-08-26T12:13:50Z`
550
+ - repo last seen: `2026-06-26T17:48:10Z`
551
  - first seen in snapshot: **no**
552
  - repo association: **MEMBER**
553
+ - repo primary artifacts: **58**
554
+ - snapshot authored PRs/issues: **56 PRs / 2 issues**
555
+ - snapshot discussion activity: **733 comments / 1354 reviews / 5539 review comments**
556
  - account age: **1991 days**
557
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
558
  - public orgs: none visible
 
560
  - heuristic read: **targets high-star repos**
561
 
562
  Example artifacts:
563
+ - [PR #46923: [`Dia`] Fix docs](https://github.com/huggingface/transformers/pull/46923) — open
564
  - [PR #46883: [`Kernels`] Refactor function handling](https://github.com/huggingface/transformers/pull/46883) — open, draft
565
  - [PR #46755: [`Kernels`] Trigger proper kernelization on `use_kernels=True`](https://github.com/huggingface/transformers/pull/46755) — closed, merged
 
566
  - [Issue #46245: [`Layer Types`] Split keys across MLP and Attentions](https://github.com/huggingface/transformers/issues/46245) — open
567
  - [Issue #40827: [`Cache`] Proper support for Linear Attention (related) caches](https://github.com/huggingface/transformers/issues/40827) — closed
568
 
 
572
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc)
573
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc)
574
  - repo first seen: `2024-09-02T13:41:47Z`
575
+ - repo last seen: `2026-06-26T15:54:03Z`
576
  - first seen in snapshot: **no**
577
  - repo association: **MEMBER**
578
  - repo primary artifacts: **52**
579
  - snapshot authored PRs/issues: **50 PRs / 2 issues**
580
+ - snapshot discussion activity: **192 comments / 350 reviews / 472 review comments**
581
  - account age: **2360 days**
582
  - recent public PR activity: **35 PRs** (28 merged / 3 closed-unmerged / 4 open; merged rate **80%**, closed-unmerged rate **9%**, open rate **11%**)
583
  - public orgs: `huggingface`
 
1076
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
1077
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
1078
  - repo first seen: `2024-06-13T14:13:17Z`
1079
+ - repo last seen: `2026-06-26T16:10:06Z`
1080
  - first seen in snapshot: **no**
1081
  - repo association: **MEMBER**
1082
+ - repo primary artifacts: **13**
1083
+ - snapshot authored PRs/issues: **12 PRs / 1 issues**
1084
+ - snapshot discussion activity: **50 comments / 234 reviews / 667 review comments**
1085
  - account age: **2914 days**
1086
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
1087
  - public orgs: none visible
 
1089
  - heuristic read: **high open PR share; targets high-star repos**
1090
 
1091
  Example artifacts:
1092
+ - [PR #46922: Fix yolos](https://github.com/huggingface/transformers/pull/46922) — open
1093
  - [PR #46776: Add LocateAnything](https://github.com/huggingface/transformers/pull/46776) — open
1094
  - [PR #46771: [WIP] Support custom kernels for processing ops](https://github.com/huggingface/transformers/pull/46771) — open
 
1095
  - [Issue #43979: Call to contributions: refactor output tracing in transformers](https://github.com/huggingface/transformers/issues/43979) — closed
1096
 
1097
  ### `he-yufeng`
 
1256
  - [PR #45718: Fix check_auto.py wiping auto_mappings.py due to missing flush](https://github.com/huggingface/transformers/pull/45718) — open
1257
  - [Issue #46121: `convert_rope_params_to_dict` raises `TypeError` when `ignore_keys_at_rope_validation` is a JSON-loaded list](https://github.com/huggingface/transformers/issues/46121) — closed
1258
 
1259
+ ### `juliendenize`
1260
+
1261
+ - profile: [github.com/juliendenize](https://github.com/juliendenize)
1262
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajuliendenize)
1263
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajuliendenize)
1264
+ - repo first seen: `2026-03-13T10:24:11Z`
1265
+ - repo last seen: `2026-06-26T15:12:26Z`
1266
+ - first seen in snapshot: **no**
1267
+ - repo association: **CONTRIBUTOR**
1268
+ - repo primary artifacts: **8**
1269
+ - snapshot authored PRs/issues: **8 PRs / 0 issues**
1270
+ - snapshot discussion activity: **7 comments / 7 reviews / 7 review comments**
1271
+ - account age: **2852 days**
1272
+ - recent public PR activity: **26 PRs** (20 merged / 5 closed-unmerged / 1 open; merged rate **77%**, closed-unmerged rate **19%**, open rate **4%**)
1273
+ - public orgs: none visible
1274
+ - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
1275
+ - heuristic read: **high recent PR volume; targets high-star repos**
1276
+
1277
+ Example artifacts:
1278
+ - [PR #46920: Adapt voxtral_realtime to mistral-common 1.11.5 audio API](https://github.com/huggingface/transformers/pull/46920) — open
1279
+ - [PR #46604: [Mistral] Add tekken tokenizer detection, conversion, and save utilities](https://github.com/huggingface/transformers/pull/46604) — open, draft
1280
+ - [PR #46603: [Mistral] Move MistralConverter into integrations/mistral/ package](https://github.com/huggingface/transformers/pull/46603) — open
1281
+
1282
  ### `Incheonkirin`
1283
 
1284
  - profile: [github.com/Incheonkirin](https://github.com/Incheonkirin)
 
1350
  - [PR #46674: Sapiens2: Remove modeling imports in image processing](https://github.com/huggingface/transformers/pull/46674) — closed, merged
1351
  - [PR #46438: Speed up modular conversion by reusing process pool](https://github.com/huggingface/transformers/pull/46438) — closed, merged
1352
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1353
  ### `kpal002`
1354
 
1355
  - profile: [github.com/kpal002](https://github.com/kpal002)
 
1439
  - heuristic read: **high recent PR volume; high open PR share**
1440
 
1441
  Example artifacts:
1442
+ - [PR #46905: [Docs] Fix full disk offloading docs](https://github.com/huggingface/transformers/pull/46905) — closed, merged
1443
  - [PR #46902: [Bugfix] [Offloading] Save disk-offloaded buffers, Save converted weights](https://github.com/huggingface/transformers/pull/46902) — open, draft
1444
  - [PR #46849: [Offloading] [Bugfix] Fix disk offloading of models with explicit tensor dtypes](https://github.com/huggingface/transformers/pull/46849) — closed, merged
1445
 
 
1636
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asharmax-vikas)
1637
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asharmax-vikas)
1638
  - repo first seen: `2026-06-18T18:50:23Z`
1639
+ - repo last seen: `2026-06-26T12:46:35Z`
1640
  - first seen in snapshot: **no**
1641
  - repo association: **CONTRIBUTOR**
1642
  - repo primary artifacts: **8**
1643
  - snapshot authored PRs/issues: **4 PRs / 4 issues**
1644
+ - snapshot discussion activity: **2 comments / 1 reviews / 1 review comments**
1645
  - account age: **702 days**
1646
  - recent public PR activity: **8 PRs** (0 merged / 1 closed-unmerged / 7 open; merged rate **0%**, closed-unmerged rate **12%**, open rate **88%**)
1647
  - public orgs: none visible
 
2098
  - [PR #46789: fix(tokenization): guard against IndexError when apply_chat_template …](https://github.com/huggingface/transformers/pull/46789) — closed
2099
  - [PR #46788: fix: cast q_offset/kv_offset to int in flex_attention_mask to prevent tensor-type mask shape errors](https://github.com/huggingface/transformers/pull/46788) — closed
2100
 
2101
+ ### `cyyever`
2102
+
2103
+ - profile: [github.com/cyyever](https://github.com/cyyever)
2104
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acyyever)
2105
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acyyever)
2106
+ - repo first seen: `2025-08-10T08:43:09Z`
2107
+ - repo last seen: `2026-06-26T12:22:42Z`
2108
+ - first seen in snapshot: **no**
2109
+ - repo association: **CONTRIBUTOR**
2110
+ - repo primary artifacts: **29**
2111
+ - snapshot authored PRs/issues: **29 PRs / 0 issues**
2112
+ - snapshot discussion activity: **8 comments / 8 reviews / 8 review comments**
2113
+ - account age: **3752 days**
2114
+ - recent public PR activity: **204 PRs** (17 merged / 117 closed-unmerged / 70 open; merged rate **8%**, closed-unmerged rate **57%**, open rate **34%**)
2115
+ - public orgs: none visible
2116
+ - compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
2117
+ - heuristic read: **extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos**
2118
+
2119
+ Example artifacts:
2120
+ - [PR #46917: Remove deprecated training args](https://github.com/huggingface/transformers/pull/46917) — open
2121
+ - [PR #46579: Fix typos in code](https://github.com/huggingface/transformers/pull/46579) — closed, merged
2122
+ - [PR #45113: Add GDS support for safetensors loading ](https://github.com/huggingface/transformers/pull/45113) — open
2123
+
2124
  ### `zhang-prog`
2125
 
2126
  - profile: [github.com/zhang-prog](https://github.com/zhang-prog)
 
2530
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atengomucho)
2531
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atengomucho)
2532
  - repo first seen: `2026-04-29T09:26:52Z`
2533
+ - repo last seen: `2026-06-26T15:06:39Z`
2534
  - first seen in snapshot: **no**
2535
  - repo association: **MEMBER**
2536
  - repo primary artifacts: **3**
2537
  - snapshot authored PRs/issues: **2 PRs / 1 issues**
2538
+ - snapshot discussion activity: **4 comments / 1 reviews / 0 review comments**
2539
  - account age: **4442 days**
2540
  - recent public PR activity: **8 PRs** (5 merged / 2 closed-unmerged / 1 open; merged rate **62%**, closed-unmerged rate **25%**, open rate **12%**)
2541
  - public orgs: none visible
 
3172
  - repo first seen: `2026-06-25T18:51:59Z`
3173
  - repo last seen: `2026-06-26T10:55:07Z`
3174
  - first seen in snapshot: **no**
3175
+ - repo association: **CONTRIBUTOR**
3176
  - repo primary artifacts: **2**
3177
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
3178
  - snapshot discussion activity: **2 comments / 1 reviews / 1 review comments**
 
3183
  - heuristic read: **high open PR share; targets high-star repos**
3184
 
3185
  Example artifacts:
3186
+ - [PR #46904: Fix dtype casting for quantized multimodal embedders](https://github.com/huggingface/transformers/pull/46904) — closed, merged
3187
  - [PR #46896: Update EvalPrediction annotations for batch_eval_metrics](https://github.com/huggingface/transformers/pull/46896) — open
3188
 
3189
  ### `primordialomegazero`
 
3303
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergereview%5Bbot%5D)
3304
  - repo first seen: `2026-05-13T06:40:41Z`
3305
  - repo last seen: `2026-06-26T08:02:05Z`
3306
+ - first seen in snapshot: **no**
3307
  - repo association: **NONE**
3308
  - repo primary artifacts: **2**
3309
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
 
3363
  - [PR #46759: Default Gemma4 processor text padding to False (align with Gemma3 / Qwen3-VL)](https://github.com/huggingface/transformers/pull/46759) — closed
3364
  - [PR #46148: [Qwen3Next] preserve linear-attn-mask optimization under torch.compile/export](https://github.com/huggingface/transformers/pull/46148) — open
3365
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3366
  ### `tomaarsen`
3367
 
3368
  - profile: [github.com/tomaarsen](https://github.com/tomaarsen)
 
3418
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
3419
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
3420
  - repo first seen: `2025-07-25T12:59:52Z`
3421
+ - repo last seen: `2026-06-26T14:35:25Z`
3422
  - first seen in snapshot: **no**
3423
  - repo association: **MEMBER**
3424
  - repo primary artifacts: **10**
3425
  - snapshot authored PRs/issues: **10 PRs / 0 issues**
3426
+ - snapshot discussion activity: **78 comments / 350 reviews / 933 review comments**
3427
  - account age: **4714 days**
3428
  - recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
3429
  - public orgs: `LCAV`
 
4530
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AOmkumarSolanki)
4531
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AOmkumarSolanki)
4532
  - repo first seen: `2026-06-26T02:23:31Z`
4533
+ - repo last seen: `2026-06-26T13:15:16Z`
4534
  - first seen in snapshot: **no**
4535
  - repo association: **FIRST_TIME_CONTRIBUTOR**
4536
  - repo primary artifacts: **2**
4537
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
4538
+ - snapshot discussion activity: **1 comments / 3 reviews / 3 review comments**
4539
  - account age: **1018 days**
4540
  - recent public PR activity: **32 PRs** (3 merged / 11 closed-unmerged / 18 open; merged rate **9%**, closed-unmerged rate **34%**, open rate **56%**)
4541
  - public orgs: `CSYE6225-Network-Struct-Cloud-Computing`
 
6231
  Example artifacts:
6232
  - [PR #45875: fix](https://github.com/huggingface/transformers/pull/45875) — closed
6233
 
6234
+ ### `itxsamad1`
6235
+
6236
+ - profile: [github.com/itxsamad1](https://github.com/itxsamad1)
6237
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitxsamad1)
6238
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitxsamad1)
6239
+ - repo first seen: `2026-06-26T12:25:41Z`
6240
+ - repo last seen: `2026-06-26T12:25:41Z`
6241
+ - first seen in snapshot: **yes**
6242
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
6243
+ - repo primary artifacts: **1**
6244
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
6245
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
6246
+ - account age: **635 days**
6247
+ - recent public PR activity: **17 PRs** (4 merged / 3 closed-unmerged / 10 open; merged rate **24%**, closed-unmerged rate **18%**, open rate **59%**)
6248
+ - public orgs: `intelikimu`
6249
+ - compact scores: follow-through **weak**, breadth **high**, automation risk **low**
6250
+ - heuristic read: **broad repo spread; high open PR share; targets high-star repos**
6251
+
6252
+ Example artifacts:
6253
+ - [PR #46918: fix(deepspeed): chunk ZeRO-3 missing-key param gather to avoid OOM](https://github.com/huggingface/transformers/pull/46918) — open
6254
+
6255
  ### `jacopopper`
6256
 
6257
  - profile: [github.com/jacopopper](https://github.com/jacopopper)
 
6903
  Example artifacts:
6904
  - [PR #46461: Speed up nested BatchFeature tensor conversion](https://github.com/huggingface/transformers/pull/46461) — open
6905
 
6906
+ ### `MushiSenpai`
6907
+
6908
+ - profile: [github.com/MushiSenpai](https://github.com/MushiSenpai)
6909
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMushiSenpai)
6910
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMushiSenpai)
6911
+ - repo first seen: `2026-06-26T15:25:50Z`
6912
+ - repo last seen: `2026-06-26T15:25:50Z`
6913
+ - first seen in snapshot: **yes**
6914
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
6915
+ - repo primary artifacts: **1**
6916
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
6917
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
6918
+ - account age: **143 days**
6919
+ - recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
6920
+ - public orgs: none visible
6921
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
6922
+ - heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**
6923
+
6924
+ Example artifacts:
6925
+ - [PR #46921: docs: add prepare_for_model() v4→v5 migration example](https://github.com/huggingface/transformers/pull/46921) — open
6926
+
6927
  ### `n0gu-furiosa`
6928
 
6929
  - profile: [github.com/n0gu-furiosa](https://github.com/n0gu-furiosa)
 
7155
  Example artifacts:
7156
  - [PR #46008: chore: Automated Quality Improvements](https://github.com/huggingface/transformers/pull/46008) — closed
7157
 
7158
+ ### `Pruthvi226`
7159
+
7160
+ - profile: [github.com/Pruthvi226](https://github.com/Pruthvi226)
7161
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3APruthvi226)
7162
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APruthvi226)
7163
+ - repo first seen: `2026-06-26T13:43:59Z`
7164
+ - repo last seen: `2026-06-26T13:43:59Z`
7165
+ - first seen in snapshot: **yes**
7166
+ - repo association: **FIRST_TIMER**
7167
+ - repo primary artifacts: **1**
7168
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
7169
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
7170
+ - account age: **657 days**
7171
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
7172
+ - public orgs: none visible
7173
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
7174
+ - heuristic read: **high open PR share; targets high-star repos**
7175
+
7176
+ Example artifacts:
7177
+ - [PR #46919: Fix RagTokenizer attribute delegation](https://github.com/huggingface/transformers/pull/46919) — open
7178
+
7179
  ### `puneetdixit200`
7180
 
7181
  - profile: [github.com/puneetdixit200](https://github.com/puneetdixit200)
 
7875
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asrishtiii28)
7876
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asrishtiii28)
7877
  - repo first seen: `2026-06-09T09:34:02Z`
7878
+ - repo last seen: `2026-06-26T16:14:39Z`
7879
  - first seen in snapshot: **no**
7880
  - repo association: **NONE**
7881
  - repo primary artifacts: **1**
7882
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7883
+ - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
7884
  - account age: **1008 days**
7885
  - recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
7886
  - public orgs: none visible
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  "shared_filenames": [
@@ -286,11 +286,11 @@
286
  ]
287
  },
288
  {
289
- "left_pr_number": 43663,
290
- "right_pr_number": 44257,
291
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292
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- "size_similarity": 0.24,
294
  "breadth_similarity": 1.0,
295
  "concentration_similarity": 1.0,
296
  "shared_filenames": [
@@ -302,11 +302,11 @@
302
  ]
303
  },
304
  {
305
- "left_pr_number": 43636,
306
- "right_pr_number": 44660,
307
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308
- "content_similarity": 0.268,
309
- "size_similarity": 0.545,
310
  "breadth_similarity": 1.0,
311
  "concentration_similarity": 1.0,
312
  "shared_filenames": [
@@ -353,7 +353,7 @@
353
  "left_pr_number": 44660,
354
  "right_pr_number": 45055,
355
  "similarity": 0.407,
356
- "content_similarity": 0.259,
357
  "size_similarity": 0.5,
358
  "breadth_similarity": 1.0,
359
  "concentration_similarity": 1.0,
@@ -369,7 +369,7 @@
369
  "left_pr_number": 43663,
370
  "right_pr_number": 45055,
371
  "similarity": 0.404,
372
- "content_similarity": 0.337,
373
  "size_similarity": 0.12,
374
  "breadth_similarity": 1.0,
375
  "concentration_similarity": 1.0,
@@ -384,8 +384,8 @@
384
  {
385
  "left_pr_number": 44257,
386
  "right_pr_number": 45067,
387
- "similarity": 0.398,
388
- "content_similarity": 0.303,
389
  "size_similarity": 0.24,
390
  "breadth_similarity": 1.0,
391
  "concentration_similarity": 1.0,
@@ -400,8 +400,8 @@
400
  {
401
  "left_pr_number": 43651,
402
  "right_pr_number": 44189,
403
- "similarity": 0.396,
404
- "content_similarity": 0.304,
405
  "size_similarity": 0.222,
406
  "breadth_similarity": 1.0,
407
  "concentration_similarity": 1.0,
@@ -449,7 +449,7 @@
449
  "left_pr_number": 43651,
450
  "right_pr_number": 44257,
451
  "similarity": 0.384,
452
- "content_similarity": 0.262,
453
  "size_similarity": 0.333,
454
  "breadth_similarity": 1.0,
455
  "concentration_similarity": 1.0,
@@ -481,7 +481,7 @@
481
  "left_pr_number": 45055,
482
  "right_pr_number": 45067,
483
  "similarity": 0.383,
484
- "content_similarity": 0.306,
485
  "size_similarity": 0.12,
486
  "breadth_similarity": 1.0,
487
  "concentration_similarity": 1.0,
@@ -496,7 +496,7 @@
496
  {
497
  "left_pr_number": 44123,
498
  "right_pr_number": 44660,
499
- "similarity": 0.381,
500
  "content_similarity": 0.307,
501
  "size_similarity": 0.109,
502
  "breadth_similarity": 1.0,
@@ -529,7 +529,7 @@
529
  "left_pr_number": 44189,
530
  "right_pr_number": 45273,
531
  "similarity": 0.379,
532
- "content_similarity": 0.22,
533
  "size_similarity": 0.5,
534
  "breadth_similarity": 1.0,
535
  "concentration_similarity": 1.0,
@@ -561,7 +561,7 @@
561
  "left_pr_number": 43636,
562
  "right_pr_number": 44123,
563
  "similarity": 0.372,
564
- "content_similarity": 0.274,
565
  "size_similarity": 0.2,
566
  "breadth_similarity": 1.0,
567
  "concentration_similarity": 1.0,
@@ -657,7 +657,7 @@
657
  "left_pr_number": 45067,
658
  "right_pr_number": 45273,
659
  "similarity": 0.346,
660
- "content_similarity": 0.262,
661
  "size_similarity": 0.08,
662
  "breadth_similarity": 1.0,
663
  "concentration_similarity": 1.0,
@@ -673,7 +673,7 @@
673
  "left_pr_number": 44123,
674
  "right_pr_number": 45055,
675
  "similarity": 0.344,
676
- "content_similarity": 0.265,
677
  "size_similarity": 0.055,
678
  "breadth_similarity": 1.0,
679
  "concentration_similarity": 1.0,
@@ -721,7 +721,7 @@
721
  "left_pr_number": 43636,
722
  "right_pr_number": 45273,
723
  "similarity": 0.316,
724
- "content_similarity": 0.198,
725
  "size_similarity": 0.182,
726
  "breadth_similarity": 1.0,
727
  "concentration_similarity": 1.0,
@@ -737,7 +737,7 @@
737
  "left_pr_number": 44123,
738
  "right_pr_number": 45273,
739
  "similarity": 0.315,
740
- "content_similarity": 0.227,
741
  "size_similarity": 0.036,
742
  "breadth_similarity": 1.0,
743
  "concentration_similarity": 1.0,
@@ -978,7 +978,7 @@
978
  "left_pr_number": 46504,
979
  "right_pr_number": 46563,
980
  "similarity": 0.336,
981
- "content_similarity": 0.123,
982
  "size_similarity": 0.667,
983
  "breadth_similarity": 1.0,
984
  "concentration_similarity": 1.0,
@@ -1211,7 +1211,7 @@
1211
  "left_pr_number": 45296,
1212
  "right_pr_number": 45668,
1213
  "similarity": 0.65,
1214
- "content_similarity": 0.622,
1215
  "size_similarity": 0.445,
1216
  "breadth_similarity": 1.0,
1217
  "concentration_similarity": 0.956,
@@ -1255,7 +1255,7 @@
1255
  "left_pr_number": 44070,
1256
  "right_pr_number": 46467,
1257
  "similarity": 0.385,
1258
- "content_similarity": 0.458,
1259
  "size_similarity": 0.033,
1260
  "breadth_similarity": 0.333,
1261
  "concentration_similarity": 0.518,
@@ -1362,8 +1362,8 @@
1362
  {
1363
  "left_pr_number": 41606,
1364
  "right_pr_number": 44543,
1365
- "similarity": 0.68,
1366
- "content_similarity": 0.654,
1367
  "size_similarity": 0.583,
1368
  "breadth_similarity": 1.0,
1369
  "concentration_similarity": 0.683,
@@ -1400,8 +1400,8 @@
1400
  {
1401
  "left_pr_number": 42668,
1402
  "right_pr_number": 45627,
1403
- "similarity": 0.658,
1404
- "content_similarity": 0.801,
1405
  "size_similarity": 0.189,
1406
  "breadth_similarity": 0.216,
1407
  "concentration_similarity": 0.952,
@@ -1420,7 +1420,7 @@
1420
  {
1421
  "left_pr_number": 42668,
1422
  "right_pr_number": 46161,
1423
- "similarity": 0.572,
1424
  "content_similarity": 0.665,
1425
  "size_similarity": 0.253,
1426
  "breadth_similarity": 0.216,
@@ -1440,8 +1440,8 @@
1440
  {
1441
  "left_pr_number": 41606,
1442
  "right_pr_number": 45422,
1443
- "similarity": 0.496,
1444
- "content_similarity": 0.417,
1445
  "size_similarity": 0.569,
1446
  "breadth_similarity": 0.75,
1447
  "concentration_similarity": 0.881,
@@ -1458,8 +1458,8 @@
1458
  {
1459
  "left_pr_number": 44543,
1460
  "right_pr_number": 45422,
1461
- "similarity": 0.479,
1462
- "content_similarity": 0.45,
1463
  "size_similarity": 0.331,
1464
  "breadth_similarity": 0.75,
1465
  "concentration_similarity": 0.802,
@@ -1476,8 +1476,8 @@
1476
  {
1477
  "left_pr_number": 44543,
1478
  "right_pr_number": 46161,
1479
- "similarity": 0.387,
1480
- "content_similarity": 0.219,
1481
  "size_similarity": 0.566,
1482
  "breadth_similarity": 1.0,
1483
  "concentration_similarity": 0.97,
@@ -1493,8 +1493,8 @@
1493
  {
1494
  "left_pr_number": 41606,
1495
  "right_pr_number": 46161,
1496
- "similarity": 0.364,
1497
- "content_similarity": 0.119,
1498
  "size_similarity": 0.971,
1499
  "breadth_similarity": 1.0,
1500
  "concentration_similarity": 0.712,
@@ -1510,8 +1510,8 @@
1510
  {
1511
  "left_pr_number": 44543,
1512
  "right_pr_number": 45627,
1513
- "similarity": 0.359,
1514
- "content_similarity": 0.209,
1515
  "size_similarity": 0.423,
1516
  "breadth_similarity": 1.0,
1517
  "concentration_similarity": 0.985,
@@ -1527,8 +1527,8 @@
1527
  {
1528
  "left_pr_number": 42668,
1529
  "right_pr_number": 44543,
1530
- "similarity": 0.348,
1531
- "content_similarity": 0.302,
1532
  "size_similarity": 0.446,
1533
  "breadth_similarity": 0.216,
1534
  "concentration_similarity": 0.967,
@@ -1545,8 +1545,8 @@
1545
  {
1546
  "left_pr_number": 41606,
1547
  "right_pr_number": 45627,
1548
- "similarity": 0.323,
1549
- "content_similarity": 0.113,
1550
  "size_similarity": 0.725,
1551
  "breadth_similarity": 1.0,
1552
  "concentration_similarity": 0.697,
@@ -1596,8 +1596,8 @@
1596
  {
1597
  "left_pr_number": 41606,
1598
  "right_pr_number": 42668,
1599
- "similarity": 0.271,
1600
- "content_similarity": 0.254,
1601
  "size_similarity": 0.26,
1602
  "breadth_similarity": 0.216,
1603
  "concentration_similarity": 0.649,
@@ -1614,8 +1614,8 @@
1614
  {
1615
  "left_pr_number": 42668,
1616
  "right_pr_number": 45422,
1617
- "similarity": 0.198,
1618
- "content_similarity": 0.152,
1619
  "size_similarity": 0.148,
1620
  "breadth_similarity": 0.307,
1621
  "concentration_similarity": 0.768,
@@ -1687,7 +1687,7 @@
1687
  "left_pr_number": 43549,
1688
  "right_pr_number": 46696,
1689
  "similarity": 0.511,
1690
- "content_similarity": 0.372,
1691
  "size_similarity": 0.667,
1692
  "breadth_similarity": 1.0,
1693
  "concentration_similarity": 1.0,
@@ -1703,7 +1703,7 @@
1703
  "left_pr_number": 44547,
1704
  "right_pr_number": 46013,
1705
  "similarity": 0.503,
1706
- "content_similarity": 0.29,
1707
  "size_similarity": 1.0,
1708
  "breadth_similarity": 1.0,
1709
  "concentration_similarity": 1.0,
@@ -1798,7 +1798,7 @@
1798
  {
1799
  "left_pr_number": 41097,
1800
  "right_pr_number": 44547,
1801
- "similarity": 0.387,
1802
  "content_similarity": 0.305,
1803
  "size_similarity": 0.16,
1804
  "breadth_similarity": 1.0,
@@ -1897,38 +1897,38 @@
1897
  ]
1898
  },
1899
  {
1900
- "left_pr_number": 45421,
1901
- "right_pr_number": 45635,
1902
  "similarity": 0.462,
1903
- "content_similarity": 0.374,
1904
- "size_similarity": 0.803,
1905
- "breadth_similarity": 0.5,
1906
- "concentration_similarity": 0.586,
1907
  "shared_filenames": [
1908
  "src/transformers/core_model_loading.py",
1909
- "tests/test_modeling_common.py"
1910
  ],
1911
  "shared_directories": [
1912
  "src/transformers",
 
1913
  "src",
1914
  "tests"
1915
  ]
1916
  },
1917
  {
1918
- "left_pr_number": 44974,
1919
- "right_pr_number": 46717,
1920
- "similarity": 0.461,
1921
- "content_similarity": 0.335,
1922
- "size_similarity": 0.636,
1923
- "breadth_similarity": 0.9,
1924
- "concentration_similarity": 0.834,
1925
  "shared_filenames": [
1926
  "src/transformers/core_model_loading.py",
1927
- "tests/utils/test_core_model_loading.py"
1928
  ],
1929
  "shared_directories": [
1930
  "src/transformers",
1931
- "tests/utils",
1932
  "src",
1933
  "tests"
1934
  ]
@@ -1972,7 +1972,7 @@
1972
  {
1973
  "left_pr_number": 45996,
1974
  "right_pr_number": 46717,
1975
- "similarity": 0.381,
1976
  "content_similarity": 0.274,
1977
  "size_similarity": 0.268,
1978
  "breadth_similarity": 1.0,
@@ -2034,7 +2034,7 @@
2034
  46850
2035
  ],
2036
  "representative_pr_number": 45438,
2037
- "average_similarity": 0.453,
2038
  "summary": "5 open PRs share weighted file overlap around `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`, `tests/models/gemma4/test_modeling_gemma4.py`; representative PR #45438.",
2039
  "shared_filenames": [
2040
  "src/transformers/models/gemma4/modular_gemma4.py",
@@ -2105,7 +2105,7 @@
2105
  {
2106
  "left_pr_number": 45438,
2107
  "right_pr_number": 45883,
2108
- "similarity": 0.544,
2109
  "content_similarity": 0.582,
2110
  "size_similarity": 0.392,
2111
  "breadth_similarity": 0.325,
@@ -2147,8 +2147,8 @@
2147
  {
2148
  "left_pr_number": 46642,
2149
  "right_pr_number": 46850,
2150
- "similarity": 0.427,
2151
- "content_similarity": 0.25,
2152
  "size_similarity": 0.811,
2153
  "breadth_similarity": 0.85,
2154
  "concentration_similarity": 0.909,
@@ -2191,8 +2191,8 @@
2191
  {
2192
  "left_pr_number": 45294,
2193
  "right_pr_number": 46850,
2194
- "similarity": 0.405,
2195
- "content_similarity": 0.383,
2196
  "size_similarity": 0.258,
2197
  "breadth_similarity": 0.757,
2198
  "concentration_similarity": 0.449,
@@ -2235,8 +2235,8 @@
2235
  {
2236
  "left_pr_number": 45883,
2237
  "right_pr_number": 46850,
2238
- "similarity": 0.316,
2239
- "content_similarity": 0.34,
2240
  "size_similarity": 0.241,
2241
  "breadth_similarity": 0.243,
2242
  "concentration_similarity": 0.357,
@@ -2254,7 +2254,7 @@
2254
  {
2255
  "left_pr_number": 45883,
2256
  "right_pr_number": 46642,
2257
- "similarity": 0.303,
2258
  "content_similarity": 0.308,
2259
  "size_similarity": 0.297,
2260
  "breadth_similarity": 0.2,
@@ -2392,13 +2392,13 @@
2392
  ]
2393
  },
2394
  {
2395
- "left_pr_number": 46148,
2396
- "right_pr_number": 46817,
2397
  "similarity": 0.38,
2398
- "content_similarity": 0.329,
2399
- "size_similarity": 0.075,
2400
- "breadth_similarity": 0.917,
2401
- "concentration_similarity": 0.933,
2402
  "shared_filenames": [
2403
  "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
2404
  "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
@@ -2417,13 +2417,13 @@
2417
  ]
2418
  },
2419
  {
2420
- "left_pr_number": 45513,
2421
- "right_pr_number": 46148,
2422
- "similarity": 0.379,
2423
- "content_similarity": 0.358,
2424
- "size_similarity": 0.229,
2425
- "breadth_similarity": 0.536,
2426
- "concentration_similarity": 0.812,
2427
  "shared_filenames": [
2428
  "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
2429
  "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
@@ -2488,7 +2488,7 @@
2488
  {
2489
  "left_pr_number": 45513,
2490
  "right_pr_number": 45707,
2491
- "similarity": 0.203,
2492
  "content_similarity": 0.257,
2493
  "size_similarity": 0.006,
2494
  "breadth_similarity": 0.121,
@@ -2734,7 +2734,7 @@
2734
  {
2735
  "left_pr_number": 46207,
2736
  "right_pr_number": 46890,
2737
- "similarity": 0.571,
2738
  "content_similarity": 0.506,
2739
  "size_similarity": 0.5,
2740
  "breadth_similarity": 1.0,
@@ -2828,6 +2828,123 @@
2828
  }
2829
  ]
2830
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2831
  {
2832
  "cluster_id": "pr-scope-34667-4",
2833
  "pr_numbers": [
@@ -2886,7 +3003,7 @@
2886
  "left_pr_number": 34667,
2887
  "right_pr_number": 39683,
2888
  "similarity": 0.526,
2889
- "content_similarity": 0.434,
2890
  "size_similarity": 0.478,
2891
  "breadth_similarity": 1.0,
2892
  "concentration_similarity": 1.0,
@@ -2961,7 +3078,7 @@
2961
  46152
2962
  ],
2963
  "representative_pr_number": 46152,
2964
- "average_similarity": 0.404,
2965
  "summary": "4 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #46152.",
2966
  "shared_filenames": [
2967
  "src/transformers/utils/import_utils.py"
@@ -2975,8 +3092,8 @@
2975
  {
2976
  "left_pr_number": 44615,
2977
  "right_pr_number": 46152,
2978
- "similarity": 0.623,
2979
- "content_similarity": 0.55,
2980
  "size_similarity": 0.583,
2981
  "breadth_similarity": 1.0,
2982
  "concentration_similarity": 1.0,
@@ -2992,8 +3109,8 @@
2992
  {
2993
  "left_pr_number": 45060,
2994
  "right_pr_number": 46152,
2995
- "similarity": 0.437,
2996
- "content_similarity": 0.343,
2997
  "size_similarity": 0.95,
2998
  "breadth_similarity": 0.333,
2999
  "concentration_similarity": 0.421,
@@ -3009,8 +3126,8 @@
3009
  {
3010
  "left_pr_number": 44385,
3011
  "right_pr_number": 44615,
3012
- "similarity": 0.409,
3013
- "content_similarity": 0.338,
3014
  "size_similarity": 0.371,
3015
  "breadth_similarity": 0.667,
3016
  "concentration_similarity": 1.0,
@@ -3026,8 +3143,8 @@
3026
  {
3027
  "left_pr_number": 44385,
3028
  "right_pr_number": 46152,
3029
- "similarity": 0.394,
3030
- "content_similarity": 0.349,
3031
  "size_similarity": 0.217,
3032
  "breadth_similarity": 0.667,
3033
  "concentration_similarity": 1.0,
@@ -3043,8 +3160,8 @@
3043
  {
3044
  "left_pr_number": 44615,
3045
  "right_pr_number": 45060,
3046
- "similarity": 0.314,
3047
- "content_similarity": 0.239,
3048
  "size_similarity": 0.614,
3049
  "breadth_similarity": 0.333,
3050
  "concentration_similarity": 0.421,
@@ -3060,8 +3177,8 @@
3060
  {
3061
  "left_pr_number": 44385,
3062
  "right_pr_number": 45060,
3063
- "similarity": 0.245,
3064
- "content_similarity": 0.176,
3065
  "size_similarity": 0.228,
3066
  "breadth_similarity": 0.667,
3067
  "concentration_similarity": 0.421,
@@ -3164,7 +3281,7 @@
3164
  46780
3165
  ],
3166
  "representative_pr_number": 46780,
3167
- "average_similarity": 0.722,
3168
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/vit_mae/modeling_vit_mae.py`, `src/transformers/models/vit_mae/modular_vit_mae.py`, `src/transformers/models/aimv2/modeling_aimv2.py`; representative PR #46780.",
3169
  "shared_filenames": [
3170
  "src/transformers/models/vit_mae/modeling_vit_mae.py",
@@ -3222,8 +3339,8 @@
3222
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3223
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3224
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3225
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3226
- "content_similarity": 0.638,
3227
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3228
  "breadth_similarity": 0.679,
3229
  "concentration_similarity": 0.916,
@@ -3254,8 +3371,8 @@
3254
  {
3255
  "left_pr_number": 45932,
3256
  "right_pr_number": 46174,
3257
- "similarity": 0.593,
3258
- "content_similarity": 0.632,
3259
  "size_similarity": 0.248,
3260
  "breadth_similarity": 0.679,
3261
  "concentration_similarity": 0.916,
@@ -3413,7 +3530,7 @@
3413
  "left_pr_number": 44015,
3414
  "right_pr_number": 44676,
3415
  "similarity": 0.412,
3416
- "content_similarity": 0.499,
3417
  "size_similarity": 0.034,
3418
  "breadth_similarity": 0.333,
3419
  "concentration_similarity": 0.488,
@@ -3719,103 +3836,17 @@
3719
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3720
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3721
  {
3722
- "cluster_id": "pr-scope-45742-3",
3723
  "pr_numbers": [
3724
- 45742,
3725
- 46211,
3726
- 46914
3727
  ],
3728
- "representative_pr_number": 45742,
3729
- "average_similarity": 0.498,
3730
- "summary": "3 open PRs share weighted file overlap around `tests/models/llama/test_modeling_llama.py`, `src/transformers/models/llama/configuration_llama.py`; representative PR #45742.",
3731
  "shared_filenames": [
3732
- "tests/models/llama/test_modeling_llama.py",
3733
- "src/transformers/models/llama/configuration_llama.py"
3734
- ],
3735
- "shared_directories": [
3736
- "tests/models/llama",
3737
- "tests/models",
3738
- "src/transformers",
3739
- "tests",
3740
- "src",
3741
- "src/transformers/models/llama",
3742
- "src/transformers/models"
3743
- ],
3744
- "pairwise": [
3745
- {
3746
- "left_pr_number": 45742,
3747
- "right_pr_number": 46211,
3748
- "similarity": 0.547,
3749
- "content_similarity": 0.479,
3750
- "size_similarity": 0.963,
3751
- "breadth_similarity": 0.25,
3752
- "concentration_similarity": 0.852,
3753
- "shared_filenames": [
3754
- "src/transformers/models/llama/configuration_llama.py",
3755
- "tests/models/llama/test_modeling_llama.py"
3756
- ],
3757
- "shared_directories": [
3758
- "src/transformers/models/llama",
3759
- "src/transformers/models",
3760
- "tests/models/llama",
3761
- "src/transformers",
3762
- "tests/models",
3763
- "src",
3764
- "tests"
3765
- ]
3766
- },
3767
- {
3768
- "left_pr_number": 45742,
3769
- "right_pr_number": 46914,
3770
- "similarity": 0.545,
3771
- "content_similarity": 0.537,
3772
- "size_similarity": 0.365,
3773
- "breadth_similarity": 0.833,
3774
- "concentration_similarity": 0.629,
3775
- "shared_filenames": [
3776
- "tests/models/llama/test_modeling_llama.py"
3777
- ],
3778
- "shared_directories": [
3779
- "tests/models/llama",
3780
- "src/transformers",
3781
- "tests/models",
3782
- "src",
3783
- "tests"
3784
- ]
3785
- },
3786
- {
3787
- "left_pr_number": 46211,
3788
- "right_pr_number": 46914,
3789
- "similarity": 0.401,
3790
- "content_similarity": 0.435,
3791
- "size_similarity": 0.352,
3792
- "breadth_similarity": 0.2,
3793
- "concentration_similarity": 0.481,
3794
- "shared_filenames": [
3795
- "tests/models/llama/test_modeling_llama.py"
3796
- ],
3797
- "shared_directories": [
3798
- "tests/models/llama",
3799
- "src/transformers",
3800
- "tests/models",
3801
- "src",
3802
- "tests"
3803
- ]
3804
- }
3805
- ]
3806
- },
3807
- {
3808
- "cluster_id": "pr-scope-43656-3",
3809
- "pr_numbers": [
3810
- 43656,
3811
- 43842,
3812
- 44682
3813
- ],
3814
- "representative_pr_number": 43656,
3815
- "average_similarity": 0.473,
3816
- "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43656.",
3817
- "shared_filenames": [
3818
- "src/transformers/cli/serve.py"
3819
  ],
3820
  "shared_directories": [
3821
  "src/transformers/cli",
@@ -3844,7 +3875,7 @@
3844
  "left_pr_number": 43656,
3845
  "right_pr_number": 44682,
3846
  "similarity": 0.437,
3847
- "content_similarity": 0.485,
3848
  "size_similarity": 0.048,
3849
  "breadth_similarity": 0.5,
3850
  "concentration_similarity": 0.802,
@@ -3954,74 +3985,6 @@
3954
  }
3955
  ]
3956
  },
3957
- {
3958
- "cluster_id": "pr-scope-45548-3",
3959
- "pr_numbers": [
3960
- 45548,
3961
- 45649,
3962
- 45655
3963
- ],
3964
- "representative_pr_number": 45649,
3965
- "average_similarity": 0.461,
3966
- "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
3967
- "shared_filenames": [
3968
- "src/transformers/modeling_utils.py"
3969
- ],
3970
- "shared_directories": [
3971
- "src/transformers",
3972
- "src"
3973
- ],
3974
- "pairwise": [
3975
- {
3976
- "left_pr_number": 45548,
3977
- "right_pr_number": 45649,
3978
- "similarity": 0.514,
3979
- "content_similarity": 0.523,
3980
- "size_similarity": 0.149,
3981
- "breadth_similarity": 0.75,
3982
- "concentration_similarity": 1.0,
3983
- "shared_filenames": [
3984
- "src/transformers/modeling_utils.py"
3985
- ],
3986
- "shared_directories": [
3987
- "src/transformers",
3988
- "src"
3989
- ]
3990
- },
3991
- {
3992
- "left_pr_number": 45649,
3993
- "right_pr_number": 45655,
3994
- "similarity": 0.513,
3995
- "content_similarity": 0.352,
3996
- "size_similarity": 0.778,
3997
- "breadth_similarity": 1.0,
3998
- "concentration_similarity": 1.0,
3999
- "shared_filenames": [
4000
- "src/transformers/modeling_utils.py"
4001
- ],
4002
- "shared_directories": [
4003
- "src/transformers",
4004
- "src"
4005
- ]
4006
- },
4007
- {
4008
- "left_pr_number": 45548,
4009
- "right_pr_number": 45655,
4010
- "similarity": 0.357,
4011
- "content_similarity": 0.29,
4012
- "size_similarity": 0.191,
4013
- "breadth_similarity": 0.75,
4014
- "concentration_similarity": 1.0,
4015
- "shared_filenames": [
4016
- "src/transformers/modeling_utils.py"
4017
- ],
4018
- "shared_directories": [
4019
- "src/transformers",
4020
- "src"
4021
- ]
4022
- }
4023
- ]
4024
- },
4025
  {
4026
  "cluster_id": "pr-scope-45682-3",
4027
  "pr_numbers": [
@@ -4087,8 +4050,8 @@
4087
  {
4088
  "left_pr_number": 46442,
4089
  "right_pr_number": 46766,
4090
- "similarity": 0.281,
4091
- "content_similarity": 0.279,
4092
  "size_similarity": 0.058,
4093
  "breadth_similarity": 0.31,
4094
  "concentration_similarity": 0.924,
@@ -4133,8 +4096,8 @@
4133
  {
4134
  "left_pr_number": 45293,
4135
  "right_pr_number": 46580,
4136
- "similarity": 0.543,
4137
- "content_similarity": 0.498,
4138
  "size_similarity": 0.714,
4139
  "breadth_similarity": 0.5,
4140
  "concentration_similarity": 0.75,
@@ -4152,7 +4115,7 @@
4152
  "left_pr_number": 45293,
4153
  "right_pr_number": 45317,
4154
  "similarity": 0.508,
4155
- "content_similarity": 0.355,
4156
  "size_similarity": 0.741,
4157
  "breadth_similarity": 1.0,
4158
  "concentration_similarity": 0.972,
@@ -4170,7 +4133,7 @@
4170
  {
4171
  "left_pr_number": 45317,
4172
  "right_pr_number": 46580,
4173
- "similarity": 0.239,
4174
  "content_similarity": 0.007,
4175
  "size_similarity": 0.964,
4176
  "breadth_similarity": 0.5,
@@ -4228,7 +4191,7 @@
4228
  "left_pr_number": 42655,
4229
  "right_pr_number": 46124,
4230
  "similarity": 0.409,
4231
- "content_similarity": 0.462,
4232
  "size_similarity": 0.038,
4233
  "breadth_similarity": 0.417,
4234
  "concentration_similarity": 0.753,
@@ -4263,6 +4226,157 @@
4263
  }
4264
  ]
4265
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4266
  {
4267
  "cluster_id": "pr-scope-44889-3",
4268
  "pr_numbers": [
@@ -4327,7 +4441,7 @@
4327
  "left_pr_number": 44981,
4328
  "right_pr_number": 46775,
4329
  "similarity": 0.301,
4330
- "content_similarity": 0.123,
4331
  "size_similarity": 0.885,
4332
  "breadth_similarity": 0.458,
4333
  "concentration_similarity": 0.712,
@@ -4351,7 +4465,7 @@
4351
  44550
4352
  ],
4353
  "representative_pr_number": 44550,
4354
- "average_similarity": 0.366,
4355
  "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
4356
  "shared_filenames": [],
4357
  "shared_directories": [
@@ -4364,8 +4478,8 @@
4364
  {
4365
  "left_pr_number": 33686,
4366
  "right_pr_number": 44550,
4367
- "similarity": 0.389,
4368
- "content_similarity": 0.127,
4369
  "size_similarity": 1.0,
4370
  "breadth_similarity": 1.0,
4371
  "concentration_similarity": 1.0,
@@ -4381,7 +4495,7 @@
4381
  "left_pr_number": 44407,
4382
  "right_pr_number": 44550,
4383
  "similarity": 0.36,
4384
- "content_similarity": 0.094,
4385
  "size_similarity": 0.957,
4386
  "breadth_similarity": 1.0,
4387
  "concentration_similarity": 1.0,
@@ -4409,70 +4523,6 @@
4409
  }
4410
  ]
4411
  },
4412
- {
4413
- "cluster_id": "pr-scope-46319-3",
4414
- "pr_numbers": [
4415
- 46319,
4416
- 46889,
4417
- 46915
4418
- ],
4419
- "representative_pr_number": 46319,
4420
- "average_similarity": 0.344,
4421
- "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #46319.",
4422
- "shared_filenames": [],
4423
- "shared_directories": [
4424
- "docs/source/en",
4425
- "docs/source",
4426
- "docs"
4427
- ],
4428
- "pairwise": [
4429
- {
4430
- "left_pr_number": 46319,
4431
- "right_pr_number": 46889,
4432
- "similarity": 0.35,
4433
- "content_similarity": 0.077,
4434
- "size_similarity": 0.974,
4435
- "breadth_similarity": 1.0,
4436
- "concentration_similarity": 1.0,
4437
- "shared_filenames": [],
4438
- "shared_directories": [
4439
- "docs/source/en",
4440
- "docs/source",
4441
- "docs"
4442
- ]
4443
- },
4444
- {
4445
- "left_pr_number": 46319,
4446
- "right_pr_number": 46915,
4447
- "similarity": 0.347,
4448
- "content_similarity": 0.085,
4449
- "size_similarity": 0.919,
4450
- "breadth_similarity": 1.0,
4451
- "concentration_similarity": 1.0,
4452
- "shared_filenames": [],
4453
- "shared_directories": [
4454
- "docs/source/en",
4455
- "docs/source",
4456
- "docs"
4457
- ]
4458
- },
4459
- {
4460
- "left_pr_number": 46889,
4461
- "right_pr_number": 46915,
4462
- "similarity": 0.336,
4463
- "content_similarity": 0.074,
4464
- "size_similarity": 0.895,
4465
- "breadth_similarity": 1.0,
4466
- "concentration_similarity": 1.0,
4467
- "shared_filenames": [],
4468
- "shared_directories": [
4469
- "docs/source/en",
4470
- "docs/source",
4471
- "docs"
4472
- ]
4473
- }
4474
- ]
4475
- },
4476
  {
4477
  "cluster_id": "pr-scope-44018-2",
4478
  "pr_numbers": [
@@ -4520,6 +4570,45 @@
4520
  }
4521
  ]
4522
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4523
  {
4524
  "cluster_id": "pr-scope-43251-2",
4525
  "pr_numbers": [
@@ -4557,6 +4646,45 @@
4557
  }
4558
  ]
4559
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4560
  {
4561
  "cluster_id": "pr-scope-45639-2",
4562
  "pr_numbers": [
@@ -4674,7 +4802,7 @@
4674
  "left_pr_number": 44438,
4675
  "right_pr_number": 46689,
4676
  "similarity": 0.798,
4677
- "content_similarity": 0.833,
4678
  "size_similarity": 0.533,
4679
  "breadth_similarity": 1.0,
4680
  "concentration_similarity": 0.694,
@@ -4703,7 +4831,7 @@
4703
  43775
4704
  ],
4705
  "representative_pr_number": 43543,
4706
- "average_similarity": 0.774,
4707
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/jetmoe/modeling_jetmoe.py`, `src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py`, `src/transformers/models/minimax_m2/modeling_minimax_m2.py`; representative PR #43543.",
4708
  "shared_filenames": [
4709
  "src/transformers/models/jetmoe/modeling_jetmoe.py",
@@ -4729,7 +4857,7 @@
4729
  {
4730
  "left_pr_number": 43543,
4731
  "right_pr_number": 43775,
4732
- "similarity": 0.774,
4733
  "content_similarity": 0.878,
4734
  "size_similarity": 0.191,
4735
  "breadth_similarity": 0.811,
@@ -4768,7 +4896,7 @@
4768
  45607
4769
  ],
4770
  "representative_pr_number": 45606,
4771
- "average_similarity": 0.773,
4772
  "summary": "2 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`; representative PR #45606.",
4773
  "shared_filenames": [
4774
  "tests/models/gemma4/test_modeling_gemma4.py"
@@ -4782,8 +4910,8 @@
4782
  {
4783
  "left_pr_number": 45606,
4784
  "right_pr_number": 45607,
4785
- "similarity": 0.773,
4786
- "content_similarity": 0.822,
4787
  "size_similarity": 0.778,
4788
  "breadth_similarity": 0.417,
4789
  "concentration_similarity": 0.778,
@@ -4805,7 +4933,7 @@
4805
  46173
4806
  ],
4807
  "representative_pr_number": 44893,
4808
- "average_similarity": 0.737,
4809
  "summary": "2 open PRs share weighted file overlap around `src/transformers/cache_utils.py`; representative PR #44893.",
4810
  "shared_filenames": [
4811
  "src/transformers/cache_utils.py"
@@ -4818,8 +4946,8 @@
4818
  {
4819
  "left_pr_number": 44893,
4820
  "right_pr_number": 46173,
4821
- "similarity": 0.737,
4822
- "content_similarity": 0.79,
4823
  "size_similarity": 0.222,
4824
  "breadth_similarity": 1.0,
4825
  "concentration_similarity": 1.0,
@@ -4996,7 +5124,7 @@
4996
  "left_pr_number": 43747,
4997
  "right_pr_number": 45480,
4998
  "similarity": 0.674,
4999
- "content_similarity": 0.624,
5000
  "size_similarity": 0.664,
5001
  "breadth_similarity": 1.0,
5002
  "concentration_similarity": 0.751,
@@ -5161,7 +5289,7 @@
5161
  46781
5162
  ],
5163
  "representative_pr_number": 43875,
5164
- "average_similarity": 0.636,
5165
  "summary": "2 open PRs share weighted file overlap around `tests/utils/test_cache_utils.py`, `src/transformers/cache_utils.py`; representative PR #43875.",
5166
  "shared_filenames": [
5167
  "tests/utils/test_cache_utils.py",
@@ -5177,8 +5305,8 @@
5177
  {
5178
  "left_pr_number": 43875,
5179
  "right_pr_number": 46781,
5180
- "similarity": 0.636,
5181
- "content_similarity": 0.534,
5182
  "size_similarity": 0.756,
5183
  "breadth_similarity": 1.0,
5184
  "concentration_similarity": 0.971,
@@ -5241,7 +5369,7 @@
5241
  45333
5242
  ],
5243
  "representative_pr_number": 45332,
5244
- "average_similarity": 0.614,
5245
  "summary": "2 open PRs share weighted file overlap around `docs/source/en/heterogeneous_configurations.md`, `src/transformers/integrations/heterogeneity/__init__.py`, `src/transformers/integrations/heterogeneity/configuration_utils.py`; representative PR #45332.",
5246
  "shared_filenames": [
5247
  "docs/source/en/heterogeneous_configurations.md",
@@ -5266,7 +5394,7 @@
5266
  {
5267
  "left_pr_number": 45332,
5268
  "right_pr_number": 45333,
5269
- "similarity": 0.614,
5270
  "content_similarity": 0.651,
5271
  "size_similarity": 0.348,
5272
  "breadth_similarity": 0.594,
@@ -5468,7 +5596,7 @@
5468
  "left_pr_number": 45056,
5469
  "right_pr_number": 45128,
5470
  "similarity": 0.506,
5471
- "content_similarity": 0.402,
5472
  "size_similarity": 0.669,
5473
  "breadth_similarity": 0.875,
5474
  "concentration_similarity": 0.724,
@@ -5551,7 +5679,7 @@
5551
  43649
5552
  ],
5553
  "representative_pr_number": 43532,
5554
- "average_similarity": 0.494,
5555
  "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.",
5556
  "shared_filenames": [
5557
  "utils/notification_service.py",
@@ -5571,7 +5699,7 @@
5571
  {
5572
  "left_pr_number": 43532,
5573
  "right_pr_number": 43649,
5574
- "similarity": 0.494,
5575
  "content_similarity": 0.433,
5576
  "size_similarity": 0.395,
5577
  "breadth_similarity": 0.875,
@@ -5697,7 +5825,7 @@
5697
  "left_pr_number": 45540,
5698
  "right_pr_number": 45868,
5699
  "similarity": 0.486,
5700
- "content_similarity": 0.357,
5701
  "size_similarity": 0.593,
5702
  "breadth_similarity": 1.0,
5703
  "concentration_similarity": 0.936,
@@ -5804,6 +5932,45 @@
5804
  }
5805
  ]
5806
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5807
  {
5808
  "cluster_id": "pr-scope-46404-2",
5809
  "pr_numbers": [
@@ -5811,7 +5978,7 @@
5811
  46556
5812
  ],
5813
  "representative_pr_number": 46404,
5814
- "average_similarity": 0.466,
5815
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/deepseek_vl/modular_deepseek_vl.py`, `src/transformers/models/emu3/processing_emu3.py`, `src/transformers/models/florence2/processing_florence2.py`; representative PR #46404.",
5816
  "shared_filenames": [
5817
  "src/transformers/models/deepseek_vl/modular_deepseek_vl.py",
@@ -5837,8 +6004,8 @@
5837
  {
5838
  "left_pr_number": 46404,
5839
  "right_pr_number": 46556,
5840
- "similarity": 0.466,
5841
- "content_similarity": 0.475,
5842
  "size_similarity": 0.298,
5843
  "breadth_similarity": 0.46,
5844
  "concentration_similarity": 0.86,
@@ -5869,45 +6036,6 @@
5869
  }
5870
  ]
5871
  },
5872
- {
5873
- "cluster_id": "pr-scope-41855-2",
5874
- "pr_numbers": [
5875
- 41855,
5876
- 46330
5877
- ],
5878
- "representative_pr_number": 41855,
5879
- "average_similarity": 0.464,
5880
- "summary": "2 open PRs share weighted file overlap around `tests/test_tokenization_mistral_common.py`, `src/transformers/tokenization_mistral_common.py`; representative PR #41855.",
5881
- "shared_filenames": [
5882
- "tests/test_tokenization_mistral_common.py",
5883
- "src/transformers/tokenization_mistral_common.py"
5884
- ],
5885
- "shared_directories": [
5886
- "src/transformers",
5887
- "tests",
5888
- "src"
5889
- ],
5890
- "pairwise": [
5891
- {
5892
- "left_pr_number": 41855,
5893
- "right_pr_number": 46330,
5894
- "similarity": 0.464,
5895
- "content_similarity": 0.386,
5896
- "size_similarity": 0.371,
5897
- "breadth_similarity": 1.0,
5898
- "concentration_similarity": 0.758,
5899
- "shared_filenames": [
5900
- "src/transformers/tokenization_mistral_common.py",
5901
- "tests/test_tokenization_mistral_common.py"
5902
- ],
5903
- "shared_directories": [
5904
- "src/transformers",
5905
- "src",
5906
- "tests"
5907
- ]
5908
- }
5909
- ]
5910
- },
5911
  {
5912
  "cluster_id": "pr-scope-45570-2",
5913
  "pr_numbers": [
@@ -6173,7 +6301,7 @@
6173
  "left_pr_number": 46099,
6174
  "right_pr_number": 46269,
6175
  "similarity": 0.412,
6176
- "content_similarity": 0.487,
6177
  "size_similarity": 0.013,
6178
  "breadth_similarity": 0.284,
6179
  "concentration_similarity": 0.805,
@@ -6407,7 +6535,7 @@
6407
  46503
6408
  ],
6409
  "representative_pr_number": 46501,
6410
- "average_similarity": 0.362,
6411
  "summary": "2 open PRs cluster in `.github/workflows`, `.github` with similar change breadth; representative PR #46501.",
6412
  "shared_filenames": [],
6413
  "shared_directories": [
@@ -6418,7 +6546,7 @@
6418
  {
6419
  "left_pr_number": 46501,
6420
  "right_pr_number": 46503,
6421
- "similarity": 0.362,
6422
  "content_similarity": 0.089,
6423
  "size_similarity": 1.0,
6424
  "breadth_similarity": 1.0,
@@ -6453,7 +6581,7 @@
6453
  "left_pr_number": 44642,
6454
  "right_pr_number": 45552,
6455
  "similarity": 0.361,
6456
- "content_similarity": 0.265,
6457
  "size_similarity": 0.167,
6458
  "breadth_similarity": 1.0,
6459
  "concentration_similarity": 1.0,
@@ -6541,6 +6669,72 @@
6541
  ]
6542
  }
6543
  ]
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6544
  }
6545
  ]
6546
  }
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260626T180014Z",
4
+ "generated_at": "2026-06-26T18:01:35Z",
5
+ "cluster_count": 79,
6
  "pr_scope_clusters": [
7
  {
8
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49
  "left_pr_number": 43663,
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  "size_similarity": 1.0,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
 
161
  "left_pr_number": 43663,
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  "right_pr_number": 44660,
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+ "content_similarity": 0.391,
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  "size_similarity": 0.24,
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  "breadth_similarity": 1.0,
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193
  "left_pr_number": 43663,
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+ "content_similarity": 0.388,
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  "size_similarity": 0.16,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
 
209
  "left_pr_number": 44189,
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  "right_pr_number": 45055,
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+ "content_similarity": 0.258,
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  "size_similarity": 0.75,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
 
238
  ]
239
  },
240
  {
241
+ "left_pr_number": 43636,
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+ "right_pr_number": 43651,
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  "similarity": 0.434,
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+ "size_similarity": 0.611,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
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  "shared_filenames": [
 
254
  ]
255
  },
256
  {
257
+ "left_pr_number": 44660,
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+ "right_pr_number": 45067,
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+ "content_similarity": 0.355,
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+ "size_similarity": 0.24,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
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  "shared_filenames": [
 
286
  ]
287
  },
288
  {
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+ "left_pr_number": 43636,
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+ "right_pr_number": 44660,
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  "similarity": 0.42,
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+ "content_similarity": 0.268,
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+ "size_similarity": 0.545,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
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  "shared_filenames": [
 
302
  ]
303
  },
304
  {
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+ "left_pr_number": 43663,
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+ "size_similarity": 0.24,
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  "shared_filenames": [
 
353
  "left_pr_number": 44660,
354
  "right_pr_number": 45055,
355
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+ "content_similarity": 0.26,
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  "size_similarity": 0.5,
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  "concentration_similarity": 1.0,
 
369
  "left_pr_number": 43663,
370
  "right_pr_number": 45055,
371
  "similarity": 0.404,
372
+ "content_similarity": 0.338,
373
  "size_similarity": 0.12,
374
  "breadth_similarity": 1.0,
375
  "concentration_similarity": 1.0,
 
384
  {
385
  "left_pr_number": 44257,
386
  "right_pr_number": 45067,
387
+ "similarity": 0.399,
388
+ "content_similarity": 0.304,
389
  "size_similarity": 0.24,
390
  "breadth_similarity": 1.0,
391
  "concentration_similarity": 1.0,
 
400
  {
401
  "left_pr_number": 43651,
402
  "right_pr_number": 44189,
403
+ "similarity": 0.397,
404
+ "content_similarity": 0.305,
405
  "size_similarity": 0.222,
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  "breadth_similarity": 1.0,
407
  "concentration_similarity": 1.0,
 
449
  "left_pr_number": 43651,
450
  "right_pr_number": 44257,
451
  "similarity": 0.384,
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+ "content_similarity": 0.263,
453
  "size_similarity": 0.333,
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  "breadth_similarity": 1.0,
455
  "concentration_similarity": 1.0,
 
481
  "left_pr_number": 45055,
482
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  "similarity": 0.383,
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+ "content_similarity": 0.307,
485
  "size_similarity": 0.12,
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  "breadth_similarity": 1.0,
487
  "concentration_similarity": 1.0,
 
496
  {
497
  "left_pr_number": 44123,
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499
+ "similarity": 0.382,
500
  "content_similarity": 0.307,
501
  "size_similarity": 0.109,
502
  "breadth_similarity": 1.0,
 
529
  "left_pr_number": 44189,
530
  "right_pr_number": 45273,
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  "similarity": 0.379,
532
+ "content_similarity": 0.221,
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  "size_similarity": 0.5,
534
  "breadth_similarity": 1.0,
535
  "concentration_similarity": 1.0,
 
561
  "left_pr_number": 43636,
562
  "right_pr_number": 44123,
563
  "similarity": 0.372,
564
+ "content_similarity": 0.275,
565
  "size_similarity": 0.2,
566
  "breadth_similarity": 1.0,
567
  "concentration_similarity": 1.0,
 
657
  "left_pr_number": 45067,
658
  "right_pr_number": 45273,
659
  "similarity": 0.346,
660
+ "content_similarity": 0.263,
661
  "size_similarity": 0.08,
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  "breadth_similarity": 1.0,
663
  "concentration_similarity": 1.0,
 
673
  "left_pr_number": 44123,
674
  "right_pr_number": 45055,
675
  "similarity": 0.344,
676
+ "content_similarity": 0.266,
677
  "size_similarity": 0.055,
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  "breadth_similarity": 1.0,
679
  "concentration_similarity": 1.0,
 
721
  "left_pr_number": 43636,
722
  "right_pr_number": 45273,
723
  "similarity": 0.316,
724
+ "content_similarity": 0.199,
725
  "size_similarity": 0.182,
726
  "breadth_similarity": 1.0,
727
  "concentration_similarity": 1.0,
 
737
  "left_pr_number": 44123,
738
  "right_pr_number": 45273,
739
  "similarity": 0.315,
740
+ "content_similarity": 0.228,
741
  "size_similarity": 0.036,
742
  "breadth_similarity": 1.0,
743
  "concentration_similarity": 1.0,
 
978
  "left_pr_number": 46504,
979
  "right_pr_number": 46563,
980
  "similarity": 0.336,
981
+ "content_similarity": 0.124,
982
  "size_similarity": 0.667,
983
  "breadth_similarity": 1.0,
984
  "concentration_similarity": 1.0,
 
1211
  "left_pr_number": 45296,
1212
  "right_pr_number": 45668,
1213
  "similarity": 0.65,
1214
+ "content_similarity": 0.623,
1215
  "size_similarity": 0.445,
1216
  "breadth_similarity": 1.0,
1217
  "concentration_similarity": 0.956,
 
1255
  "left_pr_number": 44070,
1256
  "right_pr_number": 46467,
1257
  "similarity": 0.385,
1258
+ "content_similarity": 0.459,
1259
  "size_similarity": 0.033,
1260
  "breadth_similarity": 0.333,
1261
  "concentration_similarity": 0.518,
 
1362
  {
1363
  "left_pr_number": 41606,
1364
  "right_pr_number": 44543,
1365
+ "similarity": 0.683,
1366
+ "content_similarity": 0.66,
1367
  "size_similarity": 0.583,
1368
  "breadth_similarity": 1.0,
1369
  "concentration_similarity": 0.683,
 
1400
  {
1401
  "left_pr_number": 42668,
1402
  "right_pr_number": 45627,
1403
+ "similarity": 0.657,
1404
+ "content_similarity": 0.8,
1405
  "size_similarity": 0.189,
1406
  "breadth_similarity": 0.216,
1407
  "concentration_similarity": 0.952,
 
1420
  {
1421
  "left_pr_number": 42668,
1422
  "right_pr_number": 46161,
1423
+ "similarity": 0.571,
1424
  "content_similarity": 0.665,
1425
  "size_similarity": 0.253,
1426
  "breadth_similarity": 0.216,
 
1440
  {
1441
  "left_pr_number": 41606,
1442
  "right_pr_number": 45422,
1443
+ "similarity": 0.5,
1444
+ "content_similarity": 0.422,
1445
  "size_similarity": 0.569,
1446
  "breadth_similarity": 0.75,
1447
  "concentration_similarity": 0.881,
 
1458
  {
1459
  "left_pr_number": 44543,
1460
  "right_pr_number": 45422,
1461
+ "similarity": 0.483,
1462
+ "content_similarity": 0.454,
1463
  "size_similarity": 0.331,
1464
  "breadth_similarity": 0.75,
1465
  "concentration_similarity": 0.802,
 
1476
  {
1477
  "left_pr_number": 44543,
1478
  "right_pr_number": 46161,
1479
+ "similarity": 0.386,
1480
+ "content_similarity": 0.218,
1481
  "size_similarity": 0.566,
1482
  "breadth_similarity": 1.0,
1483
  "concentration_similarity": 0.97,
 
1493
  {
1494
  "left_pr_number": 41606,
1495
  "right_pr_number": 46161,
1496
+ "similarity": 0.363,
1497
+ "content_similarity": 0.117,
1498
  "size_similarity": 0.971,
1499
  "breadth_similarity": 1.0,
1500
  "concentration_similarity": 0.712,
 
1510
  {
1511
  "left_pr_number": 44543,
1512
  "right_pr_number": 45627,
1513
+ "similarity": 0.358,
1514
+ "content_similarity": 0.207,
1515
  "size_similarity": 0.423,
1516
  "breadth_similarity": 1.0,
1517
  "concentration_similarity": 0.985,
 
1527
  {
1528
  "left_pr_number": 42668,
1529
  "right_pr_number": 44543,
1530
+ "similarity": 0.349,
1531
+ "content_similarity": 0.303,
1532
  "size_similarity": 0.446,
1533
  "breadth_similarity": 0.216,
1534
  "concentration_similarity": 0.967,
 
1545
  {
1546
  "left_pr_number": 41606,
1547
  "right_pr_number": 45627,
1548
+ "similarity": 0.322,
1549
+ "content_similarity": 0.111,
1550
  "size_similarity": 0.725,
1551
  "breadth_similarity": 1.0,
1552
  "concentration_similarity": 0.697,
 
1596
  {
1597
  "left_pr_number": 41606,
1598
  "right_pr_number": 42668,
1599
+ "similarity": 0.272,
1600
+ "content_similarity": 0.256,
1601
  "size_similarity": 0.26,
1602
  "breadth_similarity": 0.216,
1603
  "concentration_similarity": 0.649,
 
1614
  {
1615
  "left_pr_number": 42668,
1616
  "right_pr_number": 45422,
1617
+ "similarity": 0.199,
1618
+ "content_similarity": 0.154,
1619
  "size_similarity": 0.148,
1620
  "breadth_similarity": 0.307,
1621
  "concentration_similarity": 0.768,
 
1687
  "left_pr_number": 43549,
1688
  "right_pr_number": 46696,
1689
  "similarity": 0.511,
1690
+ "content_similarity": 0.373,
1691
  "size_similarity": 0.667,
1692
  "breadth_similarity": 1.0,
1693
  "concentration_similarity": 1.0,
 
1703
  "left_pr_number": 44547,
1704
  "right_pr_number": 46013,
1705
  "similarity": 0.503,
1706
+ "content_similarity": 0.291,
1707
  "size_similarity": 1.0,
1708
  "breadth_similarity": 1.0,
1709
  "concentration_similarity": 1.0,
 
1798
  {
1799
  "left_pr_number": 41097,
1800
  "right_pr_number": 44547,
1801
+ "similarity": 0.388,
1802
  "content_similarity": 0.305,
1803
  "size_similarity": 0.16,
1804
  "breadth_similarity": 1.0,
 
1897
  ]
1898
  },
1899
  {
1900
+ "left_pr_number": 44974,
1901
+ "right_pr_number": 46717,
1902
  "similarity": 0.462,
1903
+ "content_similarity": 0.335,
1904
+ "size_similarity": 0.636,
1905
+ "breadth_similarity": 0.9,
1906
+ "concentration_similarity": 0.834,
1907
  "shared_filenames": [
1908
  "src/transformers/core_model_loading.py",
1909
+ "tests/utils/test_core_model_loading.py"
1910
  ],
1911
  "shared_directories": [
1912
  "src/transformers",
1913
+ "tests/utils",
1914
  "src",
1915
  "tests"
1916
  ]
1917
  },
1918
  {
1919
+ "left_pr_number": 45421,
1920
+ "right_pr_number": 45635,
1921
+ "similarity": 0.462,
1922
+ "content_similarity": 0.374,
1923
+ "size_similarity": 0.803,
1924
+ "breadth_similarity": 0.5,
1925
+ "concentration_similarity": 0.586,
1926
  "shared_filenames": [
1927
  "src/transformers/core_model_loading.py",
1928
+ "tests/test_modeling_common.py"
1929
  ],
1930
  "shared_directories": [
1931
  "src/transformers",
 
1932
  "src",
1933
  "tests"
1934
  ]
 
1972
  {
1973
  "left_pr_number": 45996,
1974
  "right_pr_number": 46717,
1975
+ "similarity": 0.382,
1976
  "content_similarity": 0.274,
1977
  "size_similarity": 0.268,
1978
  "breadth_similarity": 1.0,
 
2034
  46850
2035
  ],
2036
  "representative_pr_number": 45438,
2037
+ "average_similarity": 0.454,
2038
  "summary": "5 open PRs share weighted file overlap around `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`, `tests/models/gemma4/test_modeling_gemma4.py`; representative PR #45438.",
2039
  "shared_filenames": [
2040
  "src/transformers/models/gemma4/modular_gemma4.py",
 
2105
  {
2106
  "left_pr_number": 45438,
2107
  "right_pr_number": 45883,
2108
+ "similarity": 0.545,
2109
  "content_similarity": 0.582,
2110
  "size_similarity": 0.392,
2111
  "breadth_similarity": 0.325,
 
2147
  {
2148
  "left_pr_number": 46642,
2149
  "right_pr_number": 46850,
2150
+ "similarity": 0.43,
2151
+ "content_similarity": 0.254,
2152
  "size_similarity": 0.811,
2153
  "breadth_similarity": 0.85,
2154
  "concentration_similarity": 0.909,
 
2191
  {
2192
  "left_pr_number": 45294,
2193
  "right_pr_number": 46850,
2194
+ "similarity": 0.404,
2195
+ "content_similarity": 0.382,
2196
  "size_similarity": 0.258,
2197
  "breadth_similarity": 0.757,
2198
  "concentration_similarity": 0.449,
 
2235
  {
2236
  "left_pr_number": 45883,
2237
  "right_pr_number": 46850,
2238
+ "similarity": 0.317,
2239
+ "content_similarity": 0.341,
2240
  "size_similarity": 0.241,
2241
  "breadth_similarity": 0.243,
2242
  "concentration_similarity": 0.357,
 
2254
  {
2255
  "left_pr_number": 45883,
2256
  "right_pr_number": 46642,
2257
+ "similarity": 0.302,
2258
  "content_similarity": 0.308,
2259
  "size_similarity": 0.297,
2260
  "breadth_similarity": 0.2,
 
2392
  ]
2393
  },
2394
  {
2395
+ "left_pr_number": 45513,
2396
+ "right_pr_number": 46148,
2397
  "similarity": 0.38,
2398
+ "content_similarity": 0.359,
2399
+ "size_similarity": 0.229,
2400
+ "breadth_similarity": 0.536,
2401
+ "concentration_similarity": 0.812,
2402
  "shared_filenames": [
2403
  "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
2404
  "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
 
2417
  ]
2418
  },
2419
  {
2420
+ "left_pr_number": 46148,
2421
+ "right_pr_number": 46817,
2422
+ "similarity": 0.38,
2423
+ "content_similarity": 0.329,
2424
+ "size_similarity": 0.075,
2425
+ "breadth_similarity": 0.917,
2426
+ "concentration_similarity": 0.933,
2427
  "shared_filenames": [
2428
  "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
2429
  "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
 
2488
  {
2489
  "left_pr_number": 45513,
2490
  "right_pr_number": 45707,
2491
+ "similarity": 0.204,
2492
  "content_similarity": 0.257,
2493
  "size_similarity": 0.006,
2494
  "breadth_similarity": 0.121,
 
2734
  {
2735
  "left_pr_number": 46207,
2736
  "right_pr_number": 46890,
2737
+ "similarity": 0.57,
2738
  "content_similarity": 0.506,
2739
  "size_similarity": 0.5,
2740
  "breadth_similarity": 1.0,
 
2828
  }
2829
  ]
2830
  },
2831
+ {
2832
+ "cluster_id": "pr-scope-45548-4",
2833
+ "pr_numbers": [
2834
+ 45548,
2835
+ 45649,
2836
+ 45655,
2837
+ 46918
2838
+ ],
2839
+ "representative_pr_number": 45649,
2840
+ "average_similarity": 0.511,
2841
+ "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
2842
+ "shared_filenames": [
2843
+ "src/transformers/modeling_utils.py"
2844
+ ],
2845
+ "shared_directories": [
2846
+ "src/transformers",
2847
+ "src"
2848
+ ],
2849
+ "pairwise": [
2850
+ {
2851
+ "left_pr_number": 45649,
2852
+ "right_pr_number": 46918,
2853
+ "similarity": 0.78,
2854
+ "content_similarity": 0.811,
2855
+ "size_similarity": 0.412,
2856
+ "breadth_similarity": 1.0,
2857
+ "concentration_similarity": 1.0,
2858
+ "shared_filenames": [
2859
+ "src/transformers/modeling_utils.py"
2860
+ ],
2861
+ "shared_directories": [
2862
+ "src/transformers",
2863
+ "src"
2864
+ ]
2865
+ },
2866
+ {
2867
+ "left_pr_number": 45548,
2868
+ "right_pr_number": 45649,
2869
+ "similarity": 0.515,
2870
+ "content_similarity": 0.525,
2871
+ "size_similarity": 0.149,
2872
+ "breadth_similarity": 0.75,
2873
+ "concentration_similarity": 1.0,
2874
+ "shared_filenames": [
2875
+ "src/transformers/modeling_utils.py"
2876
+ ],
2877
+ "shared_directories": [
2878
+ "src/transformers",
2879
+ "src"
2880
+ ]
2881
+ },
2882
+ {
2883
+ "left_pr_number": 45649,
2884
+ "right_pr_number": 45655,
2885
+ "similarity": 0.512,
2886
+ "content_similarity": 0.351,
2887
+ "size_similarity": 0.778,
2888
+ "breadth_similarity": 1.0,
2889
+ "concentration_similarity": 1.0,
2890
+ "shared_filenames": [
2891
+ "src/transformers/modeling_utils.py"
2892
+ ],
2893
+ "shared_directories": [
2894
+ "src/transformers",
2895
+ "src"
2896
+ ]
2897
+ },
2898
+ {
2899
+ "left_pr_number": 45655,
2900
+ "right_pr_number": 46918,
2901
+ "similarity": 0.478,
2902
+ "content_similarity": 0.355,
2903
+ "size_similarity": 0.529,
2904
+ "breadth_similarity": 1.0,
2905
+ "concentration_similarity": 1.0,
2906
+ "shared_filenames": [
2907
+ "src/transformers/modeling_utils.py"
2908
+ ],
2909
+ "shared_directories": [
2910
+ "src/transformers",
2911
+ "src"
2912
+ ]
2913
+ },
2914
+ {
2915
+ "left_pr_number": 45548,
2916
+ "right_pr_number": 46918,
2917
+ "similarity": 0.427,
2918
+ "content_similarity": 0.354,
2919
+ "size_similarity": 0.362,
2920
+ "breadth_similarity": 0.75,
2921
+ "concentration_similarity": 1.0,
2922
+ "shared_filenames": [
2923
+ "src/transformers/modeling_utils.py"
2924
+ ],
2925
+ "shared_directories": [
2926
+ "src/transformers",
2927
+ "src"
2928
+ ]
2929
+ },
2930
+ {
2931
+ "left_pr_number": 45548,
2932
+ "right_pr_number": 45655,
2933
+ "similarity": 0.354,
2934
+ "content_similarity": 0.286,
2935
+ "size_similarity": 0.191,
2936
+ "breadth_similarity": 0.75,
2937
+ "concentration_similarity": 1.0,
2938
+ "shared_filenames": [
2939
+ "src/transformers/modeling_utils.py"
2940
+ ],
2941
+ "shared_directories": [
2942
+ "src/transformers",
2943
+ "src"
2944
+ ]
2945
+ }
2946
+ ]
2947
+ },
2948
  {
2949
  "cluster_id": "pr-scope-34667-4",
2950
  "pr_numbers": [
 
3003
  "left_pr_number": 34667,
3004
  "right_pr_number": 39683,
3005
  "similarity": 0.526,
3006
+ "content_similarity": 0.435,
3007
  "size_similarity": 0.478,
3008
  "breadth_similarity": 1.0,
3009
  "concentration_similarity": 1.0,
 
3078
  46152
3079
  ],
3080
  "representative_pr_number": 46152,
3081
+ "average_similarity": 0.407,
3082
  "summary": "4 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #46152.",
3083
  "shared_filenames": [
3084
  "src/transformers/utils/import_utils.py"
 
3092
  {
3093
  "left_pr_number": 44615,
3094
  "right_pr_number": 46152,
3095
+ "similarity": 0.627,
3096
+ "content_similarity": 0.557,
3097
  "size_similarity": 0.583,
3098
  "breadth_similarity": 1.0,
3099
  "concentration_similarity": 1.0,
 
3109
  {
3110
  "left_pr_number": 45060,
3111
  "right_pr_number": 46152,
3112
+ "similarity": 0.44,
3113
+ "content_similarity": 0.348,
3114
  "size_similarity": 0.95,
3115
  "breadth_similarity": 0.333,
3116
  "concentration_similarity": 0.421,
 
3126
  {
3127
  "left_pr_number": 44385,
3128
  "right_pr_number": 44615,
3129
+ "similarity": 0.414,
3130
+ "content_similarity": 0.345,
3131
  "size_similarity": 0.371,
3132
  "breadth_similarity": 0.667,
3133
  "concentration_similarity": 1.0,
 
3143
  {
3144
  "left_pr_number": 44385,
3145
  "right_pr_number": 46152,
3146
+ "similarity": 0.398,
3147
+ "content_similarity": 0.356,
3148
  "size_similarity": 0.217,
3149
  "breadth_similarity": 0.667,
3150
  "concentration_similarity": 1.0,
 
3160
  {
3161
  "left_pr_number": 44615,
3162
  "right_pr_number": 45060,
3163
+ "similarity": 0.318,
3164
+ "content_similarity": 0.244,
3165
  "size_similarity": 0.614,
3166
  "breadth_similarity": 0.333,
3167
  "concentration_similarity": 0.421,
 
3177
  {
3178
  "left_pr_number": 44385,
3179
  "right_pr_number": 45060,
3180
+ "similarity": 0.248,
3181
+ "content_similarity": 0.18,
3182
  "size_similarity": 0.228,
3183
  "breadth_similarity": 0.667,
3184
  "concentration_similarity": 0.421,
 
3281
  46780
3282
  ],
3283
  "representative_pr_number": 46780,
3284
+ "average_similarity": 0.721,
3285
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/vit_mae/modeling_vit_mae.py`, `src/transformers/models/vit_mae/modular_vit_mae.py`, `src/transformers/models/aimv2/modeling_aimv2.py`; representative PR #46780.",
3286
  "shared_filenames": [
3287
  "src/transformers/models/vit_mae/modeling_vit_mae.py",
 
3339
  {
3340
  "left_pr_number": 45932,
3341
  "right_pr_number": 46780,
3342
+ "similarity": 0.607,
3343
+ "content_similarity": 0.635,
3344
  "size_similarity": 0.322,
3345
  "breadth_similarity": 0.679,
3346
  "concentration_similarity": 0.916,
 
3371
  {
3372
  "left_pr_number": 45932,
3373
  "right_pr_number": 46174,
3374
+ "similarity": 0.591,
3375
+ "content_similarity": 0.629,
3376
  "size_similarity": 0.248,
3377
  "breadth_similarity": 0.679,
3378
  "concentration_similarity": 0.916,
 
3530
  "left_pr_number": 44015,
3531
  "right_pr_number": 44676,
3532
  "similarity": 0.412,
3533
+ "content_similarity": 0.5,
3534
  "size_similarity": 0.034,
3535
  "breadth_similarity": 0.333,
3536
  "concentration_similarity": 0.488,
 
3836
  ]
3837
  },
3838
  {
3839
+ "cluster_id": "pr-scope-43656-3",
3840
  "pr_numbers": [
3841
+ 43656,
3842
+ 43842,
3843
+ 44682
3844
  ],
3845
+ "representative_pr_number": 43656,
3846
+ "average_similarity": 0.473,
3847
+ "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43656.",
3848
  "shared_filenames": [
3849
+ "src/transformers/cli/serve.py"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3850
  ],
3851
  "shared_directories": [
3852
  "src/transformers/cli",
 
3875
  "left_pr_number": 43656,
3876
  "right_pr_number": 44682,
3877
  "similarity": 0.437,
3878
+ "content_similarity": 0.486,
3879
  "size_similarity": 0.048,
3880
  "breadth_similarity": 0.5,
3881
  "concentration_similarity": 0.802,
 
3985
  }
3986
  ]
3987
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3988
  {
3989
  "cluster_id": "pr-scope-45682-3",
3990
  "pr_numbers": [
 
4050
  {
4051
  "left_pr_number": 46442,
4052
  "right_pr_number": 46766,
4053
+ "similarity": 0.282,
4054
+ "content_similarity": 0.28,
4055
  "size_similarity": 0.058,
4056
  "breadth_similarity": 0.31,
4057
  "concentration_similarity": 0.924,
 
4096
  {
4097
  "left_pr_number": 45293,
4098
  "right_pr_number": 46580,
4099
+ "similarity": 0.545,
4100
+ "content_similarity": 0.5,
4101
  "size_similarity": 0.714,
4102
  "breadth_similarity": 0.5,
4103
  "concentration_similarity": 0.75,
 
4115
  "left_pr_number": 45293,
4116
  "right_pr_number": 45317,
4117
  "similarity": 0.508,
4118
+ "content_similarity": 0.354,
4119
  "size_similarity": 0.741,
4120
  "breadth_similarity": 1.0,
4121
  "concentration_similarity": 0.972,
 
4133
  {
4134
  "left_pr_number": 45317,
4135
  "right_pr_number": 46580,
4136
+ "similarity": 0.238,
4137
  "content_similarity": 0.007,
4138
  "size_similarity": 0.964,
4139
  "breadth_similarity": 0.5,
 
4191
  "left_pr_number": 42655,
4192
  "right_pr_number": 46124,
4193
  "similarity": 0.409,
4194
+ "content_similarity": 0.463,
4195
  "size_similarity": 0.038,
4196
  "breadth_similarity": 0.417,
4197
  "concentration_similarity": 0.753,
 
4226
  }
4227
  ]
4228
  },
4229
+ {
4230
+ "cluster_id": "pr-scope-45709-3",
4231
+ "pr_numbers": [
4232
+ 45709,
4233
+ 45742,
4234
+ 46211
4235
+ ],
4236
+ "representative_pr_number": 45742,
4237
+ "average_similarity": 0.418,
4238
+ "summary": "3 open PRs share weighted file overlap around `tests/models/llama/test_modeling_llama.py`, `src/transformers/models/llama/configuration_llama.py`, `src/transformers/models/llama/modeling_llama.py`; representative PR #45742.",
4239
+ "shared_filenames": [
4240
+ "tests/models/llama/test_modeling_llama.py",
4241
+ "src/transformers/models/llama/configuration_llama.py",
4242
+ "src/transformers/models/llama/modeling_llama.py"
4243
+ ],
4244
+ "shared_directories": [
4245
+ "src/transformers/models/llama",
4246
+ "src/transformers/models",
4247
+ "src/transformers",
4248
+ "src",
4249
+ "tests/models/llama",
4250
+ "tests/models",
4251
+ "tests"
4252
+ ],
4253
+ "pairwise": [
4254
+ {
4255
+ "left_pr_number": 45742,
4256
+ "right_pr_number": 46211,
4257
+ "similarity": 0.56,
4258
+ "content_similarity": 0.496,
4259
+ "size_similarity": 0.963,
4260
+ "breadth_similarity": 0.25,
4261
+ "concentration_similarity": 0.852,
4262
+ "shared_filenames": [
4263
+ "src/transformers/models/llama/configuration_llama.py",
4264
+ "tests/models/llama/test_modeling_llama.py"
4265
+ ],
4266
+ "shared_directories": [
4267
+ "src/transformers/models/llama",
4268
+ "src/transformers/models",
4269
+ "tests/models/llama",
4270
+ "src/transformers",
4271
+ "tests/models",
4272
+ "src",
4273
+ "tests"
4274
+ ]
4275
+ },
4276
+ {
4277
+ "left_pr_number": 45709,
4278
+ "right_pr_number": 45742,
4279
+ "similarity": 0.501,
4280
+ "content_similarity": 0.377,
4281
+ "size_similarity": 0.782,
4282
+ "breadth_similarity": 0.833,
4283
+ "concentration_similarity": 0.72,
4284
+ "shared_filenames": [
4285
+ "src/transformers/models/llama/modeling_llama.py"
4286
+ ],
4287
+ "shared_directories": [
4288
+ "src/transformers/models/llama",
4289
+ "src/transformers/models",
4290
+ "src/transformers",
4291
+ "src"
4292
+ ]
4293
+ },
4294
+ {
4295
+ "left_pr_number": 45709,
4296
+ "right_pr_number": 46211,
4297
+ "similarity": 0.195,
4298
+ "content_similarity": 0.048,
4299
+ "size_similarity": 0.753,
4300
+ "breadth_similarity": 0.2,
4301
+ "concentration_similarity": 0.571,
4302
+ "shared_filenames": [],
4303
+ "shared_directories": [
4304
+ "src/transformers/models/llama",
4305
+ "src/transformers/models",
4306
+ "src/transformers",
4307
+ "src"
4308
+ ]
4309
+ }
4310
+ ]
4311
+ },
4312
+ {
4313
+ "cluster_id": "pr-scope-46004-3",
4314
+ "pr_numbers": [
4315
+ 46004,
4316
+ 46771,
4317
+ 46917
4318
+ ],
4319
+ "representative_pr_number": 46917,
4320
+ "average_similarity": 0.412,
4321
+ "summary": "3 open PRs share weighted file overlap around `src/transformers/image_processing_backends.py`; representative PR #46917.",
4322
+ "shared_filenames": [
4323
+ "src/transformers/image_processing_backends.py"
4324
+ ],
4325
+ "shared_directories": [
4326
+ "src/transformers",
4327
+ "src"
4328
+ ],
4329
+ "pairwise": [
4330
+ {
4331
+ "left_pr_number": 46004,
4332
+ "right_pr_number": 46917,
4333
+ "similarity": 0.466,
4334
+ "content_similarity": 0.463,
4335
+ "size_similarity": 0.113,
4336
+ "breadth_similarity": 0.75,
4337
+ "concentration_similarity": 1.0,
4338
+ "shared_filenames": [
4339
+ "src/transformers/image_processing_backends.py"
4340
+ ],
4341
+ "shared_directories": [
4342
+ "src/transformers",
4343
+ "src"
4344
+ ]
4345
+ },
4346
+ {
4347
+ "left_pr_number": 46771,
4348
+ "right_pr_number": 46917,
4349
+ "similarity": 0.422,
4350
+ "content_similarity": 0.43,
4351
+ "size_similarity": 0.346,
4352
+ "breadth_similarity": 0.417,
4353
+ "concentration_similarity": 0.549,
4354
+ "shared_filenames": [
4355
+ "src/transformers/image_processing_backends.py"
4356
+ ],
4357
+ "shared_directories": [
4358
+ "src/transformers",
4359
+ "src"
4360
+ ]
4361
+ },
4362
+ {
4363
+ "left_pr_number": 46004,
4364
+ "right_pr_number": 46771,
4365
+ "similarity": 0.348,
4366
+ "content_similarity": 0.408,
4367
+ "size_similarity": 0.039,
4368
+ "breadth_similarity": 0.292,
4369
+ "concentration_similarity": 0.549,
4370
+ "shared_filenames": [
4371
+ "src/transformers/image_processing_backends.py"
4372
+ ],
4373
+ "shared_directories": [
4374
+ "src/transformers",
4375
+ "src"
4376
+ ]
4377
+ }
4378
+ ]
4379
+ },
4380
  {
4381
  "cluster_id": "pr-scope-44889-3",
4382
  "pr_numbers": [
 
4441
  "left_pr_number": 44981,
4442
  "right_pr_number": 46775,
4443
  "similarity": 0.301,
4444
+ "content_similarity": 0.124,
4445
  "size_similarity": 0.885,
4446
  "breadth_similarity": 0.458,
4447
  "concentration_similarity": 0.712,
 
4465
  44550
4466
  ],
4467
  "representative_pr_number": 44550,
4468
+ "average_similarity": 0.367,
4469
  "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
4470
  "shared_filenames": [],
4471
  "shared_directories": [
 
4478
  {
4479
  "left_pr_number": 33686,
4480
  "right_pr_number": 44550,
4481
+ "similarity": 0.39,
4482
+ "content_similarity": 0.128,
4483
  "size_similarity": 1.0,
4484
  "breadth_similarity": 1.0,
4485
  "concentration_similarity": 1.0,
 
4495
  "left_pr_number": 44407,
4496
  "right_pr_number": 44550,
4497
  "similarity": 0.36,
4498
+ "content_similarity": 0.095,
4499
  "size_similarity": 0.957,
4500
  "breadth_similarity": 1.0,
4501
  "concentration_similarity": 1.0,
 
4523
  }
4524
  ]
4525
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4526
  {
4527
  "cluster_id": "pr-scope-44018-2",
4528
  "pr_numbers": [
 
4570
  }
4571
  ]
4572
  },
4573
+ {
4574
+ "cluster_id": "pr-scope-46886-2",
4575
+ "pr_numbers": [
4576
+ 46886,
4577
+ 46922
4578
+ ],
4579
+ "representative_pr_number": 46886,
4580
+ "average_similarity": 0.925,
4581
+ "summary": "2 open PRs share weighted file overlap around `src/transformers/models/yolos/modeling_yolos.py`; representative PR #46886.",
4582
+ "shared_filenames": [
4583
+ "src/transformers/models/yolos/modeling_yolos.py"
4584
+ ],
4585
+ "shared_directories": [
4586
+ "src/transformers/models/yolos",
4587
+ "src/transformers/models",
4588
+ "src/transformers",
4589
+ "src"
4590
+ ],
4591
+ "pairwise": [
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4599
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4600
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4611
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4612
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4613
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4614
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4646
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+ "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/dia.md`; representative PR #46915.",
4658
+ "shared_filenames": [
4659
+ "docs/source/en/model_doc/dia.md"
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4661
+ "shared_directories": [
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+ "docs/source/en",
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+ "docs/source/en/model_doc/dia.md"
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+ ],
4679
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+ "docs/source/en/model_doc",
4681
+ "docs/source/en",
4682
+ "docs/source",
4683
+ "docs"
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+ ]
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4688
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4689
  "cluster_id": "pr-scope-45639-2",
4690
  "pr_numbers": [
 
4802
  "left_pr_number": 44438,
4803
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4804
  "similarity": 0.798,
4805
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4806
  "size_similarity": 0.533,
4807
  "breadth_similarity": 1.0,
4808
  "concentration_similarity": 0.694,
 
4831
  43775
4832
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4833
  "representative_pr_number": 43543,
4834
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4835
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/jetmoe/modeling_jetmoe.py`, `src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py`, `src/transformers/models/minimax_m2/modeling_minimax_m2.py`; representative PR #43543.",
4836
  "shared_filenames": [
4837
  "src/transformers/models/jetmoe/modeling_jetmoe.py",
 
4857
  {
4858
  "left_pr_number": 43543,
4859
  "right_pr_number": 43775,
4860
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4861
  "content_similarity": 0.878,
4862
  "size_similarity": 0.191,
4863
  "breadth_similarity": 0.811,
 
4896
  45607
4897
  ],
4898
  "representative_pr_number": 45606,
4899
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4900
  "summary": "2 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`; representative PR #45606.",
4901
  "shared_filenames": [
4902
  "tests/models/gemma4/test_modeling_gemma4.py"
 
4910
  {
4911
  "left_pr_number": 45606,
4912
  "right_pr_number": 45607,
4913
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4914
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4915
  "size_similarity": 0.778,
4916
  "breadth_similarity": 0.417,
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  "concentration_similarity": 0.778,
 
4933
  46173
4934
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4935
  "representative_pr_number": 44893,
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4937
  "summary": "2 open PRs share weighted file overlap around `src/transformers/cache_utils.py`; representative PR #44893.",
4938
  "shared_filenames": [
4939
  "src/transformers/cache_utils.py"
 
4946
  {
4947
  "left_pr_number": 44893,
4948
  "right_pr_number": 46173,
4949
+ "similarity": 0.731,
4950
+ "content_similarity": 0.783,
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  "size_similarity": 0.222,
4952
  "breadth_similarity": 1.0,
4953
  "concentration_similarity": 1.0,
 
5124
  "left_pr_number": 43747,
5125
  "right_pr_number": 45480,
5126
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5127
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5128
  "size_similarity": 0.664,
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  "breadth_similarity": 1.0,
5130
  "concentration_similarity": 0.751,
 
5289
  46781
5290
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5291
  "representative_pr_number": 43875,
5292
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5293
  "summary": "2 open PRs share weighted file overlap around `tests/utils/test_cache_utils.py`, `src/transformers/cache_utils.py`; representative PR #43875.",
5294
  "shared_filenames": [
5295
  "tests/utils/test_cache_utils.py",
 
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  {
5306
  "left_pr_number": 43875,
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  "right_pr_number": 46781,
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5310
  "size_similarity": 0.756,
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  "breadth_similarity": 1.0,
5312
  "concentration_similarity": 0.971,
 
5369
  45333
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5371
  "representative_pr_number": 45332,
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5373
  "summary": "2 open PRs share weighted file overlap around `docs/source/en/heterogeneous_configurations.md`, `src/transformers/integrations/heterogeneity/__init__.py`, `src/transformers/integrations/heterogeneity/configuration_utils.py`; representative PR #45332.",
5374
  "shared_filenames": [
5375
  "docs/source/en/heterogeneous_configurations.md",
 
5394
  {
5395
  "left_pr_number": 45332,
5396
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5398
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  "size_similarity": 0.348,
5400
  "breadth_similarity": 0.594,
 
5596
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5679
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5681
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5684
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5685
  "utils/notification_service.py",
 
5699
  {
5700
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  "breadth_similarity": 0.875,
 
5825
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5932
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5934
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  "src/transformers/models/deepseek_vl/modular_deepseek_vl.py",
 
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  {
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  "left_pr_number": 46404,
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  "concentration_similarity": 0.86,
 
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6039
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