evalstate HF Staff commited on
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Refresh transformers dataset snapshot 20260705T000031Z

Browse files
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  - eval set creation
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  Notes:
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- - latest snapshot: `20260704T180019Z`
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  - raw data only; no labels or moderation decisions
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  - PR metadata, file-level patch hunks, and full unified diffs are included
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  - eval set creation
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  Notes:
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23086
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23087
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new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260704T180019Z`
4
- - Generated: `2026-07-04T18:01:01Z`
5
  - Activity window: `60d`
6
- - Contributors: `344`
7
 
8
  ## Summary
9
 
@@ -34,10 +34,10 @@
34
  | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 22 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
35
  | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 21 | 0 | strong | moderate | low | — |
36
  | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 21 | 0 | strong | moderate | low | targets high-star repos |
 
37
  | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 20 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
38
  | `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | NONE | ?d | `2026-05-13T06:40:41Z` | 20 | 0 | n/a | n/a | n/a | summary unavailable |
39
  | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 20 | 0 | mixed | moderate | low | — |
40
- | `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 19 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
41
  | `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 16 | 1 | weak | moderate | low | high open PR share |
42
  | `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 |
43
  | `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 13 | 0 | mixed | low | low | high open PR share |
@@ -105,6 +105,7 @@
105
  | `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 2 | 1 | mixed | low | low | — |
106
  | `J3r3myPerera` | [profile](https://github.com/J3r3myPerera) | no | CONTRIBUTOR | 1323d | `2026-05-20T14:37:39Z` | 2 | 1 | mixed | moderate | low | no visible non-self stars |
107
  | `MutugiD` | [profile](https://github.com/MutugiD) | no | FIRST_TIME_CONTRIBUTOR | 2310d | `2026-07-04T00:14:46Z` | 2 | 1 | strong | moderate | low | high recent PR volume |
 
108
  | `Abhijeet1815` | [profile](https://github.com/Abhijeet1815) | no | FIRST_TIME_CONTRIBUTOR | 611d | `2026-06-16T19:12:22Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
109
  | `Ace3Z` | [profile](https://github.com/Ace3Z) | no | CONTRIBUTOR | 2598d | `2026-05-24T21:47:03Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
110
  | `Achyuthan-S` | [profile](https://github.com/Achyuthan-S) | no | FIRST_TIME_CONTRIBUTOR | 1368d | `2026-06-06T07:20:32Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -172,7 +173,7 @@
172
  | `anxovatomica` | [profile](https://github.com/anxovatomica) | no | NONE | 3464d | `2026-05-12T13:01:28Z` | 1 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
173
  | `atharv1945` | [profile](https://github.com/atharv1945) | no | CONTRIBUTOR | 1082d | `2026-06-15T10:52:55Z` | 1 | 1 | strong | low | low | targets high-star repos |
174
  | `c1prk` | [profile](https://github.com/c1prk) | no | CONTRIBUTOR | 2143d | `2026-06-23T06:34:53Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
175
- | `evnsnclr` | [profile](https://github.com/evnsnclr) | yes | FIRST_TIME_CONTRIBUTOR | 1082d | `2026-07-04T15:08:32Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
176
  | `Heatdh` | [profile](https://github.com/Heatdh) | no | FIRST_TIME_CONTRIBUTOR | 2060d | `2026-07-01T21:42:33Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
177
  | `jshn9515` | [profile](https://github.com/jshn9515) | no | NONE | 214d | `2026-05-29T22:55:56Z` | 1 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
178
  | `julien-gadonneix` | [profile](https://github.com/julien-gadonneix) | no | NONE | 987d | `2026-06-02T15:31:42Z` | 1 | 1 | mixed | low | low | high open PR share |
@@ -336,10 +337,13 @@
336
  | `skshmjn` | [profile](https://github.com/skshmjn) | no | CONTRIBUTOR | 2609d | `2026-05-31T07:49:22Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
337
  | `snehasuman019` | [profile](https://github.com/snehasuman019) | no | NONE | 474d | `2026-05-29T16:36:41Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
338
  | `someaka` | [profile](https://github.com/someaka) | no | NONE | 1845d | `2026-06-07T17:49:40Z` | 1 | 0 | weak | moderate | medium | high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
 
339
  | `srinjoy356` | [profile](https://github.com/srinjoy356) | no | FIRST_TIME_CONTRIBUTOR | 992d | `2026-05-26T18:36:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
340
  | `srishtiii28` | [profile](https://github.com/srishtiii28) | no | NONE | 1008d | `2026-06-09T09:34:02Z` | 1 | 0 | mixed | low | low | — |
 
341
  | `subin9` | [profile](https://github.com/subin9) | no | FIRST_TIME_CONTRIBUTOR | 1577d | `2026-07-02T05:11:17Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
342
  | `swankystark` | [profile](https://github.com/swankystark) | no | FIRST_TIME_CONTRIBUTOR | 978d | `2026-06-04T20:30:30Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 
343
  | `ted-mosi` | [profile](https://github.com/ted-mosi) | no | FIRST_TIME_CONTRIBUTOR | 3d | `2026-06-05T13:30:42Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
344
  | `Ternura143` | [profile](https://github.com/Ternura143) | no | FIRST_TIME_CONTRIBUTOR | 1583d | `2026-05-31T14:17:55Z` | 1 | 0 | strong | moderate | low | — |
345
  | `trducng` | [profile](https://github.com/trducng) | no | CONTRIBUTOR | 3050d | `2026-05-18T04:44:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -964,6 +968,29 @@ Example artifacts:
964
  - [PR #47034: Neuron sft exp](https://github.com/huggingface/transformers/pull/47034) — open, draft
965
  - [PR #46889: Kernel api doc, part 2](https://github.com/huggingface/transformers/pull/46889) — open
966
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
967
  ### `kashif`
968
 
969
  - profile: [github.com/kashif](https://github.com/kashif)
@@ -1034,29 +1061,6 @@ Example artifacts:
1034
  - [PR #46320: [RecurrentGemma] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46320) — closed, merged
1035
  - [PR #46317: [Zamba] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46317) — closed, merged
1036
 
1037
- ### `Sunt-ing`
1038
-
1039
- - profile: [github.com/Sunt-ing](https://github.com/Sunt-ing)
1040
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunt-ing)
1041
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunt-ing)
1042
- - repo first seen: `2026-06-18T09:58:22Z`
1043
- - repo last seen: `2026-07-04T15:26:13Z`
1044
- - first seen in snapshot: **no**
1045
- - repo association: **CONTRIBUTOR**
1046
- - repo primary artifacts: **19**
1047
- - snapshot authored PRs/issues: **19 PRs / 0 issues**
1048
- - snapshot discussion activity: **12 comments / 3 reviews / 3 review comments**
1049
- - account age: **2841 days**
1050
- - recent public PR activity: **52 PRs** (17 merged / 6 closed-unmerged / 29 open; merged rate **33%**, closed-unmerged rate **12%**, open rate **56%**)
1051
- - public orgs: none visible
1052
- - compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
1053
- - heuristic read: **high recent PR volume; high open PR share; targets high-star repos**
1054
-
1055
- Example artifacts:
1056
- - [PR #47063: Fix legacy Qwen3-ASR checkpoint loading](https://github.com/huggingface/transformers/pull/47063) — closed
1057
- - [PR #47060: Fix Qwen Omni batched text post-processing](https://github.com/huggingface/transformers/pull/47060) — open
1058
- - [PR #47051: Forward direct generation kwargs in multimodal generation pipelines](https://github.com/huggingface/transformers/pull/47051) — open
1059
-
1060
  ### `LinZiyuu`
1061
 
1062
  - profile: [github.com/LinZiyuu](https://github.com/LinZiyuu)
@@ -2626,6 +2630,29 @@ Example artifacts:
2626
  - [PR #47048: Guard DETR and Grounding DINO Hungarian matchers against infinite cost matrices](https://github.com/huggingface/transformers/pull/47048) — open
2627
  - [Issue #47065: DeformableDetrHungarianMatcher and LwDetrHungarianMatcher crash on non-finite cost matrices ("cost matrix is infeasible")](https://github.com/huggingface/transformers/issues/47065) — open
2628
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2629
  ### `Abhijeet1815`
2630
 
2631
  - profile: [github.com/Abhijeet1815](https://github.com/Abhijeet1815)
@@ -4144,7 +4171,7 @@ Example artifacts:
4144
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aevnsnclr)
4145
  - repo first seen: `2026-07-04T15:08:32Z`
4146
  - repo last seen: `2026-07-04T16:10:32Z`
4147
- - first seen in snapshot: **yes**
4148
  - repo association: **FIRST_TIME_CONTRIBUTOR**
4149
  - repo primary artifacts: **2**
4150
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
@@ -7600,6 +7627,27 @@ Example artifacts:
7600
  Example artifacts:
7601
  - [PR #46476: Fix: skip caching_allocator_warmup for non-CUDA/XPU accelerator devices](https://github.com/huggingface/transformers/pull/46476) — closed
7602
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7603
  ### `srinjoy356`
7604
 
7605
  - profile: [github.com/srinjoy356](https://github.com/srinjoy356)
@@ -7642,6 +7690,27 @@ Example artifacts:
7642
  Example artifacts:
7643
  - [PR #46542: Vision RoPE refactor](https://github.com/huggingface/transformers/pull/46542) — closed
7644
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7645
  ### `subin9`
7646
 
7647
  - profile: [github.com/subin9](https://github.com/subin9)
@@ -7684,6 +7753,27 @@ Example artifacts:
7684
  Example artifacts:
7685
  - [PR #46886: Fix YOLOS device mismatch with device_map="auto"](https://github.com/huggingface/transformers/pull/46886) — open
7686
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7687
  ### `ted-mosi`
7688
 
7689
  - profile: [github.com/ted-mosi](https://github.com/ted-mosi)
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260705T000031Z`
4
+ - Generated: `2026-07-05T00:01:15Z`
5
  - Activity window: `60d`
6
+ - Contributors: `348`
7
 
8
  ## Summary
9
 
 
34
  | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 22 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
35
  | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 21 | 0 | strong | moderate | low | — |
36
  | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 21 | 0 | strong | moderate | low | targets high-star repos |
37
+ | `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 21 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
38
  | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 20 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
39
  | `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | NONE | ?d | `2026-05-13T06:40:41Z` | 20 | 0 | n/a | n/a | n/a | summary unavailable |
40
  | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 20 | 0 | mixed | moderate | low | — |
 
41
  | `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 16 | 1 | weak | moderate | low | high open PR share |
42
  | `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 |
43
  | `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 13 | 0 | mixed | low | low | high open PR share |
 
105
  | `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 2 | 1 | mixed | low | low | — |
106
  | `J3r3myPerera` | [profile](https://github.com/J3r3myPerera) | no | CONTRIBUTOR | 1323d | `2026-05-20T14:37:39Z` | 2 | 1 | mixed | moderate | low | no visible non-self stars |
107
  | `MutugiD` | [profile](https://github.com/MutugiD) | no | FIRST_TIME_CONTRIBUTOR | 2310d | `2026-07-04T00:14:46Z` | 2 | 1 | strong | moderate | low | high recent PR volume |
108
+ | `VIUK-XV` | [profile](https://github.com/VIUK-XV) | no | FIRST_TIME_CONTRIBUTOR | 386d | `2026-07-04T12:21:47Z` | 2 | 1 | weak | moderate | low | high open PR share |
109
  | `Abhijeet1815` | [profile](https://github.com/Abhijeet1815) | no | FIRST_TIME_CONTRIBUTOR | 611d | `2026-06-16T19:12:22Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
110
  | `Ace3Z` | [profile](https://github.com/Ace3Z) | no | CONTRIBUTOR | 2598d | `2026-05-24T21:47:03Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
111
  | `Achyuthan-S` | [profile](https://github.com/Achyuthan-S) | no | FIRST_TIME_CONTRIBUTOR | 1368d | `2026-06-06T07:20:32Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
173
  | `anxovatomica` | [profile](https://github.com/anxovatomica) | no | NONE | 3464d | `2026-05-12T13:01:28Z` | 1 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
174
  | `atharv1945` | [profile](https://github.com/atharv1945) | no | CONTRIBUTOR | 1082d | `2026-06-15T10:52:55Z` | 1 | 1 | strong | low | low | targets high-star repos |
175
  | `c1prk` | [profile](https://github.com/c1prk) | no | CONTRIBUTOR | 2143d | `2026-06-23T06:34:53Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
176
+ | `evnsnclr` | [profile](https://github.com/evnsnclr) | no | FIRST_TIME_CONTRIBUTOR | 1082d | `2026-07-04T15:08:32Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
177
  | `Heatdh` | [profile](https://github.com/Heatdh) | no | FIRST_TIME_CONTRIBUTOR | 2060d | `2026-07-01T21:42:33Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
178
  | `jshn9515` | [profile](https://github.com/jshn9515) | no | NONE | 214d | `2026-05-29T22:55:56Z` | 1 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
179
  | `julien-gadonneix` | [profile](https://github.com/julien-gadonneix) | no | NONE | 987d | `2026-06-02T15:31:42Z` | 1 | 1 | mixed | low | low | high open PR share |
 
337
  | `skshmjn` | [profile](https://github.com/skshmjn) | no | CONTRIBUTOR | 2609d | `2026-05-31T07:49:22Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
338
  | `snehasuman019` | [profile](https://github.com/snehasuman019) | no | NONE | 474d | `2026-05-29T16:36:41Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
339
  | `someaka` | [profile](https://github.com/someaka) | no | NONE | 1845d | `2026-06-07T17:49:40Z` | 1 | 0 | weak | moderate | medium | high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
340
+ | `Sreekant13` | [profile](https://github.com/Sreekant13) | yes | FIRST_TIME_CONTRIBUTOR | 2339d | `2026-07-04T18:14:38Z` | 1 | 0 | mixed | high | medium | broad repo spread; high open PR share; no visible non-self stars |
341
  | `srinjoy356` | [profile](https://github.com/srinjoy356) | no | FIRST_TIME_CONTRIBUTOR | 992d | `2026-05-26T18:36:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
342
  | `srishtiii28` | [profile](https://github.com/srishtiii28) | no | NONE | 1008d | `2026-06-09T09:34:02Z` | 1 | 0 | mixed | low | low | — |
343
+ | `sshivampeta` | [profile](https://github.com/sshivampeta) | yes | FIRST_TIME_CONTRIBUTOR | 2929d | `2026-07-04T17:25:37Z` | 1 | 0 | weak | moderate | low | high open PR share |
344
  | `subin9` | [profile](https://github.com/subin9) | no | FIRST_TIME_CONTRIBUTOR | 1577d | `2026-07-02T05:11:17Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
345
  | `swankystark` | [profile](https://github.com/swankystark) | no | FIRST_TIME_CONTRIBUTOR | 978d | `2026-06-04T20:30:30Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
346
+ | `Taranum01` | [profile](https://github.com/Taranum01) | yes | FIRST_TIME_CONTRIBUTOR | 1932d | `2026-07-04T19:43:31Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
347
  | `ted-mosi` | [profile](https://github.com/ted-mosi) | no | FIRST_TIME_CONTRIBUTOR | 3d | `2026-06-05T13:30:42Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
348
  | `Ternura143` | [profile](https://github.com/Ternura143) | no | FIRST_TIME_CONTRIBUTOR | 1583d | `2026-05-31T14:17:55Z` | 1 | 0 | strong | moderate | low | — |
349
  | `trducng` | [profile](https://github.com/trducng) | no | CONTRIBUTOR | 3050d | `2026-05-18T04:44:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
968
  - [PR #47034: Neuron sft exp](https://github.com/huggingface/transformers/pull/47034) — open, draft
969
  - [PR #46889: Kernel api doc, part 2](https://github.com/huggingface/transformers/pull/46889) — open
970
 
971
+ ### `Sunt-ing`
972
+
973
+ - profile: [github.com/Sunt-ing](https://github.com/Sunt-ing)
974
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunt-ing)
975
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunt-ing)
976
+ - repo first seen: `2026-06-18T09:58:22Z`
977
+ - repo last seen: `2026-07-04T21:20:06Z`
978
+ - first seen in snapshot: **no**
979
+ - repo association: **CONTRIBUTOR**
980
+ - repo primary artifacts: **21**
981
+ - snapshot authored PRs/issues: **21 PRs / 0 issues**
982
+ - snapshot discussion activity: **12 comments / 3 reviews / 3 review comments**
983
+ - account age: **2841 days**
984
+ - recent public PR activity: **52 PRs** (17 merged / 6 closed-unmerged / 29 open; merged rate **33%**, closed-unmerged rate **12%**, open rate **56%**)
985
+ - public orgs: none visible
986
+ - compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
987
+ - heuristic read: **high recent PR volume; high open PR share; targets high-star repos**
988
+
989
+ Example artifacts:
990
+ - [PR #47076: Validate Gemma4 audio placeholders in processor inputs](https://github.com/huggingface/transformers/pull/47076) — open
991
+ - [PR #47074: Normalize multimodal input keys in AnyToAnyPipeline](https://github.com/huggingface/transformers/pull/47074) — open
992
+ - [PR #47063: Fix legacy Qwen3-ASR checkpoint loading](https://github.com/huggingface/transformers/pull/47063) — closed
993
+
994
  ### `kashif`
995
 
996
  - profile: [github.com/kashif](https://github.com/kashif)
 
1061
  - [PR #46320: [RecurrentGemma] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46320) — closed, merged
1062
  - [PR #46317: [Zamba] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46317) — closed, merged
1063
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1064
  ### `LinZiyuu`
1065
 
1066
  - profile: [github.com/LinZiyuu](https://github.com/LinZiyuu)
 
2630
  - [PR #47048: Guard DETR and Grounding DINO Hungarian matchers against infinite cost matrices](https://github.com/huggingface/transformers/pull/47048) — open
2631
  - [Issue #47065: DeformableDetrHungarianMatcher and LwDetrHungarianMatcher crash on non-finite cost matrices ("cost matrix is infeasible")](https://github.com/huggingface/transformers/issues/47065) — open
2632
 
2633
+ ### `VIUK-XV`
2634
+
2635
+ - profile: [github.com/VIUK-XV](https://github.com/VIUK-XV)
2636
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AVIUK-XV)
2637
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AVIUK-XV)
2638
+ - repo first seen: `2026-07-04T12:21:47Z`
2639
+ - repo last seen: `2026-07-04T23:16:23Z`
2640
+ - first seen in snapshot: **no**
2641
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
2642
+ - repo primary artifacts: **3**
2643
+ - snapshot authored PRs/issues: **2 PRs / 1 issues**
2644
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
2645
+ - account age: **386 days**
2646
+ - recent public PR activity: **6 PRs** (1 merged / 1 closed-unmerged / 4 open; merged rate **17%**, closed-unmerged rate **17%**, open rate **67%**)
2647
+ - public orgs: none visible
2648
+ - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
2649
+ - heuristic read: **high open PR share**
2650
+
2651
+ Example artifacts:
2652
+ - [PR #47078: Improve Japanese documentation wording](https://github.com/huggingface/transformers/pull/47078) — open
2653
+ - [PR #47077: Add Japanese translation for DistilBERT docs](https://github.com/huggingface/transformers/pull/47077) — open
2654
+ - [Issue #47067: [i18n-<languageCode>] Translating docs to <languageName>](https://github.com/huggingface/transformers/issues/47067) — open
2655
+
2656
  ### `Abhijeet1815`
2657
 
2658
  - profile: [github.com/Abhijeet1815](https://github.com/Abhijeet1815)
 
4171
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aevnsnclr)
4172
  - repo first seen: `2026-07-04T15:08:32Z`
4173
  - repo last seen: `2026-07-04T16:10:32Z`
4174
+ - first seen in snapshot: **no**
4175
  - repo association: **FIRST_TIME_CONTRIBUTOR**
4176
  - repo primary artifacts: **2**
4177
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
 
7627
  Example artifacts:
7628
  - [PR #46476: Fix: skip caching_allocator_warmup for non-CUDA/XPU accelerator devices](https://github.com/huggingface/transformers/pull/46476) — closed
7629
 
7630
+ ### `Sreekant13`
7631
+
7632
+ - profile: [github.com/Sreekant13](https://github.com/Sreekant13)
7633
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASreekant13)
7634
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASreekant13)
7635
+ - repo first seen: `2026-07-04T18:14:38Z`
7636
+ - repo last seen: `2026-07-04T18:14:38Z`
7637
+ - first seen in snapshot: **yes**
7638
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
7639
+ - repo primary artifacts: **1**
7640
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
7641
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
7642
+ - account age: **2339 days**
7643
+ - recent public PR activity: **18 PRs** (8 merged / 0 closed-unmerged / 10 open; merged rate **44%**, closed-unmerged rate **0%**, open rate **56%**)
7644
+ - public orgs: none visible
7645
+ - compact scores: follow-through **mixed**, breadth **high**, automation risk **medium**
7646
+ - heuristic read: **broad repo spread; high open PR share; no visible non-self stars**
7647
+
7648
+ Example artifacts:
7649
+ - [PR #47072: Fix get_json_schema crash on non-string docstring choices](https://github.com/huggingface/transformers/pull/47072) — open
7650
+
7651
  ### `srinjoy356`
7652
 
7653
  - profile: [github.com/srinjoy356](https://github.com/srinjoy356)
 
7690
  Example artifacts:
7691
  - [PR #46542: Vision RoPE refactor](https://github.com/huggingface/transformers/pull/46542) — closed
7692
 
7693
+ ### `sshivampeta`
7694
+
7695
+ - profile: [github.com/sshivampeta](https://github.com/sshivampeta)
7696
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asshivampeta)
7697
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asshivampeta)
7698
+ - repo first seen: `2026-07-04T17:25:37Z`
7699
+ - repo last seen: `2026-07-04T19:01:22Z`
7700
+ - first seen in snapshot: **yes**
7701
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
7702
+ - repo primary artifacts: **1**
7703
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
7704
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
7705
+ - account age: **2929 days**
7706
+ - recent public PR activity: **8 PRs** (2 merged / 2 closed-unmerged / 4 open; merged rate **25%**, closed-unmerged rate **25%**, open rate **50%**)
7707
+ - public orgs: none visible
7708
+ - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
7709
+ - heuristic read: **high open PR share**
7710
+
7711
+ Example artifacts:
7712
+ - [PR #47073: Fix DeepSpeed SP loss aggregation and LocalLayerRepository kwargs](https://github.com/huggingface/transformers/pull/47073) — open
7713
+
7714
  ### `subin9`
7715
 
7716
  - profile: [github.com/subin9](https://github.com/subin9)
 
7753
  Example artifacts:
7754
  - [PR #46886: Fix YOLOS device mismatch with device_map="auto"](https://github.com/huggingface/transformers/pull/46886) — open
7755
 
7756
+ ### `Taranum01`
7757
+
7758
+ - profile: [github.com/Taranum01](https://github.com/Taranum01)
7759
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ATaranum01)
7760
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ATaranum01)
7761
+ - repo first seen: `2026-07-04T19:43:31Z`
7762
+ - repo last seen: `2026-07-04T19:55:47Z`
7763
+ - first seen in snapshot: **yes**
7764
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
7765
+ - repo primary artifacts: **1**
7766
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
7767
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
7768
+ - account age: **1932 days**
7769
+ - recent public PR activity: **18 PRs** (4 merged / 3 closed-unmerged / 11 open; merged rate **22%**, closed-unmerged rate **17%**, open rate **61%**)
7770
+ - public orgs: none visible
7771
+ - compact scores: follow-through **weak**, breadth **high**, automation risk **low**
7772
+ - heuristic read: **broad repo spread; high open PR share; no visible non-self stars; targets high-star repos**
7773
+
7774
+ Example artifacts:
7775
+ - [PR #47075: fix(tokenizers): accept dict Unigram vocabs in slow tokenizer init](https://github.com/huggingface/transformers/pull/47075) — open
7776
+
7777
  ### `ted-mosi`
7778
 
7779
  - profile: [github.com/ted-mosi](https://github.com/ted-mosi)
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@@ -19,7 +19,7 @@
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25
  "src/transformers/trainer.py"
@@ -49,7 +49,7 @@
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@@ -81,7 +81,7 @@
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  "concentration_similarity": 1.0,
@@ -128,7 +128,7 @@
128
  {
129
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130
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131
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132
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133
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134
  "breadth_similarity": 1.0,
@@ -160,8 +160,8 @@
160
  {
161
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162
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163
- "similarity": 0.463,
164
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165
  "size_similarity": 0.24,
166
  "breadth_similarity": 1.0,
167
  "concentration_similarity": 1.0,
@@ -224,7 +224,7 @@
224
  {
225
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226
  "right_pr_number": 45067,
227
- "similarity": 0.441,
228
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229
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  "breadth_similarity": 1.0,
@@ -240,8 +240,8 @@
240
  {
241
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  "right_pr_number": 45067,
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- "similarity": 0.438,
244
- "content_similarity": 0.36,
245
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
@@ -273,7 +273,7 @@
273
  "left_pr_number": 44189,
274
  "right_pr_number": 44257,
275
  "similarity": 0.432,
276
- "content_similarity": 0.259,
277
  "size_similarity": 0.667,
278
  "breadth_similarity": 1.0,
279
  "concentration_similarity": 1.0,
@@ -286,11 +286,11 @@
286
  ]
287
  },
288
  {
289
- "left_pr_number": 43636,
290
- "right_pr_number": 44660,
291
- "similarity": 0.423,
292
- "content_similarity": 0.273,
293
- "size_similarity": 0.545,
294
  "breadth_similarity": 1.0,
295
  "concentration_similarity": 1.0,
296
  "shared_filenames": [
@@ -302,11 +302,11 @@
302
  ]
303
  },
304
  {
305
- "left_pr_number": 43651,
306
- "right_pr_number": 44123,
307
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- "size_similarity": 0.327,
310
  "breadth_similarity": 1.0,
311
  "concentration_similarity": 1.0,
312
  "shared_filenames": [
@@ -318,11 +318,11 @@
318
  ]
319
  },
320
  {
321
- "left_pr_number": 43663,
322
- "right_pr_number": 44257,
323
  "similarity": 0.423,
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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": [
@@ -337,7 +337,7 @@
337
  "left_pr_number": 43651,
338
  "right_pr_number": 44660,
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341
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
@@ -353,7 +353,7 @@
353
  "left_pr_number": 44660,
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- "content_similarity": 0.264,
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  "size_similarity": 0.5,
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  "breadth_similarity": 1.0,
359
  "concentration_similarity": 1.0,
@@ -385,7 +385,7 @@
385
  "left_pr_number": 44257,
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  "right_pr_number": 45067,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
@@ -416,7 +416,7 @@
416
  {
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  "right_pr_number": 44257,
419
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420
  "content_similarity": 0.234,
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  "size_similarity": 0.545,
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@@ -449,7 +449,7 @@
449
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  "right_pr_number": 44257,
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  "size_similarity": 0.333,
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  "breadth_similarity": 1.0,
455
  "concentration_similarity": 1.0,
@@ -478,11 +478,11 @@
478
  ]
479
  },
480
  {
481
- "left_pr_number": 45055,
482
- "right_pr_number": 45067,
483
  "similarity": 0.386,
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- "content_similarity": 0.312,
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- "size_similarity": 0.12,
486
  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
488
  "shared_filenames": [
@@ -494,11 +494,11 @@
494
  ]
495
  },
496
  {
497
- "left_pr_number": 44123,
498
- "right_pr_number": 44660,
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- "similarity": 0.385,
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- "size_similarity": 0.109,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
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  "shared_filenames": [
@@ -512,8 +512,8 @@
512
  {
513
  "left_pr_number": 44257,
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  "right_pr_number": 45055,
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- "similarity": 0.383,
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- "content_similarity": 0.226,
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  "size_similarity": 0.5,
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  "breadth_similarity": 1.0,
519
  "concentration_similarity": 1.0,
@@ -560,8 +560,8 @@
560
  {
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  "left_pr_number": 43636,
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  "right_pr_number": 44123,
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- "similarity": 0.375,
564
- "content_similarity": 0.279,
565
  "size_similarity": 0.2,
566
  "breadth_similarity": 1.0,
567
  "concentration_similarity": 1.0,
@@ -609,7 +609,7 @@
609
  "left_pr_number": 44660,
610
  "right_pr_number": 45273,
611
  "similarity": 0.359,
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- "content_similarity": 0.226,
613
  "size_similarity": 0.333,
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  "breadth_similarity": 1.0,
615
  "concentration_similarity": 1.0,
@@ -672,8 +672,8 @@
672
  {
673
  "left_pr_number": 44123,
674
  "right_pr_number": 45055,
675
- "similarity": 0.347,
676
- "content_similarity": 0.27,
677
  "size_similarity": 0.055,
678
  "breadth_similarity": 1.0,
679
  "concentration_similarity": 1.0,
@@ -705,7 +705,7 @@
705
  "left_pr_number": 43651,
706
  "right_pr_number": 45273,
707
  "similarity": 0.329,
708
- "content_similarity": 0.231,
709
  "size_similarity": 0.111,
710
  "breadth_similarity": 1.0,
711
  "concentration_similarity": 1.0,
@@ -721,7 +721,7 @@
721
  "left_pr_number": 43636,
722
  "right_pr_number": 45273,
723
  "similarity": 0.319,
724
- "content_similarity": 0.202,
725
  "size_similarity": 0.182,
726
  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
@@ -920,7 +920,7 @@
920
  "left_pr_number": 46554,
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  "right_pr_number": 46558,
922
  "similarity": 0.825,
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- "content_similarity": 0.941,
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  "size_similarity": 0.111,
925
  "breadth_similarity": 1.0,
926
  "concentration_similarity": 1.0,
@@ -935,7 +935,7 @@
935
  {
936
  "left_pr_number": 46504,
937
  "right_pr_number": 46716,
938
- "similarity": 0.391,
939
  "content_similarity": 0.131,
940
  "size_similarity": 1.0,
941
  "breadth_similarity": 1.0,
@@ -1318,7 +1318,7 @@
1318
  "left_pr_number": 45296,
1319
  "right_pr_number": 47052,
1320
  "similarity": 0.581,
1321
- "content_similarity": 0.582,
1322
  "size_similarity": 0.445,
1323
  "breadth_similarity": 0.667,
1324
  "concentration_similarity": 0.791,
@@ -1483,7 +1483,7 @@
1483
  {
1484
  "left_pr_number": 44543,
1485
  "right_pr_number": 45422,
1486
- "similarity": 0.486,
1487
  "content_similarity": 0.46,
1488
  "size_similarity": 0.331,
1489
  "breadth_similarity": 0.75,
@@ -1553,7 +1553,7 @@
1553
  "left_pr_number": 42668,
1554
  "right_pr_number": 44543,
1555
  "similarity": 0.351,
1556
- "content_similarity": 0.305,
1557
  "size_similarity": 0.446,
1558
  "breadth_similarity": 0.216,
1559
  "concentration_similarity": 0.967,
@@ -1680,8 +1680,8 @@
1680
  {
1681
  "left_pr_number": 45985,
1682
  "right_pr_number": 47006,
1683
- "similarity": 0.621,
1684
- "content_similarity": 0.487,
1685
  "size_similarity": 0.867,
1686
  "breadth_similarity": 1.0,
1687
  "concentration_similarity": 1.0,
@@ -1698,7 +1698,7 @@
1698
  "left_pr_number": 39683,
1699
  "right_pr_number": 45985,
1700
  "similarity": 0.595,
1701
- "content_similarity": 0.495,
1702
  "size_similarity": 0.652,
1703
  "breadth_similarity": 1.0,
1704
  "concentration_similarity": 1.0,
@@ -1765,8 +1765,8 @@
1765
  {
1766
  "left_pr_number": 34667,
1767
  "right_pr_number": 39683,
1768
- "similarity": 0.522,
1769
- "content_similarity": 0.429,
1770
  "size_similarity": 0.478,
1771
  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
@@ -1799,8 +1799,8 @@
1799
  {
1800
  "left_pr_number": 44872,
1801
  "right_pr_number": 47006,
1802
- "similarity": 0.426,
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- "content_similarity": 0.345,
1804
  "size_similarity": 0.231,
1805
  "breadth_similarity": 1.0,
1806
  "concentration_similarity": 1.0,
@@ -2078,8 +2078,8 @@
2078
  {
2079
  "left_pr_number": 45635,
2080
  "right_pr_number": 45996,
2081
- "similarity": 0.654,
2082
- "content_similarity": 0.602,
2083
  "size_similarity": 0.714,
2084
  "breadth_similarity": 0.875,
2085
  "concentration_similarity": 0.758,
@@ -2098,7 +2098,7 @@
2098
  "left_pr_number": 44974,
2099
  "right_pr_number": 45996,
2100
  "similarity": 0.585,
2101
- "content_similarity": 0.557,
2102
  "size_similarity": 0.422,
2103
  "breadth_similarity": 0.9,
2104
  "concentration_similarity": 0.829,
@@ -2210,7 +2210,7 @@
2210
  "left_pr_number": 45421,
2211
  "right_pr_number": 45996,
2212
  "similarity": 0.324,
2213
- "content_similarity": 0.197,
2214
  "size_similarity": 0.573,
2215
  "breadth_similarity": 0.583,
2216
  "concentration_similarity": 0.828,
@@ -2311,7 +2311,7 @@
2311
  "left_pr_number": 45293,
2312
  "right_pr_number": 46580,
2313
  "similarity": 0.539,
2314
- "content_similarity": 0.492,
2315
  "size_similarity": 0.714,
2316
  "breadth_similarity": 0.5,
2317
  "concentration_similarity": 0.75,
@@ -2461,7 +2461,7 @@
2461
  "left_pr_number": 42976,
2462
  "right_pr_number": 47023,
2463
  "similarity": 0.516,
2464
- "content_similarity": 0.493,
2465
  "size_similarity": 0.39,
2466
  "breadth_similarity": 0.617,
2467
  "concentration_similarity": 1.0,
@@ -2572,7 +2572,7 @@
2572
  "left_pr_number": 43656,
2573
  "right_pr_number": 47064,
2574
  "similarity": 0.574,
2575
- "content_similarity": 0.522,
2576
  "size_similarity": 0.833,
2577
  "breadth_similarity": 0.5,
2578
  "concentration_similarity": 0.667,
@@ -2605,8 +2605,8 @@
2605
  {
2606
  "left_pr_number": 43842,
2607
  "right_pr_number": 47064,
2608
- "similarity": 0.53,
2609
- "content_similarity": 0.581,
2610
  "size_similarity": 0.267,
2611
  "breadth_similarity": 0.5,
2612
  "concentration_similarity": 0.667,
@@ -2681,7 +2681,7 @@
2681
  46642
2682
  ],
2683
  "representative_pr_number": 45438,
2684
- "average_similarity": 0.489,
2685
  "summary": "4 open PRs share weighted file overlap around `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`, `docs/source/en/model_doc/gemma4.md`; representative PR #45438.",
2686
  "shared_filenames": [
2687
  "src/transformers/models/gemma4/modular_gemma4.py",
@@ -2704,8 +2704,8 @@
2704
  {
2705
  "left_pr_number": 45294,
2706
  "right_pr_number": 45438,
2707
- "similarity": 0.755,
2708
- "content_similarity": 0.775,
2709
  "size_similarity": 0.42,
2710
  "breadth_similarity": 1.0,
2711
  "concentration_similarity": 0.989,
@@ -2732,8 +2732,8 @@
2732
  {
2733
  "left_pr_number": 45294,
2734
  "right_pr_number": 45883,
2735
- "similarity": 0.555,
2736
- "content_similarity": 0.482,
2737
  "size_similarity": 0.933,
2738
  "breadth_similarity": 0.325,
2739
  "concentration_similarity": 0.908,
@@ -2751,8 +2751,8 @@
2751
  {
2752
  "left_pr_number": 45438,
2753
  "right_pr_number": 45883,
2754
- "similarity": 0.55,
2755
- "content_similarity": 0.589,
2756
  "size_similarity": 0.392,
2757
  "breadth_similarity": 0.325,
2758
  "concentration_similarity": 0.92,
@@ -2770,8 +2770,8 @@
2770
  {
2771
  "left_pr_number": 45438,
2772
  "right_pr_number": 46642,
2773
- "similarity": 0.411,
2774
- "content_similarity": 0.331,
2775
  "size_similarity": 0.654,
2776
  "breadth_similarity": 0.561,
2777
  "concentration_similarity": 0.499,
@@ -2792,7 +2792,7 @@
2792
  "left_pr_number": 45294,
2793
  "right_pr_number": 46642,
2794
  "similarity": 0.353,
2795
- "content_similarity": 0.33,
2796
  "size_similarity": 0.275,
2797
  "breadth_similarity": 0.561,
2798
  "concentration_similarity": 0.51,
@@ -2812,8 +2812,8 @@
2812
  {
2813
  "left_pr_number": 45883,
2814
  "right_pr_number": 46642,
2815
- "similarity": 0.311,
2816
- "content_similarity": 0.335,
2817
  "size_similarity": 0.256,
2818
  "breadth_similarity": 0.174,
2819
  "concentration_similarity": 0.419,
@@ -2839,7 +2839,7 @@
2839
  46995
2840
  ],
2841
  "representative_pr_number": 44615,
2842
- "average_similarity": 0.47,
2843
  "summary": "4 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
2844
  "shared_filenames": [
2845
  "src/transformers/utils/import_utils.py"
@@ -2871,7 +2871,7 @@
2871
  "left_pr_number": 44615,
2872
  "right_pr_number": 46995,
2873
  "similarity": 0.484,
2874
- "content_similarity": 0.429,
2875
  "size_similarity": 0.229,
2876
  "breadth_similarity": 1.0,
2877
  "concentration_similarity": 1.0,
@@ -2888,7 +2888,7 @@
2888
  "left_pr_number": 46152,
2889
  "right_pr_number": 46995,
2890
  "similarity": 0.48,
2891
- "content_similarity": 0.443,
2892
  "size_similarity": 0.133,
2893
  "breadth_similarity": 1.0,
2894
  "concentration_similarity": 1.0,
@@ -2904,7 +2904,7 @@
2904
  {
2905
  "left_pr_number": 44385,
2906
  "right_pr_number": 46995,
2907
- "similarity": 0.432,
2908
  "content_similarity": 0.318,
2909
  "size_similarity": 0.615,
2910
  "breadth_similarity": 0.667,
@@ -2921,8 +2921,8 @@
2921
  {
2922
  "left_pr_number": 44385,
2923
  "right_pr_number": 44615,
2924
- "similarity": 0.409,
2925
- "content_similarity": 0.338,
2926
  "size_similarity": 0.371,
2927
  "breadth_similarity": 0.667,
2928
  "concentration_similarity": 1.0,
@@ -2938,7 +2938,7 @@
2938
  {
2939
  "left_pr_number": 44385,
2940
  "right_pr_number": 46152,
2941
- "similarity": 0.394,
2942
  "content_similarity": 0.349,
2943
  "size_similarity": 0.217,
2944
  "breadth_similarity": 0.667,
@@ -2976,7 +2976,7 @@
2976
  {
2977
  "left_pr_number": 45548,
2978
  "right_pr_number": 45649,
2979
- "similarity": 0.516,
2980
  "content_similarity": 0.527,
2981
  "size_similarity": 0.149,
2982
  "breadth_similarity": 0.75,
@@ -3009,7 +3009,7 @@
3009
  "left_pr_number": 45548,
3010
  "right_pr_number": 47018,
3011
  "similarity": 0.491,
3012
- "content_similarity": 0.329,
3013
  "size_similarity": 0.904,
3014
  "breadth_similarity": 0.75,
3015
  "concentration_similarity": 1.0,
@@ -3024,7 +3024,7 @@
3024
  {
3025
  "left_pr_number": 45649,
3026
  "right_pr_number": 47018,
3027
- "similarity": 0.442,
3028
  "content_similarity": 0.389,
3029
  "size_similarity": 0.135,
3030
  "breadth_similarity": 1.0,
@@ -3040,7 +3040,7 @@
3040
  {
3041
  "left_pr_number": 45655,
3042
  "right_pr_number": 47018,
3043
- "similarity": 0.4,
3044
  "content_similarity": 0.321,
3045
  "size_similarity": 0.173,
3046
  "breadth_similarity": 1.0,
@@ -3148,7 +3148,7 @@
3148
  "left_pr_number": 43875,
3149
  "right_pr_number": 44893,
3150
  "similarity": 0.361,
3151
- "content_similarity": 0.278,
3152
  "size_similarity": 0.581,
3153
  "breadth_similarity": 0.5,
3154
  "concentration_similarity": 0.581,
@@ -3163,7 +3163,7 @@
3163
  {
3164
  "left_pr_number": 46173,
3165
  "right_pr_number": 46781,
3166
- "similarity": 0.253,
3167
  "content_similarity": 0.228,
3168
  "size_similarity": 0.118,
3169
  "breadth_similarity": 0.5,
@@ -3260,7 +3260,7 @@
3260
  "left_pr_number": 42655,
3261
  "right_pr_number": 45979,
3262
  "similarity": 0.393,
3263
- "content_similarity": 0.32,
3264
  "size_similarity": 0.329,
3265
  "breadth_similarity": 0.792,
3266
  "concentration_similarity": 0.797,
@@ -3341,7 +3341,7 @@
3341
  46007
3342
  ],
3343
  "representative_pr_number": 44550,
3344
- "average_similarity": 0.357,
3345
  "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
3346
  "shared_filenames": [],
3347
  "shared_directories": [
@@ -3371,7 +3371,7 @@
3371
  "left_pr_number": 44407,
3372
  "right_pr_number": 44550,
3373
  "similarity": 0.364,
3374
- "content_similarity": 0.101,
3375
  "size_similarity": 0.957,
3376
  "breadth_similarity": 1.0,
3377
  "concentration_similarity": 1.0,
@@ -3385,7 +3385,7 @@
3385
  {
3386
  "left_pr_number": 33686,
3387
  "right_pr_number": 44407,
3388
- "similarity": 0.355,
3389
  "content_similarity": 0.087,
3390
  "size_similarity": 0.957,
3391
  "breadth_similarity": 1.0,
@@ -3415,7 +3415,7 @@
3415
  {
3416
  "left_pr_number": 44550,
3417
  "right_pr_number": 46007,
3418
- "similarity": 0.345,
3419
  "content_similarity": 0.089,
3420
  "size_similarity": 0.88,
3421
  "breadth_similarity": 1.0,
@@ -3857,7 +3857,7 @@
3857
  "left_pr_number": 44015,
3858
  "right_pr_number": 44676,
3859
  "similarity": 0.419,
3860
- "content_similarity": 0.509,
3861
  "size_similarity": 0.034,
3862
  "breadth_similarity": 0.333,
3863
  "concentration_similarity": 0.488,
@@ -3881,7 +3881,7 @@
3881
  46364
3882
  ],
3883
  "representative_pr_number": 41441,
3884
- "average_similarity": 0.569,
3885
  "summary": "3 open PRs share weighted file overlap around `src/transformers/hf_argparser.py`; representative PR #41441.",
3886
  "shared_filenames": [
3887
  "src/transformers/hf_argparser.py"
@@ -3895,7 +3895,7 @@
3895
  "left_pr_number": 41441,
3896
  "right_pr_number": 43469,
3897
  "similarity": 0.667,
3898
- "content_similarity": 0.753,
3899
  "size_similarity": 0.35,
3900
  "breadth_similarity": 0.5,
3901
  "concentration_similarity": 0.75,
@@ -3926,7 +3926,7 @@
3926
  {
3927
  "left_pr_number": 43469,
3928
  "right_pr_number": 46364,
3929
- "similarity": 0.386,
3930
  "content_similarity": 0.352,
3931
  "size_similarity": 0.35,
3932
  "breadth_similarity": 0.5,
@@ -4331,7 +4331,7 @@
4331
  "left_pr_number": 46643,
4332
  "right_pr_number": 46994,
4333
  "similarity": 0.458,
4334
- "content_similarity": 0.322,
4335
  "size_similarity": 0.667,
4336
  "breadth_similarity": 0.833,
4337
  "concentration_similarity": 0.976,
@@ -4481,7 +4481,7 @@
4481
  45317
4482
  ],
4483
  "representative_pr_number": 45086,
4484
- "average_similarity": 0.413,
4485
  "summary": "3 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #45086.",
4486
  "shared_filenames": [
4487
  "src/transformers/tokenization_utils_tokenizers.py"
@@ -4494,8 +4494,8 @@
4494
  {
4495
  "left_pr_number": 45086,
4496
  "right_pr_number": 45317,
4497
- "similarity": 0.48,
4498
- "content_similarity": 0.51,
4499
  "size_similarity": 0.222,
4500
  "breadth_similarity": 0.5,
4501
  "concentration_similarity": 0.778,
@@ -4510,8 +4510,8 @@
4510
  {
4511
  "left_pr_number": 44606,
4512
  "right_pr_number": 45086,
4513
- "similarity": 0.406,
4514
- "content_similarity": 0.319,
4515
  "size_similarity": 0.222,
4516
  "breadth_similarity": 1.0,
4517
  "concentration_similarity": 1.0,
@@ -4526,8 +4526,8 @@
4526
  {
4527
  "left_pr_number": 44606,
4528
  "right_pr_number": 45317,
4529
- "similarity": 0.353,
4530
- "content_similarity": 0.163,
4531
  "size_similarity": 1.0,
4532
  "breadth_similarity": 0.5,
4533
  "concentration_similarity": 0.778,
@@ -4604,7 +4604,7 @@
4604
  "left_pr_number": 46936,
4605
  "right_pr_number": 46993,
4606
  "similarity": 0.177,
4607
- "content_similarity": 0.11,
4608
  "size_similarity": 0.045,
4609
  "breadth_similarity": 0.5,
4610
  "concentration_similarity": 0.864,
@@ -4657,7 +4657,7 @@
4657
  "left_pr_number": 45694,
4658
  "right_pr_number": 47035,
4659
  "similarity": 0.357,
4660
- "content_similarity": 0.286,
4661
  "size_similarity": 0.043,
4662
  "breadth_similarity": 1.0,
4663
  "concentration_similarity": 1.0,
@@ -4713,7 +4713,7 @@
4713
  "left_pr_number": 44889,
4714
  "right_pr_number": 46775,
4715
  "similarity": 0.454,
4716
- "content_similarity": 0.33,
4717
  "size_similarity": 0.877,
4718
  "breadth_similarity": 0.458,
4719
  "concentration_similarity": 0.9,
@@ -4787,7 +4787,7 @@
4787
  "left_pr_number": 46501,
4788
  "right_pr_number": 46503,
4789
  "similarity": 0.364,
4790
- "content_similarity": 0.091,
4791
  "size_similarity": 1.0,
4792
  "breadth_similarity": 1.0,
4793
  "concentration_similarity": 1.0,
@@ -4815,7 +4815,7 @@
4815
  "left_pr_number": 46138,
4816
  "right_pr_number": 46501,
4817
  "similarity": 0.329,
4818
- "content_similarity": 0.095,
4819
  "size_similarity": 0.75,
4820
  "breadth_similarity": 1.0,
4821
  "concentration_similarity": 1.0,
@@ -4915,6 +4915,65 @@
4915
  }
4916
  ]
4917
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4918
  {
4919
  "cluster_id": "pr-scope-46895-2",
4920
  "pr_numbers": [
@@ -5030,7 +5089,7 @@
5030
  "src/transformers/models/kyutai_speech_to_text",
5031
  "src/transformers/models/diffusion_gemma",
5032
  "src/transformers/models/falcon_mamba",
5033
- "src/transformers/models/gemma4_unified"
5034
  ],
5035
  "pairwise": [
5036
  {
@@ -5175,7 +5234,7 @@
5175
  "left_pr_number": 46281,
5176
  "right_pr_number": 46913,
5177
  "similarity": 0.851,
5178
- "content_similarity": 0.902,
5179
  "size_similarity": 0.5,
5180
  "breadth_similarity": 1.0,
5181
  "concentration_similarity": 0.897,
@@ -5368,7 +5427,7 @@
5368
  "left_pr_number": 45606,
5369
  "right_pr_number": 45607,
5370
  "similarity": 0.771,
5371
- "content_similarity": 0.82,
5372
  "size_similarity": 0.778,
5373
  "breadth_similarity": 0.417,
5374
  "concentration_similarity": 0.778,
@@ -5427,7 +5486,7 @@
5427
  46461
5428
  ],
5429
  "representative_pr_number": 42824,
5430
- "average_similarity": 0.72,
5431
  "summary": "2 open PRs share weighted file overlap around `tests/utils/test_feature_extraction_utils.py`, `src/transformers/feature_extraction_utils.py`; representative PR #42824.",
5432
  "shared_filenames": [
5433
  "tests/utils/test_feature_extraction_utils.py",
@@ -5443,8 +5502,8 @@
5443
  {
5444
  "left_pr_number": 42824,
5445
  "right_pr_number": 46461,
5446
- "similarity": 0.72,
5447
- "content_similarity": 0.751,
5448
  "size_similarity": 0.652,
5449
  "breadth_similarity": 0.5,
5450
  "concentration_similarity": 0.928,
@@ -5960,7 +6019,7 @@
5960
  47051
5961
  ],
5962
  "representative_pr_number": 47032,
5963
- "average_similarity": 0.542,
5964
  "summary": "2 open PRs share weighted file overlap around `tests/pipelines/test_pipelines_image_text_to_text.py`, `src/transformers/pipelines/image_text_to_text.py`; representative PR #47032.",
5965
  "shared_filenames": [
5966
  "tests/pipelines/test_pipelines_image_text_to_text.py",
@@ -5977,8 +6036,8 @@
5977
  {
5978
  "left_pr_number": 47032,
5979
  "right_pr_number": 47051,
5980
- "similarity": 0.542,
5981
- "content_similarity": 0.521,
5982
  "size_similarity": 0.347,
5983
  "breadth_similarity": 0.75,
5984
  "concentration_similarity": 0.992,
@@ -6247,7 +6306,7 @@
6247
  "left_pr_number": 45540,
6248
  "right_pr_number": 45868,
6249
  "similarity": 0.49,
6250
- "content_similarity": 0.362,
6251
  "size_similarity": 0.593,
6252
  "breadth_similarity": 1.0,
6253
  "concentration_similarity": 0.936,
@@ -6423,7 +6482,7 @@
6423
  "left_pr_number": 46404,
6424
  "right_pr_number": 46556,
6425
  "similarity": 0.467,
6426
- "content_similarity": 0.476,
6427
  "size_similarity": 0.298,
6428
  "breadth_similarity": 0.46,
6429
  "concentration_similarity": 0.86,
@@ -6634,7 +6693,7 @@
6634
  "left_pr_number": 41356,
6635
  "right_pr_number": 44339,
6636
  "similarity": 0.433,
6637
- "content_similarity": 0.467,
6638
  "size_similarity": 0.081,
6639
  "breadth_similarity": 0.444,
6640
  "concentration_similarity": 0.974,
@@ -6668,7 +6727,7 @@
6668
  46269
6669
  ],
6670
  "representative_pr_number": 46099,
6671
- "average_similarity": 0.414,
6672
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/apertus/configuration_apertus.py`, `src/transformers/models/apertus/modular_apertus.py`, `src/transformers/models/arcee/modular_arcee.py`; representative PR #46099.",
6673
  "shared_filenames": [
6674
  "src/transformers/models/apertus/configuration_apertus.py",
@@ -6694,7 +6753,7 @@
6694
  {
6695
  "left_pr_number": 46099,
6696
  "right_pr_number": 46269,
6697
- "similarity": 0.414,
6698
  "content_similarity": 0.491,
6699
  "size_similarity": 0.013,
6700
  "breadth_similarity": 0.284,
@@ -6756,7 +6815,7 @@
6756
  "left_pr_number": 45936,
6757
  "right_pr_number": 46341,
6758
  "similarity": 0.408,
6759
- "content_similarity": 0.402,
6760
  "size_similarity": 0.033,
6761
  "breadth_similarity": 0.771,
6762
  "concentration_similarity": 0.889,
@@ -6815,7 +6874,7 @@
6815
  "left_pr_number": 43446,
6816
  "right_pr_number": 45783,
6817
  "similarity": 0.403,
6818
- "content_similarity": 0.379,
6819
  "size_similarity": 0.344,
6820
  "breadth_similarity": 0.4,
6821
  "concentration_similarity": 0.909,
@@ -6941,7 +7000,7 @@
6941
  45552
6942
  ],
6943
  "representative_pr_number": 44642,
6944
- "average_similarity": 0.365,
6945
  "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #44642.",
6946
  "shared_filenames": [
6947
  "src/transformers/utils/auto_docstring.py"
@@ -6955,7 +7014,7 @@
6955
  {
6956
  "left_pr_number": 44642,
6957
  "right_pr_number": 45552,
6958
- "similarity": 0.365,
6959
  "content_similarity": 0.271,
6960
  "size_similarity": 0.167,
6961
  "breadth_similarity": 1.0,
@@ -7032,7 +7091,7 @@
7032
  "left_pr_number": 46319,
7033
  "right_pr_number": 46889,
7034
  "similarity": 0.354,
7035
- "content_similarity": 0.083,
7036
  "size_similarity": 0.974,
7037
  "breadth_similarity": 1.0,
7038
  "concentration_similarity": 1.0,
@@ -7065,7 +7124,7 @@
7065
  "left_pr_number": 45851,
7066
  "right_pr_number": 46357,
7067
  "similarity": 0.348,
7068
- "content_similarity": 0.12,
7069
  "size_similarity": 0.761,
7070
  "breadth_similarity": 1.0,
7071
  "concentration_similarity": 1.0,
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260705T000031Z",
4
+ "generated_at": "2026-07-05T00:01:04Z",
5
+ "cluster_count": 85,
6
  "pr_scope_clusters": [
7
  {
8
  "cluster_id": "pr-scope-43636-10",
 
19
  45273
20
  ],
21
  "representative_pr_number": 45067,
22
+ "average_similarity": 0.421,
23
  "summary": "10 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
24
  "shared_filenames": [
25
  "src/transformers/trainer.py"
 
49
  "left_pr_number": 43663,
50
  "right_pr_number": 45067,
51
  "similarity": 0.627,
52
+ "content_similarity": 0.468,
53
  "size_similarity": 1.0,
54
  "breadth_similarity": 1.0,
55
  "concentration_similarity": 1.0,
 
64
  {
65
  "left_pr_number": 43651,
66
  "right_pr_number": 43663,
67
+ "similarity": 0.542,
68
  "content_similarity": 0.405,
69
  "size_similarity": 0.72,
70
  "breadth_similarity": 1.0,
 
81
  "left_pr_number": 43651,
82
  "right_pr_number": 45067,
83
  "similarity": 0.516,
84
+ "content_similarity": 0.369,
85
  "size_similarity": 0.72,
86
  "breadth_similarity": 1.0,
87
  "concentration_similarity": 1.0,
 
97
  "left_pr_number": 43663,
98
  "right_pr_number": 44123,
99
  "similarity": 0.502,
100
+ "content_similarity": 0.406,
101
  "size_similarity": 0.455,
102
  "breadth_similarity": 1.0,
103
  "concentration_similarity": 1.0,
 
128
  {
129
  "left_pr_number": 44123,
130
  "right_pr_number": 45067,
131
+ "similarity": 0.477,
132
  "content_similarity": 0.369,
133
  "size_similarity": 0.455,
134
  "breadth_similarity": 1.0,
 
160
  {
161
  "left_pr_number": 43663,
162
  "right_pr_number": 44660,
163
+ "similarity": 0.464,
164
+ "content_similarity": 0.397,
165
  "size_similarity": 0.24,
166
  "breadth_similarity": 1.0,
167
  "concentration_similarity": 1.0,
 
224
  {
225
  "left_pr_number": 43636,
226
  "right_pr_number": 45067,
227
+ "similarity": 0.442,
228
  "content_similarity": 0.322,
229
  "size_similarity": 0.44,
230
  "breadth_similarity": 1.0,
 
240
  {
241
  "left_pr_number": 44660,
242
  "right_pr_number": 45067,
243
+ "similarity": 0.439,
244
+ "content_similarity": 0.361,
245
  "size_similarity": 0.24,
246
  "breadth_similarity": 1.0,
247
  "concentration_similarity": 1.0,
 
273
  "left_pr_number": 44189,
274
  "right_pr_number": 44257,
275
  "similarity": 0.432,
276
+ "content_similarity": 0.26,
277
  "size_similarity": 0.667,
278
  "breadth_similarity": 1.0,
279
  "concentration_similarity": 1.0,
 
286
  ]
287
  },
288
  {
289
+ "left_pr_number": 43663,
290
+ "right_pr_number": 44257,
291
+ "similarity": 0.424,
292
+ "content_similarity": 0.34,
293
+ "size_similarity": 0.24,
294
  "breadth_similarity": 1.0,
295
  "concentration_similarity": 1.0,
296
  "shared_filenames": [
 
302
  ]
303
  },
304
  {
305
+ "left_pr_number": 43636,
306
+ "right_pr_number": 44660,
307
  "similarity": 0.423,
308
+ "content_similarity": 0.273,
309
+ "size_similarity": 0.545,
310
  "breadth_similarity": 1.0,
311
  "concentration_similarity": 1.0,
312
  "shared_filenames": [
 
318
  ]
319
  },
320
  {
321
+ "left_pr_number": 43651,
322
+ "right_pr_number": 44123,
323
  "similarity": 0.423,
324
+ "content_similarity": 0.32,
325
+ "size_similarity": 0.327,
326
  "breadth_similarity": 1.0,
327
  "concentration_similarity": 1.0,
328
  "shared_filenames": [
 
337
  "left_pr_number": 43651,
338
  "right_pr_number": 44660,
339
  "similarity": 0.419,
340
+ "content_similarity": 0.313,
341
  "size_similarity": 0.333,
342
  "breadth_similarity": 1.0,
343
  "concentration_similarity": 1.0,
 
353
  "left_pr_number": 44660,
354
  "right_pr_number": 45055,
355
  "similarity": 0.41,
356
+ "content_similarity": 0.265,
357
  "size_similarity": 0.5,
358
  "breadth_similarity": 1.0,
359
  "concentration_similarity": 1.0,
 
385
  "left_pr_number": 44257,
386
  "right_pr_number": 45067,
387
  "similarity": 0.402,
388
+ "content_similarity": 0.309,
389
  "size_similarity": 0.24,
390
  "breadth_similarity": 1.0,
391
  "concentration_similarity": 1.0,
 
416
  {
417
  "left_pr_number": 43636,
418
  "right_pr_number": 44257,
419
+ "similarity": 0.396,
420
  "content_similarity": 0.234,
421
  "size_similarity": 0.545,
422
  "breadth_similarity": 1.0,
 
449
  "left_pr_number": 43651,
450
  "right_pr_number": 44257,
451
  "similarity": 0.387,
452
+ "content_similarity": 0.268,
453
  "size_similarity": 0.333,
454
  "breadth_similarity": 1.0,
455
  "concentration_similarity": 1.0,
 
478
  ]
479
  },
480
  {
481
+ "left_pr_number": 44123,
482
+ "right_pr_number": 44660,
483
  "similarity": 0.386,
484
+ "content_similarity": 0.313,
485
+ "size_similarity": 0.109,
486
  "breadth_similarity": 1.0,
487
  "concentration_similarity": 1.0,
488
  "shared_filenames": [
 
494
  ]
495
  },
496
  {
497
+ "left_pr_number": 45055,
498
+ "right_pr_number": 45067,
499
+ "similarity": 0.386,
500
+ "content_similarity": 0.312,
501
+ "size_similarity": 0.12,
502
  "breadth_similarity": 1.0,
503
  "concentration_similarity": 1.0,
504
  "shared_filenames": [
 
512
  {
513
  "left_pr_number": 44257,
514
  "right_pr_number": 45055,
515
+ "similarity": 0.384,
516
+ "content_similarity": 0.227,
517
  "size_similarity": 0.5,
518
  "breadth_similarity": 1.0,
519
  "concentration_similarity": 1.0,
 
560
  {
561
  "left_pr_number": 43636,
562
  "right_pr_number": 44123,
563
+ "similarity": 0.376,
564
+ "content_similarity": 0.28,
565
  "size_similarity": 0.2,
566
  "breadth_similarity": 1.0,
567
  "concentration_similarity": 1.0,
 
609
  "left_pr_number": 44660,
610
  "right_pr_number": 45273,
611
  "similarity": 0.359,
612
+ "content_similarity": 0.227,
613
  "size_similarity": 0.333,
614
  "breadth_similarity": 1.0,
615
  "concentration_similarity": 1.0,
 
672
  {
673
  "left_pr_number": 44123,
674
  "right_pr_number": 45055,
675
+ "similarity": 0.348,
676
+ "content_similarity": 0.271,
677
  "size_similarity": 0.055,
678
  "breadth_similarity": 1.0,
679
  "concentration_similarity": 1.0,
 
705
  "left_pr_number": 43651,
706
  "right_pr_number": 45273,
707
  "similarity": 0.329,
708
+ "content_similarity": 0.232,
709
  "size_similarity": 0.111,
710
  "breadth_similarity": 1.0,
711
  "concentration_similarity": 1.0,
 
721
  "left_pr_number": 43636,
722
  "right_pr_number": 45273,
723
  "similarity": 0.319,
724
+ "content_similarity": 0.203,
725
  "size_similarity": 0.182,
726
  "breadth_similarity": 1.0,
727
  "concentration_similarity": 1.0,
 
920
  "left_pr_number": 46554,
921
  "right_pr_number": 46558,
922
  "similarity": 0.825,
923
+ "content_similarity": 0.94,
924
  "size_similarity": 0.111,
925
  "breadth_similarity": 1.0,
926
  "concentration_similarity": 1.0,
 
935
  {
936
  "left_pr_number": 46504,
937
  "right_pr_number": 46716,
938
+ "similarity": 0.392,
939
  "content_similarity": 0.131,
940
  "size_similarity": 1.0,
941
  "breadth_similarity": 1.0,
 
1318
  "left_pr_number": 45296,
1319
  "right_pr_number": 47052,
1320
  "similarity": 0.581,
1321
+ "content_similarity": 0.583,
1322
  "size_similarity": 0.445,
1323
  "breadth_similarity": 0.667,
1324
  "concentration_similarity": 0.791,
 
1483
  {
1484
  "left_pr_number": 44543,
1485
  "right_pr_number": 45422,
1486
+ "similarity": 0.487,
1487
  "content_similarity": 0.46,
1488
  "size_similarity": 0.331,
1489
  "breadth_similarity": 0.75,
 
1553
  "left_pr_number": 42668,
1554
  "right_pr_number": 44543,
1555
  "similarity": 0.351,
1556
+ "content_similarity": 0.306,
1557
  "size_similarity": 0.446,
1558
  "breadth_similarity": 0.216,
1559
  "concentration_similarity": 0.967,
 
1680
  {
1681
  "left_pr_number": 45985,
1682
  "right_pr_number": 47006,
1683
+ "similarity": 0.622,
1684
+ "content_similarity": 0.488,
1685
  "size_similarity": 0.867,
1686
  "breadth_similarity": 1.0,
1687
  "concentration_similarity": 1.0,
 
1698
  "left_pr_number": 39683,
1699
  "right_pr_number": 45985,
1700
  "similarity": 0.595,
1701
+ "content_similarity": 0.496,
1702
  "size_similarity": 0.652,
1703
  "breadth_similarity": 1.0,
1704
  "concentration_similarity": 1.0,
 
1765
  {
1766
  "left_pr_number": 34667,
1767
  "right_pr_number": 39683,
1768
+ "similarity": 0.523,
1769
+ "content_similarity": 0.43,
1770
  "size_similarity": 0.478,
1771
  "breadth_similarity": 1.0,
1772
  "concentration_similarity": 1.0,
 
1799
  {
1800
  "left_pr_number": 44872,
1801
  "right_pr_number": 47006,
1802
+ "similarity": 0.427,
1803
+ "content_similarity": 0.346,
1804
  "size_similarity": 0.231,
1805
  "breadth_similarity": 1.0,
1806
  "concentration_similarity": 1.0,
 
2078
  {
2079
  "left_pr_number": 45635,
2080
  "right_pr_number": 45996,
2081
+ "similarity": 0.655,
2082
+ "content_similarity": 0.603,
2083
  "size_similarity": 0.714,
2084
  "breadth_similarity": 0.875,
2085
  "concentration_similarity": 0.758,
 
2098
  "left_pr_number": 44974,
2099
  "right_pr_number": 45996,
2100
  "similarity": 0.585,
2101
+ "content_similarity": 0.558,
2102
  "size_similarity": 0.422,
2103
  "breadth_similarity": 0.9,
2104
  "concentration_similarity": 0.829,
 
2210
  "left_pr_number": 45421,
2211
  "right_pr_number": 45996,
2212
  "similarity": 0.324,
2213
+ "content_similarity": 0.198,
2214
  "size_similarity": 0.573,
2215
  "breadth_similarity": 0.583,
2216
  "concentration_similarity": 0.828,
 
2311
  "left_pr_number": 45293,
2312
  "right_pr_number": 46580,
2313
  "similarity": 0.539,
2314
+ "content_similarity": 0.493,
2315
  "size_similarity": 0.714,
2316
  "breadth_similarity": 0.5,
2317
  "concentration_similarity": 0.75,
 
2461
  "left_pr_number": 42976,
2462
  "right_pr_number": 47023,
2463
  "similarity": 0.516,
2464
+ "content_similarity": 0.494,
2465
  "size_similarity": 0.39,
2466
  "breadth_similarity": 0.617,
2467
  "concentration_similarity": 1.0,
 
2572
  "left_pr_number": 43656,
2573
  "right_pr_number": 47064,
2574
  "similarity": 0.574,
2575
+ "content_similarity": 0.523,
2576
  "size_similarity": 0.833,
2577
  "breadth_similarity": 0.5,
2578
  "concentration_similarity": 0.667,
 
2605
  {
2606
  "left_pr_number": 43842,
2607
  "right_pr_number": 47064,
2608
+ "similarity": 0.531,
2609
+ "content_similarity": 0.582,
2610
  "size_similarity": 0.267,
2611
  "breadth_similarity": 0.5,
2612
  "concentration_similarity": 0.667,
 
2681
  46642
2682
  ],
2683
  "representative_pr_number": 45438,
2684
+ "average_similarity": 0.488,
2685
  "summary": "4 open PRs share weighted file overlap around `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`, `docs/source/en/model_doc/gemma4.md`; representative PR #45438.",
2686
  "shared_filenames": [
2687
  "src/transformers/models/gemma4/modular_gemma4.py",
 
2704
  {
2705
  "left_pr_number": 45294,
2706
  "right_pr_number": 45438,
2707
+ "similarity": 0.754,
2708
+ "content_similarity": 0.774,
2709
  "size_similarity": 0.42,
2710
  "breadth_similarity": 1.0,
2711
  "concentration_similarity": 0.989,
 
2732
  {
2733
  "left_pr_number": 45294,
2734
  "right_pr_number": 45883,
2735
+ "similarity": 0.554,
2736
+ "content_similarity": 0.48,
2737
  "size_similarity": 0.933,
2738
  "breadth_similarity": 0.325,
2739
  "concentration_similarity": 0.908,
 
2751
  {
2752
  "left_pr_number": 45438,
2753
  "right_pr_number": 45883,
2754
+ "similarity": 0.549,
2755
+ "content_similarity": 0.588,
2756
  "size_similarity": 0.392,
2757
  "breadth_similarity": 0.325,
2758
  "concentration_similarity": 0.92,
 
2770
  {
2771
  "left_pr_number": 45438,
2772
  "right_pr_number": 46642,
2773
+ "similarity": 0.41,
2774
+ "content_similarity": 0.33,
2775
  "size_similarity": 0.654,
2776
  "breadth_similarity": 0.561,
2777
  "concentration_similarity": 0.499,
 
2792
  "left_pr_number": 45294,
2793
  "right_pr_number": 46642,
2794
  "similarity": 0.353,
2795
+ "content_similarity": 0.329,
2796
  "size_similarity": 0.275,
2797
  "breadth_similarity": 0.561,
2798
  "concentration_similarity": 0.51,
 
2812
  {
2813
  "left_pr_number": 45883,
2814
  "right_pr_number": 46642,
2815
+ "similarity": 0.31,
2816
+ "content_similarity": 0.333,
2817
  "size_similarity": 0.256,
2818
  "breadth_similarity": 0.174,
2819
  "concentration_similarity": 0.419,
 
2839
  46995
2840
  ],
2841
  "representative_pr_number": 44615,
2842
+ "average_similarity": 0.469,
2843
  "summary": "4 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
2844
  "shared_filenames": [
2845
  "src/transformers/utils/import_utils.py"
 
2871
  "left_pr_number": 44615,
2872
  "right_pr_number": 46995,
2873
  "similarity": 0.484,
2874
+ "content_similarity": 0.428,
2875
  "size_similarity": 0.229,
2876
  "breadth_similarity": 1.0,
2877
  "concentration_similarity": 1.0,
 
2888
  "left_pr_number": 46152,
2889
  "right_pr_number": 46995,
2890
  "similarity": 0.48,
2891
+ "content_similarity": 0.442,
2892
  "size_similarity": 0.133,
2893
  "breadth_similarity": 1.0,
2894
  "concentration_similarity": 1.0,
 
2904
  {
2905
  "left_pr_number": 44385,
2906
  "right_pr_number": 46995,
2907
+ "similarity": 0.431,
2908
  "content_similarity": 0.318,
2909
  "size_similarity": 0.615,
2910
  "breadth_similarity": 0.667,
 
2921
  {
2922
  "left_pr_number": 44385,
2923
  "right_pr_number": 44615,
2924
+ "similarity": 0.408,
2925
+ "content_similarity": 0.337,
2926
  "size_similarity": 0.371,
2927
  "breadth_similarity": 0.667,
2928
  "concentration_similarity": 1.0,
 
2938
  {
2939
  "left_pr_number": 44385,
2940
  "right_pr_number": 46152,
2941
+ "similarity": 0.393,
2942
  "content_similarity": 0.349,
2943
  "size_similarity": 0.217,
2944
  "breadth_similarity": 0.667,
 
2976
  {
2977
  "left_pr_number": 45548,
2978
  "right_pr_number": 45649,
2979
+ "similarity": 0.517,
2980
  "content_similarity": 0.527,
2981
  "size_similarity": 0.149,
2982
  "breadth_similarity": 0.75,
 
3009
  "left_pr_number": 45548,
3010
  "right_pr_number": 47018,
3011
  "similarity": 0.491,
3012
+ "content_similarity": 0.33,
3013
  "size_similarity": 0.904,
3014
  "breadth_similarity": 0.75,
3015
  "concentration_similarity": 1.0,
 
3024
  {
3025
  "left_pr_number": 45649,
3026
  "right_pr_number": 47018,
3027
+ "similarity": 0.443,
3028
  "content_similarity": 0.389,
3029
  "size_similarity": 0.135,
3030
  "breadth_similarity": 1.0,
 
3040
  {
3041
  "left_pr_number": 45655,
3042
  "right_pr_number": 47018,
3043
+ "similarity": 0.401,
3044
  "content_similarity": 0.321,
3045
  "size_similarity": 0.173,
3046
  "breadth_similarity": 1.0,
 
3148
  "left_pr_number": 43875,
3149
  "right_pr_number": 44893,
3150
  "similarity": 0.361,
3151
+ "content_similarity": 0.279,
3152
  "size_similarity": 0.581,
3153
  "breadth_similarity": 0.5,
3154
  "concentration_similarity": 0.581,
 
3163
  {
3164
  "left_pr_number": 46173,
3165
  "right_pr_number": 46781,
3166
+ "similarity": 0.254,
3167
  "content_similarity": 0.228,
3168
  "size_similarity": 0.118,
3169
  "breadth_similarity": 0.5,
 
3260
  "left_pr_number": 42655,
3261
  "right_pr_number": 45979,
3262
  "similarity": 0.393,
3263
+ "content_similarity": 0.321,
3264
  "size_similarity": 0.329,
3265
  "breadth_similarity": 0.792,
3266
  "concentration_similarity": 0.797,
 
3341
  46007
3342
  ],
3343
  "representative_pr_number": 44550,
3344
+ "average_similarity": 0.356,
3345
  "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
3346
  "shared_filenames": [],
3347
  "shared_directories": [
 
3371
  "left_pr_number": 44407,
3372
  "right_pr_number": 44550,
3373
  "similarity": 0.364,
3374
+ "content_similarity": 0.1,
3375
  "size_similarity": 0.957,
3376
  "breadth_similarity": 1.0,
3377
  "concentration_similarity": 1.0,
 
3385
  {
3386
  "left_pr_number": 33686,
3387
  "right_pr_number": 44407,
3388
+ "similarity": 0.354,
3389
  "content_similarity": 0.087,
3390
  "size_similarity": 0.957,
3391
  "breadth_similarity": 1.0,
 
3415
  {
3416
  "left_pr_number": 44550,
3417
  "right_pr_number": 46007,
3418
+ "similarity": 0.344,
3419
  "content_similarity": 0.089,
3420
  "size_similarity": 0.88,
3421
  "breadth_similarity": 1.0,
 
3857
  "left_pr_number": 44015,
3858
  "right_pr_number": 44676,
3859
  "similarity": 0.419,
3860
+ "content_similarity": 0.51,
3861
  "size_similarity": 0.034,
3862
  "breadth_similarity": 0.333,
3863
  "concentration_similarity": 0.488,
 
3881
  46364
3882
  ],
3883
  "representative_pr_number": 41441,
3884
+ "average_similarity": 0.57,
3885
  "summary": "3 open PRs share weighted file overlap around `src/transformers/hf_argparser.py`; representative PR #41441.",
3886
  "shared_filenames": [
3887
  "src/transformers/hf_argparser.py"
 
3895
  "left_pr_number": 41441,
3896
  "right_pr_number": 43469,
3897
  "similarity": 0.667,
3898
+ "content_similarity": 0.754,
3899
  "size_similarity": 0.35,
3900
  "breadth_similarity": 0.5,
3901
  "concentration_similarity": 0.75,
 
3926
  {
3927
  "left_pr_number": 43469,
3928
  "right_pr_number": 46364,
3929
+ "similarity": 0.387,
3930
  "content_similarity": 0.352,
3931
  "size_similarity": 0.35,
3932
  "breadth_similarity": 0.5,
 
4331
  "left_pr_number": 46643,
4332
  "right_pr_number": 46994,
4333
  "similarity": 0.458,
4334
+ "content_similarity": 0.323,
4335
  "size_similarity": 0.667,
4336
  "breadth_similarity": 0.833,
4337
  "concentration_similarity": 0.976,
 
4481
  45317
4482
  ],
4483
  "representative_pr_number": 45086,
4484
+ "average_similarity": 0.41,
4485
  "summary": "3 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #45086.",
4486
  "shared_filenames": [
4487
  "src/transformers/tokenization_utils_tokenizers.py"
 
4494
  {
4495
  "left_pr_number": 45086,
4496
  "right_pr_number": 45317,
4497
+ "similarity": 0.478,
4498
+ "content_similarity": 0.509,
4499
  "size_similarity": 0.222,
4500
  "breadth_similarity": 0.5,
4501
  "concentration_similarity": 0.778,
 
4510
  {
4511
  "left_pr_number": 44606,
4512
  "right_pr_number": 45086,
4513
+ "similarity": 0.401,
4514
+ "content_similarity": 0.312,
4515
  "size_similarity": 0.222,
4516
  "breadth_similarity": 1.0,
4517
  "concentration_similarity": 1.0,
 
4526
  {
4527
  "left_pr_number": 44606,
4528
  "right_pr_number": 45317,
4529
+ "similarity": 0.35,
4530
+ "content_similarity": 0.158,
4531
  "size_similarity": 1.0,
4532
  "breadth_similarity": 0.5,
4533
  "concentration_similarity": 0.778,
 
4604
  "left_pr_number": 46936,
4605
  "right_pr_number": 46993,
4606
  "similarity": 0.177,
4607
+ "content_similarity": 0.111,
4608
  "size_similarity": 0.045,
4609
  "breadth_similarity": 0.5,
4610
  "concentration_similarity": 0.864,
 
4657
  "left_pr_number": 45694,
4658
  "right_pr_number": 47035,
4659
  "similarity": 0.357,
4660
+ "content_similarity": 0.287,
4661
  "size_similarity": 0.043,
4662
  "breadth_similarity": 1.0,
4663
  "concentration_similarity": 1.0,
 
4713
  "left_pr_number": 44889,
4714
  "right_pr_number": 46775,
4715
  "similarity": 0.454,
4716
+ "content_similarity": 0.331,
4717
  "size_similarity": 0.877,
4718
  "breadth_similarity": 0.458,
4719
  "concentration_similarity": 0.9,
 
4787
  "left_pr_number": 46501,
4788
  "right_pr_number": 46503,
4789
  "similarity": 0.364,
4790
+ "content_similarity": 0.092,
4791
  "size_similarity": 1.0,
4792
  "breadth_similarity": 1.0,
4793
  "concentration_similarity": 1.0,
 
4815
  "left_pr_number": 46138,
4816
  "right_pr_number": 46501,
4817
  "similarity": 0.329,
4818
+ "content_similarity": 0.096,
4819
  "size_similarity": 0.75,
4820
  "breadth_similarity": 1.0,
4821
  "concentration_similarity": 1.0,
 
4915
  }
4916
  ]
4917
  },
4918
+ {
4919
+ "cluster_id": "pr-scope-47077-2",
4920
+ "pr_numbers": [
4921
+ 47077,
4922
+ 47078
4923
+ ],
4924
+ "representative_pr_number": 47077,
4925
+ "average_similarity": 0.951,
4926
+ "summary": "2 open PRs share weighted file overlap around `docs/source/ja/_toctree.yml`, `docs/source/ja/chat_templating.md`, `docs/source/ja/main_classes/quantization.md`; representative PR #47077.",
4927
+ "shared_filenames": [
4928
+ "docs/source/ja/_toctree.yml",
4929
+ "docs/source/ja/chat_templating.md",
4930
+ "docs/source/ja/main_classes/quantization.md",
4931
+ "docs/source/ja/model_doc/autoformer.md",
4932
+ "docs/source/ja/model_doc/distilbert.md",
4933
+ "docs/source/ja/model_summary.md",
4934
+ "docs/source/ja/pipeline_tutorial.md",
4935
+ "docs/source/ja/tasks/text-to-speech.md"
4936
+ ],
4937
+ "shared_directories": [
4938
+ "docs/source/ja/model_doc",
4939
+ "docs/source/ja/tasks",
4940
+ "docs/source/ja/main_classes",
4941
+ "docs/source/ja",
4942
+ "docs/source",
4943
+ "docs"
4944
+ ],
4945
+ "pairwise": [
4946
+ {
4947
+ "left_pr_number": 47077,
4948
+ "right_pr_number": 47078,
4949
+ "similarity": 0.951,
4950
+ "content_similarity": 0.965,
4951
+ "size_similarity": 0.935,
4952
+ "breadth_similarity": 0.885,
4953
+ "concentration_similarity": 0.94,
4954
+ "shared_filenames": [
4955
+ "docs/source/ja/_toctree.yml",
4956
+ "docs/source/ja/chat_templating.md",
4957
+ "docs/source/ja/main_classes/quantization.md",
4958
+ "docs/source/ja/model_doc/autoformer.md",
4959
+ "docs/source/ja/model_doc/distilbert.md",
4960
+ "docs/source/ja/model_summary.md",
4961
+ "docs/source/ja/pipeline_tutorial.md",
4962
+ "docs/source/ja/tasks/text-to-speech.md",
4963
+ "docs/source/ja/tasks/zero_shot_object_detection.md",
4964
+ "docs/source/ja/tasks_explained.md"
4965
+ ],
4966
+ "shared_directories": [
4967
+ "docs/source/ja/main_classes",
4968
+ "docs/source/ja/model_doc",
4969
+ "docs/source/ja/tasks",
4970
+ "docs/source/ja",
4971
+ "docs/source",
4972
+ "docs"
4973
+ ]
4974
+ }
4975
+ ]
4976
+ },
4977
  {
4978
  "cluster_id": "pr-scope-46895-2",
4979
  "pr_numbers": [
 
5089
  "src/transformers/models/kyutai_speech_to_text",
5090
  "src/transformers/models/diffusion_gemma",
5091
  "src/transformers/models/falcon_mamba",
5092
+ "src/transformers/models/nemotron_h"
5093
  ],
5094
  "pairwise": [
5095
  {
 
5234
  "left_pr_number": 46281,
5235
  "right_pr_number": 46913,
5236
  "similarity": 0.851,
5237
+ "content_similarity": 0.901,
5238
  "size_similarity": 0.5,
5239
  "breadth_similarity": 1.0,
5240
  "concentration_similarity": 0.897,
 
5427
  "left_pr_number": 45606,
5428
  "right_pr_number": 45607,
5429
  "similarity": 0.771,
5430
+ "content_similarity": 0.819,
5431
  "size_similarity": 0.778,
5432
  "breadth_similarity": 0.417,
5433
  "concentration_similarity": 0.778,
 
5486
  46461
5487
  ],
5488
  "representative_pr_number": 42824,
5489
+ "average_similarity": 0.719,
5490
  "summary": "2 open PRs share weighted file overlap around `tests/utils/test_feature_extraction_utils.py`, `src/transformers/feature_extraction_utils.py`; representative PR #42824.",
5491
  "shared_filenames": [
5492
  "tests/utils/test_feature_extraction_utils.py",
 
5502
  {
5503
  "left_pr_number": 42824,
5504
  "right_pr_number": 46461,
5505
+ "similarity": 0.719,
5506
+ "content_similarity": 0.75,
5507
  "size_similarity": 0.652,
5508
  "breadth_similarity": 0.5,
5509
  "concentration_similarity": 0.928,
 
6019
  47051
6020
  ],
6021
  "representative_pr_number": 47032,
6022
+ "average_similarity": 0.543,
6023
  "summary": "2 open PRs share weighted file overlap around `tests/pipelines/test_pipelines_image_text_to_text.py`, `src/transformers/pipelines/image_text_to_text.py`; representative PR #47032.",
6024
  "shared_filenames": [
6025
  "tests/pipelines/test_pipelines_image_text_to_text.py",
 
6036
  {
6037
  "left_pr_number": 47032,
6038
  "right_pr_number": 47051,
6039
+ "similarity": 0.543,
6040
+ "content_similarity": 0.523,
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