evalstate HF Staff commited on
Commit
a289c7b
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1 Parent(s): fa7f189

Refresh transformers dataset snapshot 20260711T120022Z

Browse files
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@@ -75,7 +75,7 @@ Use:
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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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24208
+ "profile_url": "https://github.com/snkii",
24209
+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asnkii",
24210
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asnkii",
24211
+ "repo_first_seen_at": "2026-07-11T06:10:43Z",
24212
+ "repo_last_seen_at": "2026-07-11T06:10:43Z",
24213
+ "repo_primary_artifact_count": 1,
24214
+ "repo_artifact_count": 1,
24215
+ "snapshot_issue_count": 0,
24216
+ "snapshot_pr_count": 1,
24217
+ "snapshot_comment_count": 0,
24218
+ "snapshot_review_count": 0,
24219
+ "snapshot_review_comment_count": 0,
24220
+ "repo_association": "FIRST_TIME_CONTRIBUTOR",
24221
+ "new_to_repo": true,
24222
+ "first_seen_in_snapshot": true,
24223
+ "known_via_prior_merged_pr": false,
24224
+ "report_reason": "first_seen_in_snapshot",
24225
+ "enrichment_source": "live",
24226
+ "live_refetch_skipped": false,
24227
+ "account_age_days": 2654,
24228
+ "young_account": false,
24229
+ "follow_through_score": "mixed",
24230
+ "breadth_score": "low",
24231
+ "automation_risk_signal": "low",
24232
+ "heuristic_note": "high open PR share; targets high-star repos",
24233
+ "public_orgs": [],
24234
+ "activity": {
24235
+ "visible_authored_pr_count": 2,
24236
+ "merged_pr_count": 1,
24237
+ "closed_unmerged_pr_count": 0,
24238
+ "open_pr_count": 1,
24239
+ "merged_pr_rate": 0.5,
24240
+ "closed_unmerged_pr_rate": 0.0,
24241
+ "still_open_pr_rate": 0.5,
24242
+ "distinct_repos_with_authored_prs": 2,
24243
+ "distinct_repos_with_open_prs": 1
24244
+ },
24245
+ "examples": {
24246
+ "pull_requests": [
24247
+ {
24248
+ "kind": "pull_request",
24249
+ "number": 47258,
24250
+ "title": "[AudioFlamingo3] Fix bfloat16 dtype mismatch in audio encoder positional embedding",
24251
+ "url": "https://github.com/huggingface/transformers/pull/47258",
24252
+ "state": "open",
24253
+ "merged": false,
24254
+ "draft": false,
24255
+ "created_at": "2026-07-11T06:10:43Z"
24256
+ }
24257
+ ],
24258
+ "issues": []
24259
+ },
24260
+ "fetch_error": null
24261
+ },
24262
  {
24263
  "author_login": "someaka",
24264
  "name": null,
new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260711T060022Z`
4
- - Generated: `2026-07-11T06:00:52Z`
5
  - Activity window: `60d`
6
- - Contributors: `369`
7
 
8
  ## Summary
9
 
@@ -34,7 +34,7 @@
34
  | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 26 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
35
  | `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | CONTRIBUTOR | ?d | `2026-05-13T06:40:41Z` | 25 | 0 | n/a | n/a | n/a | summary unavailable |
36
  | `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 23 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
37
- | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 21 | 0 | strong | moderate | low | — |
38
  | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 21 | 0 | strong | moderate | low | targets high-star repos |
39
  | `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 |
40
  | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 20 | 0 | mixed | moderate | low | — |
@@ -244,7 +244,7 @@
244
  | `Butterfingrz` | [profile](https://github.com/Butterfingrz) | no | CONTRIBUTOR | 1134d | `2026-06-29T14:31:31Z` | 1 | 0 | mixed | moderate | low | high open PR share |
245
  | `C1-BA-B1-F3` | [profile](https://github.com/C1-BA-B1-F3) | no | NONE | 3300d | `2026-06-25T12:57:12Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
246
  | `calliec-1223` | [profile](https://github.com/calliec-1223) | no | CONTRIBUTOR | 68d | `2026-06-02T02:20:39Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
247
- | `cgu2022` | [profile](https://github.com/cgu2022) | yes | FIRST_TIME_CONTRIBUTOR | 2807d | `2026-07-11T01:22:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
248
  | `Charansripadi` | [profile](https://github.com/Charansripadi) | no | FIRST_TIMER | 1422d | `2026-06-19T19:17:29Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
249
  | `cheparity` | [profile](https://github.com/cheparity) | no | FIRST_TIME_CONTRIBUTOR | 1517d | `2026-06-03T05:18:26Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
250
  | `Chinmay1220` | [profile](https://github.com/Chinmay1220) | no | FIRST_TIME_CONTRIBUTOR | 999d | `2026-06-11T16:14:03Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
@@ -360,6 +360,7 @@
360
  | `Shylin26` | [profile](https://github.com/Shylin26) | no | NONE | 170d | `2026-06-08T23:29:09Z` | 1 | 0 | weak | moderate | medium | young account; high open PR share |
361
  | `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 |
362
  | `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 |
 
363
  | `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 |
364
  | `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 |
365
  | `sshivampeta` | [profile](https://github.com/sshivampeta) | no | CONTRIBUTOR | 2929d | `2026-07-04T17:25:37Z` | 1 | 0 | weak | moderate | low | high open PR share |
@@ -387,12 +388,12 @@
387
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
388
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
389
  - repo first seen: `2025-02-05T12:51:57Z`
390
- - repo last seen: `2026-07-10T14:15:31Z`
391
  - first seen in snapshot: **no**
392
  - repo association: **MEMBER**
393
  - repo primary artifacts: **142**
394
  - snapshot authored PRs/issues: **142 PRs / 0 issues**
395
- - snapshot discussion activity: **148 comments / 274 reviews / 182 review comments**
396
  - account age: **4938 days**
397
  - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
398
  - public orgs: none visible
@@ -433,12 +434,12 @@ Example artifacts:
433
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
434
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
435
  - repo first seen: `2026-01-21T16:52:29Z`
436
- - repo last seen: `2026-07-09T15:27:26Z`
437
  - first seen in snapshot: **no**
438
  - repo association: **MEMBER**
439
  - repo primary artifacts: **114**
440
  - snapshot authored PRs/issues: **107 PRs / 7 issues**
441
- - snapshot discussion activity: **195 comments / 230 reviews / 207 review comments**
442
  - account age: **5839 days**
443
  - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
444
  - public orgs: `AFPy`, `faitmain`, `circus-tent`
@@ -996,11 +997,11 @@ Example artifacts:
996
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbdennacer-Badaoui)
997
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbdennacer-Badaoui)
998
  - repo first seen: `2026-01-08T18:13:10Z`
999
- - repo last seen: `2026-06-24T21:19:01Z`
1000
  - first seen in snapshot: **no**
1001
  - repo association: **MEMBER**
1002
- - repo primary artifacts: **21**
1003
- - snapshot authored PRs/issues: **21 PRs / 0 issues**
1004
  - snapshot discussion activity: **9 comments / 51 reviews / 51 review comments**
1005
  - account age: **1414 days**
1006
  - recent public PR activity: **17 PRs** (16 merged / 0 closed-unmerged / 1 open; merged rate **94%**, closed-unmerged rate **0%**, open rate **6%**)
@@ -1009,9 +1010,9 @@ Example artifacts:
1009
  - heuristic read: **—**
1010
 
1011
  Example artifacts:
 
1012
  - [PR #46837: [ROCm] gpt-oss: route FA3 to aiter-flash-attn, generate ROCm fixtures](https://github.com/huggingface/transformers/pull/46837) — open, draft
1013
  - [PR #46810: update kernels-community/aiter-rope version](https://github.com/huggingface/transformers/pull/46810) — closed, merged
1014
- - [PR #46268: Add some AITER kernel routing for ROCm](https://github.com/huggingface/transformers/pull/46268) — closed, merged
1015
 
1016
  ### `michaelbenayoun`
1017
 
@@ -2772,12 +2773,12 @@ Example artifacts:
2772
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aabhishekkapoorx)
2773
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aabhishekkapoorx)
2774
  - repo first seen: `2026-07-04T09:19:12Z`
2775
- - repo last seen: `2026-07-09T17:36:37Z`
2776
  - first seen in snapshot: **no**
2777
  - repo association: **CONTRIBUTOR**
2778
  - repo primary artifacts: **2**
2779
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
2780
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
2781
  - account age: **1898 days**
2782
  - recent public PR activity: **4 PRs** (3 merged / 0 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
2783
  - public orgs: none visible
@@ -2785,7 +2786,7 @@ Example artifacts:
2785
  - heuristic read: **—**
2786
 
2787
  Example artifacts:
2788
- - [PR #47219: fix: resolve integration test failures by migrating COCO image loading to HF Hub fixtures](https://github.com/huggingface/transformers/pull/47219) — open
2789
  - [PR #47062: docs-fix: IMDb dataset link in sequence classification guide](https://github.com/huggingface/transformers/pull/47062) — closed, merged
2790
 
2791
  ### `Ace3Z`
@@ -5722,7 +5723,7 @@ Example artifacts:
5722
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acgu2022)
5723
  - repo first seen: `2026-07-11T01:22:43Z`
5724
  - repo last seen: `2026-07-11T02:01:51Z`
5725
- - first seen in snapshot: **yes**
5726
  - repo association: **FIRST_TIME_CONTRIBUTOR**
5727
  - repo primary artifacts: **1**
5728
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -6876,12 +6877,12 @@ Example artifacts:
6876
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALevelVoid)
6877
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALevelVoid)
6878
  - repo first seen: `2026-07-09T15:16:26Z`
6879
- - repo last seen: `2026-07-10T09:46:35Z`
6880
  - first seen in snapshot: **no**
6881
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6882
  - repo primary artifacts: **1**
6883
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6884
- - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
6885
  - account age: **983 days**
6886
  - recent public PR activity: **7 PRs** (6 merged / 0 closed-unmerged / 1 open; merged rate **86%**, closed-unmerged rate **0%**, open rate **14%**)
6887
  - public orgs: none visible
@@ -8151,6 +8152,27 @@ Example artifacts:
8151
  Example artifacts:
8152
  - [PR #46289: Just improving documentation](https://github.com/huggingface/transformers/pull/46289) — closed
8153
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
8154
  ### `someaka`
8155
 
8156
  - profile: [github.com/someaka](https://github.com/someaka)
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260711T120022Z`
4
+ - Generated: `2026-07-11T12:00:56Z`
5
  - Activity window: `60d`
6
+ - Contributors: `370`
7
 
8
  ## Summary
9
 
 
34
  | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 26 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
35
  | `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | CONTRIBUTOR | ?d | `2026-05-13T06:40:41Z` | 25 | 0 | n/a | n/a | n/a | summary unavailable |
36
  | `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 23 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
37
+ | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 22 | 0 | strong | moderate | low | — |
38
  | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 21 | 0 | strong | moderate | low | targets high-star repos |
39
  | `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 |
40
  | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 20 | 0 | mixed | moderate | low | — |
 
244
  | `Butterfingrz` | [profile](https://github.com/Butterfingrz) | no | CONTRIBUTOR | 1134d | `2026-06-29T14:31:31Z` | 1 | 0 | mixed | moderate | low | high open PR share |
245
  | `C1-BA-B1-F3` | [profile](https://github.com/C1-BA-B1-F3) | no | NONE | 3300d | `2026-06-25T12:57:12Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
246
  | `calliec-1223` | [profile](https://github.com/calliec-1223) | no | CONTRIBUTOR | 68d | `2026-06-02T02:20:39Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
247
+ | `cgu2022` | [profile](https://github.com/cgu2022) | no | FIRST_TIME_CONTRIBUTOR | 2807d | `2026-07-11T01:22:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
248
  | `Charansripadi` | [profile](https://github.com/Charansripadi) | no | FIRST_TIMER | 1422d | `2026-06-19T19:17:29Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
249
  | `cheparity` | [profile](https://github.com/cheparity) | no | FIRST_TIME_CONTRIBUTOR | 1517d | `2026-06-03T05:18:26Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
250
  | `Chinmay1220` | [profile](https://github.com/Chinmay1220) | no | FIRST_TIME_CONTRIBUTOR | 999d | `2026-06-11T16:14:03Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
 
360
  | `Shylin26` | [profile](https://github.com/Shylin26) | no | NONE | 170d | `2026-06-08T23:29:09Z` | 1 | 0 | weak | moderate | medium | young account; high open PR share |
361
  | `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 |
362
  | `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 |
363
+ | `snkii` | [profile](https://github.com/snkii) | yes | FIRST_TIME_CONTRIBUTOR | 2654d | `2026-07-11T06:10:43Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
364
  | `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 |
365
  | `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 |
366
  | `sshivampeta` | [profile](https://github.com/sshivampeta) | no | CONTRIBUTOR | 2929d | `2026-07-04T17:25:37Z` | 1 | 0 | weak | moderate | low | high open PR share |
 
388
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
389
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
390
  - repo first seen: `2025-02-05T12:51:57Z`
391
+ - repo last seen: `2026-07-11T09:36:04Z`
392
  - first seen in snapshot: **no**
393
  - repo association: **MEMBER**
394
  - repo primary artifacts: **142**
395
  - snapshot authored PRs/issues: **142 PRs / 0 issues**
396
+ - snapshot discussion activity: **148 comments / 279 reviews / 186 review comments**
397
  - account age: **4938 days**
398
  - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
399
  - public orgs: none visible
 
434
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
435
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
436
  - repo first seen: `2026-01-21T16:52:29Z`
437
+ - repo last seen: `2026-07-11T07:53:45Z`
438
  - first seen in snapshot: **no**
439
  - repo association: **MEMBER**
440
  - repo primary artifacts: **114**
441
  - snapshot authored PRs/issues: **107 PRs / 7 issues**
442
+ - snapshot discussion activity: **198 comments / 230 reviews / 207 review comments**
443
  - account age: **5839 days**
444
  - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
445
  - public orgs: `AFPy`, `faitmain`, `circus-tent`
 
997
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbdennacer-Badaoui)
998
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbdennacer-Badaoui)
999
  - repo first seen: `2026-01-08T18:13:10Z`
1000
+ - repo last seen: `2026-07-11T09:12:09Z`
1001
  - first seen in snapshot: **no**
1002
  - repo association: **MEMBER**
1003
+ - repo primary artifacts: **22**
1004
+ - snapshot authored PRs/issues: **22 PRs / 0 issues**
1005
  - snapshot discussion activity: **9 comments / 51 reviews / 51 review comments**
1006
  - account age: **1414 days**
1007
  - recent public PR activity: **17 PRs** (16 merged / 0 closed-unmerged / 1 open; merged rate **94%**, closed-unmerged rate **0%**, open rate **6%**)
 
1010
  - heuristic read: **—**
1011
 
1012
  Example artifacts:
1013
+ - [PR #47259: Switch AMD daily CI to mi300 runners](https://github.com/huggingface/transformers/pull/47259) — closed, merged
1014
  - [PR #46837: [ROCm] gpt-oss: route FA3 to aiter-flash-attn, generate ROCm fixtures](https://github.com/huggingface/transformers/pull/46837) — open, draft
1015
  - [PR #46810: update kernels-community/aiter-rope version](https://github.com/huggingface/transformers/pull/46810) — closed, merged
 
1016
 
1017
  ### `michaelbenayoun`
1018
 
 
2773
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aabhishekkapoorx)
2774
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aabhishekkapoorx)
2775
  - repo first seen: `2026-07-04T09:19:12Z`
2776
+ - repo last seen: `2026-07-11T07:35:38Z`
2777
  - first seen in snapshot: **no**
2778
  - repo association: **CONTRIBUTOR**
2779
  - repo primary artifacts: **2**
2780
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
2781
+ - snapshot discussion activity: **2 comments / 1 reviews / 1 review comments**
2782
  - account age: **1898 days**
2783
  - recent public PR activity: **4 PRs** (3 merged / 0 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
2784
  - public orgs: none visible
 
2786
  - heuristic read: **—**
2787
 
2788
  Example artifacts:
2789
+ - [PR #47219: fix: resolve integration test failures by migrating COCO image loading to HF Hub fixtures](https://github.com/huggingface/transformers/pull/47219) — closed
2790
  - [PR #47062: docs-fix: IMDb dataset link in sequence classification guide](https://github.com/huggingface/transformers/pull/47062) — closed, merged
2791
 
2792
  ### `Ace3Z`
 
5723
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acgu2022)
5724
  - repo first seen: `2026-07-11T01:22:43Z`
5725
  - repo last seen: `2026-07-11T02:01:51Z`
5726
+ - first seen in snapshot: **no**
5727
  - repo association: **FIRST_TIME_CONTRIBUTOR**
5728
  - repo primary artifacts: **1**
5729
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
6877
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALevelVoid)
6878
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALevelVoid)
6879
  - repo first seen: `2026-07-09T15:16:26Z`
6880
+ - repo last seen: `2026-07-11T09:05:29Z`
6881
  - first seen in snapshot: **no**
6882
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6883
  - repo primary artifacts: **1**
6884
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6885
+ - snapshot discussion activity: **4 comments / 1 reviews / 1 review comments**
6886
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6887
  - recent public PR activity: **7 PRs** (6 merged / 0 closed-unmerged / 1 open; merged rate **86%**, closed-unmerged rate **0%**, open rate **14%**)
6888
  - public orgs: none visible
 
8152
  Example artifacts:
8153
  - [PR #46289: Just improving documentation](https://github.com/huggingface/transformers/pull/46289) — closed
8154
 
8155
+ ### `snkii`
8156
+
8157
+ - profile: [github.com/snkii](https://github.com/snkii)
8158
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asnkii)
8159
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asnkii)
8160
+ - repo first seen: `2026-07-11T06:10:43Z`
8161
+ - repo last seen: `2026-07-11T06:10:43Z`
8162
+ - first seen in snapshot: **yes**
8163
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
8164
+ - repo primary artifacts: **1**
8165
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
8166
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
8167
+ - account age: **2654 days**
8168
+ - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
8169
+ - public orgs: none visible
8170
+ - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
8171
+ - heuristic read: **high open PR share; targets high-star repos**
8172
+
8173
+ Example artifacts:
8174
+ - [PR #47258: [AudioFlamingo3] Fix bfloat16 dtype mismatch in audio encoder positional embedding](https://github.com/huggingface/transformers/pull/47258) — open
8175
+
8176
  ### `someaka`
8177
 
8178
  - profile: [github.com/someaka](https://github.com/someaka)
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