evalstate HF Staff commited on
Commit
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1 Parent(s): bcf45f9

Refresh transformers dataset snapshot 20260517T120034Z

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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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21840
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21841
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new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260517T060024Z`
4
- - Generated: `2026-05-17T06:00:52Z`
5
  - Activity window: `60d`
6
- - Contributors: `352`
7
 
8
  ## Summary
9
 
@@ -28,7 +28,6 @@
28
  | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 20 | 0 | strong | low | low | targets high-star repos |
29
  | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2949d | `2025-12-02T16:00:11Z` | 18 | 6 | strong | moderate | low | high recent PR volume; targets high-star repos |
30
  | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 18 | 3 | strong | low | low | — |
31
- | `BillionClaw` | [profile](https://github.com/BillionClaw) | no | FIRST_TIME_CONTRIBUTOR | 35d | `2026-03-16T16:17:54Z` | 18 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
32
  | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-12-16T08:22:52Z` | 17 | 1 | strong | moderate | low | targets high-star repos |
33
  | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 17 | 0 | n/a | n/a | n/a | summary unavailable |
34
  | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 16 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
@@ -40,11 +39,11 @@
40
  | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 9 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
41
  | `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 8 | 2 | strong | moderate | low | targets high-star repos |
42
  | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 8 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 
43
  | `s-zx` | [profile](https://github.com/s-zx) | no | NONE | 2020d | `2026-03-08T19:38:00Z` | 8 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
44
  | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
45
  | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 7 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
46
  | `hkc5` | [profile](https://github.com/hkc5) | no | NONE | 973d | `2026-03-19T12:33:00Z` | 7 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
47
- | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 7 | 0 | mixed | moderate | low | targets high-star repos |
48
  | `Qubitium` | [profile](https://github.com/Qubitium) | no | CONTRIBUTOR | 5681d | `2025-10-03T18:23:49Z` | 7 | 0 | strong | moderate | low | extremely high recent PR volume |
49
  | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 6 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
50
  | `kchpp940` | [profile](https://github.com/kchpp940) | no | NONE | 375d | `2026-04-18T01:12:45Z` | 6 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
@@ -130,6 +129,7 @@
130
  | `UsamaKenway` | [profile](https://github.com/UsamaKenway) | no | CONTRIBUTOR | 2385d | `2026-04-07T18:39:33Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
131
  | `voodoovampire` | [profile](https://github.com/voodoovampire) | no | FIRST_TIME_CONTRIBUTOR | 512d | `2026-04-25T19:30:01Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
132
  | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3697d | `2025-08-10T08:43:09Z` | 25 | 0 | mixed | moderate | low | extremely high recent PR volume |
 
133
  | `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2888d | `2025-12-12T17:57:18Z` | 15 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
134
  | `CodersAcademy006` | [profile](https://github.com/CodersAcademy006) | no | CONTRIBUTOR | 1448d | `2025-10-15T09:44:53Z` | 6 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
135
  | `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
@@ -328,6 +328,7 @@
328
  | `ruben-aghayan` | [profile](https://github.com/ruben-aghayan) | no | CONTRIBUTOR | 3216d | `2026-04-13T03:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
329
  | `ruixiang63` | [profile](https://github.com/ruixiang63) | no | CONTRIBUTOR | 3277d | `2026-04-27T21:19:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
330
  | `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | CONTRIBUTOR | 1796d | `2026-04-06T18:01:42Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 
331
  | `sachinkumarsingh092` | [profile](https://github.com/sachinkumarsingh092) | no | FIRST_TIME_CONTRIBUTOR | 3282d | `2026-03-30T18:54:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
332
  | `sahildando` | [profile](https://github.com/sahildando) | no | NONE | 1241d | `2026-04-07T21:12:29Z` | 1 | 0 | mixed | high | medium | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
333
  | `sahilleth` | [profile](https://github.com/sahilleth) | no | NONE | 58d | `2026-03-19T05:50:29Z` | 1 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars |
@@ -830,29 +831,6 @@ Example artifacts:
830
  - [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
831
  - [Issue #43317: device_map=auto fails to load the dequantized model on gpu+cpu offload](https://github.com/huggingface/transformers/issues/43317) — closed
832
 
833
- ### `BillionClaw`
834
-
835
- - profile: [github.com/BillionClaw](https://github.com/BillionClaw)
836
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABillionClaw)
837
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABillionClaw)
838
- - repo first seen: `2026-03-16T16:17:54Z`
839
- - repo last seen: `2026-03-18T12:08:35Z`
840
- - first seen in snapshot: **no**
841
- - repo association: **FIRST_TIME_CONTRIBUTOR**
842
- - repo primary artifacts: **18**
843
- - snapshot authored PRs/issues: **18 PRs / 0 issues**
844
- - snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
845
- - account age: **35 days**
846
- - recent public PR activity: **484 PRs** (51 merged / 304 closed-unmerged / 129 open; merged rate **11%**, closed-unmerged rate **63%**, open rate **27%**)
847
- - public orgs: none visible
848
- - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
849
- - heuristic read: **very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
850
-
851
- Example artifacts:
852
- - [PR #44826: fix: allow AutoImageProcessor to load from URL](https://github.com/huggingface/transformers/pull/44826) — closed
853
- - [PR #44824: fix(xlnet): add device parameter to relative_positional_encoding](https://github.com/huggingface/transformers/pull/44824) — closed
854
- - [PR #44823: fix: AutoImageProcessor from URL loading](https://github.com/huggingface/transformers/pull/44823) — closed
855
-
856
  ### `sywangyi`
857
 
858
  - profile: [github.com/sywangyi](https://github.com/sywangyi)
@@ -1112,6 +1090,29 @@ Example artifacts:
1112
  - [PR #45771: perf(qwen3_vl): replace Conv3d with F.linear in patch embed forward](https://github.com/huggingface/transformers/pull/45771) — closed
1113
  - [PR #45222: fix(gemma3, gemma4): default token_type_ids to zeros for text-only training](https://github.com/huggingface/transformers/pull/45222) — closed
1114
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1115
  ### `s-zx`
1116
 
1117
  - profile: [github.com/s-zx](https://github.com/s-zx)
@@ -1204,29 +1205,6 @@ Example artifacts:
1204
  - [PR #45096: Fix: Skip meta device initialization for remote code models](https://github.com/huggingface/transformers/pull/45096) — closed
1205
  - [PR #45091: Fix _get_feat_extract_output_lengths in qwen3_omni_moe](https://github.com/huggingface/transformers/pull/45091) — closed
1206
 
1207
- ### `JJJYmmm`
1208
-
1209
- - profile: [github.com/JJJYmmm](https://github.com/JJJYmmm)
1210
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJJJYmmm)
1211
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJJJYmmm)
1212
- - repo first seen: `2026-01-27T10:34:17Z`
1213
- - repo last seen: `2026-05-16T04:10:10Z`
1214
- - first seen in snapshot: **no**
1215
- - repo association: **CONTRIBUTOR**
1216
- - repo primary artifacts: **7**
1217
- - snapshot authored PRs/issues: **7 PRs / 0 issues**
1218
- - snapshot discussion activity: **20 comments / 49 reviews / 49 review comments**
1219
- - account age: **1648 days**
1220
- - recent public PR activity: **11 PRs** (9 merged / 2 closed-unmerged / 0 open; merged rate **82%**, closed-unmerged rate **18%**, open rate **0%**)
1221
- - public orgs: none visible
1222
- - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
1223
- - heuristic read: **targets high-star repos**
1224
-
1225
- Example artifacts:
1226
- - [PR #45862: [new model] Add Zyphra/ZAYA1-8B](https://github.com/huggingface/transformers/pull/45862) — open
1227
- - [PR #45173: [misc] fix qwen35 tests: correct the text model type and skip reverse_mapping](https://github.com/huggingface/transformers/pull/45173) — closed, merged
1228
- - [PR #45041: [inference_fusion] convert conv3d patch embed to linear](https://github.com/huggingface/transformers/pull/45041) — closed, merged
1229
-
1230
  ### `Qubitium`
1231
 
1232
  - profile: [github.com/Qubitium](https://github.com/Qubitium)
@@ -3158,6 +3136,29 @@ Example artifacts:
3158
  - [PR #44123: Avoid device sync in training loss accumulation](https://github.com/huggingface/transformers/pull/44123) — open
3159
  - [PR #44069: Use torch.isfinite](https://github.com/huggingface/transformers/pull/44069) — closed, merged
3160
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3161
  ### `omkar-334`
3162
 
3163
  - profile: [github.com/omkar-334](https://github.com/omkar-334)
@@ -5032,12 +5033,12 @@ Example artifacts:
5032
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArjunSrivastava1)
5033
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArjunSrivastava1)
5034
  - repo first seen: `2026-05-07T18:36:08Z`
5035
- - repo last seen: `2026-05-15T08:43:02Z`
5036
  - first seen in snapshot: **no**
5037
  - repo association: **CONTRIBUTOR**
5038
  - repo primary artifacts: **1**
5039
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5040
- - snapshot discussion activity: **20 comments / 0 reviews / 0 review comments**
5041
  - account age: **430 days**
5042
  - recent public PR activity: **6 PRs** (1 merged / 2 closed-unmerged / 3 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**)
5043
  - public orgs: none visible
@@ -7400,6 +7401,27 @@ Example artifacts:
7400
  Example artifacts:
7401
  - [PR #45269: Fix typos in src/transformers/utils/output_capturing.py](https://github.com/huggingface/transformers/pull/45269) — closed, merged
7402
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7403
  ### `sachinkumarsingh092`
7404
 
7405
  - profile: [github.com/sachinkumarsingh092](https://github.com/sachinkumarsingh092)
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260517T120034Z`
4
+ - Generated: `2026-05-17T12:00:58Z`
5
  - Activity window: `60d`
6
+ - Contributors: `353`
7
 
8
  ## Summary
9
 
 
28
  | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 20 | 0 | strong | low | low | targets high-star repos |
29
  | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2949d | `2025-12-02T16:00:11Z` | 18 | 6 | strong | moderate | low | high recent PR volume; targets high-star repos |
30
  | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 18 | 3 | strong | low | low | — |
 
31
  | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-12-16T08:22:52Z` | 17 | 1 | strong | moderate | low | targets high-star repos |
32
  | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 17 | 0 | n/a | n/a | n/a | summary unavailable |
33
  | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 16 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
 
39
  | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 9 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
40
  | `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 8 | 2 | strong | moderate | low | targets high-star repos |
41
  | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 8 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
42
+ | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
43
  | `s-zx` | [profile](https://github.com/s-zx) | no | NONE | 2020d | `2026-03-08T19:38:00Z` | 8 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
44
  | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
45
  | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 7 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
46
  | `hkc5` | [profile](https://github.com/hkc5) | no | NONE | 973d | `2026-03-19T12:33:00Z` | 7 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 
47
  | `Qubitium` | [profile](https://github.com/Qubitium) | no | CONTRIBUTOR | 5681d | `2025-10-03T18:23:49Z` | 7 | 0 | strong | moderate | low | extremely high recent PR volume |
48
  | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 6 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
49
  | `kchpp940` | [profile](https://github.com/kchpp940) | no | NONE | 375d | `2026-04-18T01:12:45Z` | 6 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 
129
  | `UsamaKenway` | [profile](https://github.com/UsamaKenway) | no | CONTRIBUTOR | 2385d | `2026-04-07T18:39:33Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
130
  | `voodoovampire` | [profile](https://github.com/voodoovampire) | no | FIRST_TIME_CONTRIBUTOR | 512d | `2026-04-25T19:30:01Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
131
  | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3697d | `2025-08-10T08:43:09Z` | 25 | 0 | mixed | moderate | low | extremely high recent PR volume |
132
+ | `BillionClaw` | [profile](https://github.com/BillionClaw) | no | FIRST_TIME_CONTRIBUTOR | 35d | `2026-03-16T16:17:54Z` | 18 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
133
  | `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2888d | `2025-12-12T17:57:18Z` | 15 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
134
  | `CodersAcademy006` | [profile](https://github.com/CodersAcademy006) | no | CONTRIBUTOR | 1448d | `2025-10-15T09:44:53Z` | 6 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
135
  | `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
 
328
  | `ruben-aghayan` | [profile](https://github.com/ruben-aghayan) | no | CONTRIBUTOR | 3216d | `2026-04-13T03:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
329
  | `ruixiang63` | [profile](https://github.com/ruixiang63) | no | CONTRIBUTOR | 3277d | `2026-04-27T21:19:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
330
  | `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | CONTRIBUTOR | 1796d | `2026-04-06T18:01:42Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
331
+ | `saadkhaleeq610` | [profile](https://github.com/saadkhaleeq610) | yes | FIRST_TIME_CONTRIBUTOR | 2359d | `2026-05-17T07:52:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
332
  | `sachinkumarsingh092` | [profile](https://github.com/sachinkumarsingh092) | no | FIRST_TIME_CONTRIBUTOR | 3282d | `2026-03-30T18:54:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
333
  | `sahildando` | [profile](https://github.com/sahildando) | no | NONE | 1241d | `2026-04-07T21:12:29Z` | 1 | 0 | mixed | high | medium | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
334
  | `sahilleth` | [profile](https://github.com/sahilleth) | no | NONE | 58d | `2026-03-19T05:50:29Z` | 1 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars |
 
831
  - [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
832
  - [Issue #43317: device_map=auto fails to load the dequantized model on gpu+cpu offload](https://github.com/huggingface/transformers/issues/43317) — closed
833
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
834
  ### `sywangyi`
835
 
836
  - profile: [github.com/sywangyi](https://github.com/sywangyi)
 
1090
  - [PR #45771: perf(qwen3_vl): replace Conv3d with F.linear in patch embed forward](https://github.com/huggingface/transformers/pull/45771) — closed
1091
  - [PR #45222: fix(gemma3, gemma4): default token_type_ids to zeros for text-only training](https://github.com/huggingface/transformers/pull/45222) — closed
1092
 
1093
+ ### `JJJYmmm`
1094
+
1095
+ - profile: [github.com/JJJYmmm](https://github.com/JJJYmmm)
1096
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJJJYmmm)
1097
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJJJYmmm)
1098
+ - repo first seen: `2026-01-27T10:34:17Z`
1099
+ - repo last seen: `2026-05-17T10:33:12Z`
1100
+ - first seen in snapshot: **no**
1101
+ - repo association: **CONTRIBUTOR**
1102
+ - repo primary artifacts: **8**
1103
+ - snapshot authored PRs/issues: **8 PRs / 0 issues**
1104
+ - snapshot discussion activity: **20 comments / 49 reviews / 49 review comments**
1105
+ - account age: **1648 days**
1106
+ - recent public PR activity: **11 PRs** (9 merged / 2 closed-unmerged / 0 open; merged rate **82%**, closed-unmerged rate **18%**, open rate **0%**)
1107
+ - public orgs: none visible
1108
+ - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
1109
+ - heuristic read: **targets high-star repos**
1110
+
1111
+ Example artifacts:
1112
+ - [PR #46011: [new model] Add zaya1 vl](https://github.com/huggingface/transformers/pull/46011) — open, draft
1113
+ - [PR #45862: [new model] Add Zyphra/ZAYA1-8B](https://github.com/huggingface/transformers/pull/45862) — open
1114
+ - [PR #45173: [misc] fix qwen35 tests: correct the text model type and skip reverse_mapping](https://github.com/huggingface/transformers/pull/45173) — closed, merged
1115
+
1116
  ### `s-zx`
1117
 
1118
  - profile: [github.com/s-zx](https://github.com/s-zx)
 
1205
  - [PR #45096: Fix: Skip meta device initialization for remote code models](https://github.com/huggingface/transformers/pull/45096) — closed
1206
  - [PR #45091: Fix _get_feat_extract_output_lengths in qwen3_omni_moe](https://github.com/huggingface/transformers/pull/45091) — closed
1207
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1208
  ### `Qubitium`
1209
 
1210
  - profile: [github.com/Qubitium](https://github.com/Qubitium)
 
3136
  - [PR #44123: Avoid device sync in training loss accumulation](https://github.com/huggingface/transformers/pull/44123) — open
3137
  - [PR #44069: Use torch.isfinite](https://github.com/huggingface/transformers/pull/44069) — closed, merged
3138
 
3139
+ ### `BillionClaw`
3140
+
3141
+ - profile: [github.com/BillionClaw](https://github.com/BillionClaw)
3142
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABillionClaw)
3143
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABillionClaw)
3144
+ - repo first seen: `2026-03-16T16:17:54Z`
3145
+ - repo last seen: `2026-03-18T12:08:35Z`
3146
+ - first seen in snapshot: **no**
3147
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
3148
+ - repo primary artifacts: **18**
3149
+ - snapshot authored PRs/issues: **18 PRs / 0 issues**
3150
+ - snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
3151
+ - account age: **35 days**
3152
+ - recent public PR activity: **484 PRs** (51 merged / 304 closed-unmerged / 129 open; merged rate **11%**, closed-unmerged rate **63%**, open rate **27%**)
3153
+ - public orgs: none visible
3154
+ - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
3155
+ - heuristic read: **very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
3156
+
3157
+ Example artifacts:
3158
+ - [PR #44826: fix: allow AutoImageProcessor to load from URL](https://github.com/huggingface/transformers/pull/44826) — closed
3159
+ - [PR #44824: fix(xlnet): add device parameter to relative_positional_encoding](https://github.com/huggingface/transformers/pull/44824) — closed
3160
+ - [PR #44823: fix: AutoImageProcessor from URL loading](https://github.com/huggingface/transformers/pull/44823) — closed
3161
+
3162
  ### `omkar-334`
3163
 
3164
  - profile: [github.com/omkar-334](https://github.com/omkar-334)
 
5033
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArjunSrivastava1)
5034
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArjunSrivastava1)
5035
  - repo first seen: `2026-05-07T18:36:08Z`
5036
+ - repo last seen: `2026-05-17T09:02:13Z`
5037
  - first seen in snapshot: **no**
5038
  - repo association: **CONTRIBUTOR**
5039
  - repo primary artifacts: **1**
5040
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5041
+ - snapshot discussion activity: **21 comments / 0 reviews / 0 review comments**
5042
  - account age: **430 days**
5043
  - recent public PR activity: **6 PRs** (1 merged / 2 closed-unmerged / 3 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**)
5044
  - public orgs: none visible
 
7401
  Example artifacts:
7402
  - [PR #45269: Fix typos in src/transformers/utils/output_capturing.py](https://github.com/huggingface/transformers/pull/45269) — closed, merged
7403
 
7404
+ ### `saadkhaleeq610`
7405
+
7406
+ - profile: [github.com/saadkhaleeq610](https://github.com/saadkhaleeq610)
7407
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asaadkhaleeq610)
7408
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asaadkhaleeq610)
7409
+ - repo first seen: `2026-05-17T07:52:23Z`
7410
+ - repo last seen: `2026-05-17T07:52:23Z`
7411
+ - first seen in snapshot: **yes**
7412
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
7413
+ - repo primary artifacts: **1**
7414
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
7415
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
7416
+ - account age: **2359 days**
7417
+ - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
7418
+ - public orgs: none visible
7419
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
7420
+ - heuristic read: **high open PR share; targets high-star repos**
7421
+
7422
+ Example artifacts:
7423
+ - [PR #46010: fix(cache): StaticCache.get_seq_length() now returns int instead of Tensor](https://github.com/huggingface/transformers/pull/46010) — open
7424
+
7425
  ### `sachinkumarsingh092`
7426
 
7427
  - profile: [github.com/sachinkumarsingh092](https://github.com/sachinkumarsingh092)
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@@ -1094,7 +1094,7 @@
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  {
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1762
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@@ -1843,11 +1843,11 @@
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@@ -1858,11 +1858,11 @@
1858
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1860
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1875
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@@ -2045,7 +2045,7 @@
2045
  46005
2046
  ],
2047
  "representative_pr_number": 46005,
2048
- "average_similarity": 0.695,
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2050
  "shared_filenames": [
2051
  "src/transformers/cache_utils.py"
@@ -2059,7 +2059,7 @@
2059
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2065
  "concentration_similarity": 1.0,
@@ -2074,8 +2074,8 @@
2074
  {
2075
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