evalstate HF Staff commited on
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Refresh transformers dataset snapshot 20260704T180019Z

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+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aevnsnclr",
12996
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aevnsnclr",
12997
+ "repo_first_seen_at": "2026-07-04T15:08:32Z",
12998
+ "repo_last_seen_at": "2026-07-04T16:10:32Z",
12999
+ "repo_primary_artifact_count": 2,
13000
+ "repo_artifact_count": 2,
13001
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13002
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13003
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13004
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13005
+ "snapshot_review_comment_count": 0,
13006
+ "repo_association": "FIRST_TIME_CONTRIBUTOR",
13007
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13008
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13009
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13010
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13011
+ "enrichment_source": "live",
13012
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13013
+ "account_age_days": 1082,
13014
+ "young_account": false,
13015
+ "follow_through_score": "weak",
13016
+ "breadth_score": "low",
13017
+ "automation_risk_signal": "low",
13018
+ "heuristic_note": "high open PR share; targets high-star repos",
13019
+ "public_orgs": [],
13020
+ "activity": {
13021
+ "visible_authored_pr_count": 4,
13022
+ "merged_pr_count": 0,
13023
+ "closed_unmerged_pr_count": 0,
13024
+ "open_pr_count": 4,
13025
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13026
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13027
+ "still_open_pr_rate": 1.0,
13028
+ "distinct_repos_with_authored_prs": 2,
13029
+ "distinct_repos_with_open_prs": 2
13030
+ },
13031
+ "examples": {
13032
+ "pull_requests": [
13033
+ {
13034
+ "kind": "pull_request",
13035
+ "number": 47071,
13036
+ "title": "Don't crash the ASR pipeline when an installed torchcodec cannot be imported",
13037
+ "url": "https://github.com/huggingface/transformers/pull/47071",
13038
+ "state": "open",
13039
+ "merged": false,
13040
+ "draft": false,
13041
+ "created_at": "2026-07-04T16:10:32Z"
13042
+ }
13043
+ ],
13044
+ "issues": [
13045
+ {
13046
+ "kind": "issue",
13047
+ "number": 47070,
13048
+ "title": "ASR pipeline: unconditional torchcodec import crashes on broken torchcodec installs",
13049
+ "url": "https://github.com/huggingface/transformers/issues/47070",
13050
+ "state": "open",
13051
+ "merged": null,
13052
+ "draft": null,
13053
+ "created_at": "2026-07-04T15:08:32Z"
13054
+ }
13055
+ ]
13056
+ },
13057
+ "fetch_error": null
13058
+ },
13059
  {
13060
  "author_login": "Heatdh",
13061
  "name": "Rayen Dhahri",
 
13550
  "snapshot_review_count": 0,
13551
  "snapshot_review_comment_count": 0,
13552
  "repo_association": "FIRST_TIME_CONTRIBUTOR",
13553
+ "new_to_repo": false,
13554
+ "first_seen_in_snapshot": false,
13555
  "known_via_prior_merged_pr": false,
13556
+ "report_reason": null,
13557
+ "enrichment_source": "previous_report",
13558
+ "live_refetch_skipped": true,
13559
  "account_age_days": 661,
13560
  "young_account": false,
13561
  "follow_through_score": "weak",
 
14589
  "snapshot_review_count": 0,
14590
  "snapshot_review_comment_count": 0,
14591
  "repo_association": "FIRST_TIME_CONTRIBUTOR",
14592
+ "new_to_repo": false,
14593
+ "first_seen_in_snapshot": false,
14594
  "known_via_prior_merged_pr": false,
14595
+ "report_reason": null,
14596
+ "enrichment_source": "previous_report",
14597
+ "live_refetch_skipped": true,
14598
  "account_age_days": 1898,
14599
  "young_account": false,
14600
  "follow_through_score": "strong",
 
15031
  },
15032
  "fetch_error": null
15033
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
15034
  {
15035
  "author_login": "AlexWortega",
15036
  "name": "Alex Wortega",
 
19913
  },
19914
  "fetch_error": null
19915
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
19916
  {
19917
  "author_login": "Mi-Jiazhi",
19918
  "name": "Mi Jiazhi",
new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260704T120019Z`
4
- - Generated: `2026-07-04T12:01:16Z`
5
  - Activity window: `60d`
6
- - Contributors: `346`
7
 
8
  ## Summary
9
 
@@ -63,14 +63,13 @@
63
  | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
64
  | `kamran-nizamani` | [profile](https://github.com/kamran-nizamani) | no | CONTRIBUTOR | 622d | `2026-06-11T21:16:42Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
65
  | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-09-05T15:52:11Z` | 5 | 0 | strong | moderate | low | high recent PR volume |
 
66
  | `Sriniketh24` | [profile](https://github.com/Sriniketh24) | no | CONTRIBUTOR | 609d | `2026-05-18T14:39:34Z` | 5 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
67
  | `Dev-X25874` | [profile](https://github.com/Dev-X25874) | no | FIRST_TIME_CONTRIBUTOR | 4d | `2026-05-13T10:45:04Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
68
  | `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3573d | `2026-04-02T19:05:35Z` | 4 | 0 | strong | low | low | targets high-star repos |
69
  | `irfaan101` | [profile](https://github.com/irfaan101) | no | CONTRIBUTOR | 613d | `2026-05-16T11:43:33Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
70
  | `muhamedfazalps` | [profile](https://github.com/muhamedfazalps) | no | CONTRIBUTOR | 1469d | `2026-06-23T06:57:49Z` | 4 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
71
  | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 4 | 0 | mixed | low | low | — |
72
- | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 4 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
73
- | `SebTardif` | [profile](https://github.com/SebTardif) | no | CONTRIBUTOR | 5216d | `2026-05-19T17:17:53Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
74
  | `TheShreyanshiDwivedi` | [profile](https://github.com/TheShreyanshiDwivedi) | no | NONE | 87d | `2026-05-15T10:01:57Z` | 4 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
75
  | `ZAID646` | [profile](https://github.com/ZAID646) | no | FIRST_TIME_CONTRIBUTOR | 1315d | `2026-07-01T18:24:26Z` | 4 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
76
  | `qflen` | [profile](https://github.com/qflen) | no | CONTRIBUTOR | 479d | `2026-04-25T02:09:42Z` | 3 | 4 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
@@ -93,11 +92,11 @@
93
  | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
94
  | `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 5 | 5 | strong | moderate | low | high recent PR volume |
95
  | `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2872d | `2025-11-10T23:38:23Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
96
- | `CharlieKerfoot` | [profile](https://github.com/CharlieKerfoot) | no | CONTRIBUTOR | 1583d | `2026-05-03T18:22:43Z` | 5 | 0 | weak | moderate | low | high recent PR volume; targets high-star repos |
97
  | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3449d | `2026-03-09T09:03:10Z` | 5 | 0 | mixed | low | low | — |
98
  | `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2500d | `2025-10-30T12:45:06Z` | 4 | 1 | mixed | moderate | low | — |
99
  | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
100
  | `dhruv7477` | [profile](https://github.com/dhruv7477) | no | CONTRIBUTOR | 1645d | `2026-04-29T09:34:56Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 
101
  | `Abineshabee` | [profile](https://github.com/Abineshabee) | no | CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 3 | 2 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
102
  | `gante` | [profile](https://github.com/gante) | no | CONTRIBUTOR | 4054d | `2023-02-24T12:09:33Z` | 3 | 2 | strong | low | low | targets high-star repos |
103
  | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | FIRST_TIME_CONTRIBUTOR | 1556d | `2026-03-07T22:12:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -132,10 +131,8 @@
132
  | `poojansatani` | [profile](https://github.com/poojansatani) | no | FIRST_TIME_CONTRIBUTOR | 1048d | `2026-05-16T15:35:41Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
133
  | `primordialomegazero` | [profile](https://github.com/primordialomegazero) | no | FIRST_TIME_CONTRIBUTOR | 98d | `2026-06-18T22:40:42Z` | 2 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
134
  | `punyamodi` | [profile](https://github.com/punyamodi) | no | CONTRIBUTOR | 2156d | `2026-06-12T08:32:21Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
135
- | `ranjithchinnanan` | [profile](https://github.com/ranjithchinnanan) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-05-05T12:03:53Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
136
  | `rmotgi1227` | [profile](https://github.com/rmotgi1227) | no | NONE | 295d | `2026-05-12T21:21:10Z` | 2 | 0 | mixed | moderate | low | young account; targets high-star repos |
137
  | `rohanbalsaraf` | [profile](https://github.com/rohanbalsaraf) | no | FIRST_TIME_CONTRIBUTOR | 1145d | `2026-05-20T11:01:54Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
138
- | `SindhuRaghuram97` | [profile](https://github.com/SindhuRaghuram97) | no | CONTRIBUTOR | 1319d | `2026-05-05T14:47:02Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
139
  | `w-Jessamine` | [profile](https://github.com/w-Jessamine) | no | FIRST_TIME_CONTRIBUTOR | 980d | `2026-06-28T20:34:00Z` | 2 | 0 | weak | moderate | low | high open PR share |
140
  | `XananasX7` | [profile](https://github.com/XananasX7) | no | NONE | 116d | `2026-06-28T03:40:37Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share |
141
  | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 3012d | `2025-12-02T16:00:11Z` | 19 | 7 | strong | high | low | high recent PR volume; broad repo spread; targets high-star repos |
@@ -163,7 +160,9 @@
163
  | `joerowell` | [profile](https://github.com/joerowell) | no | CONTRIBUTOR | 3394d | `2026-04-28T08:24:28Z` | 2 | 0 | strong | low | low | targets high-star repos |
164
  | `lgeiger` | [profile](https://github.com/lgeiger) | no | CONTRIBUTOR | 3947d | `2026-04-30T12:35:42Z` | 2 | 0 | mixed | moderate | low | — |
165
  | `lucianommartins` | [profile](https://github.com/lucianommartins) | no | CONTRIBUTOR | 3503d | `2026-04-05T22:07:53Z` | 2 | 0 | weak | low | low | no visible non-self stars; targets high-star repos |
 
166
  | `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | CONTRIBUTOR | 1796d | `2026-04-06T18:01:42Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 
167
  | `zRzRzRzRzRzRzR` | [profile](https://github.com/zRzRzRzRzRzRzR) | no | CONTRIBUTOR | 1671d | `2026-01-21T13:37:27Z` | 2 | 0 | strong | moderate | low | targets high-star repos |
168
  | `ir2718` | [profile](https://github.com/ir2718) | no | CONTRIBUTOR | 1648d | `2026-05-21T13:18:46Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
169
  | `kndtran` | [profile](https://github.com/kndtran) | no | CONTRIBUTOR | 3650d | `2026-05-06T18:23:26Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
@@ -173,6 +172,7 @@
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
  | `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 |
@@ -180,7 +180,7 @@
180
  | `kasakh` | [profile](https://github.com/kasakh) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-05-10T06:09:08Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
181
  | `kratos0718` | [profile](https://github.com/kratos0718) | no | NONE | 427d | `2026-05-27T07:20:35Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
182
  | `LauraGPT` | [profile](https://github.com/LauraGPT) | no | FIRST_TIME_CONTRIBUTOR | 3699d | `2026-05-24T11:07:04Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
183
- | `Madhav-000-s` | [profile](https://github.com/Madhav-000-s) | yes | FIRST_TIME_CONTRIBUTOR | 661d | `2026-07-03T19:34:26Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
184
  | `mjkmain` | [profile](https://github.com/mjkmain) | no | NONE | 2071d | `2026-06-04T22:13:07Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
185
  | `nealwu` | [profile](https://github.com/nealwu) | no | CONTRIBUTOR | 5508d | `2026-05-12T03:11:36Z` | 1 | 1 | strong | low | low | — |
186
  | `nunq` | [profile](https://github.com/nunq) | no | CONTRIBUTOR | 2694d | `2026-05-08T00:29:00Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -196,7 +196,7 @@
196
  | `aaronmjz` | [profile](https://github.com/aaronmjz) | no | FIRST_TIMER | 1072d | `2026-05-10T17:17:58Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
197
  | `abcd1927` | [profile](https://github.com/abcd1927) | no | CONTRIBUTOR | 2561d | `2026-05-18T08:06:44Z` | 1 | 0 | strong | low | low | targets high-star repos |
198
  | `abderahmane-ai` | [profile](https://github.com/abderahmane-ai) | no | NONE | 294d | `2026-06-18T22:40:41Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
199
- | `abhishekkapoorx` | [profile](https://github.com/abhishekkapoorx) | yes | FIRST_TIME_CONTRIBUTOR | 1898d | `2026-07-04T09:19:12Z` | 1 | 0 | strong | low | low | — |
200
  | `adhavan18` | [profile](https://github.com/adhavan18) | no | NONE | 1585d | `2026-06-15T11:44:11Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
201
  | `Aditya-ad48` | [profile](https://github.com/Aditya-ad48) | no | FIRST_TIME_CONTRIBUTOR | 705d | `2026-05-24T09:20:39Z` | 1 | 0 | weak | moderate | low | high open PR share |
202
  | `adityasingh2400` | [profile](https://github.com/adityasingh2400) | no | NONE | 2313d | `2026-05-21T11:23:35Z` | 1 | 0 | weak | high | medium | extremely high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
@@ -204,7 +204,6 @@
204
  | `Ahwar` | [profile](https://github.com/Ahwar) | no | FIRST_TIME_CONTRIBUTOR | 3615d | `2026-06-05T15:26:06Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
205
  | `AjAyrAo43` | [profile](https://github.com/AjAyrAo43) | no | FIRST_TIME_CONTRIBUTOR | 303d | `2026-05-10T17:28:09Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
206
  | `akoumpa` | [profile](https://github.com/akoumpa) | no | FIRST_TIME_CONTRIBUTOR | 917d | `2026-06-10T19:31:49Z` | 1 | 0 | mixed | low | low | high recent PR volume |
207
- | `Aktharnvdv` | [profile](https://github.com/Aktharnvdv) | no | NONE | 1965d | `2026-05-05T15:06:46Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
208
  | `AlexWortega` | [profile](https://github.com/AlexWortega) | no | NONE | 3256d | `2026-05-28T12:43:05Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
209
  | `amanv0007` | [profile](https://github.com/amanv0007) | no | NONE | 549d | `2026-05-15T06:25:42Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
210
  | `amauryfa` | [profile](https://github.com/amauryfa) | no | FIRST_TIME_CONTRIBUTOR | 5598d | `2026-06-29T08:11:34Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -290,7 +289,6 @@
290
  | `mbknust` | [profile](https://github.com/mbknust) | no | NONE | 2645d | `2026-06-09T15:50:35Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
291
  | `meghana243` | [profile](https://github.com/meghana243) | no | NONE | 1291d | `2026-06-20T09:05:19Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
292
  | `MelkiZedekICT` | [profile](https://github.com/MelkiZedekICT) | no | NONE | 515d | `2026-06-17T17:52:55Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
293
- | `Melnuno` | [profile](https://github.com/Melnuno) | no | NONE | 2376d | `2026-05-05T17:30:41Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
294
  | `Mi-Jiazhi` | [profile](https://github.com/Mi-Jiazhi) | no | CONTRIBUTOR | 2414d | `2026-06-04T14:08:08Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
295
  | `Minato95-ayu` | [profile](https://github.com/Minato95-ayu) | no | FIRST_TIME_CONTRIBUTOR | 657d | `2026-06-16T07:26:24Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
296
  | `mironable` | [profile](https://github.com/mironable) | no | FIRST_TIME_CONTRIBUTOR | 3559d | `2026-06-15T12:56:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -536,12 +534,12 @@ Example artifacts:
536
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
537
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
538
  - repo first seen: `2025-08-26T12:13:50Z`
539
- - repo last seen: `2026-07-03T16:16:00Z`
540
  - first seen in snapshot: **no**
541
  - repo association: **MEMBER**
542
  - repo primary artifacts: **60**
543
  - snapshot authored PRs/issues: **58 PRs / 2 issues**
544
- - snapshot discussion activity: **767 comments / 1416 reviews / 5800 review comments**
545
  - account age: **1991 days**
546
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
547
  - public orgs: none visible
@@ -985,7 +983,7 @@ Example artifacts:
985
  - heuristic read: **high recent PR volume; broad repo spread; targets high-star repos**
986
 
987
  Example artifacts:
988
- - [PR #46642: [DiffusionGemma] Return router logits and load balancing loss](https://github.com/huggingface/transformers/pull/46642) — open
989
  - [PR #46595: [DiffusionGemma] Add DDIM and block refinement samplers](https://github.com/huggingface/transformers/pull/46595) — closed
990
  - [PR #46572: [DiffusionGemma] Support gradient checkpointing](https://github.com/huggingface/transformers/pull/46572) — open
991
 
@@ -1042,12 +1040,12 @@ Example artifacts:
1042
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunt-ing)
1043
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunt-ing)
1044
  - repo first seen: `2026-06-18T09:58:22Z`
1045
- - repo last seen: `2026-07-04T09:35:59Z`
1046
  - first seen in snapshot: **no**
1047
  - repo association: **CONTRIBUTOR**
1048
  - repo primary artifacts: **19**
1049
  - snapshot authored PRs/issues: **19 PRs / 0 issues**
1050
- - snapshot discussion activity: **11 comments / 3 reviews / 3 review comments**
1051
  - account age: **2841 days**
1052
  - recent public PR activity: **52 PRs** (17 merged / 6 closed-unmerged / 29 open; merged rate **33%**, closed-unmerged rate **12%**, open rate **56%**)
1053
  - public orgs: none visible
@@ -1055,7 +1053,7 @@ Example artifacts:
1055
  - heuristic read: **high recent PR volume; high open PR share; targets high-star repos**
1056
 
1057
  Example artifacts:
1058
- - [PR #47063: Fix legacy Qwen3-ASR checkpoint loading](https://github.com/huggingface/transformers/pull/47063) — open
1059
  - [PR #47060: Fix Qwen Omni batched text post-processing](https://github.com/huggingface/transformers/pull/47060) — open
1060
  - [PR #47051: Forward direct generation kwargs in multimodal generation pipelines](https://github.com/huggingface/transformers/pull/47051) — open
1061
 
@@ -1645,6 +1643,29 @@ Example artifacts:
1645
  - [PR #46523: feat: bump safetensors to `0.8.0`](https://github.com/huggingface/transformers/pull/46523) — closed, merged
1646
  - [PR #46239: fix: cache warmup `RuntimeError` on mps](https://github.com/huggingface/transformers/pull/46239) — closed, merged
1647
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1648
  ### `Sriniketh24`
1649
 
1650
  - profile: [github.com/Sriniketh24](https://github.com/Sriniketh24)
@@ -1783,52 +1804,6 @@ Example artifacts:
1783
  - [PR #46207: Use inspect.getsource instead of open() for source-reading in _can_set_*_implementation](https://github.com/huggingface/transformers/pull/46207) — closed, merged
1784
  - [PR #46152: Avoid reading self source code via file open()](https://github.com/huggingface/transformers/pull/46152) — open
1785
 
1786
- ### `rigen1048`
1787
-
1788
- - profile: [github.com/rigen1048](https://github.com/rigen1048)
1789
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arigen1048)
1790
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arigen1048)
1791
- - repo first seen: `2026-04-28T15:23:48Z`
1792
- - repo last seen: `2026-06-07T18:25:04Z`
1793
- - first seen in snapshot: **no**
1794
- - repo association: **CONTRIBUTOR**
1795
- - repo primary artifacts: **4**
1796
- - snapshot authored PRs/issues: **4 PRs / 0 issues**
1797
- - snapshot discussion activity: **17 comments / 0 reviews / 0 review comments**
1798
- - account age: **92 days**
1799
- - recent public PR activity: **5 PRs** (0 merged / 3 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **60%**, open rate **40%**)
1800
- - public orgs: none visible
1801
- - compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
1802
- - heuristic read: **young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
1803
-
1804
- Example artifacts:
1805
- - [PR #46477: fix: sanitize path separators in _sanitize_module_name to prevent path traversal chars](https://github.com/huggingface/transformers/pull/46477) — closed
1806
- - [PR #45840: fix: ModuleNotFoundError caused by distributed race condition in ci/cd](https://github.com/huggingface/transformers/pull/45840) — open
1807
- - [PR #45787: fix: ModuleNotFoundError caused by distributed race condition in ci/cd test](https://github.com/huggingface/transformers/pull/45787) — closed
1808
-
1809
- ### `SebTardif`
1810
-
1811
- - profile: [github.com/SebTardif](https://github.com/SebTardif)
1812
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASebTardif)
1813
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASebTardif)
1814
- - repo first seen: `2026-05-19T17:17:53Z`
1815
- - repo last seen: `2026-05-29T16:20:41Z`
1816
- - first seen in snapshot: **no**
1817
- - repo association: **CONTRIBUTOR**
1818
- - repo primary artifacts: **4**
1819
- - snapshot authored PRs/issues: **4 PRs / 0 issues**
1820
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
1821
- - account age: **5216 days**
1822
- - recent public PR activity: **206 PRs** (55 merged / 59 closed-unmerged / 92 open; merged rate **27%**, closed-unmerged rate **29%**, open rate **45%**)
1823
- - public orgs: none visible
1824
- - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
1825
- - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
1826
-
1827
- Example artifacts:
1828
- - [PR #46288: Export is_falcon_mamba_ssm_available from utils](https://github.com/huggingface/transformers/pull/46288) — closed
1829
- - [PR #46263: Replace assert with raise ImportError for optuna/ray dependency checks](https://github.com/huggingface/transformers/pull/46263) — closed, merged
1830
- - [PR #46227: Fix inverted assertion in remove_handler](https://github.com/huggingface/transformers/pull/46227) — closed, merged
1831
-
1832
  ### `TheShreyanshiDwivedi`
1833
 
1834
  - profile: [github.com/TheShreyanshiDwivedi](https://github.com/TheShreyanshiDwivedi)
@@ -2345,29 +2320,6 @@ Example artifacts:
2345
  - [PR #46872: Fix RT-DETR extra feature-level projection indexing (#46832)](https://github.com/huggingface/transformers/pull/46872) — closed
2346
  - [PR #45073: Refactor OwlViT to modular Transformers](https://github.com/huggingface/transformers/pull/45073) — open
2347
 
2348
- ### `CharlieKerfoot`
2349
-
2350
- - profile: [github.com/CharlieKerfoot](https://github.com/CharlieKerfoot)
2351
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACharlieKerfoot)
2352
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACharlieKerfoot)
2353
- - repo first seen: `2026-05-03T18:22:43Z`
2354
- - repo last seen: `2026-05-05T17:24:06Z`
2355
- - first seen in snapshot: **no**
2356
- - repo association: **CONTRIBUTOR**
2357
- - repo primary artifacts: **5**
2358
- - snapshot authored PRs/issues: **5 PRs / 0 issues**
2359
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
2360
- - account age: **1583 days**
2361
- - recent public PR activity: **37 PRs** (12 merged / 13 closed-unmerged / 12 open; merged rate **32%**, closed-unmerged rate **35%**, open rate **32%**)
2362
- - public orgs: none visible
2363
- - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
2364
- - heuristic read: **high recent PR volume; targets high-star repos**
2365
-
2366
- Example artifacts:
2367
- - [PR #45792: fix: forward use_cache kwarg to attention mixer in nemotron_h](https://github.com/huggingface/transformers/pull/45792) — closed, merged
2368
- - [PR #45791: fix: validate special token ids against attribute values](https://github.com/huggingface/transformers/pull/45791) — closed, merged
2369
- - [PR #45757: fix: align attention_mask padding with appended eos token in clvp](https://github.com/huggingface/transformers/pull/45757) — closed
2370
-
2371
  ### `kmswin1`
2372
 
2373
  - profile: [github.com/kmswin1](https://github.com/kmswin1)
@@ -2461,6 +2413,29 @@ Example artifacts:
2461
  - [PR #47061: Fix device_map="auto" under-packing that spills quantized models to cpu (#46823)](https://github.com/huggingface/transformers/pull/47061) — open
2462
  - [PR #45752: Fix unhandled exception noise from background safetensors conversion thread](https://github.com/huggingface/transformers/pull/45752) — closed, merged
2463
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2464
  ### `Abineshabee`
2465
 
2466
  - profile: [github.com/Abineshabee](https://github.com/Abineshabee)
@@ -3224,28 +3199,6 @@ Example artifacts:
3224
  - [PR #46778: Raise clear ValueError for empty conversation in apply_chat_template](https://github.com/huggingface/transformers/pull/46778) — closed
3225
  - [PR #46592: Fix regression in ProcessorMixin._load_tokenizer_from_pretrained for tokenizers at root](https://github.com/huggingface/transformers/pull/46592) — closed, merged
3226
 
3227
- ### `ranjithchinnanan`
3228
-
3229
- - profile: [github.com/ranjithchinnanan](https://github.com/ranjithchinnanan)
3230
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aranjithchinnanan)
3231
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aranjithchinnanan)
3232
- - repo first seen: `2026-05-05T12:03:53Z`
3233
- - repo last seen: `2026-06-02T11:29:05Z`
3234
- - first seen in snapshot: **no**
3235
- - repo association: **FIRST_TIME_CONTRIBUTOR**
3236
- - repo primary artifacts: **2**
3237
- - snapshot authored PRs/issues: **2 PRs / 0 issues**
3238
- - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
3239
- - account age: **1911 days**
3240
- - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3241
- - public orgs: none visible
3242
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
3243
- - heuristic read: **high open PR share; targets high-star repos**
3244
-
3245
- Example artifacts:
3246
- - [PR #46330: Fix: strip EOS token when continue_final_message=True in MistralCommo…](https://github.com/huggingface/transformers/pull/46330) — open
3247
- - [PR #45784: fix: remove upper bound on tokenizers version constraint](https://github.com/huggingface/transformers/pull/45784) — closed
3248
-
3249
  ### `rmotgi1227`
3250
 
3251
  - profile: [github.com/rmotgi1227](https://github.com/rmotgi1227)
@@ -3290,28 +3243,6 @@ Example artifacts:
3290
  - [PR #46124: Fix crash and tokenization mismatch in speculative decoding with different tokenizers](https://github.com/huggingface/transformers/pull/46124) — open
3291
  - [PR #46117: [Generation] Fix continuous batching crash when out of memory during …](https://github.com/huggingface/transformers/pull/46117) — closed
3292
 
3293
- ### `SindhuRaghuram97`
3294
-
3295
- - profile: [github.com/SindhuRaghuram97](https://github.com/SindhuRaghuram97)
3296
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASindhuRaghuram97)
3297
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASindhuRaghuram97)
3298
- - repo first seen: `2026-05-05T14:47:02Z`
3299
- - repo last seen: `2026-05-09T02:19:50Z`
3300
- - first seen in snapshot: **no**
3301
- - repo association: **CONTRIBUTOR**
3302
- - repo primary artifacts: **2**
3303
- - snapshot authored PRs/issues: **2 PRs / 0 issues**
3304
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
3305
- - account age: **1319 days**
3306
- - recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
3307
- - public orgs: none visible
3308
- - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
3309
- - heuristic read: **no visible non-self stars; targets high-star repos**
3310
-
3311
- Example artifacts:
3312
- - [PR #45855: -](https://github.com/huggingface/transformers/pull/45855) — closed, draft
3313
- - [PR #45788: First model](https://github.com/huggingface/transformers/pull/45788) — closed, merged
3314
-
3315
  ### `w-Jessamine`
3316
 
3317
  - profile: [github.com/w-Jessamine](https://github.com/w-Jessamine)
@@ -3939,6 +3870,28 @@ Example artifacts:
3939
  - [PR #46274: Fix StopIteration crash in ProcessorMixin.get_text_with_replacements for unmatched multimodal tokens](https://github.com/huggingface/transformers/pull/46274) — closed
3940
  - [PR #45257: [Gemma4] Fix chat template and stop tokens for OpenAI tool calling compatibility](https://github.com/huggingface/transformers/pull/45257) — closed, draft
3941
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3942
  ### `ryota-komatsu`
3943
 
3944
  - profile: [github.com/ryota-komatsu](https://github.com/ryota-komatsu)
@@ -3961,6 +3914,28 @@ Example artifacts:
3961
  - [PR #46141: Fix FSDP2 and distributed checkpointing imports for older PyTorch versions](https://github.com/huggingface/transformers/pull/46141) — closed, merged
3962
  - [PR #45269: Fix typos in src/transformers/utils/output_capturing.py](https://github.com/huggingface/transformers/pull/45269) — closed, merged
3963
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3964
  ### `zRzRzRzRzRzRzR`
3965
 
3966
  - profile: [github.com/zRzRzRzRzRzRzR](https://github.com/zRzRzRzRzRzRzR)
@@ -4162,6 +4137,28 @@ Example artifacts:
4162
  - [PR #46833: Fix RT-DETR indexing error when num_feature_levels exceeds backbone o…](https://github.com/huggingface/transformers/pull/46833) — closed, merged
4163
  - [Issue #46832: [RT-DETR] TypeError in RTDetrModel.forward when num_feature_levels > len(backbone outputs)](https://github.com/huggingface/transformers/issues/46832) — closed
4164
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4165
  ### `Heatdh`
4166
 
4167
  - profile: [github.com/Heatdh](https://github.com/Heatdh)
@@ -4323,7 +4320,7 @@ Example artifacts:
4323
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMadhav-000-s)
4324
  - repo first seen: `2026-07-03T19:34:26Z`
4325
  - repo last seen: `2026-07-04T08:56:14Z`
4326
- - first seen in snapshot: **yes**
4327
  - repo association: **FIRST_TIME_CONTRIBUTOR**
4328
  - repo primary artifacts: **2**
4329
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
@@ -4670,7 +4667,7 @@ Example artifacts:
4670
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aabhishekkapoorx)
4671
  - repo first seen: `2026-07-04T09:19:12Z`
4672
  - repo last seen: `2026-07-04T09:19:12Z`
4673
- - first seen in snapshot: **yes**
4674
  - repo association: **FIRST_TIME_CONTRIBUTOR**
4675
  - repo primary artifacts: **1**
4676
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -4831,27 +4828,6 @@ Example artifacts:
4831
  Example artifacts:
4832
  - [PR #46547: docs: Update NeMo Automodel getting-started docs for updated user API](https://github.com/huggingface/transformers/pull/46547) — open, draft
4833
 
4834
- ### `Aktharnvdv`
4835
-
4836
- - profile: [github.com/Aktharnvdv](https://github.com/Aktharnvdv)
4837
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAktharnvdv)
4838
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAktharnvdv)
4839
- - repo first seen: `2026-05-05T15:06:46Z`
4840
- - repo last seen: `2026-05-05T15:06:46Z`
4841
- - first seen in snapshot: **no**
4842
- - repo association: **NONE**
4843
- - repo primary artifacts: **1**
4844
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
4845
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
4846
- - account age: **1965 days**
4847
- - recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
4848
- - public orgs: none visible
4849
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
4850
- - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
4851
-
4852
- Example artifacts:
4853
- - [PR #45789: docstring](https://github.com/huggingface/transformers/pull/45789) — closed
4854
-
4855
  ### `AlexWortega`
4856
 
4857
  - profile: [github.com/AlexWortega](https://github.com/AlexWortega)
@@ -6637,27 +6613,6 @@ Example artifacts:
6637
  Example artifacts:
6638
  - [PR #46733: fix: update validation logic for fast image processor registration](https://github.com/huggingface/transformers/pull/46733) — closed
6639
 
6640
- ### `Melnuno`
6641
-
6642
- - profile: [github.com/Melnuno](https://github.com/Melnuno)
6643
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMelnuno)
6644
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMelnuno)
6645
- - repo first seen: `2026-05-05T17:30:41Z`
6646
- - repo last seen: `2026-05-05T17:30:41Z`
6647
- - first seen in snapshot: **no**
6648
- - repo association: **NONE**
6649
- - repo primary artifacts: **1**
6650
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
6651
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
6652
- - account age: **2376 days**
6653
- - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
6654
- - public orgs: none visible
6655
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
6656
- - heuristic read: **high open PR share; targets high-star repos**
6657
-
6658
- Example artifacts:
6659
- - [PR #45793: [codex] save codebase deep dive audio progress](https://github.com/huggingface/transformers/pull/45793) — closed, draft
6660
-
6661
  ### `Mi-Jiazhi`
6662
 
6663
  - profile: [github.com/Mi-Jiazhi](https://github.com/Mi-Jiazhi)
 
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
 
 
63
  | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
64
  | `kamran-nizamani` | [profile](https://github.com/kamran-nizamani) | no | CONTRIBUTOR | 622d | `2026-06-11T21:16:42Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
65
  | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-09-05T15:52:11Z` | 5 | 0 | strong | moderate | low | high recent PR volume |
66
+ | `SebTardif` | [profile](https://github.com/SebTardif) | no | CONTRIBUTOR | 5216d | `2026-05-19T17:17:53Z` | 5 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
67
  | `Sriniketh24` | [profile](https://github.com/Sriniketh24) | no | CONTRIBUTOR | 609d | `2026-05-18T14:39:34Z` | 5 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
68
  | `Dev-X25874` | [profile](https://github.com/Dev-X25874) | no | FIRST_TIME_CONTRIBUTOR | 4d | `2026-05-13T10:45:04Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
69
  | `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3573d | `2026-04-02T19:05:35Z` | 4 | 0 | strong | low | low | targets high-star repos |
70
  | `irfaan101` | [profile](https://github.com/irfaan101) | no | CONTRIBUTOR | 613d | `2026-05-16T11:43:33Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
71
  | `muhamedfazalps` | [profile](https://github.com/muhamedfazalps) | no | CONTRIBUTOR | 1469d | `2026-06-23T06:57:49Z` | 4 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
72
  | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 4 | 0 | mixed | low | low | — |
 
 
73
  | `TheShreyanshiDwivedi` | [profile](https://github.com/TheShreyanshiDwivedi) | no | NONE | 87d | `2026-05-15T10:01:57Z` | 4 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
74
  | `ZAID646` | [profile](https://github.com/ZAID646) | no | FIRST_TIME_CONTRIBUTOR | 1315d | `2026-07-01T18:24:26Z` | 4 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
75
  | `qflen` | [profile](https://github.com/qflen) | no | CONTRIBUTOR | 479d | `2026-04-25T02:09:42Z` | 3 | 4 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 
92
  | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
93
  | `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 5 | 5 | strong | moderate | low | high recent PR volume |
94
  | `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2872d | `2025-11-10T23:38:23Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 
95
  | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3449d | `2026-03-09T09:03:10Z` | 5 | 0 | mixed | low | low | — |
96
  | `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2500d | `2025-10-30T12:45:06Z` | 4 | 1 | mixed | moderate | low | — |
97
  | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
98
  | `dhruv7477` | [profile](https://github.com/dhruv7477) | no | CONTRIBUTOR | 1645d | `2026-04-29T09:34:56Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
99
+ | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 4 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
100
  | `Abineshabee` | [profile](https://github.com/Abineshabee) | no | CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 3 | 2 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
101
  | `gante` | [profile](https://github.com/gante) | no | CONTRIBUTOR | 4054d | `2023-02-24T12:09:33Z` | 3 | 2 | strong | low | low | targets high-star repos |
102
  | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | FIRST_TIME_CONTRIBUTOR | 1556d | `2026-03-07T22:12:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
131
  | `poojansatani` | [profile](https://github.com/poojansatani) | no | FIRST_TIME_CONTRIBUTOR | 1048d | `2026-05-16T15:35:41Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
132
  | `primordialomegazero` | [profile](https://github.com/primordialomegazero) | no | FIRST_TIME_CONTRIBUTOR | 98d | `2026-06-18T22:40:42Z` | 2 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
133
  | `punyamodi` | [profile](https://github.com/punyamodi) | no | CONTRIBUTOR | 2156d | `2026-06-12T08:32:21Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
134
  | `rmotgi1227` | [profile](https://github.com/rmotgi1227) | no | NONE | 295d | `2026-05-12T21:21:10Z` | 2 | 0 | mixed | moderate | low | young account; targets high-star repos |
135
  | `rohanbalsaraf` | [profile](https://github.com/rohanbalsaraf) | no | FIRST_TIME_CONTRIBUTOR | 1145d | `2026-05-20T11:01:54Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
136
  | `w-Jessamine` | [profile](https://github.com/w-Jessamine) | no | FIRST_TIME_CONTRIBUTOR | 980d | `2026-06-28T20:34:00Z` | 2 | 0 | weak | moderate | low | high open PR share |
137
  | `XananasX7` | [profile](https://github.com/XananasX7) | no | NONE | 116d | `2026-06-28T03:40:37Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share |
138
  | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 3012d | `2025-12-02T16:00:11Z` | 19 | 7 | strong | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 
160
  | `joerowell` | [profile](https://github.com/joerowell) | no | CONTRIBUTOR | 3394d | `2026-04-28T08:24:28Z` | 2 | 0 | strong | low | low | targets high-star repos |
161
  | `lgeiger` | [profile](https://github.com/lgeiger) | no | CONTRIBUTOR | 3947d | `2026-04-30T12:35:42Z` | 2 | 0 | mixed | moderate | low | — |
162
  | `lucianommartins` | [profile](https://github.com/lucianommartins) | no | CONTRIBUTOR | 3503d | `2026-04-05T22:07:53Z` | 2 | 0 | weak | low | low | no visible non-self stars; targets high-star repos |
163
+ | `ranjithchinnanan` | [profile](https://github.com/ranjithchinnanan) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-05-05T12:03:53Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
164
  | `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | CONTRIBUTOR | 1796d | `2026-04-06T18:01:42Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
165
+ | `SindhuRaghuram97` | [profile](https://github.com/SindhuRaghuram97) | no | CONTRIBUTOR | 1319d | `2026-05-05T14:47:02Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
166
  | `zRzRzRzRzRzRzR` | [profile](https://github.com/zRzRzRzRzRzRzR) | no | CONTRIBUTOR | 1671d | `2026-01-21T13:37:27Z` | 2 | 0 | strong | moderate | low | targets high-star repos |
167
  | `ir2718` | [profile](https://github.com/ir2718) | no | CONTRIBUTOR | 1648d | `2026-05-21T13:18:46Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
168
  | `kndtran` | [profile](https://github.com/kndtran) | no | CONTRIBUTOR | 3650d | `2026-05-06T18:23:26Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
 
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 |
 
180
  | `kasakh` | [profile](https://github.com/kasakh) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-05-10T06:09:08Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
181
  | `kratos0718` | [profile](https://github.com/kratos0718) | no | NONE | 427d | `2026-05-27T07:20:35Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
182
  | `LauraGPT` | [profile](https://github.com/LauraGPT) | no | FIRST_TIME_CONTRIBUTOR | 3699d | `2026-05-24T11:07:04Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
183
+ | `Madhav-000-s` | [profile](https://github.com/Madhav-000-s) | no | FIRST_TIME_CONTRIBUTOR | 661d | `2026-07-03T19:34:26Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
184
  | `mjkmain` | [profile](https://github.com/mjkmain) | no | NONE | 2071d | `2026-06-04T22:13:07Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
185
  | `nealwu` | [profile](https://github.com/nealwu) | no | CONTRIBUTOR | 5508d | `2026-05-12T03:11:36Z` | 1 | 1 | strong | low | low | — |
186
  | `nunq` | [profile](https://github.com/nunq) | no | CONTRIBUTOR | 2694d | `2026-05-08T00:29:00Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 
196
  | `aaronmjz` | [profile](https://github.com/aaronmjz) | no | FIRST_TIMER | 1072d | `2026-05-10T17:17:58Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
197
  | `abcd1927` | [profile](https://github.com/abcd1927) | no | CONTRIBUTOR | 2561d | `2026-05-18T08:06:44Z` | 1 | 0 | strong | low | low | targets high-star repos |
198
  | `abderahmane-ai` | [profile](https://github.com/abderahmane-ai) | no | NONE | 294d | `2026-06-18T22:40:41Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
199
+ | `abhishekkapoorx` | [profile](https://github.com/abhishekkapoorx) | no | FIRST_TIME_CONTRIBUTOR | 1898d | `2026-07-04T09:19:12Z` | 1 | 0 | strong | low | low | — |
200
  | `adhavan18` | [profile](https://github.com/adhavan18) | no | NONE | 1585d | `2026-06-15T11:44:11Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
201
  | `Aditya-ad48` | [profile](https://github.com/Aditya-ad48) | no | FIRST_TIME_CONTRIBUTOR | 705d | `2026-05-24T09:20:39Z` | 1 | 0 | weak | moderate | low | high open PR share |
202
  | `adityasingh2400` | [profile](https://github.com/adityasingh2400) | no | NONE | 2313d | `2026-05-21T11:23:35Z` | 1 | 0 | weak | high | medium | extremely high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 
204
  | `Ahwar` | [profile](https://github.com/Ahwar) | no | FIRST_TIME_CONTRIBUTOR | 3615d | `2026-06-05T15:26:06Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
205
  | `AjAyrAo43` | [profile](https://github.com/AjAyrAo43) | no | FIRST_TIME_CONTRIBUTOR | 303d | `2026-05-10T17:28:09Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
206
  | `akoumpa` | [profile](https://github.com/akoumpa) | no | FIRST_TIME_CONTRIBUTOR | 917d | `2026-06-10T19:31:49Z` | 1 | 0 | mixed | low | low | high recent PR volume |
 
207
  | `AlexWortega` | [profile](https://github.com/AlexWortega) | no | NONE | 3256d | `2026-05-28T12:43:05Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
208
  | `amanv0007` | [profile](https://github.com/amanv0007) | no | NONE | 549d | `2026-05-15T06:25:42Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
209
  | `amauryfa` | [profile](https://github.com/amauryfa) | no | FIRST_TIME_CONTRIBUTOR | 5598d | `2026-06-29T08:11:34Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 
289
  | `mbknust` | [profile](https://github.com/mbknust) | no | NONE | 2645d | `2026-06-09T15:50:35Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
290
  | `meghana243` | [profile](https://github.com/meghana243) | no | NONE | 1291d | `2026-06-20T09:05:19Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
291
  | `MelkiZedekICT` | [profile](https://github.com/MelkiZedekICT) | no | NONE | 515d | `2026-06-17T17:52:55Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
292
  | `Mi-Jiazhi` | [profile](https://github.com/Mi-Jiazhi) | no | CONTRIBUTOR | 2414d | `2026-06-04T14:08:08Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
293
  | `Minato95-ayu` | [profile](https://github.com/Minato95-ayu) | no | FIRST_TIME_CONTRIBUTOR | 657d | `2026-06-16T07:26:24Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
294
  | `mironable` | [profile](https://github.com/mironable) | no | FIRST_TIME_CONTRIBUTOR | 3559d | `2026-06-15T12:56:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
534
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
535
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
536
  - repo first seen: `2025-08-26T12:13:50Z`
537
+ - repo last seen: `2026-07-04T15:14:32Z`
538
  - first seen in snapshot: **no**
539
  - repo association: **MEMBER**
540
  - repo primary artifacts: **60**
541
  - snapshot authored PRs/issues: **58 PRs / 2 issues**
542
+ - snapshot discussion activity: **768 comments / 1416 reviews / 5800 review comments**
543
  - account age: **1991 days**
544
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
545
  - public orgs: none visible
 
983
  - heuristic read: **high recent PR volume; broad repo spread; targets high-star repos**
984
 
985
  Example artifacts:
986
+ - [PR #46642: 🚨 [DiffusionGemma] Return router logits and load balancing loss](https://github.com/huggingface/transformers/pull/46642) — open
987
  - [PR #46595: [DiffusionGemma] Add DDIM and block refinement samplers](https://github.com/huggingface/transformers/pull/46595) — closed
988
  - [PR #46572: [DiffusionGemma] Support gradient checkpointing](https://github.com/huggingface/transformers/pull/46572) — open
989
 
 
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
 
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
 
 
1643
  - [PR #46523: feat: bump safetensors to `0.8.0`](https://github.com/huggingface/transformers/pull/46523) — closed, merged
1644
  - [PR #46239: fix: cache warmup `RuntimeError` on mps](https://github.com/huggingface/transformers/pull/46239) — closed, merged
1645
 
1646
+ ### `SebTardif`
1647
+
1648
+ - profile: [github.com/SebTardif](https://github.com/SebTardif)
1649
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASebTardif)
1650
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASebTardif)
1651
+ - repo first seen: `2026-05-19T17:17:53Z`
1652
+ - repo last seen: `2026-07-04T14:24:22Z`
1653
+ - first seen in snapshot: **no**
1654
+ - repo association: **CONTRIBUTOR**
1655
+ - repo primary artifacts: **5**
1656
+ - snapshot authored PRs/issues: **5 PRs / 0 issues**
1657
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
1658
+ - account age: **5216 days**
1659
+ - recent public PR activity: **206 PRs** (55 merged / 59 closed-unmerged / 92 open; merged rate **27%**, closed-unmerged rate **29%**, open rate **45%**)
1660
+ - public orgs: none visible
1661
+ - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
1662
+ - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
1663
+
1664
+ Example artifacts:
1665
+ - [PR #47069: fix: allow num_labels property to return None when id2label is unset](https://github.com/huggingface/transformers/pull/47069) — open
1666
+ - [PR #46288: Export is_falcon_mamba_ssm_available from utils](https://github.com/huggingface/transformers/pull/46288) — closed
1667
+ - [PR #46263: Replace assert with raise ImportError for optuna/ray dependency checks](https://github.com/huggingface/transformers/pull/46263) — closed, merged
1668
+
1669
  ### `Sriniketh24`
1670
 
1671
  - profile: [github.com/Sriniketh24](https://github.com/Sriniketh24)
 
1804
  - [PR #46207: Use inspect.getsource instead of open() for source-reading in _can_set_*_implementation](https://github.com/huggingface/transformers/pull/46207) — closed, merged
1805
  - [PR #46152: Avoid reading self source code via file open()](https://github.com/huggingface/transformers/pull/46152) — open
1806
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1807
  ### `TheShreyanshiDwivedi`
1808
 
1809
  - profile: [github.com/TheShreyanshiDwivedi](https://github.com/TheShreyanshiDwivedi)
 
2320
  - [PR #46872: Fix RT-DETR extra feature-level projection indexing (#46832)](https://github.com/huggingface/transformers/pull/46872) — closed
2321
  - [PR #45073: Refactor OwlViT to modular Transformers](https://github.com/huggingface/transformers/pull/45073) — open
2322
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2323
  ### `kmswin1`
2324
 
2325
  - profile: [github.com/kmswin1](https://github.com/kmswin1)
 
2413
  - [PR #47061: Fix device_map="auto" under-packing that spills quantized models to cpu (#46823)](https://github.com/huggingface/transformers/pull/47061) — open
2414
  - [PR #45752: Fix unhandled exception noise from background safetensors conversion thread](https://github.com/huggingface/transformers/pull/45752) — closed, merged
2415
 
2416
+ ### `rigen1048`
2417
+
2418
+ - profile: [github.com/rigen1048](https://github.com/rigen1048)
2419
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arigen1048)
2420
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arigen1048)
2421
+ - repo first seen: `2026-04-28T15:23:48Z`
2422
+ - repo last seen: `2026-06-07T18:25:04Z`
2423
+ - first seen in snapshot: **no**
2424
+ - repo association: **CONTRIBUTOR**
2425
+ - repo primary artifacts: **4**
2426
+ - snapshot authored PRs/issues: **4 PRs / 0 issues**
2427
+ - snapshot discussion activity: **17 comments / 0 reviews / 0 review comments**
2428
+ - account age: **92 days**
2429
+ - recent public PR activity: **5 PRs** (0 merged / 3 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **60%**, open rate **40%**)
2430
+ - public orgs: none visible
2431
+ - compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
2432
+ - heuristic read: **young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
2433
+
2434
+ Example artifacts:
2435
+ - [PR #46477: fix: sanitize path separators in _sanitize_module_name to prevent path traversal chars](https://github.com/huggingface/transformers/pull/46477) — closed
2436
+ - [PR #45840: fix: ModuleNotFoundError caused by distributed race condition in ci/cd](https://github.com/huggingface/transformers/pull/45840) — open
2437
+ - [PR #45787: fix: ModuleNotFoundError caused by distributed race condition in ci/cd test](https://github.com/huggingface/transformers/pull/45787) — closed
2438
+
2439
  ### `Abineshabee`
2440
 
2441
  - profile: [github.com/Abineshabee](https://github.com/Abineshabee)
 
3199
  - [PR #46778: Raise clear ValueError for empty conversation in apply_chat_template](https://github.com/huggingface/transformers/pull/46778) — closed
3200
  - [PR #46592: Fix regression in ProcessorMixin._load_tokenizer_from_pretrained for tokenizers at root](https://github.com/huggingface/transformers/pull/46592) — closed, merged
3201
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3202
  ### `rmotgi1227`
3203
 
3204
  - profile: [github.com/rmotgi1227](https://github.com/rmotgi1227)
 
3243
  - [PR #46124: Fix crash and tokenization mismatch in speculative decoding with different tokenizers](https://github.com/huggingface/transformers/pull/46124) — open
3244
  - [PR #46117: [Generation] Fix continuous batching crash when out of memory during …](https://github.com/huggingface/transformers/pull/46117) — closed
3245
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3246
  ### `w-Jessamine`
3247
 
3248
  - profile: [github.com/w-Jessamine](https://github.com/w-Jessamine)
 
3870
  - [PR #46274: Fix StopIteration crash in ProcessorMixin.get_text_with_replacements for unmatched multimodal tokens](https://github.com/huggingface/transformers/pull/46274) — closed
3871
  - [PR #45257: [Gemma4] Fix chat template and stop tokens for OpenAI tool calling compatibility](https://github.com/huggingface/transformers/pull/45257) — closed, draft
3872
 
3873
+ ### `ranjithchinnanan`
3874
+
3875
+ - profile: [github.com/ranjithchinnanan](https://github.com/ranjithchinnanan)
3876
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aranjithchinnanan)
3877
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aranjithchinnanan)
3878
+ - repo first seen: `2026-05-05T12:03:53Z`
3879
+ - repo last seen: `2026-06-02T11:29:05Z`
3880
+ - first seen in snapshot: **no**
3881
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
3882
+ - repo primary artifacts: **2**
3883
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
3884
+ - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
3885
+ - account age: **1911 days**
3886
+ - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3887
+ - public orgs: none visible
3888
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
3889
+ - heuristic read: **high open PR share; targets high-star repos**
3890
+
3891
+ Example artifacts:
3892
+ - [PR #46330: Fix: strip EOS token when continue_final_message=True in MistralCommo…](https://github.com/huggingface/transformers/pull/46330) — open
3893
+ - [PR #45784: fix: remove upper bound on tokenizers version constraint](https://github.com/huggingface/transformers/pull/45784) — closed
3894
+
3895
  ### `ryota-komatsu`
3896
 
3897
  - profile: [github.com/ryota-komatsu](https://github.com/ryota-komatsu)
 
3914
  - [PR #46141: Fix FSDP2 and distributed checkpointing imports for older PyTorch versions](https://github.com/huggingface/transformers/pull/46141) — closed, merged
3915
  - [PR #45269: Fix typos in src/transformers/utils/output_capturing.py](https://github.com/huggingface/transformers/pull/45269) — closed, merged
3916
 
3917
+ ### `SindhuRaghuram97`
3918
+
3919
+ - profile: [github.com/SindhuRaghuram97](https://github.com/SindhuRaghuram97)
3920
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASindhuRaghuram97)
3921
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASindhuRaghuram97)
3922
+ - repo first seen: `2026-05-05T14:47:02Z`
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3924
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3925
+ - repo association: **CONTRIBUTOR**
3926
+ - repo primary artifacts: **2**
3927
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
3928
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
3929
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3930
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3931
+ - public orgs: none visible
3932
+ - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
3933
+ - heuristic read: **no visible non-self stars; targets high-star repos**
3934
+
3935
+ Example artifacts:
3936
+ - [PR #45855: -](https://github.com/huggingface/transformers/pull/45855) — closed, draft
3937
+ - [PR #45788: First model](https://github.com/huggingface/transformers/pull/45788) — closed, merged
3938
+
3939
  ### `zRzRzRzRzRzRzR`
3940
 
3941
  - profile: [github.com/zRzRzRzRzRzRzR](https://github.com/zRzRzRzRzRzRzR)
 
4137
  - [PR #46833: Fix RT-DETR indexing error when num_feature_levels exceeds backbone o…](https://github.com/huggingface/transformers/pull/46833) — closed, merged
4138
  - [Issue #46832: [RT-DETR] TypeError in RTDetrModel.forward when num_feature_levels > len(backbone outputs)](https://github.com/huggingface/transformers/issues/46832) — closed
4139
 
4140
+ ### `evnsnclr`
4141
+
4142
+ - profile: [github.com/evnsnclr](https://github.com/evnsnclr)
4143
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aevnsnclr)
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**
4151
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
4152
+ - account age: **1082 days**
4153
+ - recent public PR activity: **4 PRs** (0 merged / 0 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
4154
+ - public orgs: none visible
4155
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
4156
+ - heuristic read: **high open PR share; targets high-star repos**
4157
+
4158
+ Example artifacts:
4159
+ - [PR #47071: Don't crash the ASR pipeline when an installed torchcodec cannot be imported](https://github.com/huggingface/transformers/pull/47071) — open
4160
+ - [Issue #47070: ASR pipeline: unconditional torchcodec import crashes on broken torchcodec installs](https://github.com/huggingface/transformers/issues/47070) — open
4161
+
4162
  ### `Heatdh`
4163
 
4164
  - profile: [github.com/Heatdh](https://github.com/Heatdh)
 
4320
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMadhav-000-s)
4321
  - repo first seen: `2026-07-03T19:34:26Z`
4322
  - repo last seen: `2026-07-04T08:56:14Z`
4323
+ - first seen in snapshot: **no**
4324
  - repo association: **FIRST_TIME_CONTRIBUTOR**
4325
  - repo primary artifacts: **2**
4326
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
 
4667
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aabhishekkapoorx)
4668
  - repo first seen: `2026-07-04T09:19:12Z`
4669
  - repo last seen: `2026-07-04T09:19:12Z`
4670
+ - first seen in snapshot: **no**
4671
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4672
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4673
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
4828
  Example artifacts:
4829
  - [PR #46547: docs: Update NeMo Automodel getting-started docs for updated user API](https://github.com/huggingface/transformers/pull/46547) — open, draft
4830
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4831
  ### `AlexWortega`
4832
 
4833
  - profile: [github.com/AlexWortega](https://github.com/AlexWortega)
 
6613
  Example artifacts:
6614
  - [PR #46733: fix: update validation logic for fast image processor registration](https://github.com/huggingface/transformers/pull/46733) — closed
6615
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6616
  ### `Mi-Jiazhi`
6617
 
6618
  - profile: [github.com/Mi-Jiazhi](https://github.com/Mi-Jiazhi)
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- "src/transformers/models/gemma4/modeling_gemma4.py",
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- "src/transformers/models/gemma4/modular_gemma4.py"
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- ],
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- "src/transformers/models/gemma4",
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- "src/transformers/models",
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- "src/transformers",
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- "src"
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- ]
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- }
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- ]
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  {
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  "cluster_id": "pr-scope-45293-4",
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  "pr_numbers": [
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2907
  }
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  ]
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  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  {
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  "cluster_id": "pr-scope-44385-4",
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  "concentration_similarity": 0.852,
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  "concentration_similarity": 0.778,
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5430
  45607
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  ],
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  "representative_pr_number": 45606,
5433
- "average_similarity": 0.775,
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  "summary": "2 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`; representative PR #45606.",
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  "shared_filenames": [
5436
  "tests/models/gemma4/test_modeling_gemma4.py"
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5444
  {
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  "left_pr_number": 45606,
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  "concentration_similarity": 0.778,
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  "concentration_similarity": 0.507,
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  47051
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  ],
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  "representative_pr_number": 47032,
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- "average_similarity": 0.543,
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  "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.",
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  "shared_filenames": [
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  "tests/pipelines/test_pipelines_image_text_to_text.py",
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  {
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  "left_pr_number": 47032,
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  "right_pr_number": 47051,
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- "similarity": 0.543,
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- "content_similarity": 0.524,
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  "size_similarity": 0.347,
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  "breadth_similarity": 0.75,
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  "concentration_similarity": 0.992,
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6303
  45868
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  ],
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  "representative_pr_number": 45540,
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- "average_similarity": 0.489,
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  "summary": "2 open PRs share weighted file overlap around `tests/models/t5gemma2/test_modeling_t5gemma2.py`, `src/transformers/models/t5gemma2/modular_t5gemma2.py`, `src/transformers/models/t5gemma2/modeling_t5gemma2.py`; representative PR #45540.",
6308
  "shared_filenames": [
6309
  "tests/models/t5gemma2/test_modeling_t5gemma2.py",
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6323
  {
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  "left_pr_number": 45540,
6325
  "right_pr_number": 45868,
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- "similarity": 0.489,
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  "size_similarity": 0.593,
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  "breadth_similarity": 1.0,
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  45783
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  ],
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  "representative_pr_number": 43446,
6868
- "average_similarity": 0.402,
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  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/deepseek_vl/modeling_deepseek_vl.py`, `src/transformers/models/deepseek_vl_hybrid/modeling_deepseek_vl_hybrid.py`, `src/transformers/models/fast_vlm/modeling_fast_vlm.py`; representative PR #43446.",
6870
  "shared_filenames": [
6871
  "src/transformers/models/deepseek_vl/modeling_deepseek_vl.py",
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6891
  {
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  "left_pr_number": 43446,
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  "right_pr_number": 45783,
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- "similarity": 0.402,
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  "size_similarity": 0.344,
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  "breadth_similarity": 0.4,
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  }
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  ]
6925
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6926
  {
6927
  "cluster_id": "pr-scope-43757-2",
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  "pr_numbers": [
 
1
  {
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  "repo": "huggingface/transformers",
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481
  "left_pr_number": 45055,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
 
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  {
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  "breadth_similarity": 1.0,
 
1405
  {
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  "left_pr_number": 45627,
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+ "similarity": 0.673,
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  "content_similarity": 0.587,
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  "breadth_similarity": 1.0,
 
1445
  {
1446
  "left_pr_number": 42668,
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+ "similarity": 0.571,
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  "breadth_similarity": 0.216,
 
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  {
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  "left_pr_number": 39683,
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+ "similarity": 0.595,
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  "content_similarity": 0.495,
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  "size_similarity": 0.652,
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  "breadth_similarity": 1.0,
 
1748
  {
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  "left_pr_number": 39683,
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+ "similarity": 0.548,
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  "content_similarity": 0.447,
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  "size_similarity": 0.565,
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  "breadth_similarity": 1.0,
 
2242
  }
2243
  ]
2244
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2245
  {
2246
  "cluster_id": "pr-scope-45293-4",
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  "pr_numbers": [
 
2508
  "left_pr_number": 42976,
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  "right_pr_number": 45077,
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  "similarity": 0.472,
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  "size_similarity": 0.074,
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  "breadth_similarity": 0.659,
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  "concentration_similarity": 1.0,
 
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  }
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  },
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+ {
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+ "cluster_id": "pr-scope-45294-4",
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+ "pr_numbers": [
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+ "average_similarity": 0.489,
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+ "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.",
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+ "shared_filenames": [
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+ "src/transformers/models/gemma4/modular_gemma4.py",
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+ "src/transformers/models/gemma4/modeling_gemma4.py",
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+ "docs/source/en/model_doc/gemma4.md",
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+ "tests/models/gemma4/test_modeling_gemma4.py",
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+ "src/transformers/models/auto/modeling_auto.py"
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+ ],
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+ "tests",
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+ "docs/source/en/model_doc",
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+ "src/transformers/models/auto"
2702
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+ "left_pr_number": 45294,
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+ "concentration_similarity": 0.989,
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+ "shared_filenames": [
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+ "docs/source/en/model_doc/gemma4.md",
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+ "src/transformers/models/auto/modeling_auto.py",
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+ "src/transformers/models/gemma4/modeling_gemma4.py",
2716
+ "src/transformers/models/gemma4/modular_gemma4.py",
2717
+ "tests/models/gemma4/test_modeling_gemma4.py"
2718
+ ],
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+ "shared_directories": [
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+ "docs/source/en/model_doc",
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+ "src/transformers/models/auto",
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+ "src/transformers/models/gemma4",
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+ "docs/source/en",
2724
+ "src/transformers/models",
2725
+ "tests/models/gemma4",
2726
+ "docs/source",
2727
+ "src/transformers",
2728
+ "tests/models",
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+ "docs"
2730
+ ]
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+ },
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+ {
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+ "size_similarity": 0.933,
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+ "concentration_similarity": 0.908,
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+ "shared_filenames": [
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+ "src/transformers/models/gemma4/modeling_gemma4.py",
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+ ],
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+ ]
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+ },
2751
+ {
2752
+ "left_pr_number": 45438,
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+ "concentration_similarity": 0.92,
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+ "shared_filenames": [
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+ "src/transformers/models/gemma4/modeling_gemma4.py",
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+ "src/transformers/models/gemma4/modular_gemma4.py"
2762
+ ],
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+ "shared_directories": [
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+ "src/transformers/models/gemma4",
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+ "src/transformers/models",
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+ "src/transformers",
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+ "src"
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+ ]
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+ },
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+ {
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+ "concentration_similarity": 0.499,
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+ "shared_filenames": [
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+ "src/transformers/models/gemma4/modeling_gemma4.py",
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+ "src/transformers/models/gemma4/modular_gemma4.py"
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+ ],
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+ "src/transformers/models/gemma4",
2784
+ "src/transformers/models",
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+ "src/transformers",
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+ "tests/models",
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2788
+ "tests"
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+ ]
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+ },
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+ {
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+ "left_pr_number": 45294,
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+ "content_similarity": 0.33,
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+ "size_similarity": 0.275,
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+ "breadth_similarity": 0.561,
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+ "concentration_similarity": 0.51,
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+ "shared_filenames": [
2800
+ "src/transformers/models/gemma4/modeling_gemma4.py",
2801
+ "src/transformers/models/gemma4/modular_gemma4.py"
2802
+ ],
2803
+ "shared_directories": [
2804
+ "src/transformers/models/gemma4",
2805
+ "src/transformers/models",
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+ "src/transformers",
2807
+ "tests/models",
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+ "src",
2809
+ "tests"
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+ ]
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+ },
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+ {
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+ "left_pr_number": 45883,
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+ "right_pr_number": 46642,
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+ "similarity": 0.311,
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+ "content_similarity": 0.335,
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+ "size_similarity": 0.256,
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+ "breadth_similarity": 0.174,
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+ "concentration_similarity": 0.419,
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+ "shared_filenames": [
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+ "src/transformers/models/gemma4/modeling_gemma4.py",
2822
+ "src/transformers/models/gemma4/modular_gemma4.py"
2823
+ ],
2824
+ "shared_directories": [
2825
+ "src/transformers/models/gemma4",
2826
+ "src/transformers/models",
2827
+ "src/transformers",
2828
+ "src"
2829
+ ]
2830
+ }
2831
+ ]
2832
+ },
2833
  {
2834
  "cluster_id": "pr-scope-44385-4",
2835
  "pr_numbers": [
 
2871
  "left_pr_number": 44615,
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  "right_pr_number": 46995,
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  "similarity": 0.484,
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+ "content_similarity": 0.429,
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  "size_similarity": 0.229,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
 
3385
  {
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  "left_pr_number": 33686,
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  "right_pr_number": 44407,
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+ "similarity": 0.355,
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  "content_similarity": 0.087,
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  "size_similarity": 0.957,
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  "breadth_similarity": 1.0,
 
3985
  "left_pr_number": 43997,
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  "right_pr_number": 44007,
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  "similarity": 0.615,
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+ "content_similarity": 0.647,
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  "size_similarity": 0.679,
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  "breadth_similarity": 0.333,
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  "concentration_similarity": 0.548,
 
4051
  "left_pr_number": 44114,
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  "right_pr_number": 46196,
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  "similarity": 0.673,
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+ "content_similarity": 0.704,
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  "size_similarity": 0.431,
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  "breadth_similarity": 0.659,
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  "concentration_similarity": 0.992,
 
4419
  "left_pr_number": 45742,
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  "right_pr_number": 46211,
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  "similarity": 0.56,
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+ "content_similarity": 0.497,
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  "size_similarity": 0.963,
4424
  "breadth_similarity": 0.25,
4425
  "concentration_similarity": 0.852,
 
4495
  "left_pr_number": 45086,
4496
  "right_pr_number": 45317,
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  "similarity": 0.48,
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+ "content_similarity": 0.51,
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  "size_similarity": 0.222,
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  "breadth_similarity": 0.5,
4501
  "concentration_similarity": 0.778,
 
5353
  45607
5354
  ],
5355
  "representative_pr_number": 45606,
5356
+ "average_similarity": 0.771,
5357
  "summary": "2 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`; representative PR #45606.",
5358
  "shared_filenames": [
5359
  "tests/models/gemma4/test_modeling_gemma4.py"
 
5367
  {
5368
  "left_pr_number": 45606,
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  "right_pr_number": 45607,
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+ "similarity": 0.771,
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+ "content_similarity": 0.82,
5372
  "size_similarity": 0.778,
5373
  "breadth_similarity": 0.417,
5374
  "concentration_similarity": 0.778,
 
5937
  "left_pr_number": 44101,
5938
  "right_pr_number": 44116,
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  "similarity": 0.554,
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  "size_similarity": 0.319,
5942
  "breadth_similarity": 0.5,
5943
  "concentration_similarity": 0.507,
 
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": [
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  "tests/pipelines/test_pipelines_image_text_to_text.py",
 
5977
  {
5978
  "left_pr_number": 47032,
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  "right_pr_number": 47051,
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+ "similarity": 0.542,
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  "size_similarity": 0.347,
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