Refresh transformers dataset snapshot 20260519T120033Z

README.md

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 - eval set creation
 
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+        "distinct_repos_with_authored_prs": 5,
+        "distinct_repos_with_open_prs": 3
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46068,
+            "title": "fix: adapt Whisper models to use self.loss_function with num_items_in_batch support",
+            "url": "https://github.com/huggingface/transformers/pull/46068",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-19T06:28:43Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "avarga1",
       "name": "Austin Varga",
@@ -17318,65 +17446,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "gabrielspmoreira",
-      "name": "Gabriel Moreira",
-      "profile_url": "https://github.com/gabrielspmoreira",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agabrielspmoreira",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agabrielspmoreira",
-      "repo_first_seen_at": "2026-05-18T23:25:12Z",
-      "repo_last_seen_at": "2026-05-18T23:25:12Z",
-      "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 1,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 0,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 5647,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high open PR share; targets high-star repos",
-      "public_orgs": [
-        "NVIDIA-Merlin"
-      ],
-      "activity": {
-        "visible_authored_pr_count": 1,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 1.0,
-        "distinct_repos_with_authored_prs": 1,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 46043,
-            "title": "[Gemma 4] Adds support to batches with mixed samples with only images and only text",
-            "url": "https://github.com/huggingface/transformers/pull/46043",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-05-18T23:25:12Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "gagandhakrey",
       "name": "Gagan Dhakrey",
@@ -17783,14 +17852,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin",
       "repo_first_seen_at": "2026-05-12T18:20:58Z",
-      "repo_last_seen_at": "2026-05-14T10:40:51Z",
+      "repo_last_seen_at": "2026-05-19T11:39:24Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 29,
+      "repo_artifact_count": 43,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
       "snapshot_comment_count": 0,
-      "snapshot_review_count": 14,
-      "snapshot_review_comment_count": 14,
+      "snapshot_review_count": 21,
+      "snapshot_review_comment_count": 21,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -19282,7 +19351,7 @@
       "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
+      "known_via_prior_merged_pr": true,
       "report_reason": null,
       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,

new-contributors-report.md

@@ -1,15 +1,15 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260519T060042Z`
-- Generated: `2026-05-19T06:03:18Z`
+- Snapshot: `20260519T120033Z`
+- Generated: `2026-05-19T12:03:04Z`
 - Activity window: `60d`
-- Contributors: `356`
+- Contributors: `357`
 
 ## Summary
 
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
-| `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 94 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 95 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 89 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 77 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 77 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
@@ -22,9 +22,9 @@
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 32 | 20 | strong | low | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 30 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-10-03T15:26:01Z` | 30 | 0 | strong | low | low | targets high-star repos |
-| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 27 | 0 | strong | low | low | targets high-star repos |
+| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 28 | 0 | strong | low | low | targets high-star repos |
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 22 | 4 | strong | moderate | low | high recent PR volume |
-| `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 21 | 0 | strong | low | low | targets high-star repos |
+| `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 22 | 0 | strong | low | low | targets high-star repos |
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 20 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2949d | `2025-12-02T16:00:11Z` | 18 | 6 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 18 | 3 | strong | low | low | — |
@@ -34,9 +34,10 @@
 | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 16 | 0 | strong | moderate | low | — |
 | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 16 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 15 | 0 | strong | moderate | low | targets high-star repos |
-| `AI-Safeter` | [profile](https://github.com/AI-Safeter) | yes | FIRST_TIME_CONTRIBUTOR | 0d | `2026-05-19T04:38:35Z` | 14 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
+| `AI-Safeter` | [profile](https://github.com/AI-Safeter) | no | NONE | 0d | `2026-05-19T04:38:35Z` | 14 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Sai-Suraj-27` | [profile](https://github.com/Sai-Suraj-27) | no | CONTRIBUTOR | 1745d | `2026-01-23T17:10:04Z` | 14 | 0 | strong | low | low | targets high-star repos |
 | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 13 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 13 | 0 | mixed | moderate | low | — |
 | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 9 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 8 | 2 | strong | moderate | low | targets high-star repos |
 | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 8 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
@@ -58,7 +59,6 @@
 | `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 508d | `2026-03-22T17:27:20Z` | 4 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4939d | `2026-04-15T08:26:45Z` | 4 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
 | `RudrenduPaul` | [profile](https://github.com/RudrenduPaul) | no | CONTRIBUTOR | 2913d | `2026-04-09T09:34:42Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
-| `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 4 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 4 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `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 |
 | `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 |
@@ -75,6 +75,7 @@
 | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 4 | 3 | weak | low | low | targets high-star repos |
 | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3839d | `2026-01-21T06:14:39Z` | 4 | 3 | weak | low | low | targets high-star repos |
 | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 4 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
+| `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 4 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3380d | `2026-03-09T09:03:10Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5127d | `2026-01-28T15:04:44Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
 | `nurpax` | [profile](https://github.com/nurpax) | no | CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 2 | 3 | weak | low | low | high open PR share; targets high-star repos |
@@ -99,6 +100,7 @@
 | `ezylopx5` | [profile](https://github.com/ezylopx5) | no | FIRST_TIME_CONTRIBUTOR | 606d | `2026-04-01T19:25:12Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `FaizanImran-blip` | [profile](https://github.com/FaizanImran-blip) | no | FIRST_TIME_CONTRIBUTOR | 393d | `2026-03-30T19:10:48Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `fyhon` | [profile](https://github.com/fyhon) | no | FIRST_TIME_CONTRIBUTOR | 1467d | `2026-05-06T09:12:14Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `gabrielspmoreira` | [profile](https://github.com/gabrielspmoreira) | no | FIRST_TIME_CONTRIBUTOR | 5647d | `2026-05-18T23:25:12Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `GitGlimpse895` | [profile](https://github.com/GitGlimpse895) | no | NONE | 5d | `2026-04-12T10:14:58Z` | 2 | 0 | weak | moderate | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `guoyangzhen` | [profile](https://github.com/guoyangzhen) | no | NONE | 2589d | `2026-03-20T13:03:54Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `hijingsong` | [profile](https://github.com/hijingsong) | no | FIRST_TIME_CONTRIBUTOR | 24d | `2026-04-11T16:23:48Z` | 2 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
@@ -132,7 +134,6 @@
 | `voodoovampire` | [profile](https://github.com/voodoovampire) | no | FIRST_TIME_CONTRIBUTOR | 512d | `2026-04-25T19:30:01Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3697d | `2025-08-10T08:43:09Z` | 25 | 0 | mixed | moderate | low | extremely high recent PR volume |
 | `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2888d | `2025-12-12T17:57:18Z` | 15 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
-| `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 11 | 0 | mixed | moderate | low | — |
 | `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 10 | 0 | mixed | low | low | high open PR share |
 | `CodersAcademy006` | [profile](https://github.com/CodersAcademy006) | no | CONTRIBUTOR | 1448d | `2025-10-15T09:44:53Z` | 6 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -211,7 +212,7 @@
 | `Akshay404error` | [profile](https://github.com/Akshay404error) | no | FIRST_TIMER | 592d | `2026-03-27T08:33:01Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `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 |
 | `aliyevaladddin` | [profile](https://github.com/aliyevaladddin) | no | FIRST_TIME_CONTRIBUTOR | 334d | `2026-04-23T20:22:49Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; targets high-star repos |
-| `AlrIsmail` | [profile](https://github.com/AlrIsmail) | no | FIRST_TIME_CONTRIBUTOR | 1299d | `2026-04-26T14:26:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `AlrIsmail` | [profile](https://github.com/AlrIsmail) | no | NONE | 1299d | `2026-04-26T14:26:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `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 |
 | `anagnorisis2peripeteia` | [profile](https://github.com/anagnorisis2peripeteia) | no | FIRST_TIME_CONTRIBUTOR | 1130d | `2026-05-07T07:28:52Z` | 1 | 0 | weak | high | low | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | NONE | 9d | `2026-04-22T13:14:19Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
@@ -223,6 +224,7 @@
 | `ArjunSrivastava1` | [profile](https://github.com/ArjunSrivastava1) | no | CONTRIBUTOR | 430d | `2026-05-07T18:36:08Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `ArkaD171717` | [profile](https://github.com/ArkaD171717) | no | FIRST_TIME_CONTRIBUTOR | 1206d | `2026-05-02T09:31:22Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `aryanp2107` | [profile](https://github.com/aryanp2107) | no | NONE | 1390d | `2026-04-25T21:44:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `Ashutosh-177` | [profile](https://github.com/Ashutosh-177) | yes | NONE | 978d | `2026-05-19T06:28:43Z` | 1 | 0 | mixed | moderate | low | high open PR share |
 | `avarga1` | [profile](https://github.com/avarga1) | no | NONE | 2176d | `2026-04-07T02:22:26Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
 | `avasis-ai` | [profile](https://github.com/avasis-ai) | no | CONTRIBUTOR | 30d | `2026-04-18T21:48:22Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share |
 | `avihu111` | [profile](https://github.com/avihu111) | no | CONTRIBUTOR | 2928d | `2026-04-29T11:45:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -249,7 +251,6 @@
 | `Exile333` | [profile](https://github.com/Exile333) | no | FIRST_TIME_CONTRIBUTOR | 3582d | `2026-04-30T16:23:49Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `fm1320` | [profile](https://github.com/fm1320) | no | FIRST_TIME_CONTRIBUTOR | 2016d | `2026-05-02T02:04:46Z` | 1 | 0 | strong | high | low | high recent PR volume; broad repo spread |
 | `fullyz` | [profile](https://github.com/fullyz) | no | CONTRIBUTOR | 2564d | `2026-05-11T13:43:45Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `gabrielspmoreira` | [profile](https://github.com/gabrielspmoreira) | no | FIRST_TIME_CONTRIBUTOR | 5647d | `2026-05-18T23:25:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `gagandhakrey` | [profile](https://github.com/gagandhakrey) | no | NONE | 2285d | `2026-04-05T03:45:23Z` | 1 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `GANESH-NADKARNI` | [profile](https://github.com/GANESH-NADKARNI) | no | NONE | 631d | `2026-05-06T16:10:59Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `garybadwal` | [profile](https://github.com/garybadwal) | no | FIRST_TIME_CONTRIBUTOR | 1178d | `2026-04-21T04:38:14Z` | 1 | 0 | weak | low | low | targets high-star repos |
@@ -374,12 +375,12 @@
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
 - repo first seen: `2025-03-19T10:58:02Z`
-- repo last seen: `2026-05-19T04:54:32Z`
+- repo last seen: `2026-05-19T07:24:04Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **94**
-- snapshot authored PRs/issues: **94 PRs / 0 issues**
-- snapshot discussion activity: **245 comments / 324 reviews / 500 review comments**
+- repo primary artifacts: **95**
+- snapshot authored PRs/issues: **95 PRs / 0 issues**
+- snapshot discussion activity: **245 comments / 326 reviews / 502 review comments**
 - account age: **2036 days**
 - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
 - public orgs: `huggingface`
@@ -387,9 +388,9 @@
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #46066: Remove mask visualization tool from `masking_utils.py`](https://github.com/huggingface/transformers/pull/46066) — open
-- [PR #46049: Fix Gemma4 generation from inputs_embeds and per_layer_inputs](https://github.com/huggingface/transformers/pull/46049) — open
-- [PR #45927: Expose `per_layer_inputs` for every Gemma4 variants](https://github.com/huggingface/transformers/pull/45927) — closed, merged
+- [PR #46067: [loading] Fix base_model_prefix issues in conversions](https://github.com/huggingface/transformers/pull/46067) — open
+- [PR #46066: Remove mask visualization tool from `masking_utils.py`](https://github.com/huggingface/transformers/pull/46066) — closed, merged
+- [PR #46049: Fix Gemma4 generation from inputs_embeds and per_layer_inputs](https://github.com/huggingface/transformers/pull/46049) — closed, merged
 
 ### `tarekziade`
 
@@ -397,12 +398,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
 - repo first seen: `2026-01-21T16:52:29Z`
-- repo last seen: `2026-05-19T01:02:25Z`
+- repo last seen: `2026-05-19T07:39:59Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **95**
 - snapshot authored PRs/issues: **89 PRs / 6 issues**
-- snapshot discussion activity: **173 comments / 195 reviews / 186 review comments**
+- snapshot discussion activity: **173 comments / 196 reviews / 187 review comments**
 - account age: **5839 days**
 - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
 - public orgs: `AFPy`, `faitmain`, `circus-tent`
@@ -446,12 +447,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
 - repo first seen: `2024-09-26T09:23:39Z`
-- repo last seen: `2026-05-19T01:54:40Z`
+- repo last seen: `2026-05-19T06:44:25Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **77**
 - snapshot authored PRs/issues: **77 PRs / 0 issues**
-- snapshot discussion activity: **539 comments / 810 reviews / 1852 review comments**
+- snapshot discussion activity: **540 comments / 810 reviews / 1852 review comments**
 - account age: **1508 days**
 - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
 - public orgs: `huggingface`, `deeppavlov`
@@ -521,12 +522,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
 - repo first seen: `2024-02-08T22:19:09Z`
-- repo last seen: `2026-05-19T02:05:28Z`
+- repo last seen: `2026-05-19T07:33:54Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **52**
 - snapshot authored PRs/issues: **50 PRs / 2 issues**
-- snapshot discussion activity: **28 comments / 141 reviews / 241 review comments**
+- snapshot discussion activity: **29 comments / 141 reviews / 241 review comments**
 - account age: **2296 days**
 - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
 - public orgs: `huggingface`
@@ -546,12 +547,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
 - repo first seen: `2025-08-26T12:13:50Z`
-- repo last seen: `2026-05-18T18:28:33Z`
+- repo last seen: `2026-05-19T11:43:16Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **46**
 - snapshot authored PRs/issues: **45 PRs / 1 issues**
-- snapshot discussion activity: **543 comments / 961 reviews / 4119 review comments**
+- snapshot discussion activity: **543 comments / 965 reviews / 4127 review comments**
 - account age: **1991 days**
 - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
 - public orgs: none visible
@@ -570,12 +571,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
 - repo first seen: `2023-02-27T14:00:41Z`
-- repo last seen: `2026-05-18T15:35:04Z`
+- repo last seen: `2026-05-19T11:30:24Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **45**
 - snapshot authored PRs/issues: **45 PRs / 0 issues**
-- snapshot discussion activity: **650 comments / 229 reviews / 126 review comments**
+- snapshot discussion activity: **652 comments / 230 reviews / 127 review comments**
 - account age: **3961 days**
 - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
 - public orgs: `huggingface`
@@ -593,12 +594,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc)
 - repo first seen: `2024-09-02T13:41:47Z`
-- repo last seen: `2026-05-19T05:42:25Z`
+- repo last seen: `2026-05-19T07:49:16Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **45**
 - snapshot authored PRs/issues: **43 PRs / 2 issues**
-- snapshot discussion activity: **175 comments / 290 reviews / 425 review comments**
+- snapshot discussion activity: **179 comments / 291 reviews / 426 review comments**
 - account age: **2360 days**
 - recent public PR activity: **35 PRs** (28 merged / 3 closed-unmerged / 4 open; merged rate **80%**, closed-unmerged rate **9%**, open rate **11%**)
 - public orgs: `huggingface`
@@ -607,7 +608,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #45691: [serve] cb error ](https://github.com/huggingface/transformers/pull/45691) — closed, merged
-- [PR #45690: [serve] Support for reasoning ](https://github.com/huggingface/transformers/pull/45690) — open
+- [PR #45690: [serve] Support for reasoning ](https://github.com/huggingface/transformers/pull/45690) — closed, merged
 - [PR #45640: [Trainer] default to FSDP2, simplify API around fsdp + fsdp_config](https://github.com/huggingface/transformers/pull/45640) — open
 - [Issue #43595: Tell Us: What Would Make Trainer Better?](https://github.com/huggingface/transformers/issues/43595) — open
 - [Issue #33260: Community contribution: Adding GGUF support for more architectures](https://github.com/huggingface/transformers/issues/33260) — open
@@ -690,11 +691,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
 - repo first seen: `2026-01-13T09:15:18Z`
-- repo last seen: `2026-05-19T04:49:28Z`
+- repo last seen: `2026-05-19T07:56:46Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **27**
-- snapshot authored PRs/issues: **27 PRs / 0 issues**
+- repo primary artifacts: **28**
+- snapshot authored PRs/issues: **28 PRs / 0 issues**
 - snapshot discussion activity: **44 comments / 135 reviews / 147 review comments**
 - account age: **1813 days**
 - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
@@ -703,9 +704,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #46070: [CB] [Major] Rework manager to have clearer control flow + handle TP](https://github.com/huggingface/transformers/pull/46070) — open
 - [PR #46065: Restore test utils fix](https://github.com/huggingface/transformers/pull/46065) — open
 - [PR #45984: [CB] Remove OpenTelemetry](https://github.com/huggingface/transformers/pull/45984) — closed, merged
-- [PR #45911: [CB] Hide activation footprint by using the CUDA graph pool](https://github.com/huggingface/transformers/pull/45911) — closed, merged
 
 ### `jiqing-feng`
 
@@ -739,11 +740,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
 - repo first seen: `2025-01-20T12:27:19Z`
-- repo last seen: `2026-05-18T17:46:21Z`
+- repo last seen: `2026-05-19T10:36:16Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **21**
-- snapshot authored PRs/issues: **21 PRs / 0 issues**
+- repo primary artifacts: **22**
+- snapshot authored PRs/issues: **22 PRs / 0 issues**
 - snapshot discussion activity: **38 comments / 152 reviews / 287 review comments**
 - account age: **1607 days**
 - recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
@@ -752,9 +753,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #46074: [ALM] flaky alm tests](https://github.com/huggingface/transformers/pull/46074) — open
 - [PR #46029: [MultimodalLM] add language_model to the get/set_input_embeddings logic](https://github.com/huggingface/transformers/pull/46029) — closed, merged
 - [PR #45670: [nit] glmasr should be in AutoModelForMultimodalLM](https://github.com/huggingface/transformers/pull/45670) — open
-- [PR #45606: [gemma4] infer from config instead of hardcoding](https://github.com/huggingface/transformers/pull/45606) — open
 
 ### `qgallouedec`
 
@@ -983,8 +984,8 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAI-Safeter)
 - repo first seen: `2026-05-19T04:38:35Z`
 - repo last seen: `2026-05-19T04:45:45Z`
-- first seen in snapshot: **yes**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- first seen in snapshot: **no**
+- repo association: **NONE**
 - repo primary artifacts: **14**
 - snapshot authored PRs/issues: **14 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -995,9 +996,9 @@ Example artifacts:
 - heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46064: Fix grammar in core_model_loading comment](https://github.com/huggingface/transformers/pull/46064) — open
-- [PR #46063: Fix typo in Qwen2.5-Omni docs example (cant -> can)](https://github.com/huggingface/transformers/pull/46063) — open
-- [PR #46062: Fix article in ViTPose docs (a object detector -> an object detector)](https://github.com/huggingface/transformers/pull/46062) — open
+- [PR #46064: Fix grammar in core_model_loading comment](https://github.com/huggingface/transformers/pull/46064) — closed
+- [PR #46063: Fix typo in Qwen2.5-Omni docs example (cant -> can)](https://github.com/huggingface/transformers/pull/46063) — closed
+- [PR #46062: Fix article in ViTPose docs (a object detector -> an object detector)](https://github.com/huggingface/transformers/pull/46062) — closed
 
 ### `Sai-Suraj-27`
 
@@ -1028,12 +1029,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
 - repo first seen: `2025-11-26T16:58:10Z`
-- repo last seen: `2026-05-17T01:19:45Z`
+- repo last seen: `2026-05-19T07:15:27Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **13**
 - snapshot authored PRs/issues: **13 PRs / 0 issues**
-- snapshot discussion activity: **26 comments / 85 reviews / 90 review comments**
+- snapshot discussion activity: **27 comments / 85 reviews / 90 review comments**
 - account age: **2625 days**
 - recent public PR activity: **9 PRs** (4 merged / 0 closed-unmerged / 5 open; merged rate **44%**, closed-unmerged rate **0%**, open rate **56%**)
 - public orgs: `huggingface`
@@ -1045,6 +1046,29 @@ Example artifacts:
 - [PR #45408: MoE expert parallelism + sequence parallelism](https://github.com/huggingface/transformers/pull/45408) — closed, merged
 - [PR #45028: FSDP + TP & native save/load distributed](https://github.com/huggingface/transformers/pull/45028) — open
 
+### `YangKai0616`
+
+- profile: [github.com/YangKai0616](https://github.com/YangKai0616)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYangKai0616)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYangKai0616)
+- repo first seen: `2025-12-24T11:54:53Z`
+- repo last seen: `2026-05-19T09:25:05Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **13**
+- snapshot authored PRs/issues: **13 PRs / 0 issues**
+- snapshot discussion activity: **9 comments / 23 reviews / 23 review comments**
+- account age: **1497 days**
+- recent public PR activity: **17 PRs** (8 merged / 3 closed-unmerged / 6 open; merged rate **47%**, closed-unmerged rate **18%**, open rate **35%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #46073: [CTRL] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46073) — open
+- [PR #46069: [ShieldGemma2] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46069) — open
+- [PR #46028: Support FA2 flash_attn_with_kvcache for XPU continuous batching](https://github.com/huggingface/transformers/pull/46028) — open
+
 ### `winglian`
 
 - profile: [github.com/winglian](https://github.com/winglian)
@@ -1122,12 +1146,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJJJYmmm)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJJJYmmm)
 - repo first seen: `2026-01-27T10:34:17Z`
-- repo last seen: `2026-05-17T12:46:15Z`
+- repo last seen: `2026-05-19T10:22:50Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **8 PRs / 0 issues**
-- snapshot discussion activity: **20 comments / 50 reviews / 50 review comments**
+- snapshot discussion activity: **20 comments / 51 reviews / 51 review comments**
 - account age: **1648 days**
 - recent public PR activity: **11 PRs** (9 merged / 2 closed-unmerged / 0 open; merged rate **82%**, closed-unmerged rate **18%**, open rate **0%**)
 - public orgs: none visible
@@ -1534,29 +1558,6 @@ Example artifacts:
 - [PR #45352: fix(qwen3_moe): correct return type annotation on Qwen3MoeSparseMoeBlock.forward](https://github.com/huggingface/transformers/pull/45352) — closed, merged
 - [PR #45351: fix(testing_utils): guard get_device_capability with torch.cuda.is_available()](https://github.com/huggingface/transformers/pull/45351) — closed, merged
 
-### `sergiopaniego`
-
-- profile: [github.com/sergiopaniego](https://github.com/sergiopaniego)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergiopaniego)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergiopaniego)
-- repo first seen: `2026-03-19T10:22:40Z`
-- repo last seen: `2026-05-14T12:45:44Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **3718 days**
-- recent public PR activity: **28 PRs** (19 merged / 0 closed-unmerged / 9 open; merged rate **68%**, closed-unmerged rate **0%**, open rate **32%**)
-- public orgs: `JdeRobot`, `TheRoboticsClub`, `huggingface`
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #45943: fix: restore `_attn_implementation `and fix request offset in `generate_batch()`](https://github.com/huggingface/transformers/pull/45943) — closed, merged
-- [PR #45625: Add `supports_gradient_checkpointing` to `NemotronHPreTrainedModel`](https://github.com/huggingface/transformers/pull/45625) — closed, merged
-- [PR #44873: Fix VL model rope_deltas batch size mismatch in online RL training](https://github.com/huggingface/transformers/pull/44873) — closed, merged
-
 ### `sirzechs66`
 
 - profile: [github.com/sirzechs66](https://github.com/sirzechs66)
@@ -1941,6 +1942,29 @@ Example artifacts:
 - [PR #45679: TST Run fast PEFT tests in normal CI](https://github.com/huggingface/transformers/pull/45679) — open
 - [PR #44592: FIX Multiple PEFT errors after v5 transition](https://github.com/huggingface/transformers/pull/44592) — closed, merged
 
+### `sergiopaniego`
+
+- profile: [github.com/sergiopaniego](https://github.com/sergiopaniego)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergiopaniego)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergiopaniego)
+- repo first seen: `2026-03-19T10:22:40Z`
+- repo last seen: `2026-05-14T12:45:44Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- account age: **3718 days**
+- recent public PR activity: **28 PRs** (19 merged / 0 closed-unmerged / 9 open; merged rate **68%**, closed-unmerged rate **0%**, open rate **32%**)
+- public orgs: `JdeRobot`, `TheRoboticsClub`, `huggingface`
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #45943: fix: restore `_attn_implementation `and fix request offset in `generate_batch()`](https://github.com/huggingface/transformers/pull/45943) — closed, merged
+- [PR #45625: Add `supports_gradient_checkpointing` to `NemotronHPreTrainedModel`](https://github.com/huggingface/transformers/pull/45625) — closed, merged
+- [PR #44873: Fix VL model rope_deltas batch size mismatch in online RL training](https://github.com/huggingface/transformers/pull/44873) — closed, merged
+
 ### `kmswin1`
 
 - profile: [github.com/kmswin1](https://github.com/kmswin1)
@@ -2479,6 +2503,28 @@ Example artifacts:
 - [PR #45819: fix: use per-instance lru_cache in compile_compatible_method_lru_cache to prevent memory leak](https://github.com/huggingface/transformers/pull/45819) — open, draft
 - [PR #45801: Fix IndexError on 0-d tensor in sdpa_mask/flex_attention_mask cache_position check](https://github.com/huggingface/transformers/pull/45801) — closed
 
+### `gabrielspmoreira`
+
+- profile: [github.com/gabrielspmoreira](https://github.com/gabrielspmoreira)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agabrielspmoreira)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agabrielspmoreira)
+- repo first seen: `2026-05-18T23:25:12Z`
+- repo last seen: `2026-05-19T11:33:32Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **5647 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: `NVIDIA-Merlin`
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46075: Adding test to ensure Gemma 4 processing of batches with mixed image and text-only samples](https://github.com/huggingface/transformers/pull/46075) — open
+- [PR #46043: [Gemma 4] Adds support to batches with mixed samples with only images and only text](https://github.com/huggingface/transformers/pull/46043) — closed
+
 ### `GitGlimpse895`
 
 - profile: [github.com/GitGlimpse895](https://github.com/GitGlimpse895)
@@ -3207,41 +3253,18 @@ Example artifacts:
 - [PR #44030: refactor output tracing in `dpr`](https://github.com/huggingface/transformers/pull/44030) — open
 - [PR #44029: refactor output tracing in `rwkv`](https://github.com/huggingface/transformers/pull/44029) — open
 
-### `YangKai0616`
-
-- profile: [github.com/YangKai0616](https://github.com/YangKai0616)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYangKai0616)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYangKai0616)
-- repo first seen: `2025-12-24T11:54:53Z`
-- repo last seen: `2026-05-18T10:38:02Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **11**
-- snapshot authored PRs/issues: **11 PRs / 0 issues**
-- snapshot discussion activity: **9 comments / 23 reviews / 23 review comments**
-- account age: **1497 days**
-- recent public PR activity: **17 PRs** (8 merged / 3 closed-unmerged / 6 open; merged rate **47%**, closed-unmerged rate **18%**, open rate **35%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #46028: Support FA2 flash_attn_with_kvcache for XPU continuous batching](https://github.com/huggingface/transformers/pull/46028) — open
-- [PR #44540: Fix UnboundLocalError for tp_plan_alt when tp_plan is empty](https://github.com/huggingface/transformers/pull/44540) — closed, merged
-- [PR #44536: Supplement skip logic for XPU in the CPU-only tp tests](https://github.com/huggingface/transformers/pull/44536) — closed, merged
-
 ### `ebezzam`
 
 - profile: [github.com/ebezzam](https://github.com/ebezzam)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
 - repo first seen: `2025-07-25T12:59:52Z`
-- repo last seen: `2026-05-19T04:32:29Z`
+- repo last seen: `2026-05-19T06:50:14Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **10**
 - snapshot authored PRs/issues: **10 PRs / 0 issues**
-- snapshot discussion activity: **64 comments / 269 reviews / 747 review comments**
+- snapshot discussion activity: **64 comments / 271 reviews / 749 review comments**
 - account age: **4714 days**
 - recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: `LCAV`
@@ -3918,12 +3941,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asoftguy777)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asoftguy777)
 - repo first seen: `2026-04-28T08:23:48Z`
-- repo last seen: `2026-05-05T05:44:55Z`
+- repo last seen: `2026-05-19T07:36:31Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIMER**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **1 PRs / 2 issues**
-- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **4 comments / 1 reviews / 1 review comments**
 - account age: **955 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -4961,7 +4984,7 @@ Example artifacts:
 - repo first seen: `2026-04-26T14:26:23Z`
 - repo last seen: `2026-04-26T14:26:23Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -4972,7 +4995,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #45651: [Trainer] Optimize LengthGroupedSampler computation with select_columns and tqdm](https://github.com/huggingface/transformers/pull/45651) — open
+- [PR #45651: [Trainer] Optimize LengthGroupedSampler computation with select_columns and tqdm](https://github.com/huggingface/transformers/pull/45651) — closed
 
 ### `amanv0007`
 
@@ -5205,6 +5228,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45650: Fix KeyError for flash_attn in import_utils.py on Python 3.13Fix ](https://github.com/huggingface/transformers/pull/45650) — closed
 
+### `Ashutosh-177`
+
+- profile: [github.com/Ashutosh-177](https://github.com/Ashutosh-177)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAshutosh-177)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAshutosh-177)
+- repo first seen: `2026-05-19T06:28:43Z`
+- repo last seen: `2026-05-19T08:00:52Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **978 days**
+- recent public PR activity: **7 PRs** (3 merged / 1 closed-unmerged / 3 open; merged rate **43%**, closed-unmerged rate **14%**, open rate **43%**)
+- public orgs: `Cicuitology-Club`
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share**
+
+Example artifacts:
+- [PR #46068: fix: adapt Whisper models to use self.loss_function with num_items_in_batch support](https://github.com/huggingface/transformers/pull/46068) — closed
+
 ### `avarga1`
 
 - profile: [github.com/avarga1](https://github.com/avarga1)
@@ -5752,27 +5796,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45895: Fix undefined 'input' variable](https://github.com/huggingface/transformers/pull/45895) — closed, merged
 
-### `gabrielspmoreira`
-
-- profile: [github.com/gabrielspmoreira](https://github.com/gabrielspmoreira)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agabrielspmoreira)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agabrielspmoreira)
-- repo first seen: `2026-05-18T23:25:12Z`
-- repo last seen: `2026-05-18T23:25:12Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **5647 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: `NVIDIA-Merlin`
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46043: [Gemma 4] Adds support to batches with mixed samples with only images and only text](https://github.com/huggingface/transformers/pull/46043) — open
-
 ### `gagandhakrey`
 
 - profile: [github.com/gagandhakrey](https://github.com/gagandhakrey)
@@ -5926,12 +5949,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
 - repo first seen: `2026-05-12T18:20:58Z`
-- repo last seen: `2026-05-14T10:40:51Z`
+- repo last seen: `2026-05-19T11:39:24Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 14 reviews / 14 review comments**
+- snapshot discussion activity: **0 comments / 21 reviews / 21 review comments**
 - account age: **2794 days**
 - recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
 - public orgs: `huggingface`

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