Refresh transformers dataset snapshot 20260708T120111Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260708T060015Z`
+- latest snapshot: `20260708T120111Z`
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+        "distinct_repos_with_open_prs": 2
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 47164,
+            "title": "Improve Trainer DataLoader Controls for Streaming and Multiprocessing",
+            "url": "https://github.com/huggingface/transformers/pull/47164",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-07-08T07:47:02Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "n0gu-furiosa",
       "name": "Sungyoon Jeong",
@@ -20877,6 +20903,63 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "namantiwari2002",
+      "name": "Naman Tiwari",
+      "profile_url": "https://github.com/namantiwari2002",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anamantiwari2002",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anamantiwari2002",
+      "repo_first_seen_at": "2026-07-08T07:18:36Z",
+      "repo_last_seen_at": "2026-07-08T07:18:36Z",
+      "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": true,
+      "first_seen_in_snapshot": true,
+      "known_via_prior_merged_pr": false,
+      "report_reason": "first_seen_in_snapshot",
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 4109,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share; no visible non-self stars; targets high-star repos",
+      "public_orgs": [],
+      "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": 47162,
+            "title": "Fix off-by-one in MoonshineStreaming sliding_window_mask_function right window",
+            "url": "https://github.com/huggingface/transformers/pull/47162",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-07-08T07:18:36Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "NanoCode012",
       "name": null,
@@ -21129,7 +21212,7 @@
       "snapshot_comment_count": 0,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -21161,8 +21244,8 @@
             "number": 47147,
             "title": "Fix IndexError Bug in XLMRoberta/Camembert ForMultipleChoice by restoring the pooler",
             "url": "https://github.com/huggingface/transformers/pull/47147",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-07-07T19:10:11Z"
           }
@@ -21171,63 +21254,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "Partha-Shankar",
-      "name": "Partha Shankar",
-      "profile_url": "https://github.com/Partha-Shankar",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3APartha-Shankar",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APartha-Shankar",
-      "repo_first_seen_at": "2026-07-08T05:54:35Z",
-      "repo_last_seen_at": "2026-07-08T05:54:35Z",
-      "repo_primary_artifact_count": 1,
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-      "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": true,
-      "first_seen_in_snapshot": true,
-      "known_via_prior_merged_pr": false,
-      "report_reason": "first_seen_in_snapshot",
-      "enrichment_source": "live",
-      "live_refetch_skipped": false,
-      "account_age_days": 947,
-      "young_account": false,
-      "follow_through_score": "mixed",
-      "breadth_score": "moderate",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high open PR share; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 6,
-        "merged_pr_count": 3,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 3,
-        "merged_pr_rate": 0.5,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 0.5,
-        "distinct_repos_with_authored_prs": 4,
-        "distinct_repos_with_open_prs": 3
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 47158,
-            "title": "[generation] Fix misleading synced_gpus warning in continuous batching",
-            "url": "https://github.com/huggingface/transformers/pull/47158",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-07-08T05:54:35Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "petecao",
       "name": "Peter Cao",
@@ -22828,6 +22854,63 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "ShareLer",
+      "name": "Le Xue",
+      "profile_url": "https://github.com/ShareLer",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AShareLer",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AShareLer",
+      "repo_first_seen_at": "2026-07-08T10:26:48Z",
+      "repo_last_seen_at": "2026-07-08T10:26:48Z",
+      "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": true,
+      "first_seen_in_snapshot": true,
+      "known_via_prior_merged_pr": false,
+      "report_reason": "first_seen_in_snapshot",
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 2684,
+      "young_account": false,
+      "follow_through_score": "mixed",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 2,
+        "merged_pr_count": 1,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 1,
+        "merged_pr_rate": 0.5,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 0.5,
+        "distinct_repos_with_authored_prs": 2,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 47170,
+            "title": "Optimize flash attention max seqlen computation in vision attention",
+            "url": "https://github.com/huggingface/transformers/pull/47170",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-07-08T10:26:48Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "Shashank-Tripathi-07",
       "name": "Rocky",

new-contributors-report.md

@@ -1,17 +1,17 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260708T060015Z`
-- Generated: `2026-07-08T06:01:36Z`
+- Snapshot: `20260708T120111Z`
+- Generated: `2026-07-08T12:03:57Z`
 - Activity window: `60d`
-- Contributors: `353`
+- Contributors: `355`
 
 ## Summary
 
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
-| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 136 | 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` | 115 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
-| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 103 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 137 | 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` | 116 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 104 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 102 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-07-19T13:27:51Z` | 100 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 75 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
@@ -20,15 +20,15 @@
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 50 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 49 | 1 | strong | low | low | targets high-star repos |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 48 | 0 | strong | low | low | targets high-star repos |
-| `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 41 | 1 | strong | moderate | low | targets high-star repos |
+| `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 43 | 1 | strong | moderate | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 37 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 36 | 20 | strong | low | low | targets high-star repos |
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 35 | 4 | strong | moderate | low | high recent PR volume |
 | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 33 | 0 | strong | low | low | targets high-star repos |
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
+| `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 31 | 4 | strong | low | low | — |
 | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3752d | `2025-08-10T08:43:09Z` | 30 | 0 | weak | moderate | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
-| `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 29 | 4 | strong | low | low | — |
-| `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 28 | 1 | mixed | low | low | high open PR share; targets high-star repos |
+| `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 29 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 27 | 14 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 27 | 0 | n/a | n/a | n/a | summary unavailable |
 | `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | CONTRIBUTOR | ?d | `2026-05-13T06:40:41Z` | 25 | 0 | n/a | n/a | n/a | summary unavailable |
@@ -91,7 +91,6 @@
 | `yuvrajsharma9981` | [profile](https://github.com/yuvrajsharma9981) | no | FIRST_TIME_CONTRIBUTOR | 3814d | `2026-05-21T22:27:49Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 8 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
-| `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 5 | 5 | strong | moderate | low | high recent PR volume |
 | `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 |
 | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3449d | `2026-03-09T09:03:10Z` | 5 | 0 | mixed | low | low | — |
 | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 5 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -123,7 +122,7 @@
 | `Jaeyo314` | [profile](https://github.com/Jaeyo314) | no | FIRST_TIMER | 289d | `2026-05-26T16:18:11Z` | 2 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `Jatinverma0786` | [profile](https://github.com/Jatinverma0786) | no | FIRST_TIME_CONTRIBUTOR | 2165d | `2026-07-05T03:47:16Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `JulietChinenyeDuru` | [profile](https://github.com/JulietChinenyeDuru) | no | NONE | 357d | `2026-06-05T04:17:33Z` | 2 | 0 | weak | low | low | young account; high open PR share |
-| `kkwjk2718` | [profile](https://github.com/kkwjk2718) | yes | FIRST_TIME_CONTRIBUTOR | 889d | `2026-07-08T05:08:24Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `kkwjk2718` | [profile](https://github.com/kkwjk2718) | no | FIRST_TIME_CONTRIBUTOR | 889d | `2026-07-08T05:08:24Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Kropiunig` | [profile](https://github.com/Kropiunig) | no | CONTRIBUTOR | 2665d | `2026-06-27T21:52:44Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `lcheng321` | [profile](https://github.com/lcheng321) | no | CONTRIBUTOR | 2614d | `2026-06-20T07:49:11Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `meatybobby` | [profile](https://github.com/meatybobby) | no | CONTRIBUTOR | 4220d | `2026-06-04T18:30:50Z` | 2 | 0 | weak | low | low | high open PR share |
@@ -132,25 +131,26 @@
 | `mulkymalikuldhrs` | [profile](https://github.com/mulkymalikuldhrs) | no | NONE | 416d | `2026-06-10T22:54:43Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
 | `nileshpatil6` | [profile](https://github.com/nileshpatil6) | no | CONTRIBUTOR | 1148d | `2026-05-16T14:53:41Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `otjdiepluong` | [profile](https://github.com/otjdiepluong) | no | NONE | 32d | `2026-05-14T03:52:29Z` | 2 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
+| `Partha-Shankar` | [profile](https://github.com/Partha-Shankar) | no | FIRST_TIME_CONTRIBUTOR | 947d | `2026-07-08T05:54:35Z` | 2 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `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 |
 | `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 |
 | `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 |
 | `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 |
 | `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 |
-| `samyuktahegde` | [profile](https://github.com/samyuktahegde) | no | FIRST_TIME_CONTRIBUTOR | 3567d | `2026-07-06T07:32:26Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `samyuktahegde` | [profile](https://github.com/samyuktahegde) | no | CONTRIBUTOR | 3567d | `2026-07-06T07:32:26Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `srishtiii28` | [profile](https://github.com/srishtiii28) | no | FIRST_TIME_CONTRIBUTOR | 1008d | `2026-06-09T09:34:02Z` | 2 | 0 | mixed | low | low | — |
 | `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 |
 | `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 |
-| `ZubairAli999` | [profile](https://github.com/ZubairAli999) | no | FIRST_TIME_CONTRIBUTOR | 1721d | `2026-07-07T09:31:21Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
+| `ZubairAli999` | [profile](https://github.com/ZubairAli999) | no | NONE | 1721d | `2026-07-07T09:31:21Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
 | `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 |
 | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 9 | 0 | mixed | moderate | low | targets high-star repos |
 | `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 596d | `2025-06-12T08:51:40Z` | 7 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 5 | 5 | strong | moderate | low | high recent PR volume |
 | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3900d | `2026-01-21T06:14:39Z` | 5 | 4 | weak | low | low | high open PR share; targets high-star repos |
 | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
 | `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 |
-| `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 |
 | `bhargav-patel-29` | [profile](https://github.com/bhargav-patel-29) | no | FIRST_TIME_CONTRIBUTOR | 267d | `2026-02-05T02:43:45Z` | 3 | 0 | weak | low | low | young account; 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` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | CONTRIBUTOR | 1082d | `2026-03-28T12:13:57Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
@@ -303,13 +303,14 @@
 | `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 |
 | `msdsm` | [profile](https://github.com/msdsm) | no | FIRST_TIME_CONTRIBUTOR | 2197d | `2026-06-06T10:53:47Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `MushiSenpai` | [profile](https://github.com/MushiSenpai) | no | NONE | 143d | `2026-06-26T15:25:50Z` | 1 | 0 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
+| `muyihao` | [profile](https://github.com/muyihao) | yes | FIRST_TIME_CONTRIBUTOR | 3023d | `2026-01-31T01:30:41Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `n0gu-furiosa` | [profile](https://github.com/n0gu-furiosa) | no | CONTRIBUTOR | 863d | `2026-06-04T05:04:15Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `namantiwari2002` | [profile](https://github.com/namantiwari2002) | yes | FIRST_TIME_CONTRIBUTOR | 4109d | `2026-07-08T07:18:36Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `NanoCode012` | [profile](https://github.com/NanoCode012) | no | CONTRIBUTOR | 4220d | `2026-06-13T06:09:47Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `ndvbd` | [profile](https://github.com/ndvbd) | no | FIRST_TIME_CONTRIBUTOR | 5482d | `2026-06-16T08:24:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `NicolasHug` | [profile](https://github.com/NicolasHug) | no | CONTRIBUTOR | 5321d | `2026-06-08T11:13:46Z` | 1 | 0 | strong | moderate | low | extremely high recent PR volume |
 | `onuralpszr` | [profile](https://github.com/onuralpszr) | no | CONTRIBUTOR | 5146d | `2026-05-31T20:25:01Z` | 1 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread |
-| `pariidanDKE` | [profile](https://github.com/pariidanDKE) | no | FIRST_TIME_CONTRIBUTOR | 2103d | `2026-07-07T19:10:11Z` | 1 | 0 | mixed | low | low | — |
-| `Partha-Shankar` | [profile](https://github.com/Partha-Shankar) | yes | FIRST_TIME_CONTRIBUTOR | 947d | `2026-07-08T05:54:35Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
+| `pariidanDKE` | [profile](https://github.com/pariidanDKE) | no | CONTRIBUTOR | 2103d | `2026-07-07T19:10:11Z` | 1 | 0 | mixed | low | low | — |
 | `petecao` | [profile](https://github.com/petecao) | no | CONTRIBUTOR | 2982d | `2026-05-25T19:01:18Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `PINKIIILQWQ` | [profile](https://github.com/PINKIIILQWQ) | no | NONE | 333d | `2026-06-16T20:11:32Z` | 1 | 0 | weak | high | medium | young account; high recent PR volume; broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `professoralbay` | [profile](https://github.com/professoralbay) | no | FIRST_TIMER | 780d | `2026-06-03T20:51:18Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -338,6 +339,7 @@
 | `shadeMe` | [profile](https://github.com/shadeMe) | no | CONTRIBUTOR | 5922d | `2026-05-20T09:24:48Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ShamSaleem` | [profile](https://github.com/ShamSaleem) | no | CONTRIBUTOR | 1520d | `2026-06-22T07:57:42Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Shanmuk4622` | [profile](https://github.com/Shanmuk4622) | no | NONE | 948d | `2026-05-28T06:31:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `ShareLer` | [profile](https://github.com/ShareLer) | yes | FIRST_TIME_CONTRIBUTOR | 2684d | `2026-07-08T10:26:48Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `Shashank-Tripathi-07` | [profile](https://github.com/Shashank-Tripathi-07) | no | NONE | 644d | `2026-05-20T15:18:30Z` | 1 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `shoushinya123` | [profile](https://github.com/shoushinya123) | no | CONTRIBUTOR | 669d | `2026-06-13T11:44:09Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars |
 | `shreyescodes` | [profile](https://github.com/shreyescodes) | no | NONE | 1108d | `2026-06-17T07:30:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -371,12 +373,12 @@
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
 - repo first seen: `2025-02-05T12:51:57Z`
-- repo last seen: `2026-07-07T20:58:53Z`
+- repo last seen: `2026-07-08T09:28:05Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **136**
-- snapshot authored PRs/issues: **136 PRs / 0 issues**
-- snapshot discussion activity: **140 comments / 267 reviews / 181 review comments**
+- repo primary artifacts: **137**
+- snapshot authored PRs/issues: **137 PRs / 0 issues**
+- snapshot discussion activity: **143 comments / 270 reviews / 181 review comments**
 - account age: **4938 days**
 - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
 - public orgs: none visible
@@ -384,9 +386,9 @@
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #47168: tests: reduce processor test memory usage and use tiny test assets](https://github.com/huggingface/transformers/pull/47168) — closed, merged
 - [PR #47115: processor tests: use tiny Hub repos to reduce CI memory](https://github.com/huggingface/transformers/pull/47115) — closed, merged
 - [PR #47104: processor tests: use tiny Hub repos to reduce CI memory by ~43%](https://github.com/huggingface/transformers/pull/47104) — closed
-- [PR #47043: Fix CI read-only cache failures by patching cached_files in conftest](https://github.com/huggingface/transformers/pull/47043) — open
 
 ### `Cyrilvallez`
 
@@ -394,12 +396,12 @@ Example artifacts:
 - 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: `2026-07-08T06:00:16Z`
+- repo last seen: `2026-07-08T09:14:57Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **115**
-- snapshot authored PRs/issues: **115 PRs / 0 issues**
-- snapshot discussion activity: **271 comments / 395 reviews / 641 review comments**
+- repo primary artifacts: **116**
+- snapshot authored PRs/issues: **116 PRs / 0 issues**
+- snapshot discussion activity: **280 comments / 401 reviews / 655 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`
@@ -407,9 +409,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #47160: Restrict QuantizedCache to only full attention](https://github.com/huggingface/transformers/pull/47160) — closed, merged
 - [PR #47128: Small improvement](https://github.com/huggingface/transformers/pull/47128) — closed, merged
 - [PR #47118: [cache] Simplify cache dispatch based on layer_types](https://github.com/huggingface/transformers/pull/47118) — closed, merged
-- [PR #47094: [sdpa] Allow prefill to use FA kernel with StaticCache](https://github.com/huggingface/transformers/pull/47094) — closed, merged
 
 ### `kaixuanliu`
 
@@ -417,11 +419,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
 - repo first seen: `2025-06-20T09:58:55Z`
-- repo last seen: `2026-07-07T13:01:21Z`
+- repo last seen: `2026-07-08T07:45:16Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **107**
-- snapshot authored PRs/issues: **103 PRs / 4 issues**
+- repo primary artifacts: **108**
+- snapshot authored PRs/issues: **104 PRs / 4 issues**
 - snapshot discussion activity: **90 comments / 112 reviews / 111 review comments**
 - account age: **3934 days**
 - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
@@ -430,9 +432,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #47163: add paged attention tests support for XPU](https://github.com/huggingface/transformers/pull/47163) — open, draft
 - [PR #47127: fix bugs for clvp model](https://github.com/huggingface/transformers/pull/47127) — open
-- [PR #47092: add XPU output expectations for minicpm3 tests](https://github.com/huggingface/transformers/pull/47092) — open
-- [PR #47025: Diffusion gemma: fix failed test cases](https://github.com/huggingface/transformers/pull/47025) — open
+- [PR #47092: add XPU output expectations for minicpm3 tests](https://github.com/huggingface/transformers/pull/47092) — closed, merged
 - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
 - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
 - [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
@@ -469,12 +471,12 @@ 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: `2024-07-19T13:27:51Z`
-- repo last seen: `2026-07-07T14:35:22Z`
+- repo last seen: `2026-07-08T09:02:31Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **100**
 - snapshot authored PRs/issues: **100 PRs / 0 issues**
-- snapshot discussion activity: **697 comments / 1141 reviews / 2440 review comments**
+- snapshot discussion activity: **698 comments / 1146 reviews / 2442 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`
@@ -505,7 +507,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #47149: [docs] MoE decode switching](https://github.com/huggingface/transformers/pull/47149) — open
+- [PR #47149: [docs] MoE decode switching](https://github.com/huggingface/transformers/pull/47149) — closed, merged
 - [PR #47114: [docs] Custom code conversion mapping](https://github.com/huggingface/transformers/pull/47114) — open
 - [PR #46968: [docs] fix autolinks](https://github.com/huggingface/transformers/pull/46968) — closed, merged
 - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
@@ -517,12 +519,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
 - repo first seen: `2023-02-24T14:13:29Z`
-- repo last seen: `2026-07-07T06:27:55Z`
+- repo last seen: `2026-07-08T09:29:02Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **74**
 - snapshot authored PRs/issues: **70 PRs / 4 issues**
-- snapshot discussion activity: **205 comments / 753 reviews / 1519 review comments**
+- snapshot discussion activity: **205 comments / 754 reviews / 1519 review comments**
 - account age: **2590 days**
 - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
 - public orgs: none visible
@@ -568,12 +570,12 @@ 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: `2026-07-07T15:55:13Z`
+- repo last seen: `2026-07-08T10:47:18Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **52**
 - snapshot authored PRs/issues: **50 PRs / 2 issues**
-- snapshot discussion activity: **196 comments / 364 reviews / 489 review comments**
+- snapshot discussion activity: **196 comments / 365 reviews / 489 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`
@@ -593,12 +595,12 @@ 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: `2025-09-11T21:27:59Z`
-- repo last seen: `2026-07-08T05:25:53Z`
+- repo last seen: `2026-07-08T09:41:48Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **50**
 - snapshot authored PRs/issues: **49 PRs / 1 issues**
-- snapshot discussion activity: **68 comments / 214 reviews / 227 review comments**
+- snapshot discussion activity: **69 comments / 217 reviews / 230 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%**)
 - public orgs: none visible
@@ -617,12 +619,12 @@ 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: `2026-07-07T14:01:10Z`
+- repo last seen: `2026-07-08T11:57:36Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **48**
 - snapshot authored PRs/issues: **48 PRs / 0 issues**
-- snapshot discussion activity: **885 comments / 351 reviews / 237 review comments**
+- snapshot discussion activity: **888 comments / 353 reviews / 238 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`
@@ -640,12 +642,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asywangyi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asywangyi)
 - repo first seen: `2025-10-14T03:02:06Z`
-- repo last seen: `2026-07-08T04:47:37Z`
+- repo last seen: `2026-07-08T08:00:49Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **42**
-- snapshot authored PRs/issues: **41 PRs / 1 issues**
-- snapshot discussion activity: **27 comments / 24 reviews / 24 review comments**
+- repo primary artifacts: **44**
+- snapshot authored PRs/issues: **43 PRs / 1 issues**
+- snapshot discussion activity: **27 comments / 25 reviews / 25 review comments**
 - account age: **2996 days**
 - recent public PR activity: **16 PRs** (12 merged / 0 closed-unmerged / 4 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
 - public orgs: none visible
@@ -653,9 +655,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #47166: extend tests/quantization/gptq/test_gptq.py::GPTQTestCUDA and tests/q…](https://github.com/huggingface/transformers/pull/47166) — open
+- [PR #47159: Extend continuous batching memory prediction test to XPU](https://github.com/huggingface/transformers/pull/47159) — closed, merged
 - [PR #47151: Fix Aria checkpoint key conversion mapping](https://github.com/huggingface/transformers/pull/47151) — open
-- [PR #46517: extend DeepseekV4FlashIntegrationTest to non-cuda device](https://github.com/huggingface/transformers/pull/46517) — closed, merged
-- [PR #46367: enable deepseek v4 flash in xpu](https://github.com/huggingface/transformers/pull/46367) — closed, draft
 - [Issue #42890: tests/models/sam_hq/test_modeling_sam_hq.py::SamHQModelIntegrationTest may fail since a lot of cases are lack of set_seed()](https://github.com/huggingface/transformers/issues/42890) — closed
 
 ### `itazap`
@@ -664,12 +666,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
 - repo first seen: `2024-10-21T07:08:47Z`
-- repo last seen: `2026-07-06T16:51:49Z`
+- repo last seen: `2026-07-08T11:47:02Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **37**
 - snapshot authored PRs/issues: **37 PRs / 0 issues**
-- snapshot discussion activity: **70 comments / 67 reviews / 41 review comments**
+- snapshot discussion activity: **70 comments / 74 reviews / 48 review comments**
 - account age: **3139 days**
 - recent public PR activity: **20 PRs** (10 merged / 5 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
 - public orgs: none visible
@@ -779,6 +781,32 @@ Example artifacts:
 - [PR #46128: Add SAM 3.1 to Transformers](https://github.com/huggingface/transformers/pull/46128) — open
 - [PR #46041: Fix post processing RF-DETR](https://github.com/huggingface/transformers/pull/46041) — closed, merged
 
+### `IlyasMoutawwakil`
+
+- profile: [github.com/IlyasMoutawwakil](https://github.com/IlyasMoutawwakil)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
+- repo first seen: `2025-07-04T08:41:29Z`
+- repo last seen: `2026-07-08T11:24:34Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **35**
+- snapshot authored PRs/issues: **31 PRs / 4 issues**
+- snapshot discussion activity: **86 comments / 485 reviews / 447 review comments**
+- account age: **2354 days**
+- recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
+- public orgs: `huggingface`, `Chouafa`
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #47171: nCompass triton-moe experts integration](https://github.com/huggingface/transformers/pull/47171) — open, draft
+- [PR #47161: Add exporters min version requirements and test skip](https://github.com/huggingface/transformers/pull/47161) — open
+- [PR #47154: Better deepgemm errors](https://github.com/huggingface/transformers/pull/47154) — open
+- [Issue #46443: Vision RoPE refactor](https://github.com/huggingface/transformers/issues/46443) — open
+- [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
+- [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
+
 ### `cyyever`
 
 - profile: [github.com/cyyever](https://github.com/cyyever)
@@ -802,43 +830,17 @@ Example artifacts:
 - [PR #46917: Remove deprecated training args](https://github.com/huggingface/transformers/pull/46917) — open
 - [PR #46579: Fix typos in code](https://github.com/huggingface/transformers/pull/46579) — closed, merged
 
-### `IlyasMoutawwakil`
-
-- profile: [github.com/IlyasMoutawwakil](https://github.com/IlyasMoutawwakil)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
-- repo first seen: `2025-07-04T08:41:29Z`
-- repo last seen: `2026-07-08T05:53:43Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **33**
-- snapshot authored PRs/issues: **29 PRs / 4 issues**
-- snapshot discussion activity: **85 comments / 478 reviews / 441 review comments**
-- account age: **2354 days**
-- recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
-- public orgs: `huggingface`, `Chouafa`
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #47154: Better deepgemm errors](https://github.com/huggingface/transformers/pull/47154) — open
-- [PR #47107: Fix MoE decode optimization for experts living in a submodel](https://github.com/huggingface/transformers/pull/47107) — closed, merged
-- [PR #47096: Exportable kimi](https://github.com/huggingface/transformers/pull/47096) — open
-- [Issue #46443: Vision RoPE refactor](https://github.com/huggingface/transformers/issues/46443) — open
-- [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
-- [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
-
 ### `3outeille`
 
 - profile: [github.com/3outeille](https://github.com/3outeille)
 - 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: `2026-07-07T04:57:27Z`
+- repo last seen: `2026-07-08T07:51:58Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **29**
-- snapshot authored PRs/issues: **28 PRs / 1 issues**
+- repo primary artifacts: **30**
+- snapshot authored PRs/issues: **29 PRs / 1 issues**
 - snapshot discussion activity: **34 comments / 122 reviews / 124 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%**)
@@ -847,9 +849,9 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
+- [PR #47165: Add FSDP plans to all models](https://github.com/huggingface/transformers/pull/47165) — open
 - [PR #46990: FSDP orchestration: apply + loading/saving](https://github.com/huggingface/transformers/pull/46990) — open
 - [PR #46717: Shard on read Dtensor aware](https://github.com/huggingface/transformers/pull/46717) — open
-- [PR #46707: Add native FSDP2 module + migration](https://github.com/huggingface/transformers/pull/46707) — open
 - [Issue #46187: cohere2_moe fails training + tensor parallel tests](https://github.com/huggingface/transformers/issues/46187) — closed
 
 ### `qgallouedec`
@@ -945,7 +947,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #47148: Fix case where `_LazyAutoMapping.register` is passed a `str` key](https://github.com/huggingface/transformers/pull/47148) — open
+- [PR #47148: Fix case where `_LazyAutoMapping.register` is passed a `str` key](https://github.com/huggingface/transformers/pull/47148) — closed, merged
 - [PR #46622: Fix Mistral models which contain both `tokenizer.json` and `tekken.json`](https://github.com/huggingface/transformers/pull/46622) — closed
 - [PR #46605: Fix `peft` lower bound](https://github.com/huggingface/transformers/pull/46605) — closed, merged
 - [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
@@ -1003,12 +1005,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunt-ing)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunt-ing)
 - repo first seen: `2026-06-18T09:58:22Z`
-- repo last seen: `2026-07-07T20:00:05Z`
+- repo last seen: `2026-07-08T06:18:11Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **21**
 - snapshot authored PRs/issues: **21 PRs / 0 issues**
-- snapshot discussion activity: **15 comments / 5 reviews / 5 review comments**
+- snapshot discussion activity: **16 comments / 5 reviews / 5 review comments**
 - account age: **2841 days**
 - recent public PR activity: **52 PRs** (17 merged / 6 closed-unmerged / 29 open; merged rate **33%**, closed-unmerged rate **12%**, open rate **56%**)
 - public orgs: none visible
@@ -1026,12 +1028,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akashif)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akashif)
 - repo first seen: `2025-09-08T13:05:54Z`
-- repo last seen: `2026-06-25T09:39:43Z`
+- repo last seen: `2026-07-08T08:06:13Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **20**
 - snapshot authored PRs/issues: **20 PRs / 0 issues**
-- snapshot discussion activity: **56 comments / 81 reviews / 77 review comments**
+- snapshot discussion activity: **57 comments / 81 reviews / 77 review comments**
 - account age: **6569 days**
 - recent public PR activity: **32 PRs** (20 merged / 1 closed-unmerged / 11 open; merged rate **62%**, closed-unmerged rate **3%**, open rate **34%**)
 - public orgs: none visible
@@ -1072,12 +1074,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALinZiyuu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALinZiyuu)
 - repo first seen: `2026-05-13T14:52:41Z`
-- repo last seen: `2026-06-30T12:51:04Z`
+- repo last seen: `2026-07-08T09:43:36Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **17**
 - snapshot authored PRs/issues: **16 PRs / 1 issues**
-- snapshot discussion activity: **20 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **21 comments / 0 reviews / 0 review comments**
 - account age: **1483 days**
 - recent public PR activity: **9 PRs** (1 merged / 1 closed-unmerged / 7 open; merged rate **11%**, closed-unmerged rate **11%**, open rate **78%**)
 - public orgs: none visible
@@ -1451,12 +1453,12 @@ 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: `2026-07-07T13:44:53Z`
+- repo last seen: `2026-07-08T07:14:00Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **7 PRs / 0 issues**
-- snapshot discussion activity: **41 comments / 177 reviews / 216 review comments**
+- snapshot discussion activity: **41 comments / 181 reviews / 220 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`
@@ -1906,7 +1908,7 @@ Example artifacts:
 Example artifacts:
 - [PR #47011: DeepSeek MLA: absorb low-rank up-projection into Q for eager/SDPA (V2/V3/V3.2)](https://github.com/huggingface/transformers/pull/47011) — closed
 - [PR #47010: Fix off-by-one in sliding_window_mask_function right window boundary](https://github.com/huggingface/transformers/pull/47010) — closed
-- [PR #47009: Add linear_attn entries to Qwen3.5 base_model_tp_plan](https://github.com/huggingface/transformers/pull/47009) — open
+- [PR #47009: Add linear_attn entries to Qwen3.5 base_model_tp_plan](https://github.com/huggingface/transformers/pull/47009) — closed
 
 ### `ldkhang1201`
 
@@ -2253,7 +2255,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46966: Add Gemma4Unified sequence classification](https://github.com/huggingface/transformers/pull/46966) — open
+- [PR #46966: Add Gemma4Unified sequence classification](https://github.com/huggingface/transformers/pull/46966) — closed
 - [PR #46759: Default Gemma4 processor text padding to False (align with Gemma3 / Qwen3-VL)](https://github.com/huggingface/transformers/pull/46759) — closed
 - [PR #46148: [Qwen3Next] preserve linear-attn-mask optimization under torch.compile/export](https://github.com/huggingface/transformers/pull/46148) — open
 
@@ -2304,32 +2306,6 @@ Example artifacts:
 - [PR #45862: [new model] Add Zyphra/ZAYA1-8B](https://github.com/huggingface/transformers/pull/45862) — closed, merged
 - [PR #45173: [misc] fix qwen35 tests: correct the text model type and skip reverse_mapping](https://github.com/huggingface/transformers/pull/45173) — closed, merged
 
-### `jamesbraza`
-
-- profile: [github.com/jamesbraza](https://github.com/jamesbraza)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajamesbraza)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajamesbraza)
-- repo first seen: `2026-04-23T00:37:54Z`
-- repo last seen: `2026-05-15T16:21:46Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **10**
-- snapshot authored PRs/issues: **5 PRs / 5 issues**
-- snapshot discussion activity: **9 comments / 3 reviews / 3 review comments**
-- account age: **4221 days**
-- recent public PR activity: **36 PRs** (32 merged / 2 closed-unmerged / 2 open; merged rate **89%**, closed-unmerged rate **6%**, open rate **6%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume**
-
-Example artifacts:
-- [PR #45903: Fix M-RoPE `inv_freq` device and `meta` → `to_empty` re-init in Qwen3-VL family](https://github.com/huggingface/transformers/pull/45903) — closed
-- [PR #45861: Fix M-RoPE device mismatch in Qwen3VL family under FSDP2 CPU offload](https://github.com/huggingface/transformers/pull/45861) — closed, merged
-- [PR #45770: Unwrap `text_config` in `AutoModelFor*.from_config`](https://github.com/huggingface/transformers/pull/45770) — closed, merged
-- [Issue #45902: `Qwen3_5MoeTextRotaryEmbedding.inv_freq` reads uninitialized memory after `meta → to_empty(cuda)` materialization](https://github.com/huggingface/transformers/issues/45902) — closed
-- [Issue #45859: `Qwen3_5MoeTextRotaryEmbedding.forward` is not compatible with CPU offload](https://github.com/huggingface/transformers/issues/45859) — closed
-- [Issue #45759: `AutoModelForCausalLM.from_config` does not unwrap `text_config` for composite Qwen 3.5 and 3.6 multimodal configs](https://github.com/huggingface/transformers/issues/45759) — closed
-
 ### `Aravind-11`
 
 - profile: [github.com/Aravind-11](https://github.com/Aravind-11)
@@ -2359,12 +2335,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akmswin1)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akmswin1)
 - repo first seen: `2026-03-09T09:03:10Z`
-- repo last seen: `2026-06-24T14:33:29Z`
+- repo last seen: `2026-07-08T09:45:14Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **2 comments / 14 reviews / 15 review comments**
 - account age: **3449 days**
 - recent public PR activity: **5 PRs** (3 merged / 1 closed-unmerged / 1 open; merged rate **60%**, closed-unmerged rate **20%**, open rate **20%**)
 - public orgs: none visible
@@ -2405,12 +2381,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqflen)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqflen)
 - repo first seen: `2026-04-25T02:09:42Z`
-- repo last seen: `2026-07-08T03:35:05Z`
+- repo last seen: `2026-07-08T07:43:42Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **4 PRs / 4 issues**
-- snapshot discussion activity: **10 comments / 3 reviews / 3 review comments**
+- snapshot discussion activity: **10 comments / 4 reviews / 4 review comments**
 - account age: **479 days**
 - recent public PR activity: **49 PRs** (12 merged / 6 closed-unmerged / 31 open; merged rate **24%**, closed-unmerged rate **12%**, open rate **63%**)
 - public orgs: none visible
@@ -2478,12 +2454,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adhruv7477)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adhruv7477)
 - repo first seen: `2026-04-29T09:34:56Z`
-- repo last seen: `2026-07-07T08:36:26Z`
+- repo last seen: `2026-07-08T07:37:53Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 3 reviews / 3 review comments**
+- snapshot discussion activity: **7 comments / 3 reviews / 3 review comments**
 - account age: **1645 days**
 - recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -3044,7 +3020,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akkwjk2718)
 - repo first seen: `2026-07-08T05:08:24Z`
 - repo last seen: `2026-07-08T05:15:24Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
@@ -3235,6 +3211,28 @@ Example artifacts:
 - [PR #46233: tests: fix duplicated "for" in test_video_utils FIXME comment](https://github.com/huggingface/transformers/pull/46233) — closed
 - [PR #45954: tests: fix duplicated "for" in test_video_utils FIXME comment](https://github.com/huggingface/transformers/pull/45954) — closed
 
+### `Partha-Shankar`
+
+- profile: [github.com/Partha-Shankar](https://github.com/Partha-Shankar)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3APartha-Shankar)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APartha-Shankar)
+- repo first seen: `2026-07-08T05:54:35Z`
+- repo last seen: `2026-07-08T08:21:55Z`
+- 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: **0 comments / 0 reviews / 0 review comments**
+- account age: **947 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: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #47167: chore(qa): fix Windows compatibility for type checker excludes](https://github.com/huggingface/transformers/pull/47167) — open
+- [PR #47158: [generation] Fix misleading synced_gpus warning in continuous batching](https://github.com/huggingface/transformers/pull/47158) — open
+
 ### `poojansatani`
 
 - profile: [github.com/poojansatani](https://github.com/poojansatani)
@@ -3353,7 +3351,7 @@ Example artifacts:
 - repo first seen: `2026-07-06T07:32:26Z`
 - repo last seen: `2026-07-07T12:09:20Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -3364,7 +3362,7 @@ Example artifacts:
 - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #47136: Clarify input device placement in the Quicktour inference example](https://github.com/huggingface/transformers/pull/47136) — open
+- [PR #47136: Clarify input device placement in the Quicktour inference example](https://github.com/huggingface/transformers/pull/47136) — closed, merged
 - [PR #47098: Fix grammar in PreTrainedConfig description](https://github.com/huggingface/transformers/pull/47098) — closed
 
 ### `srishtiii28`
@@ -3441,7 +3439,7 @@ Example artifacts:
 - repo first seen: `2026-07-07T09:31:21Z`
 - repo last seen: `2026-07-07T12:24:23Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -3452,7 +3450,7 @@ Example artifacts:
 - heuristic read: **no visible non-self stars**
 
 Example artifacts:
-- [PR #47137: Fix it](https://github.com/huggingface/transformers/pull/47137) — open
+- [PR #47137: Fix it](https://github.com/huggingface/transformers/pull/47137) — closed
 - [PR #47132:  Fix legacy list-based special_tokens handling in _set_model_specific_special_tokens](https://github.com/huggingface/transformers/pull/47132) — closed
 
 ### `tomaarsen`
@@ -3550,6 +3548,32 @@ Example artifacts:
 - [PR #45746: Fix link to modular transformers documentation](https://github.com/huggingface/transformers/pull/45746) — closed, merged
 - [PR #43451: Add Molmo2](https://github.com/huggingface/transformers/pull/43451) — open
 
+### `jamesbraza`
+
+- profile: [github.com/jamesbraza](https://github.com/jamesbraza)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajamesbraza)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajamesbraza)
+- repo first seen: `2026-04-23T00:37:54Z`
+- repo last seen: `2026-05-15T16:21:46Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **10**
+- snapshot authored PRs/issues: **5 PRs / 5 issues**
+- snapshot discussion activity: **9 comments / 3 reviews / 3 review comments**
+- account age: **4221 days**
+- recent public PR activity: **36 PRs** (32 merged / 2 closed-unmerged / 2 open; merged rate **89%**, closed-unmerged rate **6%**, open rate **6%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume**
+
+Example artifacts:
+- [PR #45903: Fix M-RoPE `inv_freq` device and `meta` → `to_empty` re-init in Qwen3-VL family](https://github.com/huggingface/transformers/pull/45903) — closed
+- [PR #45861: Fix M-RoPE device mismatch in Qwen3VL family under FSDP2 CPU offload](https://github.com/huggingface/transformers/pull/45861) — closed, merged
+- [PR #45770: Unwrap `text_config` in `AutoModelFor*.from_config`](https://github.com/huggingface/transformers/pull/45770) — closed, merged
+- [Issue #45902: `Qwen3_5MoeTextRotaryEmbedding.inv_freq` reads uninitialized memory after `meta → to_empty(cuda)` materialization](https://github.com/huggingface/transformers/issues/45902) — closed
+- [Issue #45859: `Qwen3_5MoeTextRotaryEmbedding.forward` is not compatible with CPU offload](https://github.com/huggingface/transformers/issues/45859) — closed
+- [Issue #45759: `AutoModelForCausalLM.from_config` does not unwrap `text_config` for composite Qwen 3.5 and 3.6 multimodal configs](https://github.com/huggingface/transformers/issues/45759) — closed
+
 ### `KoichiYasuoka`
 
 - profile: [github.com/KoichiYasuoka](https://github.com/KoichiYasuoka)
@@ -3648,31 +3672,6 @@ Example artifacts:
 - [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
 
-### `Abineshabee`
-
-- profile: [github.com/Abineshabee](https://github.com/Abineshabee)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbineshabee)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbineshabee)
-- repo first seen: `2026-04-13T08:59:27Z`
-- repo last seen: `2026-05-27T10:52:07Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **3 PRs / 2 issues**
-- snapshot discussion activity: **24 comments / 0 reviews / 0 review comments**
-- account age: **1453 days**
-- recent public PR activity: **7 PRs** (3 merged / 3 closed-unmerged / 1 open; merged rate **43%**, closed-unmerged rate **43%**, open rate **14%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #45860: fix(text-generation): use token-level slicing for return_full_text=Fa…](https://github.com/huggingface/transformers/pull/45860) — closed, merged
-- [PR #45808: 🚨 [Fuyu] Remove FuyuBatchFeature subclass, use BatchFeature with skip_tensor_conversion](https://github.com/huggingface/transformers/pull/45808) — closed, merged
-- [PR #45601: fix: compute auxiliary losses when denoising is disabled in D-FINE](https://github.com/huggingface/transformers/pull/45601) — closed, merged
-- [Issue #45987: [Bug] StaticCache.get_seq_length() returns shape-(1,) Tensor despite -> int contract](https://github.com/huggingface/transformers/issues/45987) — closed
-- [Issue #45803: [Bug] Bare `except:` in FuyuBatchFeature.convert_to_tensors() swallows KeyboardInterrupt and hides real errors](https://github.com/huggingface/transformers/issues/45803) — closed
-
 ### `bhargav-patel-29`
 
 - profile: [github.com/bhargav-patel-29](https://github.com/bhargav-patel-29)
@@ -3866,12 +3865,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AWauplin)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AWauplin)
 - repo first seen: `2025-12-02T12:54:40Z`
-- repo last seen: `2026-07-07T09:07:31Z`
+- repo last seen: `2026-07-08T11:56:28Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **6 comments / 8 reviews / 19 review comments**
+- snapshot discussion activity: **7 comments / 8 reviews / 19 review comments**
 - account age: **4075 days**
 - recent public PR activity: **93 PRs** (83 merged / 4 closed-unmerged / 6 open; merged rate **89%**, closed-unmerged rate **4%**, open rate **6%**)
 - public orgs: none visible
@@ -5883,12 +5882,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AGideon0805)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AGideon0805)
 - repo first seen: `2026-07-07T09:46:20Z`
-- repo last seen: `2026-07-07T09:46:20Z`
+- repo last seen: `2026-07-08T08:39:12Z`
 - 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**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - account age: **3204 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
@@ -6471,12 +6470,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AlabAxiaoming)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AlabAxiaoming)
 - repo first seen: `2026-07-07T13:04:02Z`
-- repo last seen: `2026-07-07T13:04:02Z`
+- repo last seen: `2026-07-08T09:19:50Z`
 - 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**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
 - account age: **3144 days**
 - recent public PR activity: **8 PRs** (1 merged / 1 closed-unmerged / 6 open; merged rate **12%**, closed-unmerged rate **12%**, open rate **75%**)
 - public orgs: none visible
@@ -6927,6 +6926,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46921: docs: add prepare_for_model() v4→v5 migration example](https://github.com/huggingface/transformers/pull/46921) — closed
 
+### `muyihao`
+
+- profile: [github.com/muyihao](https://github.com/muyihao)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amuyihao)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amuyihao)
+- repo first seen: `2026-01-31T01:30:41Z`
+- repo last seen: `2026-07-08T08:39:04Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- account age: **3023 days**
+- recent public PR activity: **4 PRs** (2 merged / 0 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #47164: Improve Trainer DataLoader Controls for Streaming and Multiprocessing](https://github.com/huggingface/transformers/pull/47164) — open
+
 ### `n0gu-furiosa`
 
 - profile: [github.com/n0gu-furiosa](https://github.com/n0gu-furiosa)
@@ -6948,6 +6968,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46397: Raise tqdm minimum to 4.60 to match tqdm.contrib.logging import](https://github.com/huggingface/transformers/pull/46397) — closed, merged
 
+### `namantiwari2002`
+
+- profile: [github.com/namantiwari2002](https://github.com/namantiwari2002)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anamantiwari2002)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anamantiwari2002)
+- repo first seen: `2026-07-08T07:18:36Z`
+- repo last seen: `2026-07-08T07:18:36Z`
+- first seen in snapshot: **yes**
+- 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: **4109 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
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #47162: Fix off-by-one in MoonshineStreaming sliding_window_mask_function right window](https://github.com/huggingface/transformers/pull/47162) — open
+
 ### `NanoCode012`
 
 - profile: [github.com/NanoCode012](https://github.com/NanoCode012)
@@ -7040,7 +7081,7 @@ Example artifacts:
 - repo first seen: `2026-07-07T19:10:11Z`
 - repo last seen: `2026-07-07T19:10:11Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -7051,28 +7092,7 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #47147: Fix IndexError Bug in XLMRoberta/Camembert ForMultipleChoice by restoring the pooler](https://github.com/huggingface/transformers/pull/47147) — open
-
-### `Partha-Shankar`
-
-- profile: [github.com/Partha-Shankar](https://github.com/Partha-Shankar)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3APartha-Shankar)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APartha-Shankar)
-- repo first seen: `2026-07-08T05:54:35Z`
-- repo last seen: `2026-07-08T05:54:35Z`
-- first seen in snapshot: **yes**
-- 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: **947 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: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #47158: [generation] Fix misleading synced_gpus warning in continuous batching](https://github.com/huggingface/transformers/pull/47158) — open
+- [PR #47147: Fix IndexError Bug in XLMRoberta/Camembert ForMultipleChoice by restoring the pooler](https://github.com/huggingface/transformers/pull/47147) — closed, merged
 
 ### `petecao`
 
@@ -7662,6 +7682,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46253: Optimize Parakeet feature extraction on GPU](https://github.com/huggingface/transformers/pull/46253) — closed
 
+### `ShareLer`
+
+- profile: [github.com/ShareLer](https://github.com/ShareLer)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AShareLer)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AShareLer)
+- repo first seen: `2026-07-08T10:26:48Z`
+- repo last seen: `2026-07-08T10:26:48Z`
+- first seen in snapshot: **yes**
+- 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: **2684 days**
+- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #47170: Optimize flash attention max seqlen computation in vision attention](https://github.com/huggingface/transformers/pull/47170) — open
+
 ### `Shashank-Tripathi-07`
 
 - profile: [github.com/Shashank-Tripathi-07](https://github.com/Shashank-Tripathi-07)

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