Refresh transformers dataset snapshot 20260605T180026Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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+      "snapshot_pr_count": 1,
+      "snapshot_comment_count": 0,
+      "snapshot_review_count": 0,
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+      "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": 3615,
+      "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,
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+        "closed_unmerged_pr_rate": 0.0,
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+        "distinct_repos_with_authored_prs": 2,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46451,
+            "title": "Fix command syntax for optimum-cli export",
+            "url": "https://github.com/huggingface/transformers/pull/46451",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-05T15:26:06Z"
+          }
+        ],
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+      },
+      "fetch_error": null
+    },
     {
       "author_login": "AjAyrAo43",
       "name": "Ajay",
@@ -15679,7 +15911,7 @@
       "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
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       "enrichment_source": "previous_report",
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@@ -16363,12 +16595,12 @@
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       "repo_association": "CONTRIBUTOR",
-      "new_to_repo": true,
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       "account_age_days": 2186,
       "young_account": false,
       "follow_through_score": "mixed",
@@ -16392,10 +16624,10 @@
           {
             "kind": "pull_request",
             "number": 46440,
-            "title": "[Modular] Add `no_inherit_decorators` sentinel to prevent incorrect kernel decorator inheritance",
+            "title": "[Modular] Add `no_inherit_decorators` and fixup wrong RoPE related inheritances ",
             "url": "https://github.com/huggingface/transformers/pull/46440",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-06-05T10:25:36Z"
           }
@@ -20185,7 +20417,7 @@
       "snapshot_comment_count": 3,
       "snapshot_review_count": 22,
       "snapshot_review_comment_count": 22,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
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       "first_seen_in_snapshot": false,
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@@ -20217,8 +20449,8 @@
             "number": 46146,
             "title": "Added cosmos3 model",
             "url": "https://github.com/huggingface/transformers/pull/46146",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-05-21T19:47:46Z"
           }
@@ -22347,6 +22579,63 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "Saurav-Gupta-13",
+      "name": "Saurav Gupta",
+      "profile_url": "https://github.com/Saurav-Gupta-13",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASaurav-Gupta-13",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASaurav-Gupta-13",
+      "repo_first_seen_at": "2026-06-05T16:58:41Z",
+      "repo_last_seen_at": "2026-06-05T16:58:41Z",
+      "repo_primary_artifact_count": 1,
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+      "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": 1717,
+      "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": 4,
+        "merged_pr_count": 2,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 2,
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+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 0.5,
+        "distinct_repos_with_authored_prs": 4,
+        "distinct_repos_with_open_prs": 2
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46455,
+            "title": "Fix missing _auto_class for trust_remote_code models using local config",
+            "url": "https://github.com/huggingface/transformers/pull/46455",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-05T16:58:41Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "SAY-5",
       "name": "Sai Asish Y",
@@ -22518,6 +22807,63 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "sgerrard",
+      "name": null,
+      "profile_url": "https://github.com/sgerrard",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asgerrard",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asgerrard",
+      "repo_first_seen_at": "2026-06-05T15:02:56Z",
+      "repo_last_seen_at": "2026-06-05T15:02:56Z",
+      "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": "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": 3845,
+      "young_account": false,
+      "follow_through_score": "strong",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 1,
+        "merged_pr_count": 1,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 0,
+        "merged_pr_rate": 1.0,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 0.0,
+        "distinct_repos_with_authored_prs": 1,
+        "distinct_repos_with_open_prs": 0
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46449,
+            "title": "Quantization for small models",
+            "url": "https://github.com/huggingface/transformers/pull/46449",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-06-05T15:02:56Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "shadeMe",
       "name": "Madeesh Kannan",
@@ -23202,6 +23548,63 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "ted-mosi",
+      "name": null,
+      "profile_url": "https://github.com/ted-mosi",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ated-mosi",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ated-mosi",
+      "repo_first_seen_at": "2026-06-05T13:30:42Z",
+      "repo_last_seen_at": "2026-06-05T13:30:42Z",
+      "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": 3,
+      "young_account": true,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "medium",
+      "heuristic_note": "very new account; 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,
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+        "distinct_repos_with_authored_prs": 1,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46447,
+            "title": "Add MOSS-TTS-v1.5 (delay) and MOSS-Audio-Tokenizer",
+            "url": "https://github.com/huggingface/transformers/pull/46447",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-05T13:30:42Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "Ternura143",
       "name": "Zixuan Zhu",

new-contributors-report.md

@@ -1,16 +1,16 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260605T120123Z`
-- Generated: `2026-06-05T12:03:29Z`
+- Snapshot: `20260605T180026Z`
+- Generated: `2026-06-05T18:02:40Z`
 - Activity window: `60d`
-- Contributors: `356`
+- Contributors: `362`
 
 ## 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` | 102 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
-| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 96 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 99 | 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` | 92 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 91 | 4 | mixed | moderate | 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` | 85 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
@@ -25,7 +25,7 @@
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 33 | 20 | 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 |
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 25 | 4 | strong | moderate | low | high recent PR volume |
-| `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 24 | 0 | strong | low | low | targets high-star repos |
+| `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 25 | 0 | strong | low | low | targets high-star repos |
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 21 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 21 | 4 | strong | low | low | — |
 | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 21 | 1 | mixed | low | low | high open PR share; targets high-star repos |
@@ -43,6 +43,7 @@
 | `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 8 | 2 | strong | moderate | low | targets high-star repos |
 | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
 | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 7 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
+| `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 7 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
 | `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | CONTRIBUTOR | 9d | `2026-04-22T13:14:19Z` | 6 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 6 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `kchpp940` | [profile](https://github.com/kchpp940) | no | NONE | 375d | `2026-04-18T01:12:45Z` | 6 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
@@ -72,7 +73,6 @@
 | `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 |
 | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
 | `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 7 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 6 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
 | `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | 5413d | `2025-03-12T07:35:51Z` | 6 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 5 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 5 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -95,6 +95,7 @@
 | `ArjunSrivastava1` | [profile](https://github.com/ArjunSrivastava1) | no | CONTRIBUTOR | 430d | `2026-05-07T18:36:08Z` | 2 | 0 | weak | moderate | low | high open PR share |
 | `armorbreak001` | [profile](https://github.com/armorbreak001) | no | NONE | 13d | `2026-04-22T05:24:00Z` | 2 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; no visible non-self stars |
 | `avihu111` | [profile](https://github.com/avihu111) | no | CONTRIBUTOR | 2928d | `2026-04-29T11:45:47Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `Bhavana998` | [profile](https://github.com/Bhavana998) | yes | FIRST_TIME_CONTRIBUTOR | 447d | `2026-06-05T15:57:49Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `blipbyte` | [profile](https://github.com/blipbyte) | no | CONTRIBUTOR | 2606d | `2026-05-20T19:46:05Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
 | `Brianzhengca` | [profile](https://github.com/Brianzhengca) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-04-11T21:41:32Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `catwell` | [profile](https://github.com/catwell) | no | FIRST_TIME_CONTRIBUTOR | 5907d | `2026-05-14T17:00:06Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -113,7 +114,6 @@
 | `jonghwanhyeon` | [profile](https://github.com/jonghwanhyeon) | no | CONTRIBUTOR | 5135d | `2026-04-21T11:42:03Z` | 2 | 0 | weak | low | low | 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 |
 | `Kaz-scr` | [profile](https://github.com/Kaz-scr) | no | FIRST_TIME_CONTRIBUTOR | 1941d | `2026-04-30T15:39:40Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `KetanP1618` | [profile](https://github.com/KetanP1618) | no | FIRST_TIME_CONTRIBUTOR | 1632d | `2026-04-06T17:41:14Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `lgeiger` | [profile](https://github.com/lgeiger) | no | CONTRIBUTOR | 3947d | `2026-04-30T12:35:42Z` | 2 | 0 | mixed | moderate | low | — |
 | `louzongzhi` | [profile](https://github.com/louzongzhi) | no | CONTRIBUTOR | 1325d | `2026-04-14T05:14:08Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `Mamiglia` | [profile](https://github.com/Mamiglia) | no | CONTRIBUTOR | 3093d | `2026-05-08T16:06:43Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -139,6 +139,7 @@
 | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 6 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3177d | `2021-08-30T15:40:15Z` | 6 | 2 | mixed | low | low | targets high-star repos |
 | `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 |
+| `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5087d | `2026-03-13T14:45:22Z` | 5 | 10 | weak | moderate | medium | many recent closed-unmerged PRs; 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 |
 | `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 |
 | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3839d | `2026-01-21T06:14:39Z` | 4 | 3 | weak | low | low | targets high-star repos |
@@ -156,6 +157,7 @@
 | `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 |
 | `jackcook` | [profile](https://github.com/jackcook) | no | CONTRIBUTOR | 4658d | `2026-02-13T05:15:44Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Kash6` | [profile](https://github.com/Kash6) | no | CONTRIBUTOR | 2226d | `2026-04-01T18:07:49Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 660d | `2026-03-01T07:34:43Z` | 2 | 0 | strong | moderate | low | — |
 | `lucianommartins` | [profile](https://github.com/lucianommartins) | no | CONTRIBUTOR | 3503d | `2026-04-05T22:07:53Z` | 2 | 0 | weak | low | low | no visible non-self stars; targets high-star repos |
 | `mitre88` | [profile](https://github.com/mitre88) | no | CONTRIBUTOR | 3202d | `2026-03-04T00:42:43Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `nuxlear` | [profile](https://github.com/nuxlear) | no | CONTRIBUTOR | 3757d | `2026-01-02T07:29:46Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -208,6 +210,7 @@
 | `adityasingh2400` | [profile](https://github.com/adityasingh2400) | no | NONE | 2313d | `2026-05-21T11:23:35Z` | 1 | 0 | weak | high | medium | extremely high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `agentspan` | [profile](https://github.com/agentspan) | no | NONE | 15d | `2026-04-08T08:40:08Z` | 1 | 0 | weak | low | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `agesf` | [profile](https://github.com/agesf) | no | FIRST_TIMER | 1259d | `2026-06-01T12:58:11Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `Ahwar` | [profile](https://github.com/Ahwar) | yes | FIRST_TIME_CONTRIBUTOR | 3615d | `2026-06-05T15:26:06Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `AjAyrAo43` | [profile](https://github.com/AjAyrAo43) | no | FIRST_TIME_CONTRIBUTOR | 303d | `2026-05-10T17:28:09Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
 | `AlexWortega` | [profile](https://github.com/AlexWortega) | no | NONE | 3256d | `2026-05-28T12:43:05Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -229,7 +232,7 @@
 | `AzeezIsh` | [profile](https://github.com/AzeezIsh) | no | FIRST_TIME_CONTRIBUTOR | 1650d | `2026-06-04T16:46:37Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `Beichen-Ma` | [profile](https://github.com/Beichen-Ma) | no | FIRST_TIME_CONTRIBUTOR | 1684d | `2026-04-20T23:21:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `belamaran96-coder` | [profile](https://github.com/belamaran96-coder) | no | NONE | 288d | `2026-05-03T16:53:02Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
-| `Bissmella` | [profile](https://github.com/Bissmella) | yes | CONTRIBUTOR | 2186d | `2026-05-31T07:55:52Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `Bissmella` | [profile](https://github.com/Bissmella) | no | CONTRIBUTOR | 2186d | `2026-05-31T07:55:52Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 1 | 0 | mixed | low | low | — |
 | `blut-agent` | [profile](https://github.com/blut-agent) | no | FIRST_TIME_CONTRIBUTOR | 23d | `2026-05-16T06:31:21Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
 | `butterwecksolutions` | [profile](https://github.com/butterwecksolutions) | no | NONE | 4479d | `2026-05-03T23:41:12Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -296,7 +299,7 @@
 | `lianakoleva` | [profile](https://github.com/lianakoleva) | no | NONE | 2780d | `2026-05-13T17:04:37Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
 | `lucaspirola` | [profile](https://github.com/lucaspirola) | no | FIRST_TIME_CONTRIBUTOR | 4682d | `2026-04-27T23:02:07Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `lvliang-intel` | [profile](https://github.com/lvliang-intel) | no | CONTRIBUTOR | 1455d | `2026-04-17T14:12:41Z` | 1 | 0 | mixed | low | low | — |
-| `MaciejBalaNV` | [profile](https://github.com/MaciejBalaNV) | no | FIRST_TIME_CONTRIBUTOR | 717d | `2026-05-21T19:47:46Z` | 1 | 0 | weak | moderate | low | high open PR share |
+| `MaciejBalaNV` | [profile](https://github.com/MaciejBalaNV) | no | CONTRIBUTOR | 717d | `2026-05-21T19:47:46Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `madhav1k` | [profile](https://github.com/madhav1k) | no | FIRST_TIME_CONTRIBUTOR | 2059d | `2026-04-06T17:47:07Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `manavmax` | [profile](https://github.com/manavmax) | no | NONE | 1226d | `2026-06-03T07:57:11Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `marvinzh` | [profile](https://github.com/marvinzh) | no | CONTRIBUTOR | 4429d | `2026-04-07T06:49:34Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
@@ -334,9 +337,11 @@
 | `sachinkumarsingh092` | [profile](https://github.com/sachinkumarsingh092) | no | FIRST_TIME_CONTRIBUTOR | 3282d | `2026-03-30T18:54:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `sahildando` | [profile](https://github.com/sahildando) | no | NONE | 1241d | `2026-04-07T21:12:29Z` | 1 | 0 | mixed | high | medium | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `Sanjays2402` | [profile](https://github.com/Sanjays2402) | no | FIRST_TIME_CONTRIBUTOR | 2554d | `2026-05-23T19:26:01Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `Saurav-Gupta-13` | [profile](https://github.com/Saurav-Gupta-13) | yes | FIRST_TIME_CONTRIBUTOR | 1717d | `2026-06-05T16:58:41Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `SAY-5` | [profile](https://github.com/SAY-5) | no | NONE | 172d | `2026-04-20T05:44:53Z` | 1 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
 | `SeaL773` | [profile](https://github.com/SeaL773) | no | FIRST_TIME_CONTRIBUTOR | 3075d | `2026-05-04T06:26:53Z` | 1 | 0 | mixed | moderate | low | — |
 | `sebastianvlad1` | [profile](https://github.com/sebastianvlad1) | no | CONTRIBUTOR | 3207d | `2026-04-30T16:48:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `sgerrard` | [profile](https://github.com/sgerrard) | yes | CONTRIBUTOR | 3845d | `2026-06-05T15:02:56Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `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 |
 | `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 |
 | `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 |
@@ -349,6 +354,7 @@
 | `Spectual` | [profile](https://github.com/Spectual) | no | NONE | 1537d | `2026-04-16T06:54:56Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `srinjoy356` | [profile](https://github.com/srinjoy356) | no | FIRST_TIME_CONTRIBUTOR | 992d | `2026-05-26T18:36:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `stationeros` | [profile](https://github.com/stationeros) | no | FIRST_TIME_CONTRIBUTOR | 1336d | `2026-04-25T08:47:25Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `ted-mosi` | [profile](https://github.com/ted-mosi) | yes | FIRST_TIME_CONTRIBUTOR | 3d | `2026-06-05T13:30:42Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Ternura143` | [profile](https://github.com/Ternura143) | no | FIRST_TIME_CONTRIBUTOR | 1583d | `2026-05-31T14:17:55Z` | 1 | 0 | strong | moderate | low | — |
 | `tianhaocui` | [profile](https://github.com/tianhaocui) | no | FIRST_TIME_CONTRIBUTOR | 2442d | `2026-04-19T10:27:36Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `trducng` | [profile](https://github.com/trducng) | no | CONTRIBUTOR | 3050d | `2026-05-18T04:44:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -397,12 +403,12 @@ Example artifacts:
 - 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: `2025-03-31T13:54:54Z`
-- repo last seen: `2026-06-04T15:03:45Z`
+- repo last seen: `2026-06-05T14:56:40Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **96**
-- snapshot authored PRs/issues: **96 PRs / 0 issues**
-- snapshot discussion activity: **128 comments / 220 reviews / 154 review comments**
+- repo primary artifacts: **99**
+- snapshot authored PRs/issues: **99 PRs / 0 issues**
+- snapshot discussion activity: **130 comments / 220 reviews / 154 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
@@ -410,9 +416,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #46420: Run repository consistency checkers in parallel](https://github.com/huggingface/transformers/pull/46420) — open, draft
-- [PR #46418: [DON'T MERGE] verify PR CI workflow comment](https://github.com/huggingface/transformers/pull/46418) — closed
-- [PR #46415: ci: mention code quality failure in CI dashboard comment](https://github.com/huggingface/transformers/pull/46415) — closed, merged
+- [PR #46448: ci: fix slack report job — use AWS runner and authenticated GitHub API calls](https://github.com/huggingface/transformers/pull/46448) — closed, merged
+- [PR #46445: ci: less flaky test_assisted_decoding_matches_greedy_search_1_same](https://github.com/huggingface/transformers/pull/46445) — closed, merged
+- [PR #46444: ci: Less flaky](https://github.com/huggingface/transformers/pull/46444) — closed
 
 ### `tarekziade`
 
@@ -459,7 +465,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #46403: fbgemm_fp8:Keep the current device aligned with the input tensor](https://github.com/huggingface/transformers/pull/46403) — open
+- [PR #46403: fbgemm_fp8:Keep the current device aligned with the input tensor](https://github.com/huggingface/transformers/pull/46403) — closed, merged
 - [PR #46368: skip invalid quant_cache test for nemotron_h](https://github.com/huggingface/transformers/pull/46368) — open
 - [PR #46362: skip quant cache tests for deepseek v4](https://github.com/huggingface/transformers/pull/46362) — open
 - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
@@ -472,12 +478,12 @@ 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: `2026-06-05T09:52:45Z`
+- repo last seen: `2026-06-05T15:39:21Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **85**
 - snapshot authored PRs/issues: **85 PRs / 0 issues**
-- snapshot discussion activity: **591 comments / 908 reviews / 1965 review comments**
+- snapshot discussion activity: **597 comments / 913 reviews / 1970 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`
@@ -495,12 +501,12 @@ 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: `2026-06-05T04:36:05Z`
+- repo last seen: `2026-06-05T13:16:36Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **68**
 - snapshot authored PRs/issues: **65 PRs / 3 issues**
-- snapshot discussion activity: **194 comments / 663 reviews / 1333 review comments**
+- snapshot discussion activity: **194 comments / 664 reviews / 1335 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
@@ -546,12 +552,12 @@ 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: `2026-06-04T15:43:04Z`
+- repo last seen: `2026-06-05T15:14:28Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **50**
 - snapshot authored PRs/issues: **48 PRs / 2 issues**
-- snapshot discussion activity: **187 comments / 320 reviews / 445 review comments**
+- snapshot discussion activity: **187 comments / 323 reviews / 445 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`
@@ -571,12 +577,12 @@ 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: `2026-06-05T09:45:17Z`
+- repo last seen: `2026-06-05T15:46:06Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **49**
 - snapshot authored PRs/issues: **47 PRs / 2 issues**
-- snapshot discussion activity: **619 comments / 1116 reviews / 4526 review comments**
+- snapshot discussion activity: **622 comments / 1119 reviews / 4529 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
@@ -633,7 +639,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46367: enable deepseek v4 flash in xpu](https://github.com/huggingface/transformers/pull/46367) — closed, draft
-- [PR #46366: extend deepseek v4 test to xpu](https://github.com/huggingface/transformers/pull/46366) — open
+- [PR #46366: extend deepseek v4 test to xpu](https://github.com/huggingface/transformers/pull/46366) — closed, merged
 - [PR #46252: find pytest launch error in torch 2.13.0.dev20260526](https://github.com/huggingface/transformers/pull/46252) — closed, merged
 - [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
 
@@ -656,7 +662,7 @@ Example artifacts:
 - heuristic read: **no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46411: add original code](https://github.com/huggingface/transformers/pull/46411) — open
+- [PR #46411: WIP add minimax_m2_7](https://github.com/huggingface/transformers/pull/46411) — open
 - [PR #46409: WIP: Add mimimax m2 7](https://github.com/huggingface/transformers/pull/46409) — closed
 - [PR #46341: Fix tokenizer keep_accents defaults and update integration tests](https://github.com/huggingface/transformers/pull/46341) — open
 
@@ -752,7 +758,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46096: Fix torchao behavior for xpu](https://github.com/huggingface/transformers/pull/46096) — closed, merged
-- [PR #46090: skip deepgemm test except cuda](https://github.com/huggingface/transformers/pull/46090) — open
+- [PR #46090: skip deepgemm test except cuda](https://github.com/huggingface/transformers/pull/46090) — closed, merged
 - [PR #46089: Test](https://github.com/huggingface/transformers/pull/46089) — closed, draft
 - [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — closed
 - [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
@@ -764,11 +770,11 @@ 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: `2026-06-04T15:20:59Z`
+- repo last seen: `2026-06-05T17:04:38Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **24**
-- snapshot authored PRs/issues: **24 PRs / 0 issues**
+- repo primary artifacts: **25**
+- snapshot authored PRs/issues: **25 PRs / 0 issues**
 - snapshot discussion activity: **40 comments / 162 reviews / 317 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%**)
@@ -777,9 +783,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #46456: [fix] regression introduced by #45534](https://github.com/huggingface/transformers/pull/46456) — open
 - [PR #46332: Add Nemotron ASR Streaming](https://github.com/huggingface/transformers/pull/46332) — open, draft
 - [PR #46331: Add Parakeet-RNNT](https://github.com/huggingface/transformers/pull/46331) — open, draft
-- [PR #46074: [ALM] flaky alm tests](https://github.com/huggingface/transformers/pull/46074) — closed, merged
 
 ### `qgallouedec`
 
@@ -813,12 +819,12 @@ Example artifacts:
 - 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: `2026-06-05T11:52:58Z`
+- repo last seen: `2026-06-05T14:45:50Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **25**
 - snapshot authored PRs/issues: **21 PRs / 4 issues**
-- snapshot discussion activity: **62 comments / 278 reviews / 245 review comments**
+- snapshot discussion activity: **63 comments / 286 reviews / 253 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`
@@ -959,12 +965,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahmellor)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahmellor)
 - repo first seen: `2025-08-14T10:03:14Z`
-- repo last seen: `2026-06-03T13:04:20Z`
+- repo last seen: `2026-06-05T17:48:29Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **20**
 - snapshot authored PRs/issues: **18 PRs / 2 issues**
-- snapshot discussion activity: **27 comments / 55 reviews / 27 review comments**
+- snapshot discussion activity: **28 comments / 56 reviews / 28 review comments**
 - account age: **3592 days**
 - recent public PR activity: **79 PRs** (72 merged / 3 closed-unmerged / 4 open; merged rate **91%**, closed-unmerged rate **4%**, open rate **5%**)
 - public orgs: `huggingface`, `vllm-project`
@@ -1053,12 +1059,12 @@ 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: `2026-06-02T13:54:10Z`
+- repo last seen: `2026-06-05T16:23:36Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **10**
 - snapshot authored PRs/issues: **9 PRs / 1 issues**
-- snapshot discussion activity: **9 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **10 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
@@ -1189,6 +1195,29 @@ Example artifacts:
 - [PR #45716: [Gemma4] Fix SharedKVCache identity loss under FSDP2 cast_forward_inputs](https://github.com/huggingface/transformers/pull/45716) — closed
 - [Issue #46121: `convert_rope_params_to_dict` raises `TypeError` when `ignore_keys_at_rope_validation` is a JSON-loaded list](https://github.com/huggingface/transformers/issues/46121) — closed
 
+### `nightcityblade`
+
+- profile: [github.com/nightcityblade](https://github.com/nightcityblade)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anightcityblade)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anightcityblade)
+- repo first seen: `2026-02-18T23:07:23Z`
+- repo last seen: `2026-06-05T15:07:31Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **7**
+- snapshot authored PRs/issues: **7 PRs / 0 issues**
+- snapshot discussion activity: **9 comments / 0 reviews / 0 review comments**
+- account age: **97 days**
+- recent public PR activity: **307 PRs** (102 merged / 92 closed-unmerged / 113 open; merged rate **33%**, closed-unmerged rate **30%**, open rate **37%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
+- heuristic read: **young account; extremely high recent PR volume; very broad repo spread**
+
+Example artifacts:
+- [PR #46450: docs: clarify distributed launch for semantic segmentation](https://github.com/huggingface/transformers/pull/46450) — open
+- [PR #46363: fix: warn before applying HPU torch patches](https://github.com/huggingface/transformers/pull/46363) — closed
+- [PR #46013: docs: document flash attention supports_mapping](https://github.com/huggingface/transformers/pull/46013) — open
+
 ### `Anai-Guo`
 
 - profile: [github.com/Anai-Guo](https://github.com/Anai-Guo)
@@ -1374,7 +1403,7 @@ Example artifacts:
 Example artifacts:
 - [PR #46438: Speed up modular conversion by reusing process pool](https://github.com/huggingface/transformers/pull/46438) — open
 - [PR #46344: Fix flip_back graph break](https://github.com/huggingface/transformers/pull/46344) — closed, merged
-- [PR #46163: Return logits from semantic segmentation post-process](https://github.com/huggingface/transformers/pull/46163) — open, draft
+- [PR #46163: Return logits from semantic segmentation post-process](https://github.com/huggingface/transformers/pull/46163) — open
 
 ### `sirzechs66`
 
@@ -1429,12 +1458,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acurnane-lab)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acurnane-lab)
 - repo first seen: `2026-04-24T15:14:11Z`
-- repo last seen: `2026-06-05T07:52:48Z`
+- repo last seen: `2026-06-05T14:20:12Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
 - account age: **248 days**
 - recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
 - public orgs: none visible
@@ -1846,12 +1875,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
 - repo first seen: `2024-06-13T14:13:17Z`
-- repo last seen: `2026-06-05T09:57:07Z`
+- repo last seen: `2026-06-05T14:56:43Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **7 PRs / 1 issues**
-- snapshot discussion activity: **34 comments / 184 reviews / 544 review comments**
+- snapshot discussion activity: **37 comments / 191 reviews / 551 review comments**
 - account age: **2914 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
@@ -1864,29 +1893,6 @@ Example artifacts:
 - [PR #44160: Add model lerobot PI0 to transformers](https://github.com/huggingface/transformers/pull/44160) — closed, merged
 - [Issue #43979: Call to contributions: refactor output tracing in transformers](https://github.com/huggingface/transformers/issues/43979) — closed
 
-### `nightcityblade`
-
-- profile: [github.com/nightcityblade](https://github.com/nightcityblade)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anightcityblade)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anightcityblade)
-- repo first seen: `2026-02-18T23:07:23Z`
-- repo last seen: `2026-06-03T03:15:56Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **6**
-- snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
-- account age: **97 days**
-- recent public PR activity: **307 PRs** (102 merged / 92 closed-unmerged / 113 open; merged rate **33%**, closed-unmerged rate **30%**, open rate **37%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
-- heuristic read: **young account; extremely high recent PR volume; very broad repo spread**
-
-Example artifacts:
-- [PR #46363: fix: warn before applying HPU torch patches](https://github.com/huggingface/transformers/pull/46363) — closed
-- [PR #46013: docs: document flash attention supports_mapping](https://github.com/huggingface/transformers/pull/46013) — open
-- [PR #44210: fix(lasr): remove spurious center arg from _torch_extract_fbank_features call](https://github.com/huggingface/transformers/pull/44210) — closed
-
 ### `RyanMullins`
 
 - profile: [github.com/RyanMullins](https://github.com/RyanMullins)
@@ -2004,7 +2010,7 @@ Example artifacts:
 - [PR #46244: RF-DETR doc fixes](https://github.com/huggingface/transformers/pull/46244) — closed, merged
 - [PR #46219: revamp cv docs and fix rf-detr](https://github.com/huggingface/transformers/pull/46219) — open
 - [PR #43915: add PaddleOCR-VL conversion](https://github.com/huggingface/transformers/pull/43915) — closed
-- [Issue #41950: video-classification pipeline looks for image processors](https://github.com/huggingface/transformers/issues/41950) — open
+- [Issue #41950: video-classification pipeline looks for image processors](https://github.com/huggingface/transformers/issues/41950) — closed
 
 ### `he-yufeng`
 
@@ -2188,7 +2194,7 @@ Example artifacts:
 - heuristic read: **no visible non-self stars**
 
 Example artifacts:
-- [PR #46256: Fix/video classification pipeline video processor](https://github.com/huggingface/transformers/pull/46256) — open
+- [PR #46256: Fix/video classification pipeline video processor](https://github.com/huggingface/transformers/pull/46256) — closed, merged
 - [PR #46136: Fix is_last off-by-one in MaskGenerationPipeline for partial batches](https://github.com/huggingface/transformers/pull/46136) — closed, merged
 - [Issue #46123: MaskGenerationPipeline: is_last never True on final partial batch, silently dropping results](https://github.com/huggingface/transformers/issues/46123) — closed
 
@@ -2393,6 +2399,28 @@ Example artifacts:
 - [PR #46306: fix: Enable flash_attention in Granite4Vision](https://github.com/huggingface/transformers/pull/46306) — closed
 - [PR #46031: Support Granite Speech NAR (NLE)](https://github.com/huggingface/transformers/pull/46031) — open
 
+### `Bhavana998`
+
+- profile: [github.com/Bhavana998](https://github.com/Bhavana998)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABhavana998)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABhavana998)
+- repo first seen: `2026-06-05T15:57:49Z`
+- repo last seen: `2026-06-05T16:40:11Z`
+- first seen in snapshot: **yes**
+- 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: **447 days**
+- recent public PR activity: **8 PRs** (0 merged / 7 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **88%**, open rate **12%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #46454: Add bhavana to Open Github Wall🍉](https://github.com/huggingface/transformers/pull/46454) — open
+- [PR #46452: add bhavana to open github wall 🍉](https://github.com/huggingface/transformers/pull/46452) — closed
+
 ### `blipbyte`
 
 - profile: [github.com/blipbyte](https://github.com/blipbyte)
@@ -2619,12 +2647,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agoingforstudying-ctrl)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agoingforstudying-ctrl)
 - repo first seen: `2026-06-02T23:21:10Z`
-- repo last seen: `2026-06-04T15:13:13Z`
+- repo last seen: `2026-06-05T14:17:33Z`
 - 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: **2 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
 - account age: **120 days**
 - recent public PR activity: **80 PRs** (16 merged / 35 closed-unmerged / 29 open; merged rate **20%**, closed-unmerged rate **44%**, open rate **36%**)
 - public orgs: none visible
@@ -2790,28 +2818,6 @@ Example artifacts:
 - [PR #45731: Added library_name and library_version to HfApi/Hub calls for proper attribution](https://github.com/huggingface/transformers/pull/45731) — closed
 - [PR #45724: Fix memory leak in T5 by adding opt-out for apex FusedRMSNorm](https://github.com/huggingface/transformers/pull/45724) — closed
 
-### `KetanP1618`
-
-- profile: [github.com/KetanP1618](https://github.com/KetanP1618)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKetanP1618)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKetanP1618)
-- repo first seen: `2026-04-06T17:41:14Z`
-- repo last seen: `2026-04-06T17:59:13Z`
-- 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: **1632 days**
-- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #45267: Add docstring to FFN.forward in DistilBERT](https://github.com/huggingface/transformers/pull/45267) — open
-- [PR #45266: Add docstrings to AlbertMLMHead and AlbertSOPHead forward methods](https://github.com/huggingface/transformers/pull/45266) — closed
-
 ### `lgeiger`
 
 - profile: [github.com/lgeiger](https://github.com/lgeiger)
@@ -3237,12 +3243,12 @@ Example artifacts:
 - 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: `2026-06-05T12:00:30Z`
+- repo last seen: `2026-06-05T14:02:18Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **10**
 - snapshot authored PRs/issues: **10 PRs / 0 issues**
-- snapshot discussion activity: **66 comments / 292 reviews / 769 review comments**
+- snapshot discussion activity: **66 comments / 295 reviews / 772 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`
@@ -3374,6 +3380,32 @@ Example artifacts:
 - [PR #43047: fix: prevent accelerate from splitting vision encoder by setting _no_…](https://github.com/huggingface/transformers/pull/43047) — closed, merged
 - [PR #43044: [SAM3] Enable single-scale input support in Mask Decoder](https://github.com/huggingface/transformers/pull/43044) — open
 
+### `dacorvo`
+
+- profile: [github.com/dacorvo](https://github.com/dacorvo)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adacorvo)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adacorvo)
+- repo first seen: `2026-03-13T14:45:22Z`
+- repo last seen: `2026-06-05T16:44:56Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **15**
+- snapshot authored PRs/issues: **5 PRs / 10 issues**
+- snapshot discussion activity: **18 comments / 7 reviews / 7 review comments**
+- account age: **5087 days**
+- recent public PR activity: **7 PRs** (1 merged / 3 closed-unmerged / 3 open; merged rate **14%**, closed-unmerged rate **43%**, open rate **43%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
+- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46446: Fix several bugs in `cache_implementation=static`](https://github.com/huggingface/transformers/pull/46446) — open
+- [PR #44757: Add Neuron to auto-compile hardware list](https://github.com/huggingface/transformers/pull/44757) — closed, merged
+- [PR #44680: Allow kernel modules to declare their preferred mask function](https://github.com/huggingface/transformers/pull/44680) — open
+- [Issue #46441: Qwen3.5 crash with `cache_implementation="static"` — `KeyError: 'linear_attention'`](https://github.com/huggingface/transformers/issues/46441) — open
+- [Issue #46439: Static cache `early_initialization` corrupts linear-attention layers (wrong shapes → `RuntimeError`)](https://github.com/huggingface/transformers/issues/46439) — open
+- [Issue #46424: Cache config max_cache_length only honored for Quantized Cache](https://github.com/huggingface/transformers/issues/46424) — open
+
 ### `lashahub`
 
 - profile: [github.com/lashahub](https://github.com/lashahub)
@@ -3770,6 +3802,28 @@ Example artifacts:
 - [PR #45330: Fix Qwen2.5-VL temporal RoPE scaling applied to still images](https://github.com/huggingface/transformers/pull/45330) — closed, merged
 - [PR #45171: Fix Sam3Processor missing input_boxes_labels for padded None entries](https://github.com/huggingface/transformers/pull/45171) — closed, merged
 
+### `leaderofARS`
+
+- profile: [github.com/leaderofARS](https://github.com/leaderofARS)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AleaderofARS)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AleaderofARS)
+- repo first seen: `2026-03-01T07:34:43Z`
+- repo last seen: `2026-06-05T16:29:24Z`
+- first seen in snapshot: **no**
+- repo association: **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: **660 days**
+- recent public PR activity: **19 PRs** (18 merged / 0 closed-unmerged / 1 open; merged rate **95%**, closed-unmerged rate **0%**, open rate **5%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #46453: fix(integrations): correct typo in ClearMLCallback config overrides variable.](https://github.com/huggingface/transformers/pull/46453) — open
+- [PR #44369: Feature/integrations docs fix](https://github.com/huggingface/transformers/pull/44369) — open
+
 ### `lucianommartins`
 
 - profile: [github.com/lucianommartins](https://github.com/lucianommartins)
@@ -4908,6 +4962,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46325: feat(quantizers): support non-weight param names in TorchAo safetensors loading](https://github.com/huggingface/transformers/pull/46325) — open
 
+### `Ahwar`
+
+- profile: [github.com/Ahwar](https://github.com/Ahwar)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAhwar)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAhwar)
+- repo first seen: `2026-06-05T15:26:06Z`
+- repo last seen: `2026-06-05T15:26:06Z`
+- 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: **3615 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 #46451: Fix command syntax for optimum-cli export](https://github.com/huggingface/transformers/pull/46451) — open
+
 ### `AjAyrAo43`
 
 - profile: [github.com/AjAyrAo43](https://github.com/AjAyrAo43)
@@ -5356,7 +5431,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABissmella)
 - repo first seen: `2026-05-31T07:55:52Z`
 - repo last seen: `2026-06-05T10:25:36Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -5368,7 +5443,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46440: [Modular] Add `no_inherit_decorators` sentinel to prevent incorrect kernel decorator inheritance](https://github.com/huggingface/transformers/pull/46440) — open
+- [PR #46440: [Modular] Add `no_inherit_decorators` and fixup wrong RoPE related inheritances ](https://github.com/huggingface/transformers/pull/46440) — closed, merged
 
 ### `Bluear7878`
 
@@ -6765,7 +6840,7 @@ Example artifacts:
 - repo first seen: `2026-05-21T19:47:46Z`
 - repo last seen: `2026-06-02T08:54:32Z`
 - 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: **3 comments / 22 reviews / 22 review comments**
@@ -6776,7 +6851,7 @@ Example artifacts:
 - heuristic read: **high open PR share**
 
 Example artifacts:
-- [PR #46146: Added cosmos3 model](https://github.com/huggingface/transformers/pull/46146) — open
+- [PR #46146: Added cosmos3 model](https://github.com/huggingface/transformers/pull/46146) — closed, merged
 
 ### `madhav1k`
 
@@ -7555,6 +7630,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46173: Fix StaticLayer.get_seq_length return type annotation (#45987)](https://github.com/huggingface/transformers/pull/46173) — open
 
+### `Saurav-Gupta-13`
+
+- profile: [github.com/Saurav-Gupta-13](https://github.com/Saurav-Gupta-13)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASaurav-Gupta-13)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASaurav-Gupta-13)
+- repo first seen: `2026-06-05T16:58:41Z`
+- repo last seen: `2026-06-05T16:58:41Z`
+- 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: **1717 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 #46455: Fix missing _auto_class for trust_remote_code models using local config](https://github.com/huggingface/transformers/pull/46455) — open
+
 ### `SAY-5`
 
 - profile: [github.com/SAY-5](https://github.com/SAY-5)
@@ -7618,6 +7714,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45729: fix: Add prefer_auto_map opt-in for registered-class vs auto_map conflicts](https://github.com/huggingface/transformers/pull/45729) — open
 
+### `sgerrard`
+
+- profile: [github.com/sgerrard](https://github.com/sgerrard)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asgerrard)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asgerrard)
+- repo first seen: `2026-06-05T15:02:56Z`
+- repo last seen: `2026-06-05T15:02:56Z`
+- first seen in snapshot: **yes**
+- 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**
+- account age: **3845 days**
+- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #46449: Quantization for small models](https://github.com/huggingface/transformers/pull/46449) — closed, merged
+
 ### `shadeMe`
 
 - profile: [github.com/shadeMe](https://github.com/shadeMe)
@@ -7870,6 +7987,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45645: Fix xdist collisions for captured_info artifacts and preserve CI debug logs](https://github.com/huggingface/transformers/pull/45645) — open
 
+### `ted-mosi`
+
+- profile: [github.com/ted-mosi](https://github.com/ted-mosi)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ated-mosi)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ated-mosi)
+- repo first seen: `2026-06-05T13:30:42Z`
+- repo last seen: `2026-06-05T13:30:42Z`
+- 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: **3 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 **medium**
+- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #46447: Add MOSS-TTS-v1.5 (delay) and MOSS-Audio-Tokenizer](https://github.com/huggingface/transformers/pull/46447) — open
+
 ### `Ternura143`
 
 - profile: [github.com/Ternura143](https://github.com/Ternura143)

new_contributors.parquet

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+size 64132

pr-scope-clusters.json

@@ -1,8 +1,8 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260605T120123Z",
-  "generated_at": "2026-06-05T12:03:26Z",
-  "cluster_count": 65,
+  "snapshot_id": "20260605T180026Z",
+  "generated_at": "2026-06-05T18:02:16Z",
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@@ -65,7 +65,7 @@
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           "similarity": 0.541,
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@@ -96,8 +96,8 @@
         {
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           "concentration_similarity": 1.0,
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@@ -302,11 +302,11 @@
           ]
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@@ -762,7 +762,7 @@
         46161
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           "breadth_similarity": 1.0,
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@@ -928,8 +928,8 @@
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@@ -1122,7 +1122,7 @@
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           "breadth_similarity": 1.0,
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@@ -1237,9 +1237,9 @@
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           "concentration_similarity": 1.0,
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@@ -1310,8 +1310,8 @@
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-          "size_similarity": 0.426,
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           "concentration_similarity": 1.0,
           "shared_filenames": [
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           "similarity": 0.464,
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@@ -1637,7 +1637,7 @@
         45985
       ],
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-      "average_similarity": 0.517,
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       "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
       "shared_filenames": [
         "src/transformers/generation/utils.py"
@@ -1651,8 +1651,8 @@
         {
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@@ -1668,8 +1668,8 @@
         {
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           "breadth_similarity": 1.0,
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           "breadth_similarity": 1.0,
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@@ -1702,8 +1702,8 @@
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@@ -1736,8 +1736,8 @@
         {
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           "concentration_similarity": 0.92,
@@ -1889,7 +1889,7 @@
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           "breadth_similarity": 0.325,
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         46423
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-      "average_similarity": 0.438,
+      "average_similarity": 0.429,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/integrations/hub_kernels.py`; representative PR #46293.",
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@@ -1930,8 +1930,8 @@
         {
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@@ -1947,8 +1947,8 @@
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         "src/transformers/models/olmoe/configuration_olmoe.py",
-        "src/transformers/models/solar_open/configuration_solar_open.py"
+        "src/transformers/models/qwen3_vl_moe/configuration_qwen3_vl_moe.py"
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         46339
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         {
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         {
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-      "summary": "3 open PRs share weighted file overlap around `src/transformers/quantizers/quantizers_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44228.",
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-        "src/transformers/quantizers/quantizers_utils.py",
-        "src/transformers/modeling_utils.py"
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-        {
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-          "shared_directories": [
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-            "src/transformers",
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-        {
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-          "content_similarity": 0.339,
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-          "shared_filenames": [
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-          "shared_directories": [
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-            "src/transformers",
-            "src"
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-        }
-      ]
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     {
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+          "content_similarity": 0.461,
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+          "content_similarity": 0.212,
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@@ -3179,19 +3105,19 @@
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+        "src/transformers/models/idefics2",
+        "src/transformers/models/ovis2"
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@@ -3223,8 +3149,8 @@
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@@ -3296,7 +3222,7 @@
         46436
       ],
       "representative_pr_number": 46124,
-      "average_similarity": 0.384,
+      "average_similarity": 0.385,
       "summary": "3 open PRs share weighted file overlap around `tests/generation/test_utils.py`, `src/transformers/generation/candidate_generator.py`, `src/transformers/generation/utils.py`; representative PR #46124.",
       "shared_filenames": [
         "tests/generation/test_utils.py",
@@ -3314,8 +3240,8 @@
         {
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           "breadth_similarity": 1.0,
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@@ -3333,8 +3259,8 @@
         {
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-          "similarity": 0.409,
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+          "content_similarity": 0.466,
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           "breadth_similarity": 0.417,
           "concentration_similarity": 0.753,
@@ -3353,8 +3279,8 @@
         {
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-          "similarity": 0.284,
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           "breadth_similarity": 0.417,
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@@ -3393,7 +3319,7 @@
         {
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-          "similarity": 0.384,
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           "breadth_similarity": 1.0,
@@ -3410,7 +3336,7 @@
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@@ -3461,8 +3387,8 @@
         {
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-          "similarity": 0.399,
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           "breadth_similarity": 1.0,
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@@ -3757,7 +3683,7 @@
           "left_pr_number": 45847,
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+          "content_similarity": 0.85,
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@@ -3836,7 +3762,7 @@
         43775
       ],
       "representative_pr_number": 43543,
-      "average_similarity": 0.774,
+      "average_similarity": 0.775,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/jetmoe/modeling_jetmoe.py`, `src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py`, `src/transformers/models/jamba/modeling_jamba.py`; representative PR #43543.",
       "shared_filenames": [
         "src/transformers/models/jetmoe/modeling_jetmoe.py",
@@ -3862,8 +3788,8 @@
         {
           "left_pr_number": 43543,
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-          "similarity": 0.774,
-          "content_similarity": 0.878,
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           "breadth_similarity": 0.811,
           "concentration_similarity": 0.996,
@@ -3916,7 +3842,7 @@
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           "concentration_similarity": 0.778,
@@ -3965,7 +3891,7 @@
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@@ -4001,7 +3927,7 @@
         46173
       ],
       "representative_pr_number": 44893,
-      "average_similarity": 0.738,
+      "average_similarity": 0.737,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/cache_utils.py`; representative PR #44893.",
       "shared_filenames": [
         "src/transformers/cache_utils.py"
@@ -4014,8 +3940,8 @@
         {
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-          "similarity": 0.738,
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@@ -4073,7 +3999,7 @@
         45480
       ],
       "representative_pr_number": 43747,
-      "average_similarity": 0.674,
+      "average_similarity": 0.675,
       "summary": "2 open PRs share weighted file overlap around `tests/quantization/compressed_tensors_integration/test_compressed_models.py`; representative PR #43747.",
       "shared_filenames": [
         "tests/quantization/compressed_tensors_integration/test_compressed_models.py"
@@ -4087,8 +4013,8 @@
         {
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-          "similarity": 0.674,
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@@ -4110,7 +4036,7 @@
         43816
       ],
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-      "average_similarity": 0.667,
+      "average_similarity": 0.663,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/integration_utils.py`; representative PR #43779.",
       "shared_filenames": [
         "src/transformers/integrations/integration_utils.py"
@@ -4124,8 +4050,8 @@
         {
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@@ -4229,7 +4155,7 @@
         46174
       ],
       "representative_pr_number": 45932,
-      "average_similarity": 0.597,
+      "average_similarity": 0.596,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/vit_mae/modeling_vit_mae.py`, `src/transformers/models/vit_mae/modular_vit_mae.py`, `src/transformers/models/aimv2/modeling_aimv2.py`; representative PR #45932.",
       "shared_filenames": [
         "src/transformers/models/vit_mae/modeling_vit_mae.py",
@@ -4255,7 +4181,7 @@
         {
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           "size_similarity": 0.248,
           "breadth_similarity": 0.679,
@@ -4286,6 +4212,45 @@
         }
       ]
     },
+    {
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+      "pr_numbers": [
+        44228,
+        46324
+      ],
+      "representative_pr_number": 44228,
+      "average_similarity": 0.563,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/quantizers/quantizers_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44228.",
+      "shared_filenames": [
+        "src/transformers/quantizers/quantizers_utils.py",
+        "src/transformers/modeling_utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers/quantizers",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 44228,
+          "right_pr_number": 46324,
+          "similarity": 0.563,
+          "content_similarity": 0.599,
+          "size_similarity": 0.259,
+          "breadth_similarity": 0.583,
+          "concentration_similarity": 0.926,
+          "shared_filenames": [
+            "src/transformers/modeling_utils.py",
+            "src/transformers/quantizers/quantizers_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/quantizers",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-44101-2",
       "pr_numbers": [
@@ -4325,43 +4290,6 @@
         }
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-    {
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-      "average_similarity": 0.551,
-      "summary": "2 open PRs share weighted file overlap around `tests/models/deepseek_v4/test_modeling_deepseek_v4.py`; representative PR #46362.",
-      "shared_filenames": [
-        "tests/models/deepseek_v4/test_modeling_deepseek_v4.py"
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-            "tests/models",
-            "tests"
-          ]
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