Refresh transformers dataset snapshot 20260611T000026Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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+- latest snapshot: `20260611T000026Z`
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+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-10T22:54:43Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "nileshpatil6",
       "name": "Nilesh Patil",
@@ -10852,8 +10785,8 @@
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": true,
       "report_reason": null,
-      "enrichment_source": "live",
-      "live_refetch_skipped": false,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
       "account_age_days": 4054,
       "young_account": false,
       "follow_through_score": "strong",
@@ -11164,6 +11097,73 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "Brianzhengca",
+      "name": "Brian",
+      "profile_url": "https://github.com/Brianzhengca",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABrianzhengca",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABrianzhengca",
+      "repo_first_seen_at": "2026-04-11T21:41:32Z",
+      "repo_last_seen_at": "2026-04-22T08:16:38Z",
+      "repo_primary_artifact_count": 2,
+      "repo_artifact_count": 6,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 2,
+      "snapshot_comment_count": 4,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
+      "account_age_days": 3170,
+      "young_account": false,
+      "follow_through_score": "mixed",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 2,
+        "merged_pr_count": 1,
+        "closed_unmerged_pr_count": 1,
+        "open_pr_count": 0,
+        "merged_pr_rate": 0.5,
+        "closed_unmerged_pr_rate": 0.5,
+        "still_open_pr_rate": 0.0,
+        "distinct_repos_with_authored_prs": 2,
+        "distinct_repos_with_open_prs": 0
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 45541,
+            "title": "Fix local_files_only tokenizer fallback when tokenizer files are missing (Issue 45538)",
+            "url": "https://github.com/huggingface/transformers/pull/45541",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-21T01:29:43Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45380,
+            "title": "fix Qwen3_5MoeVisionConfig deepstack_visual_indexes silently dropped by @strict (Issue: https://github.com/huggingface/transformers/issues/45375)",
+            "url": "https://github.com/huggingface/transformers/pull/45380",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-11T21:41:32Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "ezylopx5",
       "name": "HarshRathva",
@@ -14639,6 +14639,65 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "akoumpa",
+      "name": "Alexandros Koumparoulis",
+      "profile_url": "https://github.com/akoumpa",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aakoumpa",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aakoumpa",
+      "repo_first_seen_at": "2026-06-10T19:31:49Z",
+      "repo_last_seen_at": "2026-06-10T19:31:49Z",
+      "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": 917,
+      "young_account": false,
+      "follow_through_score": "mixed",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high recent PR volume",
+      "public_orgs": [
+        "NVIDIA"
+      ],
+      "activity": {
+        "visible_authored_pr_count": 66,
+        "merged_pr_count": 50,
+        "closed_unmerged_pr_count": 9,
+        "open_pr_count": 7,
+        "merged_pr_rate": 0.7576,
+        "closed_unmerged_pr_rate": 0.1364,
+        "still_open_pr_rate": 0.1061,
+        "distinct_repos_with_authored_prs": 3,
+        "distinct_repos_with_open_prs": 2
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46547,
+            "title": "docs: Update NeMo Automodel getting-started docs for updated user API",
+            "url": "https://github.com/huggingface/transformers/pull/46547",
+            "state": "open",
+            "merged": false,
+            "draft": true,
+            "created_at": "2026-06-10T19:31:49Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "Aktharnvdv",
       "name": "Naveed",
@@ -18197,7 +18256,7 @@
       "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
+      "known_via_prior_merged_pr": true,
       "report_reason": null,
       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,
@@ -22202,12 +22261,12 @@
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
-      "new_to_repo": true,
-      "first_seen_in_snapshot": true,
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
-      "report_reason": "first_seen_in_snapshot",
-      "enrichment_source": "live",
-      "live_refetch_skipped": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
       "account_age_days": 1008,
       "young_account": false,
       "follow_through_score": "mixed",

new-contributors-report.md

@@ -1,15 +1,15 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260610T180024Z`
-- Generated: `2026-06-10T18:02:14Z`
+- Snapshot: `20260611T000026Z`
+- Generated: `2026-06-11T00:01:31Z`
 - Activity window: `60d`
-- Contributors: `344`
+- Contributors: `345`
 
 ## 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 | `2025-03-31T13:54:54Z` | 106 | 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` | 107 | 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` | 102 | 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` | 96 | 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` | 92 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
@@ -38,7 +38,7 @@
 | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 16 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 | `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 15 | 1 | weak | moderate | low | high open PR share |
 | `AI-Safeter` | [profile](https://github.com/AI-Safeter) | no | NONE | 0d | `2026-05-19T04:38:35Z` | 14 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
-| `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2909d | `2026-03-14T18:33:53Z` | 10 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2909d | `2026-03-14T18:33:53Z` | 11 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 9 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 8 | 2 | strong | moderate | low | targets high-star repos |
 | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 8 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
@@ -98,7 +98,6 @@
 | `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) | no | 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 |
 | `dhruv7477` | [profile](https://github.com/dhruv7477) | no | CONTRIBUTOR | 1579d | `2026-04-29T09:34:56Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `Dovis01` | [profile](https://github.com/Dovis01) | no | CONTRIBUTOR | 2009d | `2026-06-02T09:04:53Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -108,7 +107,6 @@
 | `goingforstudying-ctrl` | [profile](https://github.com/goingforstudying-ctrl) | no | FIRST_TIME_CONTRIBUTOR | 120d | `2026-06-02T23:21:10Z` | 2 | 0 | weak | very high | high | young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `Goutam16-Withcode` | [profile](https://github.com/Goutam16-Withcode) | no | FIRST_TIME_CONTRIBUTOR | 666d | `2026-06-08T11:27:05Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `hf-dependantbot-rollout[bot]` | [profile](https://github.com/hf-dependantbot-rollout[bot]) | no | CONTRIBUTOR | ?d | `2026-05-22T09:25:47Z` | 2 | 0 | n/a | n/a | n/a | summary unavailable |
-| `hijingsong` | [profile](https://github.com/hijingsong) | no | FIRST_TIME_CONTRIBUTOR | 24d | `2026-04-11T16:23:48Z` | 2 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
 | `Jeevang1-epic` | [profile](https://github.com/Jeevang1-epic) | no | CONTRIBUTOR | 207d | `2026-04-24T19:22:05Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `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 |
@@ -119,6 +117,7 @@
 | `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 |
 | `meatybobby` | [profile](https://github.com/meatybobby) | no | NONE | 4220d | `2026-06-04T18:30:50Z` | 2 | 0 | weak | low | low | high open PR share |
 | `moonbogi` | [profile](https://github.com/moonbogi) | no | CONTRIBUTOR | 3943d | `2026-04-27T22:45:13Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `mulkymalikuldhrs` | [profile](https://github.com/mulkymalikuldhrs) | yes | FIRST_TIME_CONTRIBUTOR | 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 |
 | `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 |
@@ -148,6 +147,7 @@
 | `oliverholworthy` | [profile](https://github.com/oliverholworthy) | no | CONTRIBUTOR | 5290d | `2026-01-26T21:42:45Z` | 2 | 2 | weak | moderate | low | high open PR share |
 | `bzantium` | [profile](https://github.com/bzantium) | no | CONTRIBUTOR | 3641d | `2025-09-24T07:07:47Z` | 2 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
 | `Wauplin` | [profile](https://github.com/Wauplin) | no | MEMBER | 4075d | `2025-12-02T12:54:40Z` | 2 | 1 | strong | moderate | low | high recent PR volume |
+| `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 |
 | `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 |
 | `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 |
@@ -200,6 +200,7 @@
 | `agesf` | [profile](https://github.com/agesf) | no | CONTRIBUTOR | 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) | no | 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 |
+| `akoumpa` | [profile](https://github.com/akoumpa) | yes | FIRST_TIME_CONTRIBUTOR | 917d | `2026-06-10T19:31:49Z` | 1 | 0 | mixed | low | low | high recent PR volume |
 | `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 |
 | `aliyevaladddin` | [profile](https://github.com/aliyevaladddin) | no | FIRST_TIME_CONTRIBUTOR | 334d | `2026-04-23T20:22:49Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; targets high-star repos |
@@ -332,7 +333,7 @@
 | `songyuc` | [profile](https://github.com/songyuc) | no | NONE | 3292d | `2026-04-12T12:53:49Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `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 |
-| `srishtiii28` | [profile](https://github.com/srishtiii28) | yes | FIRST_TIME_CONTRIBUTOR | 1008d | `2026-06-09T09:34:02Z` | 1 | 0 | mixed | low | low | — |
+| `srishtiii28` | [profile](https://github.com/srishtiii28) | no | FIRST_TIME_CONTRIBUTOR | 1008d | `2026-06-09T09:34:02Z` | 1 | 0 | mixed | low | low | — |
 | `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) | no | 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 | — |
@@ -362,12 +363,12 @@
 - 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: `2025-03-31T13:54:54Z`
-- repo last seen: `2026-06-10T16:27:20Z`
+- repo last seen: `2026-06-10T18:56:26Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **106**
-- snapshot authored PRs/issues: **106 PRs / 0 issues**
-- snapshot discussion activity: **132 comments / 231 reviews / 160 review comments**
+- repo primary artifacts: **107**
+- snapshot authored PRs/issues: **107 PRs / 0 issues**
+- snapshot discussion activity: **133 comments / 231 reviews / 160 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
@@ -375,9 +376,9 @@
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46545: Fix hf_hub_download not placing file in current dir for url_to_local_path](https://github.com/huggingface/transformers/pull/46545) — closed, merged
 - [PR #46544: Only download hub cache for pipelines_torch job](https://github.com/huggingface/transformers/pull/46544) — closed, merged
 - [PR #46539: Fix `PhimoeIntegrationTest`](https://github.com/huggingface/transformers/pull/46539) — open
-- [PR #46534: Fix buggy action sha pin](https://github.com/huggingface/transformers/pull/46534) — closed, merged
 
 ### `Cyrilvallez`
 
@@ -460,12 +461,12 @@ 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: `2026-06-10T16:59:56Z`
+- repo last seen: `2026-06-10T18:37:35Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **87**
 - snapshot authored PRs/issues: **87 PRs / 0 issues**
-- snapshot discussion activity: **605 comments / 942 reviews / 1990 review comments**
+- snapshot discussion activity: **605 comments / 943 reviews / 1991 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`
@@ -473,7 +474,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #46543: [CI] fix and make less flaky](https://github.com/huggingface/transformers/pull/46543) — open
+- [PR #46543: [CI] fix and make less flaky](https://github.com/huggingface/transformers/pull/46543) — closed, merged
 - [PR #46525: Fix the offsets in processing](https://github.com/huggingface/transformers/pull/46525) — closed, merged
 - [PR #46406: Fix conversion for clip models](https://github.com/huggingface/transformers/pull/46406) — closed, merged
 
@@ -559,12 +560,12 @@ 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: `2026-06-10T17:34:02Z`
+- repo last seen: `2026-06-10T19:02:31Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **49**
 - snapshot authored PRs/issues: **47 PRs / 2 issues**
-- snapshot discussion activity: **634 comments / 1145 reviews / 4620 review comments**
+- snapshot discussion activity: **635 comments / 1146 reviews / 4637 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
@@ -826,12 +827,12 @@ 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: `2026-06-10T13:53:49Z`
+- repo last seen: `2026-06-10T18:50:50Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **25**
 - snapshot authored PRs/issues: **21 PRs / 4 issues**
-- snapshot discussion activity: **68 comments / 294 reviews / 262 review comments**
+- snapshot discussion activity: **69 comments / 294 reviews / 262 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`
@@ -1066,11 +1067,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahe-yufeng)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahe-yufeng)
 - repo first seen: `2026-03-14T18:33:53Z`
-- repo last seen: `2026-06-09T13:24:12Z`
+- repo last seen: `2026-06-10T18:59:33Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **10**
-- snapshot authored PRs/issues: **10 PRs / 0 issues**
+- repo primary artifacts: **11**
+- snapshot authored PRs/issues: **11 PRs / 0 issues**
 - snapshot discussion activity: **8 comments / 2 reviews / 2 review comments**
 - account age: **2909 days**
 - recent public PR activity: **326 PRs** (56 merged / 72 closed-unmerged / 198 open; merged rate **17%**, closed-unmerged rate **22%**, open rate **61%**)
@@ -1079,9 +1080,9 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
 
 Example artifacts:
+- [PR #46546: Fix Moonshine streaming right window boundary](https://github.com/huggingface/transformers/pull/46546) — open
 - [PR #46522: Fix StopStringCriteria byte fragment matching](https://github.com/huggingface/transformers/pull/46522) — closed
 - [PR #46481: Fix static cache max length config](https://github.com/huggingface/transformers/pull/46481) — closed
-- [PR #46478: fix: pin hub kernel repository refs](https://github.com/huggingface/transformers/pull/46478) — open
 
 ### `AmineDiro`
 
@@ -2451,28 +2452,6 @@ Example artifacts:
 - [PR #46375: [VITS] Un-skip test_model_forward](https://github.com/huggingface/transformers/pull/46375) — open
 - [PR #46125: Fix _is_package_available reporting available without a version](https://github.com/huggingface/transformers/pull/46125) — closed, merged
 
-### `Brianzhengca`
-
-- profile: [github.com/Brianzhengca](https://github.com/Brianzhengca)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABrianzhengca)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABrianzhengca)
-- repo first seen: `2026-04-11T21:41:32Z`
-- repo last seen: `2026-04-22T08:16:38Z`
-- 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: **4 comments / 0 reviews / 0 review comments**
-- account age: **3170 days**
-- recent public PR activity: **2 PRs** (1 merged / 1 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #45541: Fix local_files_only tokenizer fallback when tokenizer files are missing (Issue 45538)](https://github.com/huggingface/transformers/pull/45541) — open
-- [PR #45380: fix Qwen3_5MoeVisionConfig deepstack_visual_indexes silently dropped by @strict (Issue: https://github.com/huggingface/transformers/issues/45375)](https://github.com/huggingface/transformers/pull/45380) — closed
-
 ### `catwell`
 
 - profile: [github.com/catwell](https://github.com/catwell)
@@ -2672,28 +2651,6 @@ Example artifacts:
 - [PR #46157: chore: enable Dependabot weekly GitHub Actions bumps](https://github.com/huggingface/transformers/pull/46157) — closed, merged
 - [PR #46156: chore: enable Dependabot weekly GitHub Actions bumps](https://github.com/huggingface/transformers/pull/46156) — closed
 
-### `hijingsong`
-
-- profile: [github.com/hijingsong](https://github.com/hijingsong)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahijingsong)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahijingsong)
-- repo first seen: `2026-04-11T16:23:48Z`
-- repo last seen: `2026-04-11T19:40:19Z`
-- 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**
-- account age: **24 days**
-- recent public PR activity: **17 PRs** (0 merged / 5 closed-unmerged / 12 open; merged rate **0%**, closed-unmerged rate **29%**, open rate **71%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
-- heuristic read: **very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #45379: fix(config): add deepstack_visual_indexes to Qwen3_5MoeVisionConfig](https://github.com/huggingface/transformers/pull/45379) — open
-- [PR #45378: fix(mistral): guard ReasoningEffort import for older mistral_common versions](https://github.com/huggingface/transformers/pull/45378) — open
-
 ### `Jaeyo314`
 
 - profile: [github.com/Jaeyo314](https://github.com/Jaeyo314)
@@ -2914,6 +2871,28 @@ Example artifacts:
 - [PR #45703: chore(typing): add ty type checking for 10 utility files](https://github.com/huggingface/transformers/pull/45703) — closed, merged
 - [PR #45667: chore(typing): add ty type checking for 3 pipeline files](https://github.com/huggingface/transformers/pull/45667) — closed, merged
 
+### `mulkymalikuldhrs`
+
+- profile: [github.com/mulkymalikuldhrs](https://github.com/mulkymalikuldhrs)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amulkymalikuldhrs)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amulkymalikuldhrs)
+- repo first seen: `2026-06-10T22:54:43Z`
+- repo last seen: `2026-06-10T22:56:50Z`
+- 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: **416 days**
+- recent public PR activity: **593 PRs** (4 merged / 426 closed-unmerged / 163 open; merged rate **1%**, closed-unmerged rate **72%**, open rate **27%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
+- heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs**
+
+Example artifacts:
+- [PR #46549: docs: fix README.md formatting inconsistencies](https://github.com/huggingface/transformers/pull/46549) — open
+- [PR #46548: docs: fix README.md formatting inconsistencies](https://github.com/huggingface/transformers/pull/46548) — open
+
 ### `nileshpatil6`
 
 - profile: [github.com/nileshpatil6](https://github.com/nileshpatil6)
@@ -3586,6 +3565,28 @@ Example artifacts:
 - [PR #43586: Increase default ReadTimeout in tests](https://github.com/huggingface/transformers/pull/43586) — closed, merged
 - [Issue #42556: [v5] Remove `safe_serialization` parameter](https://github.com/huggingface/transformers/issues/42556) — closed
 
+### `Brianzhengca`
+
+- profile: [github.com/Brianzhengca](https://github.com/Brianzhengca)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABrianzhengca)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABrianzhengca)
+- repo first seen: `2026-04-11T21:41:32Z`
+- repo last seen: `2026-04-22T08:16:38Z`
+- 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: **4 comments / 0 reviews / 0 review comments**
+- account age: **3170 days**
+- recent public PR activity: **2 PRs** (1 merged / 1 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #45541: Fix local_files_only tokenizer fallback when tokenizer files are missing (Issue 45538)](https://github.com/huggingface/transformers/pull/45541) — open
+- [PR #45380: fix Qwen3_5MoeVisionConfig deepstack_visual_indexes silently dropped by @strict (Issue: https://github.com/huggingface/transformers/issues/45375)](https://github.com/huggingface/transformers/pull/45380) — closed
+
 ### `ezylopx5`
 
 - profile: [github.com/ezylopx5](https://github.com/ezylopx5)
@@ -4724,6 +4725,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45868: feat(t5gemma2): add Flash Attention 2 support](https://github.com/huggingface/transformers/pull/45868) — open
 
+### `akoumpa`
+
+- profile: [github.com/akoumpa](https://github.com/akoumpa)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aakoumpa)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aakoumpa)
+- repo first seen: `2026-06-10T19:31:49Z`
+- repo last seen: `2026-06-10T19:31:49Z`
+- 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: **917 days**
+- recent public PR activity: **66 PRs** (50 merged / 9 closed-unmerged / 7 open; merged rate **76%**, closed-unmerged rate **14%**, open rate **11%**)
+- public orgs: `NVIDIA`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high recent PR volume**
+
+Example artifacts:
+- [PR #46547: docs: Update NeMo Automodel getting-started docs for updated user API](https://github.com/huggingface/transformers/pull/46547) — open, draft
+
 ### `Aktharnvdv`
 
 - profile: [github.com/Aktharnvdv](https://github.com/Aktharnvdv)
@@ -7503,7 +7525,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asrishtiii28)
 - repo first seen: `2026-06-09T09:34:02Z`
 - repo last seen: `2026-06-10T15:49:43Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**

new_contributors.parquet

@@ -1,3 +1,3 @@
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-size 61899
+oid sha256:866eb8df1151a1f1f75d2a3ef8b7e7698b24dfad15db5d30625e6e7d561436e1
+size 62278

pr-scope-clusters.json

@@ -1,8 +1,8 @@
 {
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-  "snapshot_id": "20260610T180024Z",
-  "generated_at": "2026-06-10T18:02:03Z",
-  "cluster_count": 69,
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+  "generated_at": "2026-06-11T00:01:07Z",
+  "cluster_count": 71,
   "pr_scope_clusters": [
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@@ -19,7 +19,7 @@
         45273
       ],
       "representative_pr_number": 45067,
-      "average_similarity": 0.424,
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       "summary": "10 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
       "shared_filenames": [
         "src/transformers/trainer.py"
@@ -96,7 +96,7 @@
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@@ -304,7 +304,7 @@
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@@ -464,7 +464,7 @@
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@@ -593,7 +593,7 @@
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@@ -609,7 +609,7 @@
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@@ -737,7 +737,7 @@
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@@ -928,8 +928,8 @@
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-          "similarity": 0.361,
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@@ -1080,7 +1080,7 @@
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           "concentration_similarity": 0.577,
@@ -1254,7 +1254,7 @@
         {
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-          "similarity": 0.339,
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@@ -1434,7 +1434,7 @@
           "left_pr_number": 44070,
           "right_pr_number": 45546,
           "similarity": 0.733,
-          "content_similarity": 0.751,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.927,
@@ -1478,7 +1478,7 @@
           "left_pr_number": 44070,
           "right_pr_number": 45668,
           "similarity": 0.633,
-          "content_similarity": 0.624,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.976,
@@ -1516,7 +1516,7 @@
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           "breadth_similarity": 0.333,
           "concentration_similarity": 0.45,
@@ -1665,7 +1665,7 @@
         {
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           "right_pr_number": 45421,
-          "similarity": 0.424,
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           "breadth_similarity": 0.667,
@@ -1769,7 +1769,7 @@
           "left_pr_number": 41097,
           "right_pr_number": 46013,
           "similarity": 0.434,
-          "content_similarity": 0.371,
+          "content_similarity": 0.372,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1785,7 +1785,7 @@
           "left_pr_number": 43549,
           "right_pr_number": 44547,
           "similarity": 0.423,
-          "content_similarity": 0.332,
+          "content_similarity": 0.333,
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           "breadth_similarity": 1.0,
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@@ -1824,7 +1824,7 @@
         45985
       ],
       "representative_pr_number": 45985,
-      "average_similarity": 0.501,
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